vit_new_code_gpu.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0gA6jE222C0S"
      },
      "source": [
        "# Vision Transformer를 활용한 식물 질환 분류\n",
        "\n",
        "- [주의] drive에 남은 용량이 1~2GB 정도 있어야 함\n",
        "\n",
        "- [관련 논문]\n",
        "\n",
        "    https://arxiv.org/pdf/2010.11929.pdf (ViT 제안)\n",
        "\n",
        "    https://www.frontiersin.org/articles/10.3389/fpls.2016.01419/full (간접 관련)\n",
        "    \n",
        "    https://www.sciencedirect.com/science/article/pii/S2666285X22000218 (간접 관련)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1NpHg9iG172w",
        "outputId": "f09a2487-c311-4b2c-9c9e-151e5ac29d6d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 모델 준비"
      ],
      "metadata": {
        "id": "WN3Y3S60DhkR"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UaSE1oYbHcVi"
      },
      "source": [
        "## 필요 라이브러리 설치"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LzJCSSjRHfE6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b49aa0a1-c479-4112-837b-a3fc5a111e76"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ],
      "source": [
        "!pip install datasets\n",
        "!pip install transformers\n",
        "!pip install torchmetrics\n",
        "!pip install accelerate -U"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 데이터셋 다운로드"
      ],
      "metadata": {
        "id": "J6IYff34fYAS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "- 총 38개의 카테고리가 있음. 모든 데이터의 비율이 균등하지 않다는 점에 유의\n",
        "\n",
        "- [데이터셋 분석] https://www.dropbox.com/scl/fi/hgv4fgnuc5kskcxpcws8e/.xlsx?rlkey=pfh6bpp25jd4fk6nf7c1qap8w&dl=1\n",
        "\n",
        "- [관련 논문] Hughes, David P., and Marcel Salathe. “An Open Access Repository of Images on Plant Health to Enable the Development of Mobile Disease Diagnostics.” ArXiv:1511.08060 [Cs], Apr. 2016. arXiv.org, http://arxiv.org/abs/1511.08060.\n",
        "\n",
        "- [출처] https://github.com/spMohanty/PlantVillage-Dataset"
      ],
      "metadata": {
        "id": "kZYW8z_qxlKP"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "TkbT2UKTNveD"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import io\n",
        "import shutil\n",
        "import requests\n",
        "from zipfile import ZipFile\n",
        "\n",
        "def generate_dataset_dir(data_dir, test_rate=0.2, valid_rate=0.2, gap=1):\n",
        "    \"\"\"\n",
        "    made by hope04302\n",
        "    zip파일의 데이터셋을 train, validation, test로 분리\n",
        "    \"\"\"\n",
        "\n",
        "    zip_path = \"https://data.mendeley.com/public-files/datasets/tywbtsjrjv/files/d5652a28-c1d8-4b76-97f3-72fb80f94efc/file_downloaded\"\n",
        "    zip = requests.get(zip_path)\n",
        "\n",
        "    if os.path.isdir(data_dir):\n",
        "        shutil.rmtree(data_dir)\n",
        "\n",
        "    with ZipFile(io.BytesIO(zip.content), 'r') as zf:\n",
        "        zf.extractall(f\"{data_dir}\")\n",
        "\n",
        "    in_path = f\"{data_dir}/Plant_leave_diseases_dataset_without_augmentation\"\n",
        "    clss = os.listdir(in_path)\n",
        "\n",
        "    for cls in clss:\n",
        "\n",
        "        for folder in [\"train\", \"validation\", \"test\"]:\n",
        "            os.makedirs(f\"{data_dir}/{folder}/{cls}\")\n",
        "\n",
        "        images = os.listdir(f\"{in_path}/{cls}\")\n",
        "\n",
        "        train_idx = int(len(images) * (1 - test_rate) * (1 - valid_rate))\n",
        "        valid_idx = int(len(images) * (1 - test_rate))\n",
        "\n",
        "        for image in images[:train_idx:gap]:\n",
        "            if image[-3:].lower() == \"jpg\":\n",
        "                shutil.move(f\"{in_path}/{cls}/{image}\", f\"{data_dir}/train/{cls}\")\n",
        "\n",
        "        for image in images[train_idx:valid_idx:gap]:\n",
        "            if image[-3:].lower() == \"jpg\":\n",
        "                shutil.move(f\"{in_path}/{cls}/{image}\", f\"{data_dir}/validation/{cls}\")\n",
        "\n",
        "        for image in images[valid_idx::gap]:\n",
        "            if image[-3:].lower() == \"jpg\":\n",
        "                shutil.move(f\"{in_path}/{cls}/{image}\", f\"{data_dir}/test/{cls}\")\n",
        "\n",
        "    shutil.rmtree(in_path)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "generate_dataset_dir(data_dir='/content/plantvillage', test_rate=0.95, gap=1)\n",
        "dataset = load_dataset(\"imagefolder\", data_dir='/content/plantvillage')"
      ],
      "metadata": {
        "id": "1qF-O1PKWNz-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 497,
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split: 0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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              "model_id": "d4861dd54f4b455cbfe04c12f0cf8abc"
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          "metadata": {}
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        {
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              "Generating validation split: 0 examples [00:00, ? examples/s]"
            ],
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          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              "Generating test split: 0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9e48c288cdaf48e4b6fa3c08231925d2"
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          },
          "metadata": {}
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "clss = sorted(set(dataset[\"test\"].features[\"label\"].names))\n",
        "sps = sorted(set([i.split('_')[0] for i in clss]))\n",
        "\n",
        "cls2label = {j: i for i, j in enumerate(clss)}\n",
        "sps2label = {j: i for i, j in enumerate(sps)}\n",
        "\n",
        "show_sp = [sps2label[(clss[label].split('_'))[0]] for label in range(len(clss))]\n",
        "show_cls = [[cls2label[x] for x in clss if (x.split('_'))[0] == sps[label]] for label in range(len(sps))]"
      ],
      "metadata": {
        "id": "d0hto8WR9rIN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 모델, 토크나이저 다운로드(중요)"
      ],
      "metadata": {
        "id": "7UEI8VYXuW2D"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Z3cLVrtoA8Gp"
      },
      "outputs": [],
      "source": [
        "# 실제 실험에서는 다르게 설정할 것.\n",
        "# NUM_LABELS는 건들지 말 것.\n",
        "\n",
        "NUM_LABELS = 39\n",
        "BATCH_SIZE = 32\n",
        "EPOCHS = 200"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "from transformers import AutoImageProcessor\n",
        "\n",
        "# 수정 1 =====================================\n",
        "\n",
        "# model_ckpt: 원하는 모델을 아래에서 검색 후, 이름 붙여넣기(ctrl + click하면 들어가짐)\n",
        "# https://huggingface.co/models?pipeline_tag=image-classification&sort=trending\n",
        "\n",
        "# model_name: 모델을 드라이브에 저장할 이름\n",
        "# save_dir: 모델을 저장할 경로\n",
        "\n",
        "model_ckpt = 'google/vit-base-patch16-224-in21k'\n",
        "save_dir = f'/content/drive/MyDrive/saki_model/{model_ckpt}'\n",
        "\n",
        "# ============================================\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "processor = AutoImageProcessor.from_pretrained(model_ckpt)"
      ],
      "metadata": {
        "id": "Gl9H_XdofNd1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
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            "d52ccca19b5e4e6e9bdfb7fb5404fcbd",
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        },
        "outputId": "9cd242e5-23f9-4564-c03f-1879240aaf72"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)rocessor_config.json:   0%|          | 0.00/160 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "df7906526c3842f7870a505322803585"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)lve/main/config.json:   0%|          | 0.00/502 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d52ccca19b5e4e6e9bdfb7fb5404fcbd"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# from transformers import AutoModelForImageClassification\n",
        "\n",
        "# # 수정 2-1 =====================================\n",
        "\n",
        "# # [주의] 수정 2-1, 2-2 중 하나는 주석 처리할 것.\n",
        "# # 만약 원래 코드를 그대로 쓰고 싶으면 선택\n",
        "\n",
        "# model = (AutoModelForImageClassification\n",
        "#          .from_pretrained(model_ckpt, num_labels=NUM_LABELS, ignore_mismatched_sizes=True)\n",
        "#          .to(device))\n",
        "\n",
        "# # =============================================="
      ],
      "metadata": {
        "id": "GLeJlxAuiMzY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch.nn as nn\n",
        "from transformers import AutoModel\n",
        "\n",
        "# 수정 2-2 =====================================\n",
        "\n",
        "# [주의] 수정 2-1, 2-2 중 하나는 주석 처리할 것.\n",
        "# 원래 코드의 classifier를 고치고 싶다면 선택\n",
        "\n",
        "class Model(nn.Module):\n",
        "\n",
        "    def __init__(self):\n",
        "\n",
        "        super(Model, self).__init__()\n",
        "        self.model = AutoModel.from_pretrained(model_ckpt)\n",
        "        self.sp_classifier = nn.Linear(self.model.config.hidden_size, len(sps))\n",
        "        self.classifier = nn.Linear(self.model.config.hidden_size, NUM_LABELS)\n",
        "        self.sp_loss = nn.CrossEntropyLoss()\n",
        "        self.loss = nn.CrossEntropyLoss()\n",
        "\n",
        "    def forward(self, pixel_values, sp_labels, labels):\n",
        "\n",
        "        hidden = self.model(pixel_values=pixel_values)\n",
        "        hidden = hidden.last_hidden_state\n",
        "\n",
        "        sp_logits = self.sp_classifier(hidden[:, 0, :])\n",
        "        di_logits = self.classifier(torch.mean(hidden, dim=1))\n",
        "\n",
        "        sp_loss = self.sp_loss(sp_logits, sp_labels.argmax(-1))\n",
        "        di_loss = self.loss(di_logits, labels.argmax(-1))\n",
        "\n",
        "        loss = sp_loss + di_loss\n",
        "\n",
        "        model_output = {\n",
        "            'loss': loss,\n",
        "            'di_logits': di_logits,\n",
        "            'sp_logits': sp_logits\n",
        "        }\n",
        "\n",
        "        return model_output\n",
        "\n",
        "model = Model()\n",
        "\n",
        "# =============================================="
      ],
      "metadata": {
        "id": "2RmebM59fKjN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 데이터셋, 모델 상태 확인"
      ],
      "metadata": {
        "id": "pvohPp8-DB6f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset"
      ],
      "metadata": {
        "id": "VWDW_YEiDAj4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "34e5825f-f8c7-4bf2-cc78-4f6aca23d712"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['image', 'label'],\n",
              "        num_rows: 2203\n",
              "    })\n",
              "    validation: Dataset({\n",
              "        features: ['image', 'label'],\n",
              "        num_rows: 552\n",
              "    })\n",
              "    test: Dataset({\n",
              "        features: ['image', 'label'],\n",
              "        num_rows: 52691\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset[\"train\"].features[\"label\"].names"
      ],
      "metadata": {
        "id": "iP4nstuV-prH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c5b83769-6105-430f-d097-59891fdc9ab7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Apple___Apple_scab',\n",
              " 'Apple___Black_rot',\n",
              " 'Apple___Cedar_apple_rust',\n",
              " 'Apple___healthy',\n",
              " 'Background_without_leaves',\n",
              " 'Blueberry___healthy',\n",
              " 'Cherry___Powdery_mildew',\n",
              " 'Cherry___healthy',\n",
              " 'Corn___Cercospora_leaf_spot Gray_leaf_spot',\n",
              " 'Corn___Common_rust',\n",
              " 'Corn___Northern_Leaf_Blight',\n",
              " 'Corn___healthy',\n",
              " 'Grape___Black_rot',\n",
              " 'Grape___Esca_(Black_Measles)',\n",
              " 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)',\n",
              " 'Grape___healthy',\n",
              " 'Orange___Haunglongbing_(Citrus_greening)',\n",
              " 'Peach___Bacterial_spot',\n",
              " 'Peach___healthy',\n",
              " 'Pepper,_bell___Bacterial_spot',\n",
