Training_IA3.ipynb

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      "source": [
        "# IA3를 활용한 Koalpaca fine-tuning하기\n",
        "\n",
        "- IA3 방식을 활용하여 Koalpac를 fine-tuning하는 코드 예제입니다.\n",
        "- 베이스 라인 코드는 beomi님의 베이스 라인 코드를 활용하였습니다! (https://github.com/Beomi/KoAlpaca) "
      ]
    },
    {
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      "source": [
        "## 1.라이브러리 다운로드\n",
        "\n",
        "\n",
        "- 밑의 \"##\" 표시 아래의 라이브러리는, PEFT의 라이브러리를 수정 후 제가 올려놓은 라이브러리입니다. 살짝 수정하였습니다 :)\n",
        "\n",
        "- IA3을 'CASUAL_LM' task에 적용할 수 있도록 수정한 코드입니다..!!\n",
        "\n",
        "- 모든 저작권은 원 저자들에게 있습니다!"
      ]
    },
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      "source": [
        "!pip install -q -U bitsandbytes\n",
        "!pip install -q -U git+https://github.com/huggingface/transformers.git\n",
        "\n",
        "###########################################################################\n",
        "!pip install -q -U git+https://github.com/dopeornope-Lee/peft_modifier.git\n",
        "#############################################################################\n",
        "\n",
        "!pip install -q -U git+https://github.com/huggingface/accelerate.git\n",
        "!pip install -q datasets"
      ]
    },
    {
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      "metadata": {
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      "source": [
        "## 2. Datset preparation\n",
        "- 위의 data는 KoAlpaca v1.1 데이터 셋이며, beomi님이 huggingface에 공개한 dataset입니다!\n"
      ]
    },
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          "text": [
            "Found cached dataset parquet (/home/aimv/.cache/huggingface/datasets/beomi___parquet/beomi--KoAlpaca-v1.1a-1465f66eb846fd61/0.0.0/14a00e99c0d15a23649d0db8944380ac81082d4b021f398733dd84f3a6c569a7)\n"
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            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?it/s]"
            ]
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          "metadata": {},
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        }
      ],
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "data = load_dataset(\"beomi/KoAlpaca-v1.1a\")"
      ]
    },
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      "outputs": [
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['instruction', 'output', 'url'],\n",
              "        num_rows: 21155\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
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          "text": [
            "Loading cached processed dataset at /home/aimv/.cache/huggingface/datasets/beomi___parquet/beomi--KoAlpaca-v1.1a-1465f66eb846fd61/0.0.0/14a00e99c0d15a23649d0db8944380ac81082d4b021f398733dd84f3a6c569a7/cache-eefe2730154e0e25.arrow\n"
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      "source": [
        "# data preparation \n",
        "data = data.map(\n",
        "    lambda x: {'text': f\"{ x['instruction']}\\n\\n 정답: {x['output']}<|endoftext|>\" }\n",
        ")"
      ]
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      "source": [
        "## 3. Model & Tokenizer 불러오기\n",
        "\n",
        "- K(G)OAT는 KoAlpaca를 QLoRA 방식이 아닌, IA3방식으로 훈련시킨 모델입니다.\n",
        "\n",
        "- 아쉽게도 IA3sms 4bit를 지원하지 않아 8bit로 불러와야 합니다."
      ]
    },
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        },
        "id": "E0Nl5mWL0k2T",
        "outputId": "be9f7581-24b6-48e5-a976-54d2cdccc4f8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "===================================BUG REPORT===================================\n",
            "Welcome to bitsandbytes. For bug reports, please run\n",
            "\n",
            "python -m bitsandbytes\n",
            "\n",
            " and submit this information together with your error trace to: https://github.com/TimDettmers/bitsandbytes/issues\n",
            "================================================================================\n",
            "bin /home/aimv/anaconda3/envs/ailab/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cpu.so\n",
            "CUDA SETUP: WARNING! libcuda.so not found! Do you have a CUDA driver installed? If you are on a cluster, make sure you are on a CUDA machine!\n",
            "CUDA SETUP: CUDA runtime path found: /home/aimv/anaconda3/envs/ailab/lib/libcudart.so.11.0\n",
            "CUDA SETUP: Loading binary /home/aimv/anaconda3/envs/ailab/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cpu.so...\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/home/aimv/anaconda3/envs/ailab/lib/python3.10/site-packages/bitsandbytes/cuda_setup/main.py:149: UserWarning: WARNING: No GPU detected! Check your CUDA paths. Proceeding to load CPU-only library...\n",
            "  warn(msg)\n",
            "2023-08-14 15:40:44.802185: I tensorflow/core/util/port.cc:110] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n",
            "2023-08-14 15:40:44.826291: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-08-14 15:40:45.189004: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "7c1881f3e6cc4d468e00479423111ccc",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/13 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import torch\n",
        "from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig\n",
        "\n",
        "\n",
        "# 모델은 KoAlpaca-Polyglot-5.8B 모델을 활용하였습니다\n",
        "model_id = \"beomi/KoAlpaca-Polyglot-5.8B\"  \n",
        "bnb_config = BitsAndBytesConfig(\n",
        "    load_in_8bit=True,\n",
        "    bnb_8bit_use_double_quant=True,\n",
        "    bnb_8bit_quant_type=\"nf4\",\n",
        "    bnb_8bit_compute_dtype=torch.bfloat16\n",
        ")\n",
        "# 토크나이저는 EleutherAI의 polyglot-ko-5.8b를 사용하였습니다\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"EleutherAI/polyglot-ko-5.8b\")\n",
        "model = AutoModelForCausalLM.from_pretrained(model_id, quantization_config=bnb_config, device_map='auto')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xen1VQe-A_YD"
      },
      "source": [
        "## 텍스트 데이터만 tokenize"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17,
          "referenced_widgets": [
            "215908f794e54aedb78f949e1e9404d5",
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            "e8380bea54b54af5ae71665275bec13c",
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            "9ba19788eaf3418faaabb427b262cefa",
            "bed7ddcd8d8645aea0fd99cf0fdaba3e"
          ]
        },
        "id": "C4TDUgDbhyhK",
        "outputId": "0e6f752b-c216-441b-cfd8-3716783be100"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Loading cached processed dataset at /home/aimv/.cache/huggingface/datasets/beomi___parquet/beomi--KoAlpaca-v1.1a-1465f66eb846fd61/0.0.0/14a00e99c0d15a23649d0db8944380ac81082d4b021f398733dd84f3a6c569a7/cache-83a23ee55ab85614.arrow\n"
          ]
        }
      ],
      "source": [
        "# text 데이터만 훈련을 위해 Tokenizer를 통해 토큰화 해줍니다!\n",
        "data = data.map(lambda samples: tokenizer(samples[\"text\"]), batched=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "h61VdWpSAJEp",
        "outputId": "f05f9550-b1c3-47e1-80f9-cc0ef79c15ec"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "' 양파는 어떤 식물 부위인가요? 그리고 고구마는 뿌리인가요?\\n\\n정답: 양파는 잎이 아닌 식물의 줄기 부분입니다. 고구마는 식물의 뿌리 부분입니다. \\n\\n식물의 부위의 구분에 대해 궁금해하는 분이라면 분명 이 질문에 대한 답을 찾고 있을 것입니다. 양파는 잎이 아닌 줄기 부분입니다. 고구마는 다른 질문과 답변에서 언급된 것과 같이 뿌리 부분입니다. 따라서, 양파는 식물의 줄기 부분이 되고, 고구마는 식물의 뿌리 부분입니다.\\n\\n 덧붙이는 답변: 고구마 줄기도 볶아먹을 수 있나요? \\n\\n고구마 줄기도 식용으로 볶아먹을 수 있습니다. 하지만 줄기 뿐만 아니라, 잎, 씨, 뿌리까지 모든 부위가 식용으로 활용되기도 합니다. 다만, 한국에서는 일반적으로 뿌리 부분인 고구마를 주로 먹습니다.'"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# data체킹을 해봅시다!\n",
        "data['train'][0]['text']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "gkIcwsSU01EB"
      },
      "outputs": [],
      "source": [
        "# 아래의 함수는 beomi님의 코드를 활용하였으며, 현재 훈련에 사용되는 파라미터의 수를 \n",
        "def print_trainable_parameters(model):\n",
        "    \"\"\"\n",
        "    Prints the number of trainable parameters in the model.\n",
        "    \"\"\"\n",
        "    trainable_params = 0\n",
        "    all_param = 0\n",
        "    for _, param in model.named_parameters():\n",
        "        all_param += param.numel()\n",
        "        if param.requires_grad:\n",
        "            trainable_params += param.numel()\n",
        "    print(\n",
        "        f\"trainable params: {trainable_params} || all params: {all_param} || trainable%: {100 * trainable_params / all_param}\"\n",
        "    )"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ybeyl20n3dYH",
        "outputId": "c699d299-8327-4df4-827a-6361bda99e43"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "trainable params: 802816 || all params: 5885861888 || trainable%: 0.013639735611818691\n"
          ]
        }
      ],
      "source": [
        "from peft import get_peft_model,IA3Config\n",
        "\n",
        "\n",
        "\n",
        "config=IA3Config(task_type=\"CAUSAL_LM\")#(target_modules=[\"query_key_value\"],\n",
        "\n",
        "\n",
        "model = get_peft_model(model, config)\n",
        "print_trainable_parameters(model)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "base_model.model.gpt_neox.embed_in.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.0.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.1.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.2.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.3.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.4.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.5.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.6.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.7.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.8.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.9.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.10.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.attention.query_key_value.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.attention.dense.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.attention.dense.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.mlp.dense_h_to_4h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.mlp.dense_h_to_4h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.mlp.dense_4h_to_h.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.mlp.dense_4h_to_h.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.11.mlp.dense_4h_to_h.ia3_l.default -> cuda:0\n",
            "base_model.model.gpt_neox.layers.12.input_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.12.input_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.12.post_attention_layernorm.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.12.post_attention_layernorm.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.12.attention.query_key_value.weight -> cuda:0\n",
            "base_model.model.gpt_neox.layers.12.attention.query_key_value.bias -> cuda:0\n",
            "base_model.model.gpt_neox.layers.12.attention.query_key_value.ia3_l.default -> cuda:0\n",
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            "base_model.model.gpt_neox.layers.27.attention.dense.weight -> cuda:1\n",
            "base_model.model.gpt_neox.layers.27.attention.dense.bias -> cuda:1\n",
            "base_model.model.gpt_neox.layers.27.mlp.dense_h_to_4h.weight -> cuda:1\n",
            "base_model.model.gpt_neox.layers.27.mlp.dense_h_to_4h.bias -> cuda:1\n",
            "base_model.model.gpt_neox.layers.27.mlp.dense_4h_to_h.weight -> cuda:1\n",
            "base_model.model.gpt_neox.layers.27.mlp.dense_4h_to_h.bias -> cuda:1\n",
            "base_model.model.gpt_neox.layers.27.mlp.dense_4h_to_h.ia3_l.default -> cuda:1\n",
            "base_model.model.gpt_neox.final_layer_norm.weight -> cuda:1\n",
            "base_model.model.gpt_neox.final_layer_norm.bias -> cuda:1\n",
            "base_model.model.embed_out.weight -> cuda:1\n"
          ]
        }
      ],
      "source": [
        "# GPU 할당이 어떻게 되어있는지 체킹하여 봅니다.\n",
        "for i in model.named_parameters():\n",
        "    print(f\"{i[0]} -> {i[1].device}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_0MOtwf3zdZp"
      },
      "source": [
        "## 4. Trainung\n",
        "- IA3 Config를 사용하여 모델을 fine tuning 해봅니다!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 307
        },
        "id": "jq0nX33BmfaC",
        "outputId": "fc3fbf11-e804-40fb-d265-6f607b201ed1"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33m21300543\u001b[0m (\u001b[33maimv\u001b[0m). Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "wandb version 0.15.8 is available!  To upgrade, please run:\n",
              " $ pip install wandb --upgrade"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "Tracking run with wandb version 0.15.4"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "Run data is saved locally in <code>/mnt/c/Users/AIMV/Desktop/GPT/vacation/wandb/run-20230814_154132-b7pe0os5</code>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "Syncing run <strong><a href='https://wandb.ai/aimv/huggingface/runs/b7pe0os5' target=\"_blank\">golden-surf-66</a></strong> to <a href='https://wandb.ai/aimv/huggingface' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/run' target=\"_blank\">docs</a>)<br/>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              " View project at <a href='https://wandb.ai/aimv/huggingface' target=\"_blank\">https://wandb.ai/aimv/huggingface</a>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              " View run at <a href='https://wandb.ai/aimv/huggingface/runs/b7pe0os5' target=\"_blank\">https://wandb.ai/aimv/huggingface/runs/b7pe0os5</a>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "You're using a PreTrainedTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='15930' max='15930' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [15930/15930 57:17:22, Epoch 1/2]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>10</td>\n",
              "      <td>0.579300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20</td>\n",
              "      <td>0.660900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>30</td>\n",
              "      <td>0.576400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>40</td>\n",
              "      <td>0.654800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>50</td>\n",
              "      <td>0.620900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>60</td>\n",
              "      <td>0.660600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>70</td>\n",
              "      <td>0.578100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>80</td>\n",
              "      <td>0.623900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>90</td>\n",
              "      <td>0.480800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>100</td>\n",
              "      <td>0.442300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>110</td>\n",
              "      <td>0.540600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>120</td>\n",
              "      <td>0.737100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>130</td>\n",
              "      <td>0.704000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>140</td>\n",
              "      <td>0.705800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>150</td>\n",
              "      <td>0.652600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>160</td>\n",
              "      <td>0.526700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>170</td>\n",
              "      <td>0.508500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>180</td>\n",
              "      <td>0.630900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>190</td>\n",
              "      <td>0.649400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>200</td>\n",
              "      <td>0.560400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>210</td>\n",
              "      <td>0.572800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>220</td>\n",
              "      <td>0.551700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>230</td>\n",
              "      <td>0.576400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>240</td>\n",
              "      <td>0.570600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>250</td>\n",
              "      <td>0.550400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>260</td>\n",
              "      <td>0.506900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>270</td>\n",
              "      <td>0.499800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>280</td>\n",
              "      <td>0.451800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>290</td>\n",
              "      <td>0.513200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>300</td>\n",
              "      <td>0.441200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>310</td>\n",
              "      <td>0.581800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>320</td>\n",
              "      <td>0.521300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>330</td>\n",
              "      <td>0.589600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>340</td>\n",
              "      <td>0.675400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>350</td>\n",
              "      <td>0.505300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>360</td>\n",
              "      <td>0.587300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>370</td>\n",
              "      <td>0.552400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>380</td>\n",
              "      <td>0.603900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>390</td>\n",
              "      <td>0.660600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>400</td>\n",
              "      <td>0.457500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>410</td>\n",
              "      <td>0.480300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>420</td>\n",
              "      <td>0.511300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>430</td>\n",
              "      <td>0.598000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>440</td>\n",
              "      <td>0.439300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>450</td>\n",
              "      <td>0.549200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>460</td>\n",
              "      <td>0.643400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>470</td>\n",
              "      <td>0.576300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>480</td>\n",
              "      <td>0.503200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>490</td>\n",
              "      <td>0.582000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>500</td>\n",
              "      <td>0.496700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>510</td>\n",
              "      <td>0.543700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>520</td>\n",
              "      <td>0.481600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>530</td>\n",
              "      <td>0.470000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>540</td>\n",
              "      <td>0.511900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>550</td>\n",
              "      <td>0.534400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>560</td>\n",
              "      <td>0.653200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>570</td>\n",
              "      <td>0.537800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>580</td>\n",
              "      <td>0.533300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>590</td>\n",
              "      <td>0.529400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>600</td>\n",
              "      <td>0.485200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>610</td>\n",
              "      <td>0.512400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>620</td>\n",
              "      <td>0.510600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>630</td>\n",
              "      <td>0.495300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>640</td>\n",
              "      <td>0.473100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>650</td>\n",
              "      <td>0.578600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>660</td>\n",
              "      <td>0.623100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>670</td>\n",
              "      <td>0.430700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>680</td>\n",
              "      <td>0.568000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>690</td>\n",
              "      <td>0.598800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>700</td>\n",
              "      <td>0.523000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>710</td>\n",
              "      <td>0.521700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>720</td>\n",
              "      <td>0.504600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>730</td>\n",
              "      <td>0.580900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>740</td>\n",
              "      <td>0.415800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>750</td>\n",
              "      <td>0.588100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>760</td>\n",
              "      <td>0.548900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>770</td>\n",
              "      <td>0.487200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>780</td>\n",
              "      <td>0.662100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>790</td>\n",
              "      <td>0.509100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>800</td>\n",
              "      <td>0.591800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>810</td>\n",
              "      <td>0.469200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>820</td>\n",
              "      <td>0.467500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>830</td>\n",
              "      <td>0.575800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>840</td>\n",
              "      <td>0.482900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>850</td>\n",
              "      <td>0.482100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>860</td>\n",
              "      <td>0.515700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>870</td>\n",
              "      <td>0.531100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>880</td>\n",
              "      <td>0.630800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>890</td>\n",
              "      <td>0.547500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>900</td>\n",
              "      <td>0.592900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>910</td>\n",
              "      <td>0.487900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>920</td>\n",
              "      <td>0.589100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>930</td>\n",
              "      <td>0.452000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>940</td>\n",
              "      <td>0.523100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>950</td>\n",
              "      <td>0.467700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>960</td>\n",
              "      <td>0.458300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>970</td>\n",
