Alpaca_+_Llama_3_8b_Unsloth_2x_faster_finetuning.ipynb

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        "<a href=\"https://colab.research.google.com/github/jeaneigsi/Humain-/blob/main/Alpaca_%2B_Llama_3_8b_Unsloth_2x_faster_finetuning.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "To run this, press \"*Runtime*\" and press \"*Run all*\" on a **free** Tesla T4 Google Colab instance!\n",
        "<div class=\"align-center\">\n",
        "  <a href=\"https://github.com/unslothai/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png\" width=\"115\"></a>\n",
        "  <a href=\"https://discord.gg/u54VK8m8tk\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord button.png\" width=\"145\"></a>\n",
        "  <a href=\"https://ko-fi.com/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Kofi button.png\" width=\"145\"></a></a> Join Discord if you need help + ⭐ <i>Star us on <a href=\"https://github.com/unslothai/unsloth\">Github</a> </i> ⭐\n",
        "</div>\n",
        "\n",
        "To install Unsloth on your own computer, follow the installation instructions on our Github page [here](https://github.com/unslothai/unsloth#installation-instructions---conda).\n",
        "\n",
        "You will learn how to do [data prep](#Data), how to [train](#Train), how to [run the model](#Inference), & [how to save it](#Save) (eg for Llama.cpp).\n",
        "\n",
        "**[NEW] Llama-3 8b is trained on a crazy 15 trillion tokens! Llama-2 was 2 trillion.**\n",
        "\n",
        "Use our [Llama-3 8b Instruct](https://colab.research.google.com/drive/1XamvWYinY6FOSX9GLvnqSjjsNflxdhNc?usp=sharing) notebook for conversational style finetunes."
      ],
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      "source": [
        "%%capture\n",
        "# Installs Unsloth, Xformers (Flash Attention) and all other packages!\n",
        "!pip install \"unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git\"\n",
        "!pip install --no-deps xformers \"trl<0.9.0\" peft accelerate bitsandbytes"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* We support Llama, Mistral, Phi-3, Gemma, Yi, DeepSeek, Qwen, TinyLlama, Vicuna, Open Hermes etc\n",
        "* We support 16bit LoRA or 4bit QLoRA. Both 2x faster.\n",
        "* `max_seq_length` can be set to anything, since we do automatic RoPE Scaling via [kaiokendev's](https://kaiokendev.github.io/til) method.\n",
        "* With [PR 26037](https://github.com/huggingface/transformers/pull/26037), we support downloading 4bit models **4x faster**! [Our repo](https://huggingface.co/unsloth) has Llama, Mistral 4bit models.\n",
        "* [**NEW**] We make Phi-3 Medium / Mini **2x faster**! See our [Phi-3 Medium notebook](https://colab.research.google.com/drive/1hhdhBa1j_hsymiW9m-WzxQtgqTH_NHqi?usp=sharing)"
      ],
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        {
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          "text": [
            "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n"
          ]
        },
        {
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          "data": {
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          "text": [
            "==((====))==  Unsloth: Fast Llama patching release 2024.6\n",
            "   \\\\   /|    GPU: Tesla T4. Max memory: 14.748 GB. Platform = Linux.\n",
            "O^O/ \\_/ \\    Pytorch: 2.3.0+cu121. CUDA = 7.5. CUDA Toolkit = 12.1.\n",
            "\\        /    Bfloat16 = FALSE. Xformers = 0.0.26.post1. FA = False.\n",
            " \"-____-\"     Free Apache license: http://github.com/unslothai/unsloth\n"
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        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
          ]
        }
      ],
      "source": [
        "from unsloth import FastLanguageModel\n",
        "import torch\n",
        "max_seq_length = 3000 # Choose any! We auto support RoPE Scaling internally!\n",