              " 'Pepper,_bell___healthy',\n",
              " 'Potato___Early_blight',\n",
              " 'Potato___Late_blight',\n",
              " 'Potato___healthy',\n",
              " 'Raspberry___healthy',\n",
              " 'Soybean___healthy',\n",
              " 'Squash___Powdery_mildew',\n",
              " 'Strawberry___Leaf_scorch',\n",
              " 'Strawberry___healthy',\n",
              " 'Tomato___Bacterial_spot',\n",
              " 'Tomato___Early_blight',\n",
              " 'Tomato___Late_blight',\n",
              " 'Tomato___Leaf_Mold',\n",
              " 'Tomato___Septoria_leaf_spot',\n",
              " 'Tomato___Spider_mites Two-spotted_spider_mite',\n",
              " 'Tomato___Target_Spot',\n",
              " 'Tomato___Tomato_Yellow_Leaf_Curl_Virus',\n",
              " 'Tomato___Tomato_mosaic_virus',\n",
              " 'Tomato___healthy']"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "processor"
      ],
      "metadata": {
        "id": "8EQdn3qm8aa1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9702d260-890a-4a62-f738-894e165207d9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ViTImageProcessor {\n",
              "  \"do_normalize\": true,\n",
              "  \"do_rescale\": true,\n",
              "  \"do_resize\": true,\n",
              "  \"image_mean\": [\n",
              "    0.5,\n",
              "    0.5,\n",
              "    0.5\n",
              "  ],\n",
              "  \"image_processor_type\": \"ViTImageProcessor\",\n",
              "  \"image_std\": [\n",
              "    0.5,\n",
              "    0.5,\n",
              "    0.5\n",
              "  ],\n",
              "  \"resample\": 2,\n",
              "  \"rescale_factor\": 0.00392156862745098,\n",
              "  \"size\": {\n",
              "    \"height\": 224,\n",
              "    \"width\": 224\n",
              "  }\n",
              "}"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model"
      ],
      "metadata": {
        "id": "GiEazkxq8nwW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "709b4662-4355-4002-d93f-a66744eabb2b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Model(\n",
              "  (model): ViTModel(\n",
              "    (embeddings): ViTEmbeddings(\n",
              "      (patch_embeddings): ViTPatchEmbeddings(\n",
              "        (projection): Conv2d(3, 768, kernel_size=(16, 16), stride=(16, 16))\n",
              "      )\n",
              "      (dropout): Dropout(p=0.0, inplace=False)\n",
              "    )\n",
              "    (encoder): ViTEncoder(\n",
              "      (layer): ModuleList(\n",
              "        (0-11): 12 x ViTLayer(\n",
              "          (attention): ViTAttention(\n",
              "            (attention): ViTSelfAttention(\n",
              "              (query): Linear(in_features=768, out_features=768, bias=True)\n",
              "              (key): Linear(in_features=768, out_features=768, bias=True)\n",
              "              (value): Linear(in_features=768, out_features=768, bias=True)\n",
              "              (dropout): Dropout(p=0.0, inplace=False)\n",
              "            )\n",
              "            (output): ViTSelfOutput(\n",
              "              (dense): Linear(in_features=768, out_features=768, bias=True)\n",
              "              (dropout): Dropout(p=0.0, inplace=False)\n",
              "            )\n",
              "          )\n",
              "          (intermediate): ViTIntermediate(\n",
              "            (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
              "            (intermediate_act_fn): GELUActivation()\n",
              "          )\n",
              "          (output): ViTOutput(\n",
              "            (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
              "            (dropout): Dropout(p=0.0, inplace=False)\n",
              "          )\n",
              "          (layernorm_before): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
              "          (layernorm_after): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
              "        )\n",
              "      )\n",
              "    )\n",
              "    (layernorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
              "    (pooler): ViTPooler(\n",
              "      (dense): Linear(in_features=768, out_features=768, bias=True)\n",
              "      (activation): Tanh()\n",
              "    )\n",
              "  )\n",
              "  (sp_classifier): Linear(in_features=768, out_features=15, bias=True)\n",
              "  (classifier): Linear(in_features=768, out_features=39, bias=True)\n",
              "  (sp_loss): CrossEntropyLoss()\n",
              "  (loss): CrossEntropyLoss()\n",
              ")"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 모델 학습 준비"
      ],
      "metadata": {
        "id": "R81Spya_z9f9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import torch.nn.functional as F\n",
        "\n",
        "def transform(example_batch):\n",
        "    inputs = processor([x for x in example_batch['image']], return_tensors='pt')\n",
        "    inputs['labels'] = example_batch['label']\n",
        "    inputs['sp_labels'] = [show_sp[i] for i in example_batch['label']]\n",
        "    return inputs\n",
        "\n",
        "def collate_fn(batch):\n",
        "    return {\n",
        "        'pixel_values': torch.stack([x['pixel_values'] for x in batch]),\n",
        "        'labels': torch.stack(\n",
        "            [F.one_hot(torch.tensor(x['labels']), num_classes=NUM_LABELS).type(torch.float) for x in batch]\n",
        "        ),\n",
        "        'sp_labels': torch.stack(\n",
        "            [F.one_hot(torch.tensor(x['sp_labels']), num_classes=NUM_LABELS).type(torch.float) for x in batch]\n",
        "        )\n",
        "    }"
      ],
      "metadata": {
        "id": "RvsyiGnaFM2S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import torch.nn.functional as F\n",
        "from torchmetrics import Accuracy, F1Score, HammingDistance, AUROC, ExactMatch\n",
        "\n",
        "def compute_metrics(eval_pred):\n",
        "\n",
        "\n",
        "    # 수정 3 ==============================================\n",
        "\n",
        "    # eval_pred: model에서 나온 output값.\n",
        "    # 여기를 수정하면 원하는 방향으로 metrics를 조작 가능\n",
        "\n",
        "    di_logits, sp_logits = eval_pred.predictions\n",
        "    di_labels, sp_labels = eval_pred.label_ids\n",
        "\n",
        "    di_logits = torch.Tensor(di_logits)\n",
        "    sp_logits = torch.Tensor(sp_logits)\n",
        "\n",
        "    di_labels = torch.Tensor(di_labels).long()\n",
        "    sp_labels = torch.Tensor(sp_labels).long()\n",
        "\n",
        "    probs = di_logits\n",
        "    sp_probs = sp_logits.argmax(dim=-1)\n",
        "    preds = torch.zeros(size = probs.size())\n",
        "\n",
        "    for i in range(len(probs)):\n",
        "        _max_idx = -1\n",
        "        _max_val = -1\n",
        "        for j in show_cls[int(sp_probs[i])]:\n",
        "            if _max_val < probs[i][j]:\n",
        "                _max_val = probs[i][j]\n",
        "                _max_idx = j\n",
        "        preds[i][_max_idx] = 1\n",
        "\n",
        "    accuracy = Accuracy(task='multilabel', num_labels=NUM_LABELS)\n",
        "    f1_macro = F1Score(task=\"multilabel\", num_labels=NUM_LABELS, average='macro')\n",
        "    f1_micro = F1Score(task=\"multilabel\", num_labels=NUM_LABELS, average='micro')\n",
        "    f1_weight = F1Score(task=\"multilabel\", num_labels=NUM_LABELS, average='weighted')\n",
        "    em = ExactMatch(task='multiclass', num_classes=2)\n",
        "    auroc = AUROC(task='multilabel', num_labels=NUM_LABELS, average='micro')\n",
        "    hamming = HammingDistance(task=\"multiclass\", num_classes=2)\n",
        "    sp_accuracy = Accuracy(task='multiclass', num_classes=len(sps))\n",
        "\n",
        "    each_f1_score = F1Score(task='multilabel', num_labels=NUM_LABELS, average=None)\n",
        "\n",
        "    metrics = {'accuracy': accuracy(preds, di_labels),\n",
        "               'f1_macro': f1_macro(preds, di_labels),\n",
        "               'f1_micro': f1_micro(preds, di_labels),\n",
        "               'f1_weighted': f1_weight(preds, di_labels),\n",
        "               'auroc': auroc(preds, di_labels),\n",
        "               'em': em(preds, di_labels),\n",
        "               'hamming_loss': hamming(preds, di_labels),\n",
        "               'species_acc': sp_accuracy(sp_probs, sp_labels.argmax(-1))} | dict(zip(map(str, range(NUM_LABELS)), each_f1_score(preds, di_labels)))\n",
        "\n",
        "    # =======================================================\n",
        "\n",
        "    return metrics"
      ],
      "metadata": {
        "id": "tWpBzaObfus7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train, validation, test = dataset.with_transform(transform).values()"
      ],
      "metadata": {
        "id": "-xkgzD0l1PhT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 모델 학습"
      ],
      "metadata": {
        "id": "CP5GGhvC1G13"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import TrainingArguments, Trainer\n",
        "\n",
        "training_args = TrainingArguments(\n",
        "    output_dir=\"/content/model\",\n",
        "    do_train=True,\n",
        "    do_eval=True,\n",
        "    num_train_epochs=EPOCHS,\n",
        "    per_device_train_batch_size=BATCH_SIZE,\n",
        "    per_device_eval_batch_size=BATCH_SIZE,\n",
        "    logging_strategy=\"epoch\",\n",
        "    logging_dir='./logs',\n",
        "    learning_rate=2e-5,\n",
        "    run_name=\"v1\",\n",
        "    seed=42,\n",
        "    remove_unused_columns=False,\n",
        "    label_names=['labels', 'sp_labels'],\n",
        "\n",
        "    # 수정 4 =============================\n",
        "\n",
        "    # 부정확하지만 빠르고 용량 적게 먹는 학습:\n",
        "    # evaluation_strategy=\"epoch\", save_strategy=\"no\"\n",
        "\n",
        "    # 좀 더 정확한 학습:\n",
        "    evaluation_strategy=\"epoch\", save_strategy=\"epoch\", load_best_model_at_end=True, metric_for_best_model='eval_f1_macro', save_total_limit=1,\n",
        "\n",
        "    # 좀 더 많이 정확한 학습(숫자 수정 가능):\n",
        "    #evaluation_strategy=\"steps\", eval_steps=100, save_strategy=\"steps\", load_best_model_at_end=True, metric_for_best_model='eval_f1_score', save_total_limit=1,\n",
        "\n",
        "    # ====================================\n",
        "\n",
        ")\n",
        "\n",
        "trainer = Trainer(\n",
        "    model=model,\n",
        "    args=training_args,\n",
        "    train_dataset=train,\n",
        "    eval_dataset=validation,\n",
        "    compute_metrics=compute_metrics,\n",
        "    tokenizer=processor,\n",
        "    data_collator=collate_fn,\n",
        ")"
      ],
      "metadata": {
        "id": "4wlaHbNyfxKG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "try: trainer.train()\n",
        "finally: trainer.save_model()"
      ],
      "metadata": {
        "id": "7uUwRuEhfzCS",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "3b98feeb-4314-43a8-e9a6-d8ea09064b61"
      },
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='2981' max='13800' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [ 2981/13800 30:38 < 1:51:17, 1.62 it/s, Epoch 43.19/200]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Epoch</th>\n",
              "      <th>Training Loss</th>\n",
              "      <th>Validation Loss</th>\n",
              "      <th>Accuracy</th>\n",
              "      <th>F1 Macro</th>\n",
              "      <th>F1 Micro</th>\n",
              "      <th>F1 Weighted</th>\n",
              "      <th>Auroc</th>\n",
              "      <th>Em</th>\n",
              "      <th>Hamming Loss</th>\n",
              "      <th>Species Acc</th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "      <th>12</th>\n",
              "      <th>13</th>\n",
              "      <th>14</th>\n",
              "      <th>15</th>\n",
              "      <th>16</th>\n",
              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
              "      <th>21</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>24</th>\n",
              "      <th>25</th>\n",