              "      <td>0.565500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>980</td>\n",
              "      <td>0.487800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>990</td>\n",
              "      <td>0.574500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1000</td>\n",
              "      <td>0.527600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1010</td>\n",
              "      <td>0.565800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1020</td>\n",
              "      <td>0.402300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1030</td>\n",
              "      <td>0.542600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1040</td>\n",
              "      <td>0.545300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1050</td>\n",
              "      <td>0.463300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1060</td>\n",
              "      <td>0.390800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1070</td>\n",
              "      <td>0.649500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1080</td>\n",
              "      <td>0.509000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1090</td>\n",
              "      <td>0.620400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1100</td>\n",
              "      <td>0.501400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1110</td>\n",
              "      <td>0.475900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1120</td>\n",
              "      <td>0.446200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1130</td>\n",
              "      <td>0.547200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1140</td>\n",
              "      <td>0.524500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1150</td>\n",
              "      <td>0.461800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1160</td>\n",
              "      <td>0.591800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1170</td>\n",
              "      <td>0.598900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1180</td>\n",
              "      <td>0.490300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1190</td>\n",
              "      <td>0.549500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1200</td>\n",
              "      <td>0.598800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1210</td>\n",
              "      <td>0.394100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1220</td>\n",
              "      <td>0.547500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1230</td>\n",
              "      <td>0.514600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1240</td>\n",
              "      <td>0.436600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1250</td>\n",
              "      <td>0.395200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1260</td>\n",
              "      <td>0.384200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1270</td>\n",
              "      <td>0.443000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1280</td>\n",
              "      <td>0.427500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1290</td>\n",
              "      <td>0.430300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1300</td>\n",
              "      <td>0.434000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1310</td>\n",
              "      <td>0.498300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1320</td>\n",
              "      <td>0.505700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1330</td>\n",
              "      <td>0.437800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1340</td>\n",
              "      <td>0.501300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1350</td>\n",
              "      <td>0.542600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1360</td>\n",
              "      <td>0.543800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1370</td>\n",
              "      <td>0.499200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1380</td>\n",
              "      <td>0.587200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1390</td>\n",
              "      <td>0.486900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1400</td>\n",
              "      <td>0.417000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1410</td>\n",
              "      <td>0.471200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1420</td>\n",
              "      <td>0.498500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1430</td>\n",
              "      <td>0.534300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1440</td>\n",
              "      <td>0.715100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1450</td>\n",
              "      <td>0.418500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1460</td>\n",
              "      <td>0.486700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1470</td>\n",
              "      <td>0.460600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1480</td>\n",
              "      <td>0.477000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1490</td>\n",
              "      <td>0.521800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1500</td>\n",
              "      <td>0.541100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1510</td>\n",
              "      <td>0.362200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1520</td>\n",
              "      <td>0.499300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1530</td>\n",
              "      <td>0.573900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1540</td>\n",
              "      <td>0.540300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1550</td>\n",
              "      <td>0.462500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1560</td>\n",
              "      <td>0.536400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1570</td>\n",
              "      <td>0.551000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1580</td>\n",
              "      <td>0.313100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1590</td>\n",
              "      <td>0.552300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1600</td>\n",
              "      <td>0.501300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1610</td>\n",
              "      <td>0.495500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1620</td>\n",
              "      <td>0.462000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1630</td>\n",
              "      <td>0.487700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1640</td>\n",
              "      <td>0.491200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1650</td>\n",
              "      <td>0.430000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1660</td>\n",
              "      <td>0.568700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1670</td>\n",
              "      <td>0.494000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1680</td>\n",
              "      <td>0.560100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1690</td>\n",
              "      <td>0.470400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1700</td>\n",
              "      <td>0.487000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1710</td>\n",
              "      <td>0.616100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1720</td>\n",
              "      <td>0.533200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1730</td>\n",
              "      <td>0.445100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1740</td>\n",
              "      <td>0.349900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1750</td>\n",
              "      <td>0.383500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1760</td>\n",
              "      <td>0.494800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1770</td>\n",
              "      <td>0.558600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1780</td>\n",
              "      <td>0.435000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1790</td>\n",
              "      <td>0.647700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1800</td>\n",
              "      <td>0.523200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1810</td>\n",
              "      <td>0.546800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1820</td>\n",
              "      <td>0.387300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1830</td>\n",
              "      <td>0.479100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1840</td>\n",
              "      <td>0.442800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1850</td>\n",
              "      <td>0.593300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1860</td>\n",
              "      <td>0.467200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1870</td>\n",
              "      <td>0.439800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1880</td>\n",
              "      <td>0.555300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1890</td>\n",
              "      <td>0.613400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1900</td>\n",
              "      <td>0.484100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1910</td>\n",
              "      <td>0.479200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1920</td>\n",
              "      <td>0.538300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1930</td>\n",
              "      <td>0.532000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1940</td>\n",
              "      <td>0.498800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1950</td>\n",
              "      <td>0.427400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1960</td>\n",
              "      <td>0.481900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1970</td>\n",
              "      <td>0.614200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1980</td>\n",
              "      <td>0.514700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1990</td>\n",
              "      <td>0.393400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2000</td>\n",
              "      <td>0.432600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2010</td>\n",
              "      <td>0.454700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2020</td>\n",
              "      <td>0.450100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2030</td>\n",
              "      <td>0.476600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2040</td>\n",
              "      <td>0.367100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2050</td>\n",
              "      <td>0.554200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2060</td>\n",
              "      <td>0.472500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2070</td>\n",
              "      <td>0.501300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2080</td>\n",
              "      <td>0.456800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2090</td>\n",
              "      <td>0.517600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2100</td>\n",
              "      <td>0.394100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2110</td>\n",
              "      <td>0.352700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2120</td>\n",
              "      <td>0.382000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2130</td>\n",
              "      <td>0.377200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2140</td>\n",
              "      <td>0.384900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2150</td>\n",
              "      <td>0.435600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2160</td>\n",
              "      <td>0.475300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2170</td>\n",
              "      <td>0.354900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2180</td>\n",
              "      <td>0.389300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2190</td>\n",
              "      <td>0.445200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2200</td>\n",
              "      <td>0.418800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2210</td>\n",
              "      <td>0.457800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2220</td>\n",
              "      <td>0.379000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2230</td>\n",
              "      <td>0.466900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2240</td>\n",
              "      <td>0.434500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2250</td>\n",
              "      <td>0.549100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2260</td>\n",
              "      <td>0.398500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2270</td>\n",
              "      <td>0.438200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2280</td>\n",
              "      <td>0.511400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2290</td>\n",
              "      <td>0.427600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2300</td>\n",
              "      <td>0.470600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2310</td>\n",
              "      <td>0.396800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2320</td>\n",
              "      <td>0.408600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2330</td>\n",
              "      <td>0.426400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2340</td>\n",
              "      <td>0.429300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2350</td>\n",
              "      <td>0.500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2360</td>\n",
              "      <td>0.456800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2370</td>\n",
              "      <td>0.404300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2380</td>\n",
              "      <td>0.556100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2390</td>\n",
              "      <td>0.413500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2400</td>\n",
              "      <td>0.480500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2410</td>\n",
              "      <td>0.388200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2420</td>\n",
              "      <td>0.472700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2430</td>\n",
              "      <td>0.390500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2440</td>\n",
              "      <td>0.493300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2450</td>\n",
              "      <td>0.417000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2460</td>\n",
              "      <td>0.395600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2470</td>\n",
              "      <td>0.438900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2480</td>\n",
              "      <td>0.485600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2490</td>\n",
              "      <td>0.436100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2500</td>\n",
              "      <td>0.538900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2510</td>\n",
              "      <td>0.455000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2520</td>\n",
              "      <td>0.477000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2530</td>\n",
              "      <td>0.552900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2540</td>\n",
              "      <td>0.373900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2550</td>\n",
              "      <td>0.469600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2560</td>\n",
              "      <td>0.474200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2570</td>\n",
              "      <td>0.341900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2580</td>\n",
              "      <td>0.425300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2590</td>\n",
              "      <td>0.553300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2600</td>\n",
              "      <td>0.478400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2610</td>\n",
              "      <td>0.424300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2620</td>\n",
              "      <td>0.527000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2630</td>\n",
              "      <td>0.403700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2640</td>\n",
              "      <td>0.390500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2650</td>\n",
              "      <td>0.330500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2660</td>\n",
              "      <td>0.452400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2670</td>\n",
              "      <td>0.459200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2680</td>\n",
              "      <td>0.524300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2690</td>\n",
              "      <td>0.401200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2700</td>\n",
              "      <td>0.455900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2710</td>\n",
              "      <td>0.489200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2720</td>\n",
              "      <td>0.413300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2730</td>\n",
              "      <td>0.481400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2740</td>\n",
              "      <td>0.541700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2750</td>\n",
              "      <td>0.582000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2760</td>\n",
              "      <td>0.496900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2770</td>\n",
              "      <td>0.470900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2780</td>\n",
              "      <td>0.563300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2790</td>\n",
              "      <td>0.407900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2800</td>\n",
              "      <td>0.492700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2810</td>\n",
              "      <td>0.346800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2820</td>\n",
              "      <td>0.636100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2830</td>\n",
              "      <td>0.439400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2840</td>\n",
              "      <td>0.452200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2850</td>\n",
              "      <td>0.468300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2860</td>\n",
              "      <td>0.489400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2870</td>\n",
              "      <td>0.436300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2880</td>\n",
              "      <td>0.433400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2890</td>\n",
              "      <td>0.469900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2900</td>\n",
              "      <td>0.393000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2910</td>\n",
              "      <td>0.412900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2920</td>\n",
              "      <td>0.406600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2930</td>\n",
              "      <td>0.583100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2940</td>\n",
              "      <td>0.610500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2950</td>\n",
              "      <td>0.320100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2960</td>\n",
              "      <td>0.510000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2970</td>\n",
              "      <td>0.430700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2980</td>\n",
              "      <td>0.428100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2990</td>\n",
              "      <td>0.475300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3000</td>\n",
              "      <td>0.478200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3010</td>\n",
              "      <td>0.486000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3020</td>\n",
              "      <td>0.389000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3030</td>\n",
              "      <td>0.484800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3040</td>\n",
              "      <td>0.497900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3050</td>\n",
              "      <td>0.376700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3060</td>\n",
              "      <td>0.383800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3070</td>\n",
              "      <td>0.420300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3080</td>\n",
              "      <td>0.381900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3090</td>\n",
              "      <td>0.390600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3100</td>\n",
              "      <td>0.436400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3110</td>\n",
              "      <td>0.448500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3120</td>\n",
              "      <td>0.512000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3130</td>\n",
              "      <td>0.448600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3140</td>\n",
              "      <td>0.488700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3150</td>\n",
              "      <td>0.390400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3160</td>\n",
              "      <td>0.404400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3170</td>\n",
              "      <td>0.475100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3180</td>\n",
              "      <td>0.477800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3190</td>\n",
              "      <td>0.481900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3200</td>\n",
              "      <td>0.356800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3210</td>\n",
              "      <td>0.553400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3220</td>\n",
              "      <td>0.425600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3230</td>\n",
              "      <td>0.472400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3240</td>\n",
              "      <td>0.528700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3250</td>\n",
              "      <td>0.407700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3260</td>\n",
              "      <td>0.493200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3270</td>\n",
              "      <td>0.497200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3280</td>\n",
              "      <td>0.384500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3290</td>\n",
              "      <td>0.451300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3300</td>\n",
              "      <td>0.369800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3310</td>\n",
              "      <td>0.425500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3320</td>\n",
              "      <td>0.514700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3330</td>\n",
              "      <td>0.509900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3340</td>\n",