        "dtype = None # None for auto detection. Float16 for Tesla T4, V100, Bfloat16 for Ampere+\n",
        "load_in_4bit = True # Use 4bit quantization to reduce memory usage. Can be False.\n",
        "\n",
        "# 4bit pre quantized models we support for 4x faster downloading + no OOMs.\n",
        "fourbit_models = [\n",
        "    \"unsloth/mistral-7b-v0.3-bnb-4bit\",      # New Mistral v3 2x faster!\n",
        "    \"unsloth/mistral-7b-instruct-v0.3-bnb-4bit\",\n",
        "    \"unsloth/llama-3-8b-bnb-4bit\",           # Llama-3 15 trillion tokens model 2x faster!\n",
        "    \"unsloth/llama-3-8b-Instruct-bnb-4bit\",\n",
        "    \"unsloth/llama-3-70b-bnb-4bit\",\n",
        "    \"unsloth/Phi-3-mini-4k-instruct\",        # Phi-3 2x faster!\n",
        "    \"unsloth/Phi-3-medium-4k-instruct\",\n",
        "    \"unsloth/mistral-7b-bnb-4bit\",\n",
        "    \"unsloth/gemma-7b-bnb-4bit\",             # Gemma 2.2x faster!\n",
        "] # More models at https://huggingface.co/unsloth\n",
        "\n",
        "model, tokenizer = FastLanguageModel.from_pretrained(\n",
        "    model_name = \"unsloth/llama-3-8b-Instruct-bnb-4bit\",\n",
        "    max_seq_length = max_seq_length,\n",
        "    dtype = dtype,\n",
        "    load_in_4bit = load_in_4bit,\n",
        "    # token = \"hf_...\", # use one if using gated models like meta-llama/Llama-2-7b-hf\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We now add LoRA adapters so we only need to update 1 to 10% of all parameters!"
      ],
      "metadata": {
        "id": "SXd9bTZd1aaL"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
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        },
        "outputId": "95811dc6-00b6-4f50-8b16-399c5776ba49"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Unsloth 2024.6 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers.\n"
          ]
        }
      ],
      "source": [
        "model = FastLanguageModel.get_peft_model(\n",
        "    model,\n",
        "    r = 16, # Choose any number > 0 ! Suggested 8, 16, 32, 64, 128\n",
        "    target_modules = [\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n",
        "                      \"gate_proj\", \"up_proj\", \"down_proj\",],\n",
        "    lora_alpha = 16,\n",
        "    lora_dropout = 0, # Supports any, but = 0 is optimized\n",
        "    bias = \"none\",    # Supports any, but = \"none\" is optimized\n",
        "    # [NEW] \"unsloth\" uses 30% less VRAM, fits 2x larger batch sizes!\n",
        "    use_gradient_checkpointing = \"unsloth\", # True or \"unsloth\" for very long context\n",
        "    random_state = 3407,\n",
        "    use_rslora = False,  # We support rank stabilized LoRA\n",
        "    loftq_config = None, # And LoftQ\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Data\"></a>\n",
        "### Data Prep\n",
        "We now use the Alpaca dataset from [yahma](https://huggingface.co/datasets/yahma/alpaca-cleaned), which is a filtered version of 52K of the original [Alpaca dataset](https://crfm.stanford.edu/2023/03/13/alpaca.html). You can replace this code section with your own data prep.\n",
        "\n",
        "**[NOTE]** To train only on completions (ignoring the user's input) read TRL's docs [here](https://huggingface.co/docs/trl/sft_trainer#train-on-completions-only).\n",
        "\n",
        "**[NOTE]** Remember to add the **EOS_TOKEN** to the tokenized output!! Otherwise you'll get infinite generations!\n",
        "\n",
        "If you want to use the `llama-3` template for ShareGPT datasets, try our conversational [notebook](https://colab.research.google.com/drive/1XamvWYinY6FOSX9GLvnqSjjsNflxdhNc?usp=sharing).\n",
        "\n",
        "For text completions like novel writing, try this [notebook](https://colab.research.google.com/drive/1ef-tab5bhkvWmBOObepl1WgJvfvSzn5Q?usp=sharing)."