              "      <th>26</th>\n",
              "      <th>27</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>Runtime</th>\n",
              "      <th>Samples Per Second</th>\n",
              "      <th>Steps Per Second</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>5.506500</td>\n",
              "      <td>4.812342</td>\n",
              "      <td>0.968785</td>\n",
              "      <td>0.166072</td>\n",
              "      <td>0.391304</td>\n",
              "      <td>0.313418</td>\n",
              "      <td>0.687643</td>\n",
              "      <td>0.391304</td>\n",
              "      <td>0.031215</td>\n",
              "      <td>0.668478</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.583333</td>\n",
              "      <td>0.285714</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.916667</td>\n",
              "      <td>0.375000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.964912</td>\n",
              "      <td>0.230769</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.859649</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.193548</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.312684</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>5.468000</td>\n",
              "      <td>100.950000</td>\n",
              "      <td>3.292000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>4.262200</td>\n",
              "      <td>3.841035</td>\n",
              "      <td>0.980491</td>\n",
              "      <td>0.407549</td>\n",
              "      <td>0.619565</td>\n",
              "      <td>0.563082</td>\n",
              "      <td>0.804777</td>\n",
              "      <td>0.619565</td>\n",
              "      <td>0.019509</td>\n",
              "      <td>0.896739</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.641509</td>\n",
              "      <td>0.736842</td>\n",
              "      <td>0.421053</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.700000</td>\n",
              "      <td>0.827586</td>\n",
              "      <td>0.564103</td>\n",
              "      <td>0.758621</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.964912</td>\n",
              "      <td>0.901961</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.756757</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>0.428571</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.935780</td>\n",
              "      <td>0.875000</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.509091</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.240000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.347826</td>\n",
              "      <td>0.071429</td>\n",
              "      <td>0.190476</td>\n",
              "      <td>0.527363</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.117647</td>\n",
              "      <td>5.325900</td>\n",
              "      <td>103.645000</td>\n",
              "      <td>3.380000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>3.423500</td>\n",
              "      <td>3.160238</td>\n",
              "      <td>0.988852</td>\n",
              "      <td>0.560143</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.740647</td>\n",
              "      <td>0.888444</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.011148</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.680000</td>\n",
              "      <td>0.736842</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.628571</td>\n",
              "      <td>0.928571</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.709677</td>\n",
              "      <td>0.604651</td>\n",
              "      <td>0.538462</td>\n",
              "      <td>0.821705</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>5.409200</td>\n",
              "      <td>102.049000</td>\n",
              "      <td>3.328000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>2.794500</td>\n",
              "      <td>2.640204</td>\n",
              "      <td>0.992010</td>\n",
              "      <td>0.627935</td>\n",
              "      <td>0.844203</td>\n",
              "      <td>0.805975</td>\n",
              "      <td>0.920051</td>\n",
              "      <td>0.844203</td>\n",
              "      <td>0.007990</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>0.960000</td>\n",
              "      <td>0.740741</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.848485</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.990291</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.765957</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.829268</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.785714</td>\n",
              "      <td>0.954955</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.693800</td>\n",
              "      <td>96.948000</td>\n",
              "      <td>3.161000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>2.310800</td>\n",
              "      <td>2.220480</td>\n",
              "      <td>0.993032</td>\n",
              "      <td>0.693471</td>\n",
              "      <td>0.864130</td>\n",
              "      <td>0.831508</td>\n",
              "      <td>0.930277</td>\n",
              "      <td>0.864130</td>\n",
              "      <td>0.006968</td>\n",
              "      <td>0.974638</td>\n",
              "      <td>0.285714</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.708333</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.880000</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.990291</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.790698</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>0.829268</td>\n",
              "      <td>0.717949</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.883333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.375300</td>\n",
              "      <td>102.692000</td>\n",
              "      <td>3.349000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>1.928800</td>\n",
              "      <td>1.893468</td>\n",
              "      <td>0.994519</td>\n",
              "      <td>0.738459</td>\n",
              "      <td>0.893116</td>\n",
              "      <td>0.866572</td>\n",
              "      <td>0.945152</td>\n",
              "      <td>0.893116</td>\n",
              "      <td>0.005481</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.285714</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.708333</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.967742</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.901961</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.875000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.809524</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>0.850000</td>\n",
              "      <td>0.780488</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.972477</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.403500</td>\n",
              "      <td>102.156000</td>\n",
              "      <td>3.331000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>1.632600</td>\n",
              "      <td>1.646674</td>\n",
              "      <td>0.995262</td>\n",
              "      <td>0.766123</td>\n",
              "      <td>0.907609</td>\n",
              "      <td>0.887769</td>\n",
              "      <td>0.952589</td>\n",
              "      <td>0.907609</td>\n",
              "      <td>0.004738</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.739130</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.967742</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.916667</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>0.871795</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.972477</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.423600</td>\n",
              "      <td>101.778000</td>\n",
              "      <td>3.319000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8</td>\n",
              "      <td>1.387400</td>\n",
              "      <td>1.444351</td>\n",
              "      <td>0.996005</td>\n",
              "      <td>0.798272</td>\n",
              "      <td>0.922101</td>\n",
              "      <td>0.908032</td>\n",
              "      <td>0.960026</td>\n",
              "      <td>0.922101</td>\n",
              "      <td>0.003995</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.809524</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.967742</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.791667</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.928571</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.399300</td>\n",
              "      <td>102.235000</td>\n",
              "      <td>3.334000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9</td>\n",
              "      <td>1.181800</td>\n",
              "      <td>1.255512</td>\n",
              "      <td>0.997120</td>\n",
              "      <td>0.861248</td>\n",
              "      <td>0.943841</td>\n",
              "      <td>0.932945</td>\n",
              "      <td>0.971181</td>\n",
              "      <td>0.943841</td>\n",
              "      <td>0.002880</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.894737</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.938776</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.541500</td>\n",
              "      <td>99.612000</td>\n",
              "      <td>3.248000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10</td>\n",
              "      <td>0.991300</td>\n",
              "      <td>1.071746</td>\n",
              "      <td>0.997677</td>\n",
              "      <td>0.887883</td>\n",
              "      <td>0.954710</td>\n",
              "      <td>0.947443</td>\n",
              "      <td>0.976759</td>\n",
              "      <td>0.954710</td>\n",
              "      <td>0.002323</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.958333</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.972973</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.411700</td>\n",
              "      <td>102.002000</td>\n",
              "      <td>3.326000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11</td>\n",
              "      <td>0.828000</td>\n",
              "      <td>0.936628</td>\n",
              "      <td>0.997585</td>\n",
              "      <td>0.895968</td>\n",
              "      <td>0.952899</td>\n",
              "      <td>0.946742</td>\n",
              "      <td>0.975829</td>\n",
              "      <td>0.952899</td>\n",
              "      <td>0.002415</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.958333</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.875000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.393400</td>\n",
              "      <td>102.348000</td>\n",
              "      <td>3.337000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12</td>\n",
              "      <td>0.688200</td>\n",
              "      <td>0.804104</td>\n",
              "      <td>0.998049</td>\n",
              "      <td>0.924134</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.957580</td>\n",
              "      <td>0.980478</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.001951</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.958333</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.871795</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.402000</td>\n",
              "      <td>102.184000</td>\n",
              "      <td>3.332000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13</td>\n",
              "      <td>0.572300</td>\n",
              "      <td>0.712879</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.962534</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972564</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.904762</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.972973</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.410600</td>\n",
              "      <td>102.023000</td>\n",
              "      <td>3.327000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14</td>\n",
              "      <td>0.483700</td>\n",
              "      <td>0.644064</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.957258</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.964349</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.431100</td>\n",
              "      <td>101.637000</td>\n",
              "      <td>3.314000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15</td>\n",