              "      <td>0.539300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3350</td>\n",
              "      <td>0.480400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3360</td>\n",
              "      <td>0.471100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3370</td>\n",
              "      <td>0.501000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3380</td>\n",
              "      <td>0.385300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3390</td>\n",
              "      <td>0.403100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3400</td>\n",
              "      <td>0.365500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3410</td>\n",
              "      <td>0.532900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3420</td>\n",
              "      <td>0.436300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3430</td>\n",
              "      <td>0.384100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3440</td>\n",
              "      <td>0.458400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3450</td>\n",
              "      <td>0.351100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3460</td>\n",
              "      <td>0.463700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3470</td>\n",
              "      <td>0.347100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3480</td>\n",
              "      <td>0.476000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3490</td>\n",
              "      <td>0.406000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3500</td>\n",
              "      <td>0.464600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3510</td>\n",
              "      <td>0.466300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3520</td>\n",
              "      <td>0.442700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3530</td>\n",
              "      <td>0.528400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3540</td>\n",
              "      <td>0.591700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3550</td>\n",
              "      <td>0.446800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3560</td>\n",
              "      <td>0.418800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3570</td>\n",
              "      <td>0.379200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3580</td>\n",
              "      <td>0.411400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3590</td>\n",
              "      <td>0.380200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3600</td>\n",
              "      <td>0.498000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3610</td>\n",
              "      <td>0.415100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3620</td>\n",
              "      <td>0.371000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3630</td>\n",
              "      <td>0.406000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3640</td>\n",
              "      <td>0.383400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3650</td>\n",
              "      <td>0.421500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3660</td>\n",
              "      <td>0.496000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3670</td>\n",
              "      <td>0.473500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3680</td>\n",
              "      <td>0.430900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3690</td>\n",
              "      <td>0.422700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3700</td>\n",
              "      <td>0.374900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3710</td>\n",
              "      <td>0.567800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3720</td>\n",
              "      <td>0.479900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3730</td>\n",
              "      <td>0.396000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3740</td>\n",
              "      <td>0.466500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3750</td>\n",
              "      <td>0.469400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3760</td>\n",
              "      <td>0.452200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3770</td>\n",
              "      <td>0.404600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3780</td>\n",
              "      <td>0.427700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3790</td>\n",
              "      <td>0.418200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3800</td>\n",
              "      <td>0.416600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3810</td>\n",
              "      <td>0.481200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3820</td>\n",
              "      <td>0.445000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3830</td>\n",
              "      <td>0.452700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3840</td>\n",
              "      <td>0.379800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3850</td>\n",
              "      <td>0.328300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3860</td>\n",
              "      <td>0.486600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3870</td>\n",
              "      <td>0.392500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3880</td>\n",
              "      <td>0.404800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3890</td>\n",
              "      <td>0.437900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3900</td>\n",
              "      <td>0.320600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3910</td>\n",
              "      <td>0.414200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3920</td>\n",
              "      <td>0.375100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3930</td>\n",
              "      <td>0.419900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3940</td>\n",
              "      <td>0.385500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3950</td>\n",
              "      <td>0.502300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3960</td>\n",
              "      <td>0.394600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3970</td>\n",
              "      <td>0.385600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3980</td>\n",
              "      <td>0.353000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3990</td>\n",
              "      <td>0.440300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4000</td>\n",
              "      <td>0.398100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4010</td>\n",
              "      <td>0.412100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4020</td>\n",
              "      <td>0.418200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4030</td>\n",
              "      <td>0.465900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4040</td>\n",
              "      <td>0.341800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4050</td>\n",
              "      <td>0.440700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4060</td>\n",
              "      <td>0.416300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4070</td>\n",
              "      <td>0.426900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4080</td>\n",
              "      <td>0.500700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4090</td>\n",
              "      <td>0.383700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4100</td>\n",
              "      <td>0.505700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4110</td>\n",
              "      <td>0.428800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4120</td>\n",
              "      <td>0.404600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4130</td>\n",
              "      <td>0.416900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4140</td>\n",
              "      <td>0.371500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4150</td>\n",
              "      <td>0.413600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4160</td>\n",
              "      <td>0.458400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4170</td>\n",
              "      <td>0.550200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4180</td>\n",
              "      <td>0.356600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4190</td>\n",
              "      <td>0.439900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4200</td>\n",
              "      <td>0.460200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4210</td>\n",
              "      <td>0.348300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4220</td>\n",
              "      <td>0.443700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4230</td>\n",
              "      <td>0.302400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4240</td>\n",
              "      <td>0.414100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4250</td>\n",
              "      <td>0.522500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4260</td>\n",
              "      <td>0.414100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4270</td>\n",
              "      <td>0.316500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4280</td>\n",
              "      <td>0.448100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4290</td>\n",
              "      <td>0.508200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4300</td>\n",
              "      <td>0.434500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4310</td>\n",
              "      <td>0.404000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4320</td>\n",
              "      <td>0.425300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4330</td>\n",
              "      <td>0.420300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4340</td>\n",
              "      <td>0.469400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4350</td>\n",
              "      <td>0.418700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4360</td>\n",
              "      <td>0.390400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4370</td>\n",
              "      <td>0.376500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4380</td>\n",
              "      <td>0.489500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4390</td>\n",
              "      <td>0.335100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4400</td>\n",
              "      <td>0.397600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4410</td>\n",
              "      <td>0.399900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4420</td>\n",
              "      <td>0.358100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4430</td>\n",
              "      <td>0.390400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4440</td>\n",
              "      <td>0.406600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4450</td>\n",
              "      <td>0.454300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4460</td>\n",
              "      <td>0.436700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4470</td>\n",
              "      <td>0.465100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4480</td>\n",
              "      <td>0.493000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4490</td>\n",
              "      <td>0.488900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4500</td>\n",
              "      <td>0.518100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4510</td>\n",
              "      <td>0.444100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4520</td>\n",
              "      <td>0.502000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4530</td>\n",
              "      <td>0.486600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4540</td>\n",
              "      <td>0.342900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4550</td>\n",
              "      <td>0.428600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4560</td>\n",
              "      <td>0.341300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4570</td>\n",
              "      <td>0.411700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4580</td>\n",
              "      <td>0.425900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4590</td>\n",
              "      <td>0.340400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4600</td>\n",
              "      <td>0.463600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4610</td>\n",
              "      <td>0.499600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4620</td>\n",
              "      <td>0.397100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4630</td>\n",
              "      <td>0.358000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4640</td>\n",
              "      <td>0.376400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4650</td>\n",
              "      <td>0.466500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4660</td>\n",
              "      <td>0.391700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4670</td>\n",
              "      <td>0.387900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4680</td>\n",
              "      <td>0.375900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4690</td>\n",
              "      <td>0.392400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4700</td>\n",
              "      <td>0.395700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4710</td>\n",
              "      <td>0.401800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4720</td>\n",
              "      <td>0.444400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4730</td>\n",
              "      <td>0.310400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4740</td>\n",
              "      <td>0.409000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4750</td>\n",
              "      <td>0.430500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4760</td>\n",
              "      <td>0.362900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4770</td>\n",
              "      <td>0.333300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4780</td>\n",
              "      <td>0.475700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4790</td>\n",
              "      <td>0.444100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4800</td>\n",
              "      <td>0.426600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4810</td>\n",
              "      <td>0.480700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4820</td>\n",
              "      <td>0.284300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4830</td>\n",
              "      <td>0.470700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4840</td>\n",
              "      <td>0.422300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4850</td>\n",
              "      <td>0.431800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4860</td>\n",
              "      <td>0.310600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4870</td>\n",
              "      <td>0.492900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4880</td>\n",
              "      <td>0.420900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4890</td>\n",
              "      <td>0.362500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4900</td>\n",
              "      <td>0.345300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4910</td>\n",
              "      <td>0.391400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4920</td>\n",
              "      <td>0.436800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4930</td>\n",
              "      <td>0.400700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4940</td>\n",
              "      <td>0.430200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4950</td>\n",
              "      <td>0.387300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4960</td>\n",
              "      <td>0.320700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4970</td>\n",
              "      <td>0.354000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4980</td>\n",
              "      <td>0.348500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4990</td>\n",
              "      <td>0.493600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5000</td>\n",
              "      <td>0.412100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5010</td>\n",
              "      <td>0.404900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5020</td>\n",
              "      <td>0.417400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5030</td>\n",
              "      <td>0.431200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5040</td>\n",
              "      <td>0.465500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5050</td>\n",
              "      <td>0.394800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5060</td>\n",
              "      <td>0.356400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5070</td>\n",
              "      <td>0.359100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5080</td>\n",
              "      <td>0.407700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5090</td>\n",
              "      <td>0.382600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5100</td>\n",
              "      <td>0.427500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5110</td>\n",
              "      <td>0.335800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5120</td>\n",
              "      <td>0.377400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5130</td>\n",
              "      <td>0.389000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5140</td>\n",
              "      <td>0.408600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5150</td>\n",
              "      <td>0.353900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5160</td>\n",
              "      <td>0.397200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5170</td>\n",
              "      <td>0.317800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5180</td>\n",
              "      <td>0.501800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5190</td>\n",
              "      <td>0.417100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5200</td>\n",
              "      <td>0.408200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5210</td>\n",
              "      <td>0.456400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5220</td>\n",
              "      <td>0.401000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5230</td>\n",
              "      <td>0.348400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5240</td>\n",
              "      <td>0.374400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5250</td>\n",
              "      <td>0.513200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5260</td>\n",
              "      <td>0.428000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5270</td>\n",
              "      <td>0.379100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5280</td>\n",
              "      <td>0.441400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5290</td>\n",
              "      <td>0.558500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5300</td>\n",
              "      <td>0.405100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5310</td>\n",
              "      <td>0.449600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5320</td>\n",
              "      <td>0.359700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5330</td>\n",
              "      <td>0.328700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5340</td>\n",
              "      <td>0.336800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5350</td>\n",
              "      <td>0.363500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5360</td>\n",
              "      <td>0.500800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5370</td>\n",
              "      <td>0.391300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5380</td>\n",
              "      <td>0.350300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5390</td>\n",
              "      <td>0.350600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5400</td>\n",
              "      <td>0.424500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5410</td>\n",
              "      <td>0.381500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5420</td>\n",
              "      <td>0.455300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5430</td>\n",
              "      <td>0.431900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5440</td>\n",
              "      <td>0.434100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5450</td>\n",
              "      <td>0.475700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5460</td>\n",
              "      <td>0.340500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5470</td>\n",
              "      <td>0.323300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5480</td>\n",
              "      <td>0.368100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5490</td>\n",
              "      <td>0.372900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5500</td>\n",
              "      <td>0.470100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5510</td>\n",
              "      <td>0.309200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5520</td>\n",
              "      <td>0.334100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5530</td>\n",
              "      <td>0.497900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5540</td>\n",
              "      <td>0.347900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5550</td>\n",
              "      <td>0.341000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5560</td>\n",
              "      <td>0.441200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5570</td>\n",
              "      <td>0.505600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5580</td>\n",
              "      <td>0.374900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5590</td>\n",
              "      <td>0.402500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5600</td>\n",
              "      <td>0.356300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5610</td>\n",
              "      <td>0.296000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5620</td>\n",
              "      <td>0.364300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5630</td>\n",
              "      <td>0.332700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5640</td>\n",
              "      <td>0.407600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5650</td>\n",
              "      <td>0.454400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5660</td>\n",
              "      <td>0.451900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5670</td>\n",
              "      <td>0.423100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5680</td>\n",
              "      <td>0.449100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5690</td>\n",
              "      <td>0.347600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5700</td>\n",
              "      <td>0.392200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5710</td>\n",