      ],
      "metadata": {
        "id": "vITh0KVJ10qX"
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    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "LjY75GoYUCB8"
      },
      "outputs": [],
      "source": [
        "alpaca_prompt = \"\"\"Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "{}\n",
        "\n",
        "### Input:\n",
        "{}\n",
        "\n",
        "### Response:\n",
        "{}\"\"\"\n",
        "\n",
        "EOS_TOKEN = tokenizer.eos_token # Must add EOS_TOKEN\n",
        "def formatting_prompts_func(examples):\n",
        "    instructions = [\"answer the following questions by the good response. Remember all question requires a strict accurate responses\"] * len(examples[\"question\"])\n",
        "    inputs       = examples[\"question\"]\n",
        "    outputs      = examples[\"response\"]\n",
        "    texts = []\n",
        "    for instruction, input, output in zip(instructions, inputs, outputs):\n",
        "        # Must add EOS_TOKEN, otherwise your generation will go on forever!\n",
        "        text = alpaca_prompt.format(instruction, input, output) + EOS_TOKEN\n",
        "        texts.append(text)\n",
        "    return { \"text\" : texts, }\n",
        "pass\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Lire le fichier CSV\n",
        "df = pd.read_csv('/content/legaldataset.csv')\n",
        "\n",
        "# Visualiser les premières lignes du DataFrame\n",
        "print(df.head())\n"
      ],
      "metadata": {
        "id": "WzH0VzkD2zm4",
        "outputId": "3448a986-1976-4428-f0b6-c79a5e9c3872",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                                            question  \\\n",
            "0  Quel est le nom du ministère responsable du tr...   \n",
            "1  Quel est le numéro de la loi portant code du t...   \n",
            "2  Quelle est la législature en cours au Burkina ...   \n",
            "3  Quel est le nom de l'assemblée nationale au Bu...   \n",
            "4       Quel est le titre de la loi n° 028-2008/AN ?   \n",
            "\n",
            "                                         response  \\\n",
            "0  Ministère du Travail et de la Sécurité Sociale   \n",
            "1                              Loi n° 028-2008/AN   \n",
            "2                           Quatrième législature   \n",
            "3                             Assemblée Nationale   \n",
            "4                 Code du Travail au Burkina Faso   \n",
            "\n",
            "                             topic  \n",
            "0  Code du Travail au Burkina Faso  \n",
            "1  Code du Travail au Burkina Faso  \n",
            "2  Code du Travail au Burkina Faso  \n",
            "3  Code du Travail au Burkina Faso  \n",
            "4  Code du Travail au Burkina Faso  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import Dataset, DatasetDict\n",
        "\n",
        "# Convertir le DataFrame en Dataset de Hugging Face\n",
        "dataset = Dataset.from_pandas(df)\n"
      ],
      "metadata": {
        "id": "Mn414LkH39JX"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dataset"
      ],
      "metadata": {
        "id": "nMbP5svd4TTp",
        "outputId": "47f1074d-717d-41c2-abe4-db8247b65abb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dataset({\n",
              "    features: ['question', 'response', 'topic'],\n",
              "    num_rows: 1122\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset = dataset.map(formatting_prompts_func, batched = True,)"
      ],
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        "id": "f8B2C5BV_16j",
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      },
      "execution_count": 8,
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        {
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              "Map:   0%|          | 0/1122 [00:00<?, ? examples/s]"
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        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'question': 'Quel est le nom du ministère responsable du travail et de la sécurité sociale au Burkina Faso ?',\n",
              " 'response': 'Ministère du Travail et de la Sécurité Sociale',\n",
              " 'topic': 'Code du Travail au Burkina Faso',\n",
              " 'text': 'Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nanswer the following questions by the good response. Remember all question requires a strict accurate responses\\n\\n### Input:\\nQuel est le nom du ministère responsable du travail et de la sécurité sociale au Burkina Faso ?\\n\\n### Response:\\nMinistère du Travail et de la Sécurité Sociale<|eot_id|>'}"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Train\"></a>\n",
        "### Train the model\n",
        "Now let's use Huggingface TRL's `SFTTrainer`! More docs here: [TRL SFT docs](https://huggingface.co/docs/trl/sft_trainer). We do 60 steps to speed things up, but you can set `num_train_epochs=1` for a full run, and turn off `max_steps=None`. We also support TRL's `DPOTrainer`!"