              "      <td>0.405000</td>\n",
              "      <td>0.552921</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.952534</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.967227</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.972973</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.408100</td>\n",
              "      <td>102.069000</td>\n",
              "      <td>3.328000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16</td>\n",
              "      <td>0.344900</td>\n",
              "      <td>0.499098</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.964442</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972718</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.351400</td>\n",
              "      <td>103.151000</td>\n",
              "      <td>3.364000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17</td>\n",
              "      <td>0.297200</td>\n",
              "      <td>0.445125</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.964728</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972605</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.379700</td>\n",
              "      <td>102.609000</td>\n",
              "      <td>3.346000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18</td>\n",
              "      <td>0.262400</td>\n",
              "      <td>0.424854</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961973</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968868</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.475600</td>\n",
              "      <td>100.810000</td>\n",
              "      <td>3.287000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19</td>\n",
              "      <td>0.230700</td>\n",
              "      <td>0.391713</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.962686</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970772</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.430800</td>\n",
              "      <td>101.643000</td>\n",
              "      <td>3.314000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20</td>\n",
              "      <td>0.206400</td>\n",
              "      <td>0.366542</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.965244</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972441</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.904762</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.397800</td>\n",
              "      <td>102.265000</td>\n",
              "      <td>3.335000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21</td>\n",
              "      <td>0.184800</td>\n",
              "      <td>0.345892</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961931</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.969166</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.482000</td>\n",
              "      <td>100.694000</td>\n",
              "      <td>3.284000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22</td>\n",
              "      <td>0.167400</td>\n",
              "      <td>0.334076</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.961795</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970604</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.420900</td>\n",
              "      <td>101.829000</td>\n",
              "      <td>3.320000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23</td>\n",
              "      <td>0.152900</td>\n",
              "      <td>0.308713</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.963521</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972585</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.368200</td>\n",
              "      <td>102.828000</td>\n",
              "      <td>3.353000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24</td>\n",
              "      <td>0.140100</td>\n",
              "      <td>0.300762</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.966466</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972646</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.394100</td>\n",
              "      <td>102.334000</td>\n",
              "      <td>3.337000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25</td>\n",
              "      <td>0.128700</td>\n",
              "      <td>0.289330</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.963830</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970818</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.468900</td>\n",
              "      <td>100.935000</td>\n",
              "      <td>3.291000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>26</td>\n",
              "      <td>0.117900</td>\n",
              "      <td>0.287705</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961535</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.969287</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.481300</td>\n",
              "      <td>100.706000</td>\n",
              "      <td>3.284000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>27</td>\n",
              "      <td>0.109100</td>\n",
              "      <td>0.273558</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.959029</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967470</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.345100</td>\n",
              "      <td>103.272000</td>\n",
              "      <td>3.368000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>28</td>\n",
              "      <td>0.101100</td>\n",
              "      <td>0.275074</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.959714</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967152</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.465300</td>\n",
              "      <td>101.001000</td>\n",
              "      <td>3.294000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>29</td>\n",
              "      <td>0.094400</td>\n",
              "      <td>0.265327</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.960744</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968833</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.467000</td>\n",
              "      <td>100.969000</td>\n",
              "      <td>3.292000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>30</td>\n",
              "      <td>0.087600</td>\n",
              "      <td>0.260878</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.962696</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968833</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.399800</td>\n",
              "      <td>102.226000</td>\n",
              "      <td>3.333000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>31</td>\n",
              "      <td>0.081700</td>\n",
              "      <td>0.250967</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.963050</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970790</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.389700</td>\n",
              "      <td>102.418000</td>\n",
              "      <td>3.340000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>32</td>\n",
              "      <td>0.077100</td>\n",
              "      <td>0.249596</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.962175</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968934</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.515800</td>\n",
              "      <td>100.076000</td>\n",
              "      <td>3.263000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>33</td>\n",
              "      <td>0.071700</td>\n",
              "      <td>0.240729</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.958432</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967154</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.390800</td>\n",
              "      <td>102.396000</td>\n",
              "      <td>3.339000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>34</td>\n",
              "      <td>0.067200</td>\n",
              "      <td>0.237402</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956860</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965551</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.430700</td>\n",
              "      <td>101.643000</td>\n",
              "      <td>3.314000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>35</td>\n",
              "      <td>0.063200</td>\n",
              "      <td>0.224073</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.958588</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967500</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.551400</td>\n",
              "      <td>99.434000</td>\n",
              "      <td>3.242000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>36</td>\n",
              "      <td>0.059500</td>\n",
              "      <td>0.241896</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961523</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968861</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.479600</td>\n",
              "      <td>100.738000</td>\n",
              "      <td>3.285000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>37</td>\n",
              "      <td>0.056200</td>\n",
              "      <td>0.232429</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.957326</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965555</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.404500</td>\n",
              "      <td>102.138000</td>\n",
              "      <td>3.331000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>38</td>\n",
              "      <td>0.053100</td>\n",
              "      <td>0.226834</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956674</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965482</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.371100</td>\n",
              "      <td>102.773000</td>\n",
              "      <td>3.351000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>39</td>\n",
              "      <td>0.050200</td>\n",
              "      <td>0.221984</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.959586</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967197</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.445400</td>\n",
              "      <td>101.371000</td>\n",
              "      <td>3.306000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>40</td>\n",
              "      <td>0.047500</td>\n",
              "      <td>0.230868</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956860</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965551</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.463600</td>\n",
              "      <td>101.032000</td>\n",
              "      <td>3.295000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>41</td>\n",
              "      <td>0.045000</td>\n",
              "      <td>0.212549</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.956679</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967273</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.508700</td>\n",
              "      <td>100.206000</td>\n",
              "      <td>3.268000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>42</td>\n",
              "      <td>0.042800</td>\n",
              "      <td>0.207248</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956860</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965551</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.489500</td>\n",
              "      <td>100.556000</td>\n",
              "      <td>3.279000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>43</td>\n",
              "      <td>0.040600</td>\n",
              "      <td>0.212001</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.958469</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967120</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.420000</td>\n",
              "      <td>101.844000</td>\n",
              "      <td>3.321000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
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              "<IPython.core.display.HTML object>"
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              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='5888' max='13800' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [ 5888/13800 1:00:47 < 1:21:43, 1.61 it/s, Epoch 85.32/200]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Epoch</th>\n",