              "      <td>0.282000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5720</td>\n",
              "      <td>0.305300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5730</td>\n",
              "      <td>0.340600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5740</td>\n",
              "      <td>0.388500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5750</td>\n",
              "      <td>0.482000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5760</td>\n",
              "      <td>0.476800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5770</td>\n",
              "      <td>0.398600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5780</td>\n",
              "      <td>0.324400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5790</td>\n",
              "      <td>0.381300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5800</td>\n",
              "      <td>0.427000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5810</td>\n",
              "      <td>0.435800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5820</td>\n",
              "      <td>0.412100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5830</td>\n",
              "      <td>0.412100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5840</td>\n",
              "      <td>0.394700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5850</td>\n",
              "      <td>0.314600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5860</td>\n",
              "      <td>0.363800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5870</td>\n",
              "      <td>0.381100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5880</td>\n",
              "      <td>0.437700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5890</td>\n",
              "      <td>0.356500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5900</td>\n",
              "      <td>0.465200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5910</td>\n",
              "      <td>0.314900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5920</td>\n",
              "      <td>0.472900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5930</td>\n",
              "      <td>0.390400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5940</td>\n",
              "      <td>0.396600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5950</td>\n",
              "      <td>0.392800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5960</td>\n",
              "      <td>0.392400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5970</td>\n",
              "      <td>0.461800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5980</td>\n",
              "      <td>0.327500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5990</td>\n",
              "      <td>0.332800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6000</td>\n",
              "      <td>0.351000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6010</td>\n",
              "      <td>0.388300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6020</td>\n",
              "      <td>0.436900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6030</td>\n",
              "      <td>0.428500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6040</td>\n",
              "      <td>0.425300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6050</td>\n",
              "      <td>0.349100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6060</td>\n",
              "      <td>0.325900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6070</td>\n",
              "      <td>0.364800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6080</td>\n",
              "      <td>0.330800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6090</td>\n",
              "      <td>0.353100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6100</td>\n",
              "      <td>0.353900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6110</td>\n",
              "      <td>0.391900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6120</td>\n",
              "      <td>0.463300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6130</td>\n",
              "      <td>0.375800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6140</td>\n",
              "      <td>0.327000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6150</td>\n",
              "      <td>0.380900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6160</td>\n",
              "      <td>0.446200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6170</td>\n",
              "      <td>0.368200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6180</td>\n",
              "      <td>0.314200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6190</td>\n",
              "      <td>0.471400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6200</td>\n",
              "      <td>0.405400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6210</td>\n",
              "      <td>0.356200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6220</td>\n",
              "      <td>0.496100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6230</td>\n",
              "      <td>0.389600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6240</td>\n",
              "      <td>0.405600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6250</td>\n",
              "      <td>0.370600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6260</td>\n",
              "      <td>0.365600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6270</td>\n",
              "      <td>0.355000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6280</td>\n",
              "      <td>0.429300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6290</td>\n",
              "      <td>0.356600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6300</td>\n",
              "      <td>0.355200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6310</td>\n",
              "      <td>0.521200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6320</td>\n",
              "      <td>0.453200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6330</td>\n",
              "      <td>0.393900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6340</td>\n",
              "      <td>0.347800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6350</td>\n",
              "      <td>0.468200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6360</td>\n",
              "      <td>0.355800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6370</td>\n",
              "      <td>0.391100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6380</td>\n",
              "      <td>0.383000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6390</td>\n",
              "      <td>0.336200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6400</td>\n",
              "      <td>0.347500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6410</td>\n",
              "      <td>0.451900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6420</td>\n",
              "      <td>0.370400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6430</td>\n",
              "      <td>0.342800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6440</td>\n",
              "      <td>0.395900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6450</td>\n",
              "      <td>0.456400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6460</td>\n",
              "      <td>0.416900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6470</td>\n",
              "      <td>0.426000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6480</td>\n",
              "      <td>0.307600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6490</td>\n",
              "      <td>0.458300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6500</td>\n",
              "      <td>0.391600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6510</td>\n",
              "      <td>0.318400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6520</td>\n",
              "      <td>0.281000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6530</td>\n",
              "      <td>0.433500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6540</td>\n",
              "      <td>0.391400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6550</td>\n",
              "      <td>0.441500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6560</td>\n",
              "      <td>0.418600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6570</td>\n",
              "      <td>0.332200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6580</td>\n",
              "      <td>0.387700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6590</td>\n",
              "      <td>0.354000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6600</td>\n",
              "      <td>0.429900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6610</td>\n",
              "      <td>0.358400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6620</td>\n",
              "      <td>0.382700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6630</td>\n",
              "      <td>0.525300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6640</td>\n",
              "      <td>0.431800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6650</td>\n",
              "      <td>0.399700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6660</td>\n",
              "      <td>0.387800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6670</td>\n",
              "      <td>0.471600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6680</td>\n",
              "      <td>0.300300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6690</td>\n",
              "      <td>0.316000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6700</td>\n",
              "      <td>0.343200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6710</td>\n",
              "      <td>0.354700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6720</td>\n",
              "      <td>0.326000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6730</td>\n",
              "      <td>0.512000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6740</td>\n",
              "      <td>0.398900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6750</td>\n",
              "      <td>0.458800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6760</td>\n",
              "      <td>0.417900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6770</td>\n",
              "      <td>0.389500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6780</td>\n",
              "      <td>0.383100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6790</td>\n",
              "      <td>0.525100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6800</td>\n",
              "      <td>0.348300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6810</td>\n",
              "      <td>0.335700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6820</td>\n",
              "      <td>0.361200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6830</td>\n",
              "      <td>0.382900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6840</td>\n",
              "      <td>0.402300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6850</td>\n",
              "      <td>0.409700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6860</td>\n",
              "      <td>0.470400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6870</td>\n",
              "      <td>0.424800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6880</td>\n",
              "      <td>0.426700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6890</td>\n",
              "      <td>0.445400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6900</td>\n",
              "      <td>0.281500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6910</td>\n",
              "      <td>0.406400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6920</td>\n",
              "      <td>0.270700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6930</td>\n",
              "      <td>0.369700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6940</td>\n",
              "      <td>0.393300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6950</td>\n",
              "      <td>0.298100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6960</td>\n",
              "      <td>0.347700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6970</td>\n",
              "      <td>0.363600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6980</td>\n",
              "      <td>0.351400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6990</td>\n",
              "      <td>0.384000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7000</td>\n",
              "      <td>0.457800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7010</td>\n",
              "      <td>0.445600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7020</td>\n",
              "      <td>0.456800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7030</td>\n",
              "      <td>0.482100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7040</td>\n",
              "      <td>0.375200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7050</td>\n",
              "      <td>0.315500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7060</td>\n",
              "      <td>0.410300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7070</td>\n",
              "      <td>0.367700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7080</td>\n",
              "      <td>0.485200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7090</td>\n",
              "      <td>0.343700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7100</td>\n",
              "      <td>0.372700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7110</td>\n",
              "      <td>0.425000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7120</td>\n",
              "      <td>0.312900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7130</td>\n",
              "      <td>0.461700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7140</td>\n",
              "      <td>0.437100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7150</td>\n",
              "      <td>0.317400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7160</td>\n",
              "      <td>0.402700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7170</td>\n",
              "      <td>0.347900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7180</td>\n",
              "      <td>0.399100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7190</td>\n",
              "      <td>0.362100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7200</td>\n",
              "      <td>0.391700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7210</td>\n",
              "      <td>0.435500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7220</td>\n",
              "      <td>0.343100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7230</td>\n",
              "      <td>0.392400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7240</td>\n",
              "      <td>0.545600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7250</td>\n",
              "      <td>0.469400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7260</td>\n",
              "      <td>0.354300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7270</td>\n",
              "      <td>0.365900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7280</td>\n",
              "      <td>0.321500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7290</td>\n",
              "      <td>0.353800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7300</td>\n",
              "      <td>0.380500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7310</td>\n",
              "      <td>0.384400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7320</td>\n",
              "      <td>0.356900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7330</td>\n",
              "      <td>0.403100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7340</td>\n",
              "      <td>0.384200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7350</td>\n",
              "      <td>0.430400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7360</td>\n",
              "      <td>0.373200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7370</td>\n",
              "      <td>0.359000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7380</td>\n",
              "      <td>0.440300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7390</td>\n",
              "      <td>0.341900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7400</td>\n",
              "      <td>0.341300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7410</td>\n",
              "      <td>0.431700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7420</td>\n",
              "      <td>0.300500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7430</td>\n",
              "      <td>0.439100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7440</td>\n",
              "      <td>0.502800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7450</td>\n",
              "      <td>0.381500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7460</td>\n",
              "      <td>0.444900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7470</td>\n",
              "      <td>0.383400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7480</td>\n",
              "      <td>0.397500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7490</td>\n",
              "      <td>0.412400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7500</td>\n",
              "      <td>0.391100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7510</td>\n",
              "      <td>0.407900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7520</td>\n",
              "      <td>0.358900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7530</td>\n",
              "      <td>0.429000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7540</td>\n",
              "      <td>0.343900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7550</td>\n",
              "      <td>0.369200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7560</td>\n",
              "      <td>0.379300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7570</td>\n",
              "      <td>0.318300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7580</td>\n",
              "      <td>0.454700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7590</td>\n",
              "      <td>0.362500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7600</td>\n",
              "      <td>0.424900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7610</td>\n",
              "      <td>0.244700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7620</td>\n",
              "      <td>0.357000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7630</td>\n",
              "      <td>0.281800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7640</td>\n",
              "      <td>0.335700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7650</td>\n",
              "      <td>0.418600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7660</td>\n",
              "      <td>0.384700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7670</td>\n",
              "      <td>0.444500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7680</td>\n",
              "      <td>0.305500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7690</td>\n",
              "      <td>0.338700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7700</td>\n",
              "      <td>0.350100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7710</td>\n",
              "      <td>0.426900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7720</td>\n",
              "      <td>0.430600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7730</td>\n",
              "      <td>0.316200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7740</td>\n",
              "      <td>0.495700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7750</td>\n",
              "      <td>0.387000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7760</td>\n",
              "      <td>0.325300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7770</td>\n",
              "      <td>0.380700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7780</td>\n",
              "      <td>0.402600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7790</td>\n",
              "      <td>0.471900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7800</td>\n",
              "      <td>0.392100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7810</td>\n",
              "      <td>0.359600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7820</td>\n",
              "      <td>0.418000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7830</td>\n",
              "      <td>0.439800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7840</td>\n",
              "      <td>0.414800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7850</td>\n",
              "      <td>0.382700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7860</td>\n",
              "      <td>0.418600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7870</td>\n",
              "      <td>0.378800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7880</td>\n",
              "      <td>0.435100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7890</td>\n",
              "      <td>0.319000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7900</td>\n",
              "      <td>0.364100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7910</td>\n",
              "      <td>0.521700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7920</td>\n",
              "      <td>0.304200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7930</td>\n",
              "      <td>0.418300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7940</td>\n",
              "      <td>0.405000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7950</td>\n",
              "      <td>0.321500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7960</td>\n",
              "      <td>0.448900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7970</td>\n",
              "      <td>0.287500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7980</td>\n",
              "      <td>0.387700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7990</td>\n",
              "      <td>0.403800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8000</td>\n",
              "      <td>0.339000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8010</td>\n",
              "      <td>0.338400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8020</td>\n",
              "      <td>0.396400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8030</td>\n",
              "      <td>0.329000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8040</td>\n",
              "      <td>0.361500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8050</td>\n",
              "      <td>0.393400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8060</td>\n",
              "      <td>0.374200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8070</td>\n",
              "      <td>0.325200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8080</td>\n",