      ],
      "metadata": {
        "id": "idAEIeSQ3xdS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install wandb -Uq\n",
        "# Log in to your W&B account\n",
        "import wandb\n",
        "wandb.login()\n",
        "\n",
        "%env WANDB_PROJECT=code"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 218
        },
        "id": "h-iNXdFAV3ci",
        "outputId": "14ef2fca-f842-4f87-9f20-f6f6c4e46714"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.8/6.8 MB\u001b[0m \u001b[31m19.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m207.3/207.3 kB\u001b[0m \u001b[31m30.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m289.6/289.6 kB\u001b[0m \u001b[31m38.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m10.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
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              "\n",
              "        window._wandbApiKey = new Promise((resolve, reject) => {\n",
              "            function loadScript(url) {\n",
              "            return new Promise(function(resolve, reject) {\n",
              "                let newScript = document.createElement(\"script\");\n",
              "                newScript.onerror = reject;\n",
              "                newScript.onload = resolve;\n",
              "                document.body.appendChild(newScript);\n",
              "                newScript.src = url;\n",
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              "            loadScript(\"https://cdn.jsdelivr.net/npm/postmate/build/postmate.min.js\").then(() => {\n",
              "            const iframe = document.createElement('iframe')\n",
              "            iframe.style.cssText = \"width:0;height:0;border:none\"\n",
              "            document.body.appendChild(iframe)\n",
              "            const handshake = new Postmate({\n",
              "                container: iframe,\n",
              "                url: 'https://wandb.ai/authorize'\n",
              "            });\n",
              "            const timeout = setTimeout(() => reject(\"Couldn't auto authenticate\"), 5000)\n",
              "            handshake.then(function(child) {\n",
              "                child.on('authorize', data => {\n",
              "                    clearTimeout(timeout)\n",
              "                    resolve(data)\n",
              "                });\n",
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              "            })\n",
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              "    "
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          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[34m\u001b[1mwandb\u001b[0m: Logging into wandb.ai. (Learn how to deploy a W&B server locally: https://wandb.me/wandb-server)\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: You can find your API key in your browser here: https://wandb.ai/authorize\n",
            "wandb: Paste an API key from your profile and hit enter, or press ctrl+c to quit:"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            " ··········\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "env: WANDB_PROJECT=code\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "95_Nn-89DhsL",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105,
          "referenced_widgets": [
            "467176b8bab1417a9f94c620c8036077",
            "0f0b1935b0264b3189d93e47fa8ad725",
            "e5036abadf044156a13f7bc3440049aa",
            "035c73616d6b4338af6224b91a06a1a1",
            "f69ba7f749184594b4ea4b1b7e26f778",
            "e5e916016d96475c81818e36b96c4bff",
            "09de0342d0cf4e09ad3ce34d297b5a7b",
            "2bf15befd6604fd18826d222c62aacdc",
            "de490f57799b4091a030b4f5cad3629d",
            "c000087147fd4510aeffbe0b5a025b67",
            "db262884a8194868b9ef55e2520586c0"
          ]
        },
        "outputId": "f4dbcff0-1801-42b7-f400-c6f8348cbe61"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/multiprocess/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
            "  self.pid = os.fork()\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map (num_proc=2):   0%|          | 0/1122 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "467176b8bab1417a9f94c620c8036077"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "from trl import SFTTrainer\n",
        "from transformers import TrainingArguments\n",
        "from unsloth import is_bfloat16_supported\n",
        "\n",
        "trainer = SFTTrainer(\n",
        "    model = model,\n",
        "    tokenizer = tokenizer,\n",
        "    train_dataset = dataset,\n",
        "    dataset_text_field = \"text\",\n",
        "    max_seq_length = max_seq_length,\n",
        "    dataset_num_proc = 2,\n",
        "    packing = False, # Can make training 5x faster for short sequences.\n",
        "    args = TrainingArguments(\n",
        "        per_device_train_batch_size = 2,\n",
        "        gradient_accumulation_steps = 4,\n",
        "        warmup_steps = 5,\n",
        "        num_train_epochs=7,\n",
        "        learning_rate = 2e-4,\n",
        "        fp16 = not is_bfloat16_supported(),\n",
        "        bf16 = is_bfloat16_supported(),\n",
        "        logging_steps = 1,\n",
        "        optim = \"adamw_8bit\",\n",
        "        weight_decay = 0.01,\n",
        "        lr_scheduler_type = \"linear\",\n",
        "        seed = 3407,\n",
        "        output_dir = \"outputs\",\n",
        "        run_name = 'code'\n",
        "    ),\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "2ejIt2xSNKKp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d99f57a4-b67b-4a8a-f4b2-5c191774bd5d",
        "cellView": "form"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GPU = Tesla T4. Max memory = 14.748 GB.\n",
            "5.594 GB of memory reserved.\n"
          ]
        }
      ],
      "source": [
        "#@title Show current memory stats\n",
        "gpu_stats = torch.cuda.get_device_properties(0)\n",
        "start_gpu_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n",