              "      <th>Training Loss</th>\n",
              "      <th>Validation Loss</th>\n",
              "      <th>Accuracy</th>\n",
              "      <th>F1 Macro</th>\n",
              "      <th>F1 Micro</th>\n",
              "      <th>F1 Weighted</th>\n",
              "      <th>Auroc</th>\n",
              "      <th>Em</th>\n",
              "      <th>Hamming Loss</th>\n",
              "      <th>Species Acc</th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "      <th>12</th>\n",
              "      <th>13</th>\n",
              "      <th>14</th>\n",
              "      <th>15</th>\n",
              "      <th>16</th>\n",
              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
              "      <th>21</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>24</th>\n",
              "      <th>25</th>\n",
              "      <th>26</th>\n",
              "      <th>27</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>Runtime</th>\n",
              "      <th>Samples Per Second</th>\n",
              "      <th>Steps Per Second</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>5.506500</td>\n",
              "      <td>4.812342</td>\n",
              "      <td>0.968785</td>\n",
              "      <td>0.166072</td>\n",
              "      <td>0.391304</td>\n",
              "      <td>0.313418</td>\n",
              "      <td>0.687643</td>\n",
              "      <td>0.391304</td>\n",
              "      <td>0.031215</td>\n",
              "      <td>0.668478</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.583333</td>\n",
              "      <td>0.285714</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.916667</td>\n",
              "      <td>0.375000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.964912</td>\n",
              "      <td>0.230769</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.859649</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.193548</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.312684</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>5.468000</td>\n",
              "      <td>100.950000</td>\n",
              "      <td>3.292000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>4.262200</td>\n",
              "      <td>3.841035</td>\n",
              "      <td>0.980491</td>\n",
              "      <td>0.407549</td>\n",
              "      <td>0.619565</td>\n",
              "      <td>0.563082</td>\n",
              "      <td>0.804777</td>\n",
              "      <td>0.619565</td>\n",
              "      <td>0.019509</td>\n",
              "      <td>0.896739</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.641509</td>\n",
              "      <td>0.736842</td>\n",
              "      <td>0.421053</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.700000</td>\n",
              "      <td>0.827586</td>\n",
              "      <td>0.564103</td>\n",
              "      <td>0.758621</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.964912</td>\n",
              "      <td>0.901961</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.756757</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>0.428571</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.935780</td>\n",
              "      <td>0.875000</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.509091</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.240000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.347826</td>\n",
              "      <td>0.071429</td>\n",
              "      <td>0.190476</td>\n",
              "      <td>0.527363</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.117647</td>\n",
              "      <td>5.325900</td>\n",
              "      <td>103.645000</td>\n",
              "      <td>3.380000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>3.423500</td>\n",
              "      <td>3.160238</td>\n",
              "      <td>0.988852</td>\n",
              "      <td>0.560143</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.740647</td>\n",
              "      <td>0.888444</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.011148</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.680000</td>\n",
              "      <td>0.736842</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.628571</td>\n",
              "      <td>0.928571</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.709677</td>\n",
              "      <td>0.604651</td>\n",
              "      <td>0.538462</td>\n",
              "      <td>0.821705</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>5.409200</td>\n",
              "      <td>102.049000</td>\n",
              "      <td>3.328000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>2.794500</td>\n",
              "      <td>2.640204</td>\n",
              "      <td>0.992010</td>\n",
              "      <td>0.627935</td>\n",
              "      <td>0.844203</td>\n",
              "      <td>0.805975</td>\n",
              "      <td>0.920051</td>\n",
              "      <td>0.844203</td>\n",
              "      <td>0.007990</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>0.960000</td>\n",
              "      <td>0.740741</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.848485</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.990291</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.765957</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.829268</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.785714</td>\n",
              "      <td>0.954955</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.693800</td>\n",
              "      <td>96.948000</td>\n",
              "      <td>3.161000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>2.310800</td>\n",
              "      <td>2.220480</td>\n",
              "      <td>0.993032</td>\n",
              "      <td>0.693471</td>\n",
              "      <td>0.864130</td>\n",
              "      <td>0.831508</td>\n",
              "      <td>0.930277</td>\n",
              "      <td>0.864130</td>\n",
              "      <td>0.006968</td>\n",
              "      <td>0.974638</td>\n",
              "      <td>0.285714</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.708333</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.880000</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.990291</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.790698</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>0.829268</td>\n",
              "      <td>0.717949</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.883333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.375300</td>\n",
              "      <td>102.692000</td>\n",
              "      <td>3.349000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>1.928800</td>\n",
              "      <td>1.893468</td>\n",
              "      <td>0.994519</td>\n",
              "      <td>0.738459</td>\n",
              "      <td>0.893116</td>\n",
              "      <td>0.866572</td>\n",
              "      <td>0.945152</td>\n",
              "      <td>0.893116</td>\n",
              "      <td>0.005481</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.285714</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.708333</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.967742</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.869565</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.901961</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.875000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.809524</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>0.850000</td>\n",
              "      <td>0.780488</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.972477</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.403500</td>\n",
              "      <td>102.156000</td>\n",
              "      <td>3.331000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>1.632600</td>\n",
              "      <td>1.646674</td>\n",
              "      <td>0.995262</td>\n",
              "      <td>0.766123</td>\n",
              "      <td>0.907609</td>\n",
              "      <td>0.887769</td>\n",
              "      <td>0.952589</td>\n",
              "      <td>0.907609</td>\n",
              "      <td>0.004738</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.739130</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.967742</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.916667</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.782609</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>0.871795</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.972477</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.423600</td>\n",
              "      <td>101.778000</td>\n",
              "      <td>3.319000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8</td>\n",
              "      <td>1.387400</td>\n",
              "      <td>1.444351</td>\n",
              "      <td>0.996005</td>\n",
              "      <td>0.798272</td>\n",
              "      <td>0.922101</td>\n",
              "      <td>0.908032</td>\n",
              "      <td>0.960026</td>\n",
              "      <td>0.922101</td>\n",
              "      <td>0.003995</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.809524</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.967742</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.791667</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.928571</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.399300</td>\n",
              "      <td>102.235000</td>\n",
              "      <td>3.334000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9</td>\n",
              "      <td>1.181800</td>\n",
              "      <td>1.255512</td>\n",
              "      <td>0.997120</td>\n",
              "      <td>0.861248</td>\n",
              "      <td>0.943841</td>\n",
              "      <td>0.932945</td>\n",
              "      <td>0.971181</td>\n",
              "      <td>0.943841</td>\n",
              "      <td>0.002880</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.894737</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.938776</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.541500</td>\n",
              "      <td>99.612000</td>\n",
              "      <td>3.248000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10</td>\n",
              "      <td>0.991300</td>\n",
              "      <td>1.071746</td>\n",
              "      <td>0.997677</td>\n",
              "      <td>0.887883</td>\n",
              "      <td>0.954710</td>\n",
              "      <td>0.947443</td>\n",
              "      <td>0.976759</td>\n",
              "      <td>0.954710</td>\n",
              "      <td>0.002323</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.958333</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.972973</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.411700</td>\n",
              "      <td>102.002000</td>\n",
              "      <td>3.326000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11</td>\n",
              "      <td>0.828000</td>\n",
              "      <td>0.936628</td>\n",
              "      <td>0.997585</td>\n",
              "      <td>0.895968</td>\n",
              "      <td>0.952899</td>\n",
              "      <td>0.946742</td>\n",
              "      <td>0.975829</td>\n",
              "      <td>0.952899</td>\n",
              "      <td>0.002415</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.958333</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.875000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.393400</td>\n",
              "      <td>102.348000</td>\n",
              "      <td>3.337000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12</td>\n",
              "      <td>0.688200</td>\n",
              "      <td>0.804104</td>\n",
              "      <td>0.998049</td>\n",
              "      <td>0.924134</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.957580</td>\n",
              "      <td>0.980478</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.001951</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.958333</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.871795</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.402000</td>\n",
              "      <td>102.184000</td>\n",