              "      <td>0.369200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8090</td>\n",
              "      <td>0.376600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8100</td>\n",
              "      <td>0.377500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8110</td>\n",
              "      <td>0.435000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8120</td>\n",
              "      <td>0.528200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8130</td>\n",
              "      <td>0.444300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8140</td>\n",
              "      <td>0.382100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8150</td>\n",
              "      <td>0.293200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8160</td>\n",
              "      <td>0.367400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8170</td>\n",
              "      <td>0.438400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8180</td>\n",
              "      <td>0.392800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8190</td>\n",
              "      <td>0.379800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8200</td>\n",
              "      <td>0.414900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8210</td>\n",
              "      <td>0.298500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8220</td>\n",
              "      <td>0.435800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8230</td>\n",
              "      <td>0.338600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8240</td>\n",
              "      <td>0.291000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8250</td>\n",
              "      <td>0.364700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8260</td>\n",
              "      <td>0.424500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8270</td>\n",
              "      <td>0.572700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8280</td>\n",
              "      <td>0.440500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8290</td>\n",
              "      <td>0.464600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8300</td>\n",
              "      <td>0.443300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8310</td>\n",
              "      <td>0.400100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8320</td>\n",
              "      <td>0.504400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8330</td>\n",
              "      <td>0.490100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8340</td>\n",
              "      <td>0.405100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8350</td>\n",
              "      <td>0.366600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8360</td>\n",
              "      <td>0.435800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8370</td>\n",
              "      <td>0.415500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8380</td>\n",
              "      <td>0.394700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8390</td>\n",
              "      <td>0.415200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8400</td>\n",
              "      <td>0.295100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8410</td>\n",
              "      <td>0.322100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8420</td>\n",
              "      <td>0.534000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8430</td>\n",
              "      <td>0.431500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8440</td>\n",
              "      <td>0.444200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8450</td>\n",
              "      <td>0.274000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8460</td>\n",
              "      <td>0.421300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8470</td>\n",
              "      <td>0.443900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8480</td>\n",
              "      <td>0.437000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8490</td>\n",
              "      <td>0.379000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8500</td>\n",
              "      <td>0.335600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8510</td>\n",
              "      <td>0.385200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8520</td>\n",
              "      <td>0.282900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8530</td>\n",
              "      <td>0.448200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8540</td>\n",
              "      <td>0.460800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8550</td>\n",
              "      <td>0.433000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8560</td>\n",
              "      <td>0.407500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8570</td>\n",
              "      <td>0.416200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8580</td>\n",
              "      <td>0.441600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8590</td>\n",
              "      <td>0.432800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8600</td>\n",
              "      <td>0.370400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8610</td>\n",
              "      <td>0.342500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8620</td>\n",
              "      <td>0.437500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8630</td>\n",
              "      <td>0.324100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8640</td>\n",
              "      <td>0.338500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8650</td>\n",
              "      <td>0.478300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8660</td>\n",
              "      <td>0.415300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8670</td>\n",
              "      <td>0.350100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8680</td>\n",
              "      <td>0.366300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8690</td>\n",
              "      <td>0.402700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8700</td>\n",
              "      <td>0.331500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8710</td>\n",
              "      <td>0.292700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8720</td>\n",
              "      <td>0.279900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8730</td>\n",
              "      <td>0.360100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8740</td>\n",
              "      <td>0.448600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8750</td>\n",
              "      <td>0.417300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8760</td>\n",
              "      <td>0.317900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8770</td>\n",
              "      <td>0.339000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8780</td>\n",
              "      <td>0.373700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8790</td>\n",
              "      <td>0.368400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8800</td>\n",
              "      <td>0.331700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8810</td>\n",
              "      <td>0.405400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8820</td>\n",
              "      <td>0.361800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8830</td>\n",
              "      <td>0.592200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8840</td>\n",
              "      <td>0.454100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8850</td>\n",
              "      <td>0.386500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8860</td>\n",
              "      <td>0.460800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8870</td>\n",
              "      <td>0.429700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8880</td>\n",
              "      <td>0.423400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8890</td>\n",
              "      <td>0.453000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8900</td>\n",
              "      <td>0.451100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8910</td>\n",
              "      <td>0.446200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8920</td>\n",
              "      <td>0.421100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8930</td>\n",
              "      <td>0.385800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8940</td>\n",
              "      <td>0.304400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8950</td>\n",
              "      <td>0.394000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8960</td>\n",
              "      <td>0.439400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8970</td>\n",
              "      <td>0.539000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8980</td>\n",
              "      <td>0.381500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8990</td>\n",
              "      <td>0.339100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9000</td>\n",
              "      <td>0.368200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9010</td>\n",
              "      <td>0.411100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9020</td>\n",
              "      <td>0.375400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9030</td>\n",
              "      <td>0.414800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9040</td>\n",
              "      <td>0.433500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9050</td>\n",
              "      <td>0.413400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9060</td>\n",
              "      <td>0.339600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9070</td>\n",
              "      <td>0.403600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9080</td>\n",
              "      <td>0.313000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9090</td>\n",
              "      <td>0.500200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9100</td>\n",
              "      <td>0.528500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9110</td>\n",
              "      <td>0.398900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9120</td>\n",
              "      <td>0.488200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9130</td>\n",
              "      <td>0.367000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9140</td>\n",
              "      <td>0.418100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9150</td>\n",
              "      <td>0.422400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9160</td>\n",
              "      <td>0.369900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9170</td>\n",
              "      <td>0.298900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9180</td>\n",
              "      <td>0.423600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9190</td>\n",
              "      <td>0.301800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9200</td>\n",
              "      <td>0.365200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9210</td>\n",
              "      <td>0.377800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9220</td>\n",
              "      <td>0.408300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9230</td>\n",
              "      <td>0.390000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9240</td>\n",
              "      <td>0.399100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9250</td>\n",
              "      <td>0.337100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9260</td>\n",
              "      <td>0.387100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9270</td>\n",
              "      <td>0.329400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9280</td>\n",
              "      <td>0.362000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9290</td>\n",
              "      <td>0.402400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9300</td>\n",
              "      <td>0.354400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9310</td>\n",
              "      <td>0.472900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9320</td>\n",
              "      <td>0.453100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9330</td>\n",
              "      <td>0.447100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9340</td>\n",
              "      <td>0.336900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9350</td>\n",
              "      <td>0.366300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9360</td>\n",
              "      <td>0.469100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9370</td>\n",
              "      <td>0.462300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9380</td>\n",
              "      <td>0.415400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9390</td>\n",
              "      <td>0.381000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9400</td>\n",
              "      <td>0.291600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9410</td>\n",
              "      <td>0.281100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9420</td>\n",
              "      <td>0.357400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9430</td>\n",
              "      <td>0.309500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9440</td>\n",
              "      <td>0.525100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9450</td>\n",
              "      <td>0.410200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9460</td>\n",
              "      <td>0.306300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9470</td>\n",
              "      <td>0.294900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9480</td>\n",
              "      <td>0.335800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9490</td>\n",
              "      <td>0.336600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9500</td>\n",
              "      <td>0.423200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9510</td>\n",
              "      <td>0.337000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9520</td>\n",
              "      <td>0.409300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9530</td>\n",
              "      <td>0.430200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9540</td>\n",
              "      <td>0.287600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9550</td>\n",
              "      <td>0.418700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9560</td>\n",
              "      <td>0.388700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9570</td>\n",
              "      <td>0.475000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9580</td>\n",
              "      <td>0.469300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9590</td>\n",
              "      <td>0.323000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9600</td>\n",
              "      <td>0.426100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9610</td>\n",
              "      <td>0.361000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9620</td>\n",
              "      <td>0.427300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9630</td>\n",
              "      <td>0.399200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9640</td>\n",
              "      <td>0.383300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9650</td>\n",
              "      <td>0.305300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9660</td>\n",
              "      <td>0.261100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9670</td>\n",
              "      <td>0.387700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9680</td>\n",
              "      <td>0.370100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9690</td>\n",
              "      <td>0.314100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9700</td>\n",
              "      <td>0.221600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9710</td>\n",
              "      <td>0.429300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9720</td>\n",
              "      <td>0.362300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9730</td>\n",
              "      <td>0.510500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9740</td>\n",
              "      <td>0.395700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9750</td>\n",
              "      <td>0.396100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9760</td>\n",
              "      <td>0.260400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9770</td>\n",
              "      <td>0.393500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9780</td>\n",
              "      <td>0.403800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9790</td>\n",
              "      <td>0.480700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9800</td>\n",
              "      <td>0.317600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9810</td>\n",
              "      <td>0.324500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9820</td>\n",
              "      <td>0.365700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9830</td>\n",
              "      <td>0.279400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9840</td>\n",
              "      <td>0.401600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9850</td>\n",
              "      <td>0.281500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9860</td>\n",
              "      <td>0.340800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9870</td>\n",
              "      <td>0.345900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9880</td>\n",
              "      <td>0.306100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9890</td>\n",
              "      <td>0.385000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9900</td>\n",
              "      <td>0.409000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9910</td>\n",
              "      <td>0.491600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9920</td>\n",
              "      <td>0.390600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9930</td>\n",
              "      <td>0.355700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9940</td>\n",
              "      <td>0.380900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9950</td>\n",
              "      <td>0.393200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9960</td>\n",
              "      <td>0.290600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9970</td>\n",
              "      <td>0.435300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9980</td>\n",
              "      <td>0.324300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9990</td>\n",
              "      <td>0.272100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10000</td>\n",
              "      <td>0.398000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10010</td>\n",
              "      <td>0.326300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10020</td>\n",
              "      <td>0.285700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10030</td>\n",
              "      <td>0.439200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10040</td>\n",
              "      <td>0.346700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10050</td>\n",
              "      <td>0.428000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10060</td>\n",
              "      <td>0.423800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10070</td>\n",
              "      <td>0.504000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10080</td>\n",
              "      <td>0.371000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10090</td>\n",
              "      <td>0.368600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10100</td>\n",
              "      <td>0.383100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10110</td>\n",
              "      <td>0.278200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10120</td>\n",
              "      <td>0.399500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10130</td>\n",
              "      <td>0.331600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10140</td>\n",
              "      <td>0.353400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10150</td>\n",
              "      <td>0.442600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10160</td>\n",
              "      <td>0.374100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10170</td>\n",
              "      <td>0.340700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10180</td>\n",
              "      <td>0.396900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10190</td>\n",
              "      <td>0.327500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10200</td>\n",
              "      <td>0.549700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10210</td>\n",
              "      <td>0.336900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10220</td>\n",
              "      <td>0.411800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10230</td>\n",
              "      <td>0.427100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10240</td>\n",
              "      <td>0.395300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10250</td>\n",
              "      <td>0.330500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10260</td>\n",
              "      <td>0.432900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10270</td>\n",
              "      <td>0.434400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10280</td>\n",
              "      <td>0.351000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10290</td>\n",
              "      <td>0.384500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10300</td>\n",
              "      <td>0.375300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10310</td>\n",
              "      <td>0.412800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10320</td>\n",
              "      <td>0.341300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10330</td>\n",
              "      <td>0.481600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10340</td>\n",
              "      <td>0.345500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10350</td>\n",
              "      <td>0.376500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10360</td>\n",
              "      <td>0.432900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10370</td>\n",
              "      <td>0.374600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10380</td>\n",
              "      <td>0.464600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10390</td>\n",
              "      <td>0.354200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10400</td>\n",
              "      <td>0.416100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10410</td>\n",
              "      <td>0.312600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10420</td>\n",
              "      <td>0.353400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10430</td>\n",
              "      <td>0.382500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10440</td>\n",
              "      <td>0.320800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10450</td>\n",