        "max_memory = round(gpu_stats.total_memory / 1024 / 1024 / 1024, 3)\n",
        "print(f\"GPU = {gpu_stats.name}. Max memory = {max_memory} GB.\")\n",
        "print(f\"{start_gpu_memory} GB of memory reserved.\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "yqxqAZ7KJ4oL",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "f4dbae80-1865-4637-968e-732bf948a292"
      },
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "==((====))==  Unsloth - 2x faster free finetuning | Num GPUs = 1\n",
            "   \\\\   /|    Num examples = 1,122 | Num Epochs = 7\n",
            "O^O/ \\_/ \\    Batch size per device = 2 | Gradient Accumulation steps = 4\n",
            "\\        /    Total batch size = 8 | Total steps = 980\n",
            " \"-____-\"     Number of trainable parameters = 41,943,040\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "Changes to your `wandb` environment variables will be ignored because your `wandb` session has already started. For more information on how to modify your settings with `wandb.init()` arguments, please refer to <a href='https://wandb.me/wandb-init' target=\"_blank\">the W&B docs</a>."
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              "<IPython.core.display.HTML object>"
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          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mlompojeanolivier\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "Tracking run with wandb version 0.17.1"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "Run data is saved locally in <code>/content/wandb/run-20240617_151002-twh3e96p</code>"
            ],
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              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
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        },
        {
          "data": {
            "text/html": [
              "Syncing run <strong><a href='https://wandb.ai/lompojeanolivier/code/runs/twh3e96p' target=\"_blank\">code</a></strong> to <a href='https://wandb.ai/lompojeanolivier/code' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/run' target=\"_blank\">docs</a>)<br/>"
            ],
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              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              " View project at <a href='https://wandb.ai/lompojeanolivier/code' target=\"_blank\">https://wandb.ai/lompojeanolivier/code</a>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              " View run at <a href='https://wandb.ai/lompojeanolivier/code/runs/twh3e96p' target=\"_blank\">https://wandb.ai/lompojeanolivier/code/runs/twh3e96p</a>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
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          "metadata": {},
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        {
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='895' max='980' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [895/980 1:15:50 < 07:13, 0.20 it/s, Epoch 6.37/7]\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>1</td>\n",
              "      <td>3.032300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>3.086500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>3.101600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>2.758400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>2.487600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>2.173800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>1.815900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8</td>\n",
              "      <td>1.578800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9</td>\n",
              "      <td>1.225400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10</td>\n",
              "      <td>0.925900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11</td>\n",
              "      <td>0.711100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12</td>\n",
              "      <td>0.742700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13</td>\n",
              "      <td>0.758900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14</td>\n",
              "      <td>0.839900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15</td>\n",
              "      <td>0.747200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16</td>\n",
              "      <td>0.665000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17</td>\n",
              "      <td>0.686500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18</td>\n",
              "      <td>0.735400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19</td>\n",
              "      <td>0.598000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20</td>\n",
              "      <td>0.659000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21</td>\n",
              "      <td>0.541200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22</td>\n",
              "      <td>0.538700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23</td>\n",
              "      <td>0.563800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24</td>\n",
              "      <td>0.551600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25</td>\n",
              "      <td>0.676500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>26</td>\n",
              "      <td>0.741900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>27</td>\n",
              "      <td>0.501300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>28</td>\n",
              "      <td>0.631000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>29</td>\n",
              "      <td>0.693700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>30</td>\n",
              "      <td>0.763900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>31</td>\n",
              "      <td>0.583900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>32</td>\n",
              "      <td>0.407700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>33</td>\n",
              "      <td>0.552500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>34</td>\n",