              "      <td>3.332000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13</td>\n",
              "      <td>0.572300</td>\n",
              "      <td>0.712879</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.962534</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972564</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.904762</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.972973</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.410600</td>\n",
              "      <td>102.023000</td>\n",
              "      <td>3.327000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14</td>\n",
              "      <td>0.483700</td>\n",
              "      <td>0.644064</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.957258</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.964349</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.431100</td>\n",
              "      <td>101.637000</td>\n",
              "      <td>3.314000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15</td>\n",
              "      <td>0.405000</td>\n",
              "      <td>0.552921</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.952534</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.967227</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.972973</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.408100</td>\n",
              "      <td>102.069000</td>\n",
              "      <td>3.328000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16</td>\n",
              "      <td>0.344900</td>\n",
              "      <td>0.499098</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.964442</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972718</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.351400</td>\n",
              "      <td>103.151000</td>\n",
              "      <td>3.364000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17</td>\n",
              "      <td>0.297200</td>\n",
              "      <td>0.445125</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.964728</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972605</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.379700</td>\n",
              "      <td>102.609000</td>\n",
              "      <td>3.346000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18</td>\n",
              "      <td>0.262400</td>\n",
              "      <td>0.424854</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961973</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968868</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.475600</td>\n",
              "      <td>100.810000</td>\n",
              "      <td>3.287000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19</td>\n",
              "      <td>0.230700</td>\n",
              "      <td>0.391713</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.962686</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970772</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.430800</td>\n",
              "      <td>101.643000</td>\n",
              "      <td>3.314000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20</td>\n",
              "      <td>0.206400</td>\n",
              "      <td>0.366542</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.965244</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972441</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.904762</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.397800</td>\n",
              "      <td>102.265000</td>\n",
              "      <td>3.335000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21</td>\n",
              "      <td>0.184800</td>\n",
              "      <td>0.345892</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961931</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.969166</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.978723</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.482000</td>\n",
              "      <td>100.694000</td>\n",
              "      <td>3.284000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22</td>\n",
              "      <td>0.167400</td>\n",
              "      <td>0.334076</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.961795</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970604</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.420900</td>\n",
              "      <td>101.829000</td>\n",
              "      <td>3.320000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23</td>\n",
              "      <td>0.152900</td>\n",
              "      <td>0.308713</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.963521</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972585</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.987319</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.368200</td>\n",
              "      <td>102.828000</td>\n",
              "      <td>3.353000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24</td>\n",
              "      <td>0.140100</td>\n",
              "      <td>0.300762</td>\n",
              "      <td>0.998606</td>\n",
              "      <td>0.966466</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.972646</td>\n",
              "      <td>0.986055</td>\n",
              "      <td>0.972826</td>\n",
              "      <td>0.001394</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.394100</td>\n",
              "      <td>102.334000</td>\n",
              "      <td>3.337000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25</td>\n",
              "      <td>0.128700</td>\n",
              "      <td>0.289330</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.963830</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970818</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.468900</td>\n",
              "      <td>100.935000</td>\n",
              "      <td>3.291000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>26</td>\n",
              "      <td>0.117900</td>\n",
              "      <td>0.287705</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961535</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.969287</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.823529</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.481300</td>\n",
              "      <td>100.706000</td>\n",
              "      <td>3.284000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>27</td>\n",
              "      <td>0.109100</td>\n",
              "      <td>0.273558</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.959029</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967470</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.345100</td>\n",
              "      <td>103.272000</td>\n",
              "      <td>3.368000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>28</td>\n",
              "      <td>0.101100</td>\n",
              "      <td>0.275074</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.959714</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967152</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.465300</td>\n",
              "      <td>101.001000</td>\n",
              "      <td>3.294000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>29</td>\n",
              "      <td>0.094400</td>\n",
              "      <td>0.265327</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.960744</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968833</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.467000</td>\n",
              "      <td>100.969000</td>\n",
              "      <td>3.292000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>30</td>\n",
              "      <td>0.087600</td>\n",
              "      <td>0.260878</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.962696</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968833</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.399800</td>\n",
              "      <td>102.226000</td>\n",
              "      <td>3.333000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>31</td>\n",
              "      <td>0.081700</td>\n",
              "      <td>0.250967</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.963050</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970790</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.389700</td>\n",
              "      <td>102.418000</td>\n",
              "      <td>3.340000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>32</td>\n",
              "      <td>0.077100</td>\n",
              "      <td>0.249596</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.962175</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968934</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.515800</td>\n",
              "      <td>100.076000</td>\n",
              "      <td>3.263000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>33</td>\n",
              "      <td>0.071700</td>\n",
              "      <td>0.240729</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.958432</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967154</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.390800</td>\n",
              "      <td>102.396000</td>\n",
              "      <td>3.339000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>34</td>\n",
              "      <td>0.067200</td>\n",
              "      <td>0.237402</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956860</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965551</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.430700</td>\n",
              "      <td>101.643000</td>\n",
              "      <td>3.314000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>35</td>\n",
              "      <td>0.063200</td>\n",
              "      <td>0.224073</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.958588</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967500</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.878049</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.551400</td>\n",
              "      <td>99.434000</td>\n",
              "      <td>3.242000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>36</td>\n",
              "      <td>0.059500</td>\n",
              "      <td>0.241896</td>\n",
              "      <td>0.998421</td>\n",
              "      <td>0.961523</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.968861</td>\n",
              "      <td>0.984196</td>\n",
              "      <td>0.969203</td>\n",
              "      <td>0.001579</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.750000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.479600</td>\n",
              "      <td>100.738000</td>\n",
              "      <td>3.285000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>37</td>\n",
              "      <td>0.056200</td>\n",
              "      <td>0.232429</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.957326</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965555</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.404500</td>\n",
              "      <td>102.138000</td>\n",
              "      <td>3.331000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>38</td>\n",
              "      <td>0.053100</td>\n",
              "      <td>0.226834</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956674</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965482</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.371100</td>\n",
              "      <td>102.773000</td>\n",
              "      <td>3.351000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>39</td>\n",
              "      <td>0.050200</td>\n",
              "      <td>0.221984</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.959586</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967197</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.445400</td>\n",
              "      <td>101.371000</td>\n",
              "      <td>3.306000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>40</td>\n",
              "      <td>0.047500</td>\n",
              "      <td>0.230868</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956860</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965551</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.463600</td>\n",
              "      <td>101.032000</td>\n",
              "      <td>3.295000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>41</td>\n",