              "      <td>0.332400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10460</td>\n",
              "      <td>0.476200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10470</td>\n",
              "      <td>0.437200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10480</td>\n",
              "      <td>0.438700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10490</td>\n",
              "      <td>0.392200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10500</td>\n",
              "      <td>0.487600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10510</td>\n",
              "      <td>0.341200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10520</td>\n",
              "      <td>0.295500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10530</td>\n",
              "      <td>0.347700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10540</td>\n",
              "      <td>0.353800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10550</td>\n",
              "      <td>0.320400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10560</td>\n",
              "      <td>0.443800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10570</td>\n",
              "      <td>0.337200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10580</td>\n",
              "      <td>0.403800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10590</td>\n",
              "      <td>0.336900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10600</td>\n",
              "      <td>0.389300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10610</td>\n",
              "      <td>0.336500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10620</td>\n",
              "      <td>0.365100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10630</td>\n",
              "      <td>0.425100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10640</td>\n",
              "      <td>0.312100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10650</td>\n",
              "      <td>0.499700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10660</td>\n",
              "      <td>0.360100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10670</td>\n",
              "      <td>0.378600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10680</td>\n",
              "      <td>0.546200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10690</td>\n",
              "      <td>0.313500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10700</td>\n",
              "      <td>0.357300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10710</td>\n",
              "      <td>0.380400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10720</td>\n",
              "      <td>0.301800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10730</td>\n",
              "      <td>0.358600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10740</td>\n",
              "      <td>0.566500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10750</td>\n",
              "      <td>0.354100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10760</td>\n",
              "      <td>0.432300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10770</td>\n",
              "      <td>0.416000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10780</td>\n",
              "      <td>0.441300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10790</td>\n",
              "      <td>0.381800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10800</td>\n",
              "      <td>0.343900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10810</td>\n",
              "      <td>0.371200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10820</td>\n",
              "      <td>0.426200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10830</td>\n",
              "      <td>0.441700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10840</td>\n",
              "      <td>0.385900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10850</td>\n",
              "      <td>0.359200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10860</td>\n",
              "      <td>0.403500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10870</td>\n",
              "      <td>0.319900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10880</td>\n",
              "      <td>0.206400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10890</td>\n",
              "      <td>0.362200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10900</td>\n",
              "      <td>0.478700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10910</td>\n",
              "      <td>0.375300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10920</td>\n",
              "      <td>0.455000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10930</td>\n",
              "      <td>0.312700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10940</td>\n",
              "      <td>0.399300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10950</td>\n",
              "      <td>0.495000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10960</td>\n",
              "      <td>0.311600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10970</td>\n",
              "      <td>0.375900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10980</td>\n",
              "      <td>0.315400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10990</td>\n",
              "      <td>0.422900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11000</td>\n",
              "      <td>0.471300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11010</td>\n",
              "      <td>0.424500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11020</td>\n",
              "      <td>0.358500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11030</td>\n",
              "      <td>0.359000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11040</td>\n",
              "      <td>0.330600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11050</td>\n",
              "      <td>0.332000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11060</td>\n",
              "      <td>0.402000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11070</td>\n",
              "      <td>0.320200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11080</td>\n",
              "      <td>0.365200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11090</td>\n",
              "      <td>0.416000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11100</td>\n",
              "      <td>0.428900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11110</td>\n",
              "      <td>0.387500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11120</td>\n",
              "      <td>0.456200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11130</td>\n",
              "      <td>0.372000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11140</td>\n",
              "      <td>0.313700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11150</td>\n",
              "      <td>0.446900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11160</td>\n",
              "      <td>0.405800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11170</td>\n",
              "      <td>0.330300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11180</td>\n",
              "      <td>0.385500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11190</td>\n",
              "      <td>0.355900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11200</td>\n",
              "      <td>0.435100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11210</td>\n",
              "      <td>0.327600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11220</td>\n",
              "      <td>0.524400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11230</td>\n",
              "      <td>0.389200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11240</td>\n",
              "      <td>0.276900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11250</td>\n",
              "      <td>0.373500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11260</td>\n",
              "      <td>0.241200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11270</td>\n",
              "      <td>0.431300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11280</td>\n",
              "      <td>0.305600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11290</td>\n",
              "      <td>0.260500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11300</td>\n",
              "      <td>0.405400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11310</td>\n",
              "      <td>0.386100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11320</td>\n",
              "      <td>0.367700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11330</td>\n",
              "      <td>0.489900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11340</td>\n",
              "      <td>0.323900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11350</td>\n",
              "      <td>0.396300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11360</td>\n",
              "      <td>0.303200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11370</td>\n",
              "      <td>0.392500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11380</td>\n",
              "      <td>0.419400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11390</td>\n",
              "      <td>0.360200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11400</td>\n",
              "      <td>0.345700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11410</td>\n",
              "      <td>0.396200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11420</td>\n",
              "      <td>0.387900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11430</td>\n",
              "      <td>0.332400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11440</td>\n",
              "      <td>0.402900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11450</td>\n",
              "      <td>0.372600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11460</td>\n",
              "      <td>0.289000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11470</td>\n",
              "      <td>0.446500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11480</td>\n",
              "      <td>0.387200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11490</td>\n",
              "      <td>0.447600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11500</td>\n",
              "      <td>0.286700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11510</td>\n",
              "      <td>0.341600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11520</td>\n",
              "      <td>0.438100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11530</td>\n",
              "      <td>0.305400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11540</td>\n",
              "      <td>0.416200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11550</td>\n",
              "      <td>0.336200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11560</td>\n",
              "      <td>0.359500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11570</td>\n",
              "      <td>0.399100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11580</td>\n",
              "      <td>0.350000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11590</td>\n",
              "      <td>0.388600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11600</td>\n",
              "      <td>0.332900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11610</td>\n",
              "      <td>0.359100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11620</td>\n",
              "      <td>0.415200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11630</td>\n",
              "      <td>0.438800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11640</td>\n",
              "      <td>0.417700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11650</td>\n",
              "      <td>0.402400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11660</td>\n",
              "      <td>0.259200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11670</td>\n",
              "      <td>0.486400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11680</td>\n",
              "      <td>0.337700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11690</td>\n",
              "      <td>0.287600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11700</td>\n",
              "      <td>0.326100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11710</td>\n",
              "      <td>0.425300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11720</td>\n",
              "      <td>0.411500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11730</td>\n",
              "      <td>0.337000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11740</td>\n",
              "      <td>0.412000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11750</td>\n",
              "      <td>0.373500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11760</td>\n",
              "      <td>0.430700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11770</td>\n",
              "      <td>0.344200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11780</td>\n",
              "      <td>0.379100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11790</td>\n",
              "      <td>0.404000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11800</td>\n",
              "      <td>0.495700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11810</td>\n",
              "      <td>0.367200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11820</td>\n",
              "      <td>0.382400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11830</td>\n",
              "      <td>0.318400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11840</td>\n",
              "      <td>0.357000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11850</td>\n",
              "      <td>0.359100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11860</td>\n",
              "      <td>0.411800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11870</td>\n",
              "      <td>0.381100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11880</td>\n",
              "      <td>0.356600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11890</td>\n",
              "      <td>0.418600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11900</td>\n",
              "      <td>0.486000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11910</td>\n",
              "      <td>0.372700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11920</td>\n",
              "      <td>0.407500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11930</td>\n",
              "      <td>0.460900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11940</td>\n",
              "      <td>0.406300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11950</td>\n",
              "      <td>0.357300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11960</td>\n",
              "      <td>0.410300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11970</td>\n",
              "      <td>0.417800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11980</td>\n",
              "      <td>0.369100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11990</td>\n",
              "      <td>0.359700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12000</td>\n",
              "      <td>0.286800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12010</td>\n",
              "      <td>0.369900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12020</td>\n",
              "      <td>0.382100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12030</td>\n",
              "      <td>0.426100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12040</td>\n",
              "      <td>0.396800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12050</td>\n",
              "      <td>0.455000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12060</td>\n",
              "      <td>0.303000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12070</td>\n",
              "      <td>0.445000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12080</td>\n",
              "      <td>0.297000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12090</td>\n",
              "      <td>0.510400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12100</td>\n",
              "      <td>0.297900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12110</td>\n",
              "      <td>0.353900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12120</td>\n",
              "      <td>0.376700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12130</td>\n",
              "      <td>0.409200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12140</td>\n",
              "      <td>0.472800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12150</td>\n",
              "      <td>0.349100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12160</td>\n",
              "      <td>0.421900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12170</td>\n",
              "      <td>0.446600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12180</td>\n",
              "      <td>0.366400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12190</td>\n",
              "      <td>0.477000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12200</td>\n",
              "      <td>0.300900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12210</td>\n",
              "      <td>0.425600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12220</td>\n",
              "      <td>0.408100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12230</td>\n",
              "      <td>0.375200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12240</td>\n",
              "      <td>0.276600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12250</td>\n",
              "      <td>0.327300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12260</td>\n",
              "      <td>0.338900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12270</td>\n",
              "      <td>0.309300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12280</td>\n",
              "      <td>0.434600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12290</td>\n",
              "      <td>0.386300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12300</td>\n",
              "      <td>0.314100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12310</td>\n",
              "      <td>0.415600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12320</td>\n",
              "      <td>0.444900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12330</td>\n",
              "      <td>0.321000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12340</td>\n",
              "      <td>0.341800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12350</td>\n",
              "      <td>0.408300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12360</td>\n",
              "      <td>0.379700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12370</td>\n",
              "      <td>0.359900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12380</td>\n",
              "      <td>0.298800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12390</td>\n",
              "      <td>0.347800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12400</td>\n",
              "      <td>0.389100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12410</td>\n",
              "      <td>0.285700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12420</td>\n",
              "      <td>0.461900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12430</td>\n",
              "      <td>0.489600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12440</td>\n",
              "      <td>0.355200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12450</td>\n",
              "      <td>0.364900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12460</td>\n",
              "      <td>0.369400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12470</td>\n",
              "      <td>0.428800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12480</td>\n",
              "      <td>0.387100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12490</td>\n",
              "      <td>0.290300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12500</td>\n",
              "      <td>0.374100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12510</td>\n",
              "      <td>0.426900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12520</td>\n",
              "      <td>0.436500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12530</td>\n",
              "      <td>0.377800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12540</td>\n",
              "      <td>0.405200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12550</td>\n",
              "      <td>0.359100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12560</td>\n",
              "      <td>0.367100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12570</td>\n",
              "      <td>0.344200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12580</td>\n",
              "      <td>0.329900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12590</td>\n",
              "      <td>0.403300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12600</td>\n",
              "      <td>0.323600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12610</td>\n",
              "      <td>0.517600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12620</td>\n",
              "      <td>0.419100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12630</td>\n",
              "      <td>0.519300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12640</td>\n",
              "      <td>0.292000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12650</td>\n",
              "      <td>0.312200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12660</td>\n",
              "      <td>0.292000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12670</td>\n",
              "      <td>0.408200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12680</td>\n",
              "      <td>0.412300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12690</td>\n",
              "      <td>0.285000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12700</td>\n",
              "      <td>0.487000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12710</td>\n",
              "      <td>0.435300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12720</td>\n",
              "      <td>0.267200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12730</td>\n",
              "      <td>0.382100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12740</td>\n",
              "      <td>0.323400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12750</td>\n",
              "      <td>0.375200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12760</td>\n",
              "      <td>0.465200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12770</td>\n",
              "      <td>0.401300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12780</td>\n",
              "      <td>0.303700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12790</td>\n",
              "      <td>0.314100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12800</td>\n",
              "      <td>0.352700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12810</td>\n",
              "      <td>0.349700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12820</td>\n",
              "      <td>0.216500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12830</td>\n",
              "      <td>0.383100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12840</td>\n",
              "      <td>0.401200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12850</td>\n",
              "      <td>0.470900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12860</td>\n",
              "      <td>0.489000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12870</td>\n",
              "      <td>0.327200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12880</td>\n",
              "      <td>0.407700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12890</td>\n",
              "      <td>0.312200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12900</td>\n",
              "      <td>0.404000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12910</td>\n",
              "      <td>0.316600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12920</td>\n",
              "      <td>0.413200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12930</td>\n",
              "      <td>0.343400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12940</td>\n",
              "      <td>0.439500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12950</td>\n",
              "      <td>0.367300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12960</td>\n",
              "      <td>0.458400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12970</td>\n",
              "      <td>0.449500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12980</td>\n",
              "      <td>0.295600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12990</td>\n",
              "      <td>0.361300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13000</td>\n",
              "      <td>0.423700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13010</td>\n",
              "      <td>0.450800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13020</td>\n",
              "      <td>0.371500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13030</td>\n",
              "      <td>0.376200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13040</td>\n",
              "      <td>0.354200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13050</td>\n",
              "      <td>0.311300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13060</td>\n",
              "      <td>0.296600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13070</td>\n",
              "      <td>0.336500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13080</td>\n",
              "      <td>0.438500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13090</td>\n",
              "      <td>0.484800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13100</td>\n",
              "      <td>0.458900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13110</td>\n",
              "      <td>0.320000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13120</td>\n",
              "      <td>0.368000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13130</td>\n",
              "      <td>0.355900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13140</td>\n",
              "      <td>0.318000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13150</td>\n",
              "      <td>0.434000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13160</td>\n",
              "      <td>0.414300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13170</td>\n",
              "      <td>0.308500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13180</td>\n",
              "      <td>0.405300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13190</td>\n",
              "      <td>0.286400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13200</td>\n",
              "      <td>0.333500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13210</td>\n",
              "      <td>0.371500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13220</td>\n",
              "      <td>0.251400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13230</td>\n",
              "      <td>0.371900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13240</td>\n",
              "      <td>0.319600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13250</td>\n",
              "      <td>0.336900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13260</td>\n",
              "      <td>0.436700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13270</td>\n",
              "      <td>0.395300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13280</td>\n",
              "      <td>0.333900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13290</td>\n",
              "      <td>0.328200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13300</td>\n",
              "      <td>0.398300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13310</td>\n",
              "      <td>0.475300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13320</td>\n",
              "      <td>0.428500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13330</td>\n",
              "      <td>0.422900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13340</td>\n",
              "      <td>0.340300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13350</td>\n",
              "      <td>0.345400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13360</td>\n",
              "      <td>0.357800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13370</td>\n",
              "      <td>0.432800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13380</td>\n",
              "      <td>0.378600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13390</td>\n",
              "      <td>0.464400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13400</td>\n",
              "      <td>0.550700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13410</td>\n",
              "      <td>0.320500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13420</td>\n",
              "      <td>0.275100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13430</td>\n",
              "      <td>0.418800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13440</td>\n",
              "      <td>0.335700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13450</td>\n",
              "      <td>0.356200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13460</td>\n",
              "      <td>0.319400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13470</td>\n",
              "      <td>0.377600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13480</td>\n",
              "      <td>0.380000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13490</td>\n",
              "      <td>0.373800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13500</td>\n",
              "      <td>0.375000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13510</td>\n",
              "      <td>0.324300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13520</td>\n",
              "      <td>0.373500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13530</td>\n",
              "      <td>0.367800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13540</td>\n",
              "      <td>0.416200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13550</td>\n",
              "      <td>0.356800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13560</td>\n",
              "      <td>0.455400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13570</td>\n",
              "      <td>0.318000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13580</td>\n",
              "      <td>0.301600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13590</td>\n",
              "      <td>0.428500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13600</td>\n",
              "      <td>0.376700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13610</td>\n",
              "      <td>0.447100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13620</td>\n",
              "      <td>0.393700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13630</td>\n",
              "      <td>0.356600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13640</td>\n",
              "      <td>0.344200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13650</td>\n",
              "      <td>0.325600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13660</td>\n",
              "      <td>0.307200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13670</td>\n",
              "      <td>0.330200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13680</td>\n",
              "      <td>0.334500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13690</td>\n",
              "      <td>0.338200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13700</td>\n",
              "      <td>0.331300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13710</td>\n",
              "      <td>0.379300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13720</td>\n",
              "      <td>0.336900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13730</td>\n",
              "      <td>0.450900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13740</td>\n",
              "      <td>0.287100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13750</td>\n",
              "      <td>0.300300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13760</td>\n",
              "      <td>0.419700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13770</td>\n",
              "      <td>0.349700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13780</td>\n",
              "      <td>0.469400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13790</td>\n",
              "      <td>0.369100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13800</td>\n",
              "      <td>0.383700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13810</td>\n",
              "      <td>0.261500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13820</td>\n",
              "      <td>0.362700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13830</td>\n",
              "      <td>0.376300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13840</td>\n",
              "      <td>0.346700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13850</td>\n",
              "      <td>0.338500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13860</td>\n",
              "      <td>0.528100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13870</td>\n",
              "      <td>0.291400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13880</td>\n",
              "      <td>0.312600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13890</td>\n",
              "      <td>0.410500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13900</td>\n",
              "      <td>0.349900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13910</td>\n",
              "      <td>0.455100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13920</td>\n",
              "      <td>0.414900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13930</td>\n",
              "      <td>0.457500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13940</td>\n",
              "      <td>0.348200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13950</td>\n",
              "      <td>0.470300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13960</td>\n",
              "      <td>0.373400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13970</td>\n",
              "      <td>0.353100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13980</td>\n",
              "      <td>0.405600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13990</td>\n",
              "      <td>0.443000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14000</td>\n",
              "      <td>0.422800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14010</td>\n",
              "      <td>0.382100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14020</td>\n",
              "      <td>0.444400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14030</td>\n",
              "      <td>0.419700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14040</td>\n",
              "      <td>0.350400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14050</td>\n",
              "      <td>0.309000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14060</td>\n",
              "      <td>0.290600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14070</td>\n",
              "      <td>0.385900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14080</td>\n",
              "      <td>0.355800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14090</td>\n",
              "      <td>0.364100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14100</td>\n",
              "      <td>0.335200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14110</td>\n",
              "      <td>0.284600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14120</td>\n",
              "      <td>0.370300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14130</td>\n",
              "      <td>0.300300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14140</td>\n",
              "      <td>0.374600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14150</td>\n",
              "      <td>0.369500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14160</td>\n",
              "      <td>0.355000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14170</td>\n",
              "      <td>0.332300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14180</td>\n",
              "      <td>0.447000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14190</td>\n",
              "      <td>0.310100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14200</td>\n",
              "      <td>0.400000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14210</td>\n",
              "      <td>0.333400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14220</td>\n",
              "      <td>0.308100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14230</td>\n",
              "      <td>0.368900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14240</td>\n",
              "      <td>0.378500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14250</td>\n",
              "      <td>0.368500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14260</td>\n",
              "      <td>0.436200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14270</td>\n",
              "      <td>0.338300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14280</td>\n",
              "      <td>0.367200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14290</td>\n",
              "      <td>0.369200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14300</td>\n",
              "      <td>0.415300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14310</td>\n",
              "      <td>0.422000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14320</td>\n",
              "      <td>0.332200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14330</td>\n",
              "      <td>0.344600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14340</td>\n",
              "      <td>0.375000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14350</td>\n",
              "      <td>0.372900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14360</td>\n",
              "      <td>0.334900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14370</td>\n",
              "      <td>0.400600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14380</td>\n",
              "      <td>0.406600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14390</td>\n",
              "      <td>0.377900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14400</td>\n",
              "      <td>0.426000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14410</td>\n",
              "      <td>0.423700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14420</td>\n",
              "      <td>0.305400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14430</td>\n",
              "      <td>0.341300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14440</td>\n",
              "      <td>0.432500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14450</td>\n",
              "      <td>0.420100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14460</td>\n",
              "      <td>0.372400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14470</td>\n",
              "      <td>0.342500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14480</td>\n",
              "      <td>0.279800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14490</td>\n",
              "      <td>0.333800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14500</td>\n",
              "      <td>0.380300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14510</td>\n",
              "      <td>0.345700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14520</td>\n",
              "      <td>0.314400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14530</td>\n",
              "      <td>0.354300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14540</td>\n",
              "      <td>0.336000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14550</td>\n",
              "      <td>0.426100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14560</td>\n",
              "      <td>0.403200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14570</td>\n",
              "      <td>0.322000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14580</td>\n",
              "      <td>0.260000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14590</td>\n",
              "      <td>0.252300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14600</td>\n",
              "      <td>0.339000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14610</td>\n",
              "      <td>0.313000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14620</td>\n",
              "      <td>0.386500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14630</td>\n",
              "      <td>0.351900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14640</td>\n",
              "      <td>0.313200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14650</td>\n",
              "      <td>0.463500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14660</td>\n",
              "      <td>0.513500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14670</td>\n",
              "      <td>0.443100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14680</td>\n",
              "      <td>0.317300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14690</td>\n",
              "      <td>0.471000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14700</td>\n",
              "      <td>0.352200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14710</td>\n",
              "      <td>0.490500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14720</td>\n",
              "      <td>0.374200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14730</td>\n",
              "      <td>0.408900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14740</td>\n",
              "      <td>0.417100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14750</td>\n",
              "      <td>0.364900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14760</td>\n",
              "      <td>0.424100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14770</td>\n",
              "      <td>0.272600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14780</td>\n",
              "      <td>0.383400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14790</td>\n",
              "      <td>0.398100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14800</td>\n",
              "      <td>0.404900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14810</td>\n",
              "      <td>0.379100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14820</td>\n",
              "      <td>0.338800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14830</td>\n",
              "      <td>0.431300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14840</td>\n",
              "      <td>0.448900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14850</td>\n",
              "      <td>0.334200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14860</td>\n",
              "      <td>0.340100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14870</td>\n",
              "      <td>0.342300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14880</td>\n",
              "      <td>0.408000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14890</td>\n",
              "      <td>0.453900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14900</td>\n",
              "      <td>0.367600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14910</td>\n",
              "      <td>0.439800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14920</td>\n",
              "      <td>0.411000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14930</td>\n",
              "      <td>0.371100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14940</td>\n",
              "      <td>0.400700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14950</td>\n",
              "      <td>0.324300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14960</td>\n",
              "      <td>0.403700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14970</td>\n",
              "      <td>0.343000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14980</td>\n",
              "      <td>0.359200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14990</td>\n",
              "      <td>0.332300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15000</td>\n",
              "      <td>0.356700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15010</td>\n",
              "      <td>0.422800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15020</td>\n",
              "      <td>0.445000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15030</td>\n",
              "      <td>0.302400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15040</td>\n",
              "      <td>0.299200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15050</td>\n",
              "      <td>0.382200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15060</td>\n",
              "      <td>0.459000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15070</td>\n",
              "      <td>0.379100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15080</td>\n",
              "      <td>0.315500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15090</td>\n",
              "      <td>0.382100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15100</td>\n",
              "      <td>0.400200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15110</td>\n",
              "      <td>0.389200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15120</td>\n",
              "      <td>0.297200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15130</td>\n",
              "      <td>0.444600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15140</td>\n",