              "      <td>0.045000</td>\n",
              "      <td>0.212549</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.956679</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967273</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.990654</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.508700</td>\n",
              "      <td>100.206000</td>\n",
              "      <td>3.268000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>42</td>\n",
              "      <td>0.042800</td>\n",
              "      <td>0.207248</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956860</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965551</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.489500</td>\n",
              "      <td>100.556000</td>\n",
              "      <td>3.279000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>43</td>\n",
              "      <td>0.040600</td>\n",
              "      <td>0.212001</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.958469</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967120</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.420000</td>\n",
              "      <td>101.844000</td>\n",
              "      <td>3.321000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>44</td>\n",
              "      <td>0.038600</td>\n",
              "      <td>0.206419</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.955257</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.963964</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.829268</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.427500</td>\n",
              "      <td>101.704000</td>\n",
              "      <td>3.316000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>45</td>\n",
              "      <td>0.036800</td>\n",
              "      <td>0.218476</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.956209</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.965478</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.411700</td>\n",
              "      <td>102.001000</td>\n",
              "      <td>3.326000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>46</td>\n",
              "      <td>0.035000</td>\n",
              "      <td>0.218621</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.954197</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964923</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.406000</td>\n",
              "      <td>102.110000</td>\n",
              "      <td>3.330000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>47</td>\n",
              "      <td>0.033400</td>\n",
              "      <td>0.210837</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.953546</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964850</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.438800</td>\n",
              "      <td>101.493000</td>\n",
              "      <td>3.310000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>48</td>\n",
              "      <td>0.031800</td>\n",
              "      <td>0.225146</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.950773</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962566</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.502700</td>\n",
              "      <td>100.315000</td>\n",
              "      <td>3.271000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>49</td>\n",
              "      <td>0.030400</td>\n",
              "      <td>0.209809</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.958300</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.967113</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.983696</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.504400</td>\n",
              "      <td>100.283000</td>\n",
              "      <td>3.270000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>50</td>\n",
              "      <td>0.029000</td>\n",
              "      <td>0.210406</td>\n",
              "      <td>0.998514</td>\n",
              "      <td>0.962634</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.970540</td>\n",
              "      <td>0.985126</td>\n",
              "      <td>0.971014</td>\n",
              "      <td>0.001486</td>\n",
              "      <td>0.985507</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.705882</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.443300</td>\n",
              "      <td>101.409000</td>\n",
              "      <td>3.307000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>51</td>\n",
              "      <td>0.027800</td>\n",
              "      <td>0.212674</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.954197</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964923</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.588200</td>\n",
              "      <td>98.780000</td>\n",
              "      <td>3.221000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>52</td>\n",
              "      <td>0.026500</td>\n",
              "      <td>0.213960</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.955703</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964775</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.556200</td>\n",
              "      <td>99.348000</td>\n",
              "      <td>3.240000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>53</td>\n",
              "      <td>0.025400</td>\n",
              "      <td>0.226978</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.950986</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962375</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.451500</td>\n",
              "      <td>101.256000</td>\n",
              "      <td>3.302000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>54</td>\n",
              "      <td>0.025400</td>\n",
              "      <td>0.239666</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.956502</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962922</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.976744</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.894737</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.452100</td>\n",
              "      <td>101.246000</td>\n",
              "      <td>3.301000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>55</td>\n",
              "      <td>0.023700</td>\n",
              "      <td>0.224522</td>\n",
              "      <td>0.998328</td>\n",
              "      <td>0.956243</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.966411</td>\n",
              "      <td>0.983267</td>\n",
              "      <td>0.967391</td>\n",
              "      <td>0.001672</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.883721</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.448300</td>\n",
              "      <td>101.316000</td>\n",
              "      <td>3.304000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>56</td>\n",
              "      <td>0.022500</td>\n",
              "      <td>0.220060</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951953</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962332</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.863636</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.894737</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.783800</td>\n",
              "      <td>95.438000</td>\n",
              "      <td>3.112000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>57</td>\n",
              "      <td>0.021600</td>\n",
              "      <td>0.226380</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951492</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962278</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.550900</td>\n",
              "      <td>99.442000</td>\n",
              "      <td>3.243000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>58</td>\n",
              "      <td>0.020600</td>\n",
              "      <td>0.218236</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.953047</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.963024</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.477100</td>\n",
              "      <td>100.783000</td>\n",
              "      <td>3.286000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>59</td>\n",
              "      <td>0.019800</td>\n",
              "      <td>0.219717</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.954399</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964737</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.842105</td>\n",
              "      <td>0.837209</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.529500</td>\n",
              "      <td>99.828000</td>\n",
              "      <td>3.255000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>60</td>\n",
              "      <td>0.019000</td>\n",
              "      <td>0.218723</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.954482</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964733</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.527000</td>\n",
              "      <td>99.873000</td>\n",
              "      <td>3.257000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>61</td>\n",
              "      <td>0.018300</td>\n",
              "      <td>0.231280</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951155</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962382</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.494700</td>\n",
              "      <td>100.460000</td>\n",
              "      <td>3.276000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>62</td>\n",
              "      <td>0.017600</td>\n",
              "      <td>0.224658</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.952222</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.963091</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.461000</td>\n",
              "      <td>101.081000</td>\n",
              "      <td>3.296000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>63</td>\n",
              "      <td>0.016900</td>\n",
              "      <td>0.225229</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.950826</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962167</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.415100</td>\n",
              "      <td>101.938000</td>\n",
              "      <td>3.324000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>64</td>\n",
              "      <td>0.016200</td>\n",
              "      <td>0.230959</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951477</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962240</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.377000</td>\n",
              "      <td>102.659000</td>\n",
              "      <td>3.348000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>65</td>\n",
              "      <td>0.015600</td>\n",
              "      <td>0.222598</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951477</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962240</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.396300</td>\n",
              "      <td>102.292000</td>\n",
              "      <td>3.336000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>66</td>\n",
              "      <td>0.015100</td>\n",
              "      <td>0.218934</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.954482</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964733</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.380100</td>\n",
              "      <td>102.600000</td>\n",
              "      <td>3.346000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>67</td>\n",
              "      <td>0.014500</td>\n",
              "      <td>0.229422</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.950826</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962167</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.426200</td>\n",
              "      <td>101.728000</td>\n",
              "      <td>3.317000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>68</td>\n",
              "      <td>0.014000</td>\n",
              "      <td>0.231899</td>\n",
              "      <td>0.998049</td>\n",
              "      <td>0.948787</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.960434</td>\n",
              "      <td>0.980478</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.001951</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.455000</td>\n",
              "      <td>101.191000</td>\n",
              "      <td>3.300000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>69</td>\n",
              "      <td>0.013500</td>\n",
              "      <td>0.231194</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.950826</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962167</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.516200</td>\n",
              "      <td>100.069000</td>\n",
              "      <td>3.263000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>70</td>\n",
              "      <td>0.013400</td>\n",
              "      <td>0.231999</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951477</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962240</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.710800</td>\n",
              "      <td>96.658000</td>\n",
              "      <td>3.152000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>71</td>\n",
              "      <td>0.012600</td>\n",
              "      <td>0.235077</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951477</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962240</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.534900</td>\n",
              "      <td>99.730000</td>\n",
              "      <td>3.252000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>72</td>\n",
              "      <td>0.012100</td>\n",
              "      <td>0.236077</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951477</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962240</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.538000</td>\n",
              "      <td>99.675000</td>\n",
              "      <td>3.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>73</td>\n",
              "      <td>0.011700</td>\n",
              "      <td>0.237888</td>\n",
              "      <td>0.997956</td>\n",
              "      <td>0.946891</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.958954</td>\n",
              "      <td>0.979548</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.002044</td>\n",
              "      <td>0.976449</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.536600</td>\n",
              "      <td>99.700000</td>\n",
              "      <td>3.251000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>74</td>\n",
              "      <td>0.011300</td>\n",
              "      <td>0.234095</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.951477</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962240</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.505400</td>\n",
              "      <td>100.266000</td>\n",
              "      <td>3.270000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>75</td>\n",
              "      <td>0.010900</td>\n",
              "      <td>0.227443</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.950826</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.962167</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.980072</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.797700</td>\n",
              "      <td>95.210000</td>\n",
              "      <td>3.105000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>76</td>\n",
              "      <td>0.010500</td>\n",
              "      <td>0.231547</td>\n",
              "      <td>0.998049</td>\n",
              "      <td>0.949217</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.960598</td>\n",
              "      <td>0.980478</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.001951</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.448700</td>\n",
              "      <td>101.308000</td>\n",
              "      <td>3.304000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>77</td>\n",
              "      <td>0.010100</td>\n",
              "      <td>0.235564</td>\n",
              "      <td>0.997956</td>\n",
              "      <td>0.946311</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.958685</td>\n",
              "      <td>0.979548</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.002044</td>\n",
              "      <td>0.976449</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.533333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.533900</td>\n",
              "      <td>99.748000</td>\n",
              "      <td>3.253000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>78</td>\n",
              "      <td>0.009800</td>\n",
              "      <td>0.228010</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.953831</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964660</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.462100</td>\n",
              "      <td>101.061000</td>\n",
              "      <td>3.295000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>79</td>\n",
              "      <td>0.009500</td>\n",
              "      <td>0.235620</td>\n",
              "      <td>0.997956</td>\n",
              "      <td>0.947597</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.959188</td>\n",
              "      <td>0.979548</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.002044</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>0.933333</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.918919</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.496000</td>\n",
              "      <td>100.436000</td>\n",
              "      <td>3.275000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>80</td>\n",
              "      <td>0.009200</td>\n",
              "      <td>0.234704</td>\n",
              "      <td>0.998049</td>\n",
              "      <td>0.949531</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.961285</td>\n",
              "      <td>0.980478</td>\n",
              "      <td>0.961957</td>\n",
              "      <td>0.001951</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.625000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.504900</td>\n",
              "      <td>100.275000</td>\n",
              "      <td>3.270000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>81</td>\n",
              "      <td>0.008900</td>\n",
              "      <td>0.235890</td>\n",
              "      <td>0.997956</td>\n",
              "      <td>0.947517</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.959342</td>\n",
              "      <td>0.979548</td>\n",
              "      <td>0.960145</td>\n",
              "      <td>0.002044</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.903226</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.559800</td>\n",
              "      <td>99.283000</td>\n",
              "      <td>3.238000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>82</td>\n",
              "      <td>0.008600</td>\n",
              "      <td>0.236637</td>\n",
              "      <td>0.998142</td>\n",
              "      <td>0.952313</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.963155</td>\n",
              "      <td>0.981407</td>\n",
              "      <td>0.963768</td>\n",
              "      <td>0.001858</td>\n",
              "      <td>0.978261</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>0.965517</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.990826</td>\n",
              "      <td>0.977778</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.947368</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.952381</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.761905</td>\n",
              "      <td>0.857143</td>\n",
              "      <td>0.941176</td>\n",
              "      <td>0.944444</td>\n",
              "      <td>0.914286</td>\n",
              "      <td>0.962963</td>\n",
              "      <td>0.981481</td>\n",
              "      <td>0.888889</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.641600</td>\n",
              "      <td>97.845000</td>\n",
              "      <td>3.191000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>83</td>\n",
              "      <td>0.008300</td>\n",
              "      <td>0.230667</td>\n",
              "      <td>0.998235</td>\n",
              "      <td>0.953831</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.964660</td>\n",
              "      <td>0.982337</td>\n",
              "      <td>0.965580</td>\n",
              "      <td>0.001765</td>\n",
              "      <td>0.981884</td>\n",
              "      <td>0.923077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.971429</td>\n",
              "      <td>0.956522</td>\n",
              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
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              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
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              "      <td>5.633600</td>\n",
              "      <td>97.984000</td>\n",
              "      <td>3.195000</td>\n",
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              "    <tr>\n",
              "      <td>84</td>\n",
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              "  </tbody>\n",
              "</table><p>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 모델 평가"
      ],
      "metadata": {
        "id": "TlKOXZDU79zS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "training_args = TrainingArguments(\n",
        "    output_dir=save_dir,\n",
        "    do_train=True,\n",
        "    do_eval=True,\n",
        "    num_train_epochs=EPOCHS,\n",
        "    per_device_train_batch_size=BATCH_SIZE,\n",
        "    per_device_eval_batch_size=BATCH_SIZE,\n",
        "    logging_strategy=\"epoch\",\n",
        "    logging_dir='./logs',\n",
        "    learning_rate=2e-5,\n",
        "    run_name=\"v1\",\n",
        "    seed=42,\n",
        "    remove_unused_columns=False,\n",
        ")\n",
        "\n",
        "model = AutoModelForImageClassification.from_pretrained(\"/content/model\").to(device)\n",
        "\n",
        "trainer = Trainer(\n",
        "    model=model,\n",
        "    args=training_args,\n",
        "    train_dataset=train,\n",
        "    eval_dataset=test,\n",
        "    compute_metrics=compute_metrics,\n",
        "    tokenizer=processor,\n",
        "    data_collator=collate_fn,\n",
        ")"
      ],
      "metadata": {
        "id": "YZvNhi-o8AAt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "try: print(trainer.evaluate())\n",
        "finally: trainer.save_model()"
      ],
      "metadata": {
        "id": "zdZHw7H98ThF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "from torch import tensor\n",
        "\n",
        "a = {'eval_loss': 0.007293897680938244, 'eval_accuracy': 0.9979521036148071, 'eval_f1_score': 0.9610897898674011, 'eval_auroc': 0.9715272784233093, 'eval_recall': 0.9610897898674011, 'eval_precision': 0.9610897898674011, 'eval_0': 0.9348914623260498, 'eval_1': 0.9439002871513367, 'eval_2': 0.978723406791687, 'eval_3': 0.9713168144226074, 'eval_4': 0.9909090995788574, 'eval_5': 0.9720101952552795, 'eval_6': 0.968137264251709, 'eval_7': 0.8056460618972778, 'eval_8': 0.9977924823760986, 'eval_9': 0.9023883938789368, 'eval_10': 0.998643159866333, 'eval_11': 0.9737556576728821, 'eval_12': 0.9800676703453064, 'eval_13': 0.9874030947685242, 'eval_14': 0.966625452041626, 'eval_15': 0.9981871843338013, 'eval_16': 0.9843288660049438, 'eval_17': 0.9479768872261047, 'eval_18': 0.9586426019668579, 'eval_19': 0.9671787619590759, 'eval_20': 0.9717513918876648, 'eval_21': 0.9022801518440247, 'eval_22': 0.8054607510566711, 'eval_23': 0.9841726422309875, 'eval_24': 0.9904054403305054, 'eval_25': 0.9991401433944702, 'eval_26': 0.9816778898239136, 'eval_27': 0.9838337302207947, 'eval_28': 0.9446237683296204, 'eval_29': 0.7343904972076416, 'eval_30': 0.8848314881324768, 'eval_31': 0.9044075608253479, 'eval_32': 0.9190462231636047, 'eval_33': 0.9388272762298584, 'eval_34': 0.864098846912384, 'eval_35': 0.9904612302780151, 'eval_36': 0.9533527493476868, 'eval_37': 0.9835957884788513, 'eval_runtime': 840.3154, 'eval_samples_per_second': 61.425, 'eval_steps_per_second': 1.92}\n",
        "a  = pd.DataFrame(a.values(), index=a.keys())\n",
        "a"
      ],
      "metadata": {
        "id": "b5ocEXaXjWYM"
      },
      "execution_count": null,
      "outputs": []
    }
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