              "      <td>0.400600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15150</td>\n",
              "      <td>0.368900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15160</td>\n",
              "      <td>0.308300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15170</td>\n",
              "      <td>0.334800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15180</td>\n",
              "      <td>0.419900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15190</td>\n",
              "      <td>0.442000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15200</td>\n",
              "      <td>0.369100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15210</td>\n",
              "      <td>0.456000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15220</td>\n",
              "      <td>0.440700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15230</td>\n",
              "      <td>0.370300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15240</td>\n",
              "      <td>0.400200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15250</td>\n",
              "      <td>0.283200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15260</td>\n",
              "      <td>0.309600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15270</td>\n",
              "      <td>0.380600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15280</td>\n",
              "      <td>0.414000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15290</td>\n",
              "      <td>0.283700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15300</td>\n",
              "      <td>0.392500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15310</td>\n",
              "      <td>0.328200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15320</td>\n",
              "      <td>0.357900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15330</td>\n",
              "      <td>0.329400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15340</td>\n",
              "      <td>0.365800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15350</td>\n",
              "      <td>0.488500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15360</td>\n",
              "      <td>0.312400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15370</td>\n",
              "      <td>0.438800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15380</td>\n",
              "      <td>0.398600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15390</td>\n",
              "      <td>0.320200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15400</td>\n",
              "      <td>0.366100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15410</td>\n",
              "      <td>0.349300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15420</td>\n",
              "      <td>0.362500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15430</td>\n",
              "      <td>0.333500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15440</td>\n",
              "      <td>0.434800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15450</td>\n",
              "      <td>0.380600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15460</td>\n",
              "      <td>0.397700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15470</td>\n",
              "      <td>0.431600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15480</td>\n",
              "      <td>0.264100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15490</td>\n",
              "      <td>0.280000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15500</td>\n",
              "      <td>0.290600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15510</td>\n",
              "      <td>0.397700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15520</td>\n",
              "      <td>0.411600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15530</td>\n",
              "      <td>0.303300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15540</td>\n",
              "      <td>0.396200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15550</td>\n",
              "      <td>0.306700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15560</td>\n",
              "      <td>0.401300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15570</td>\n",
              "      <td>0.400400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15580</td>\n",
              "      <td>0.462200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15590</td>\n",
              "      <td>0.365000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15600</td>\n",
              "      <td>0.414700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15610</td>\n",
              "      <td>0.439000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15620</td>\n",
              "      <td>0.369400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15630</td>\n",
              "      <td>0.433600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15640</td>\n",
              "      <td>0.324600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15650</td>\n",
              "      <td>0.296500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15660</td>\n",
              "      <td>0.299200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15670</td>\n",
              "      <td>0.399300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15680</td>\n",
              "      <td>0.321800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15690</td>\n",
              "      <td>0.533400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15700</td>\n",
              "      <td>0.380000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15710</td>\n",
              "      <td>0.326400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15720</td>\n",
              "      <td>0.401700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15730</td>\n",
              "      <td>0.442400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15740</td>\n",
              "      <td>0.341500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15750</td>\n",
              "      <td>0.414000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15760</td>\n",
              "      <td>0.306900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15770</td>\n",
              "      <td>0.301600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15780</td>\n",
              "      <td>0.303500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15790</td>\n",
              "      <td>0.345200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15800</td>\n",
              "      <td>0.380500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15810</td>\n",
              "      <td>0.427500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15820</td>\n",
              "      <td>0.328700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15830</td>\n",
              "      <td>0.400800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15840</td>\n",
              "      <td>0.357000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15850</td>\n",
              "      <td>0.466500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15860</td>\n",
              "      <td>0.434300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15870</td>\n",
              "      <td>0.385000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15880</td>\n",
              "      <td>0.366100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15890</td>\n",
              "      <td>0.457900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15900</td>\n",
              "      <td>0.397500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15910</td>\n",
              "      <td>0.404600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15920</td>\n",
              "      <td>0.394700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15930</td>\n",
              "      <td>0.210500</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/plain": [
              "TrainOutput(global_step=15930, training_loss=0.41051217065393286, metrics={'train_runtime': 206253.6556, 'train_samples_per_second': 0.154, 'train_steps_per_second': 0.077, 'total_flos': 3.0153567596190106e+17, 'train_loss': 0.41051217065393286, 'epoch': 1.51})"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import transformers\n",
        "\n",
        "tokenizer.pad_token = tokenizer.eos_token\n",
        "\n",
        "\n",
        "trainer = transformers.Trainer(\n",
        "    model=model,\n",
        "    train_dataset=data[\"train\"],\n",
        "    args=transformers.TrainingArguments(\n",
        "        per_device_train_batch_size=2,\n",
        "        gradient_accumulation_steps=1,\n",
        "        num_train_epochs=4,\n",
        "        max_steps=15930, # 가장 최적화된 15930 step까지 훈련되었습니다.\n",
        "        learning_rate=5e-5,\n",
        "        fp16=True,\n",
        "        logging_steps=10,\n",
        "        output_dir=\"outputs\",\n",
        "        optim='adamw_torch'),\n",
        "    data_collator=transformers.DataCollatorForLanguageModeling(tokenizer, mlm=False),\n",
        ")\n",
        "model.config.use_cache = False  # silence the warnings. Please re-enable for inference!\n",
        "trainer.train()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "a-jauOEv9XVe"
      },
      "outputs": [],
      "source": [
        "# Inference시 실행시키는 코드입니다!\n",
        "# model.eval()\n",
        "# model.config.use_cache = True  "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 5. Few shot 정량 평가입니다.\n",
        "\n",
        "- 벤치마크 성능비교를 위한 영화리뷰 데이터셋인 NSMC 데이터를 가져와 Fewshot 평가를 진행합니다\n",
        "- 해당 코드는 beomi님의 Fewshot 평가 procedure를 그대로 따라가며 평가 성능을 도출합니다.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2023-08-17 00:59:05--  https://raw.githubusercontent.com/NLP-kr/tensorflow-ml-nlp-tf2/master/7.PRETRAIN_METHOD/data_in/KOR/naver_movie/ratings_train.txt\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.111.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 14628807 (14M) [text/plain]\n",
            "Saving to: ‘data_in/KOR/naver_movie/ratings_train.txt’\n",
            "\n",
            "data_in/KOR/naver_m 100%[===================>]  13.95M  13.7MB/s    in 1.0s    \n",
            "\n",
            "2023-08-17 00:59:07 (13.7 MB/s) - ‘data_in/KOR/naver_movie/ratings_train.txt’ saved [14628807/14628807]\n",
            "\n",
            "--2023-08-17 00:59:08--  https://raw.githubusercontent.com/NLP-kr/tensorflow-ml-nlp-tf2/master/7.PRETRAIN_METHOD/data_in/KOR/naver_movie/ratings_test.txt\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.111.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 4893335 (4.7M) [text/plain]\n",
            "Saving to: ‘data_in/KOR/naver_movie/ratings_test.txt’\n",
            "\n",
            "data_in/KOR/naver_m 100%[===================>]   4.67M  12.6MB/s    in 0.4s    \n",
            "\n",
            "2023-08-17 00:59:09 (12.6 MB/s) - ‘data_in/KOR/naver_movie/ratings_test.txt’ saved [4893335/4893335]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!mkdir -p data_in/KOR/naver_movie\n",
        "!wget https://raw.githubusercontent.com/NLP-kr/tensorflow-ml-nlp-tf2/master/7.PRETRAIN_METHOD/data_in/KOR/naver_movie/ratings_train.txt \\\n",
        "              -O data_in/KOR/naver_movie/ratings_train.txt\n",
        "!wget https://raw.githubusercontent.com/NLP-kr/tensorflow-ml-nlp-tf2/master/7.PRETRAIN_METHOD/data_in/KOR/naver_movie/ratings_test.txt \\\n",
        "              -O data_in/KOR/naver_movie/ratings_test.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "import os\n",
        "#os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"  # Arrange GPU devices starting from 0\n",
        "#os.environ[\"CUDA_VISIBLE_DEVICES\"]= \"0\"  # Set the GPUs 2 and 3 to use\n",
        "\n",
        "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
        "\n",
        "import torch\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import re\n",
        "\n",
        "import random\n",
        "from random import sample\n",
        "\n",
        "from tqdm import tqdm\n",
        "import time"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "- 시드 넘버를 통해서, 동일한 시드를 통해 평가할 수 있도록 합니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "SEED_NUM = 1234\n",
        "np.random.seed(SEED_NUM)\n",
        "random.seed(SEED_NUM)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [],
      "source": [
        "DATA_IN_PATH = './data_in/KOR'\n",
        "DATA_OUT_PATH = './data_out/KOR'\n",
        "\n",
        "DATA_TRAIN_PATH = os.path.join(DATA_IN_PATH, 'naver_movie', 'ratings_train.txt')\n",
        "DATA_TEST_PATH = os.path.join(DATA_IN_PATH, 'naver_movie', 'ratings_test.txt')\n",
        "\n",
        "train_data = pd.read_csv(DATA_TRAIN_PATH, header = 0, delimiter = '\\t', quoting = 3)\n",
        "train_data = train_data.dropna()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "데이터 positive 라벨:  긍정\n",
            "데이터 negative 라벨:  부정\n"
          ]
        }
      ],
      "source": [
        "print('데이터 positive 라벨: ', '긍정')\n",
        "print('데이터 negative 라벨: ', '부정')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "gpt 최대 토큰 길이:  2048\n"
          ]
        }
      ],
      "source": [
        "print('gpt 최대 토큰 길이: ', model.config.max_position_embeddings)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 149995/149995 [00:05<00:00, 26492.12it/s]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Few shot 케이스 토큰 평균 길이:  20.22912763758792\n",
            "Few shot 케이스 토큰 최대 길이:  280\n",
            "Few shot 케이스 토큰 길이 표준편차:  16.48828728915166\n",
            "Few shot 케이스 토큰 길이 80 퍼센타일:  27.0\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "sent_lens = [len(tokenizer(s).input_ids) for s in tqdm(train_data['document'])]\n",
        "\n",
        "print('Few shot 케이스 토큰 평균 길이: ', np.mean(sent_lens))\n",
        "print('Few shot 케이스 토큰 최대 길이: ', np.max(sent_lens))\n",
        "print('Few shot 케이스 토큰 길이 표준편차: ',np.std(sent_lens))\n",
        "print('Few shot 케이스 토큰 길이 80 퍼센타일: ',np.percentile(sent_lens, 80))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "  0%|          | 0/149995 [00:00<?, ?it/s]"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 149995/149995 [00:05<00:00, 25731.77it/s]\n"
          ]
        }
      ],
      "source": [
        "train_fewshot_data = []\n",
        "\n",
        "for train_sent, train_label in tqdm(train_data[['document', 'label']].values):\n",
        "    tokens = tokenizer(train_sent).input_ids\n",
        "\n",
        "    if len(tokens) <= 25:\n",
        "        train_fewshot_data.append((train_sent, train_label))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>document</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>6270596</td>\n",
              "      <td>굳 ㅋ</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>9274899</td>\n",
              "      <td>GDNTOPCLASSINTHECLUB</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>8544678</td>\n",
              "      <td>뭐야 이 평점들은.... 나쁘진 않지만 10점 짜리는 더더욱 아니잖아</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>6825595</td>\n",
              "      <td>지루하지는 않은데 완전 막장임... 돈주고 보기에는....</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6723715</td>\n",
              "      <td>3D만 아니었어도 별 다섯 개 줬을텐데.. 왜 3D로 나와서 제 심기를 불편하게 하죠??</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        id                                           document  label\n",
              "0  6270596                                                굳 ㅋ      1\n",
              "1  9274899                               GDNTOPCLASSINTHECLUB      0\n",
              "2  8544678             뭐야 이 평점들은.... 나쁘진 않지만 10점 짜리는 더더욱 아니잖아      0\n",
              "3  6825595                   지루하지는 않은데 완전 막장임... 돈주고 보기에는....      0\n",
              "4  6723715  3D만 아니었어도 별 다섯 개 줬을텐데.. 왜 3D로 나와서 제 심기를 불편하게 하죠??      0"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "test_data = pd.read_csv(DATA_TEST_PATH, header=0, delimiter='\\t', quoting=3)\n",
        "test_data = test_data.dropna()\n",
        "test_data.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Full Dataset\n",
        "# sample_size = len(test_data)\n",
        "\n",
        "# Sampled Dataset\n",
        "sample_size = 500\n",
        "\n",
        "train_fewshot_samples = []\n",
        "\n",
        "for _ in range(sample_size):\n",
        "    fewshot_examples = sample(train_fewshot_data, 10)\n",
        "    train_fewshot_samples.append(fewshot_examples)\n",
        "\n",
        "if sample_size < len(test_data['id']):\n",
        "    test_data = test_data.sample(sample_size, random_state=SEED_NUM)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "  0%|          | 0/500 [00:00<?, ?it/s]/home/aimv/anaconda3/envs/ailab/lib/python3.10/site-packages/transformers/generation/utils.py:1264: UserWarning: You have modified the pretrained model configuration to control generation. This is a deprecated strategy to control generation and will be removed soon, in a future version. Please use a generation configuration file (see https://huggingface.co/docs/transformers/main_classes/text_generation )\n",
            "  warnings.warn(\n",
            "100%|██████████| 500/500 [12:17<00:00,  1.48s/it]\n"
          ]
        }
      ],
      "source": [
        "def build_prompt_text(sent):\n",
        "    return \"문장: \" + sent + '\\n감정:'\n",
        "\n",
        "def clean_text(sent):\n",
        "    sent_clean = re.sub(\"[^가-힣ㄱ-ㅎㅏ-ㅣ\\\\s]\", \"\", sent)\n",
        "    return sent_clean\n",
        "\n",
        "time_lst=[]\n",
        "real_labels = []\n",
        "pred_tokens = []\n",
        "\n",
        "total_len = len(test_data[['document','label']].values)\n",
        "\n",
        "for i, (test_sent, test_label) in tqdm(enumerate(test_data[['document','label']].values), total=total_len):\n",
        "    prompt_text = ''\n",
        "\n",
        "    for ex in train_fewshot_samples[i]:\n",
        "        example_text, example_label = ex\n",
        "        cleaned_example_text = clean_text(example_text)\n",
        "        appended_prompt_example_text = build_prompt_text(cleaned_example_text)\n",
        "        appended_prompt_example_text += ' 긍정\\n' if example_label == 1 else ' 부정\\n'\n",
        "        prompt_text += appended_prompt_example_text\n",
        "\n",
        "    cleaned_sent = clean_text(test_sent)\n",
        "    appended_prompt_sent = build_prompt_text(cleaned_sent)\n",
        "\n",
        "    prompt_text += appended_prompt_sent\n",
        "\n",
        "    tokens = tokenizer(prompt_text, return_tensors=\"pt\")\n",
        "    token_ids, attn_mask = tokens.input_ids.cuda(), tokens.attention_mask.cuda()\n",
        "\n",
        "    st_point=time.time()\n",
        "\n",
        "    gen_tokens = model.generate(input_ids=token_ids, attention_mask=attn_mask,\n",
        "                                    max_new_tokens=1, pad_token_id=0)\n",
        "    end_point=time.time()\n",
        "    pred = tokenizer.batch_decode(gen_tokens[:, -1])[0].strip()\n",
        "\n",
        "    pred_tokens.append(pred)\n",
        "    diff= end_point-st_point\n",
        "    time_lst.append(diff)\n",
        "    real_labels.append('긍정' if test_label == 1 else '부정')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1.47362\n"
          ]
        }
      ],
      "source": [
        "# 추론시간 체킹\n",
        "print(f\"{np.mean(np.array(time_lst)):.5f}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "0.712\n",
            "0.7120\n"
          ]
        }
      ],
      "source": [
        "accuracy_match = [p == t for p, t in zip(pred_tokens, real_labels)]\n",
        "accuracy = len([m for m in accuracy_match if m]) / len(real_labels)\n",
        "\n",
        "print(f\"{accuracy:.4f}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 500/500 [15:48<00:00,  1.90s/it]\n"
          ]
        }
      ],
      "source": [
        "def build_prompt_text(sent):\n",
        "    return '다음 문장은 긍정일까요 부정일까요?\\n' + sent + '\\n정답:'\n",
        "\n",
        "real_labels = []\n",
        "pred_tokens = []\n",
        "\n",
        "\n",
        "real_labels = []\n",
        "pred_tokens = []\n",
        "\n",
        "time_lst2=[]\n",
        "\n",
        "total_len = len(test_data[['document','label']].values)\n",
        "\n",
        "for i, (test_sent, test_label) in tqdm(enumerate(test_data[['document','label']].values), total=total_len):\n",
        "    prompt_text = ''\n",
        "\n",
        "    for ex in train_fewshot_samples[i]:\n",
        "        example_text, example_label = ex\n",
        "        cleaned_example_text = clean_text(example_text)\n",
        "        appended_prompt_example_text = build_prompt_text(cleaned_example_text)\n",
        "        appended_prompt_example_text += ' 긍정\\n' if example_label == 1 else ' 부정\\n' \n",
        "        prompt_text += appended_prompt_example_text\n",
        "\n",
        "    cleaned_sent = clean_text(test_sent)\n",
        "    appended_prompt_sent = build_prompt_text(cleaned_sent)\n",
        "\n",
        "    prompt_text += appended_prompt_sent\n",
        "\n",
        "    tokens = tokenizer(prompt_text, return_tensors=\"pt\")\n",
        "    token_ids, attn_mask = tokens.input_ids.cuda(), tokens.attention_mask.cuda()\n",
        "\n",
        "\n",
        "\n",
        "    st_point=time.time()\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "    gen_tokens = model.generate(input_ids=token_ids, attention_mask=attn_mask,\n",
        "                                    max_new_tokens=1, pad_token_id=0)\n",
        "\n",
        "    \n",
        "    end_point=time.time()\n",
        "    diff= end_point-st_point\n",
        "\n",
        "    pred = tokenizer.batch_decode(gen_tokens[:, -1])[0].strip()\n",
        "    time_lst2.append(diff)\n",
        "    pred_tokens.append(pred)\n",
        "    real_labels.append('긍정' if test_label == 1 else '부정')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "0.8100\n"
          ]
        }
      ],
      "source": [
        "accuracy_match = [p == t for p, t in zip(pred_tokens, real_labels)]\n",
        "accuracy = len([m for m in accuracy_match if m]) / len(real_labels)\n",
        "\n",
        "print(f\"{accuracy:.4f}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1.89420\n"
          ]
        }
      ],
      "source": [
        "print(f\"{np.mean(np.array(time_lst2)):.5f}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LvN9iBjA-x8V"
      },
      "source": [
        "## 6. 모델 저장 및 업로드방법\n",
        "\n",
        "- 모델을 불러오는 코드는 추가적으로 평가지표만 도출하는 코드에서 공유하도록 하겠습니다.\n",
        "\n",
        "- 모델을 이런방식으로 저장하게 되면, 어탭터만 저장되게 됨으로, model.config를 통하여 config를 확인하여 허깅페이스에 같이 업로드 해주면 좋습니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "MODEL_SAVE_REPO = '저장할 모델의 이름을 입력해주세요' # ex) 'KOAT-5.8b'\n",
        "HUGGINGFACE_AUTH_TOKEN = '본인의 Huggingface 토큰을 넣어주세요' # https://huggingface.co/settings/token\n",
        " \n",
        "## Push to huggingface-hub\n",
        "model.push_to_hub(\n",
        "\t\t\tMODEL_SAVE_REPO, \n",
        "\t\t\tuse_temp_dir=True, \n",
        "\t\t\tuse_auth_token=HUGGINGFACE_AUTH_TOKEN\n",
        ")\n",
        "tokenizer.push_to_hub(\n",
        "\t\t\tMODEL_SAVE_REPO, \n",
        "\t\t\tuse_temp_dir=True, \n",
        "\t\t\tuse_auth_token=HUGGINGFACE_AUTH_TOKEN\n",
        ")"
      ]
    }
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