              "      <td>0.562600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>35</td>\n",
              "      <td>0.719800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>36</td>\n",
              "      <td>0.599700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>37</td>\n",
              "      <td>0.723100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>38</td>\n",
              "      <td>0.595300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>39</td>\n",
              "      <td>0.588000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>40</td>\n",
              "      <td>0.491700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>41</td>\n",
              "      <td>0.574500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>42</td>\n",
              "      <td>0.596500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>43</td>\n",
              "      <td>0.675900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>44</td>\n",
              "      <td>0.608700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>45</td>\n",
              "      <td>0.534000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>46</td>\n",
              "      <td>0.566500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>47</td>\n",
              "      <td>0.622600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>48</td>\n",
              "      <td>0.401700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>49</td>\n",
              "      <td>0.571400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>50</td>\n",
              "      <td>0.721500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>51</td>\n",
              "      <td>0.629900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>52</td>\n",
              "      <td>0.546600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>53</td>\n",
              "      <td>0.654200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>54</td>\n",
              "      <td>0.623800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>55</td>\n",
              "      <td>0.517200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>56</td>\n",
              "      <td>0.669700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>57</td>\n",
              "      <td>0.567700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>58</td>\n",
              "      <td>0.699700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>59</td>\n",
              "      <td>0.645200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>60</td>\n",
              "      <td>0.635400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>61</td>\n",
              "      <td>0.586400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>62</td>\n",
              "      <td>0.491100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>63</td>\n",
              "      <td>0.600400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>64</td>\n",
              "      <td>0.513500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>65</td>\n",
              "      <td>0.615700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>66</td>\n",
              "      <td>0.567700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>67</td>\n",
              "      <td>0.637800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>68</td>\n",
              "      <td>0.511600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>69</td>\n",
              "      <td>0.509400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>70</td>\n",
              "      <td>0.520000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>71</td>\n",
              "      <td>0.562400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>72</td>\n",
              "      <td>0.632900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>73</td>\n",
              "      <td>0.555700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>74</td>\n",
              "      <td>0.500900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>75</td>\n",
              "      <td>0.570500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>76</td>\n",
              "      <td>0.607900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>77</td>\n",
              "      <td>0.556000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>78</td>\n",
              "      <td>0.501200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>79</td>\n",
              "      <td>0.528100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>80</td>\n",
              "      <td>0.591400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>81</td>\n",
              "      <td>0.535500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>82</td>\n",
              "      <td>0.508300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>83</td>\n",
              "      <td>0.623800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>84</td>\n",
              "      <td>0.668500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>85</td>\n",
              "      <td>0.496300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>86</td>\n",
              "      <td>0.547600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>87</td>\n",
              "      <td>0.590000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>88</td>\n",
              "      <td>0.637000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>89</td>\n",
              "      <td>0.763300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>90</td>\n",
              "      <td>0.602300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>91</td>\n",
              "      <td>0.556600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>92</td>\n",
              "      <td>0.470800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>93</td>\n",
              "      <td>0.490200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>94</td>\n",
              "      <td>0.605200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>95</td>\n",
              "      <td>0.492400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>96</td>\n",
              "      <td>0.573800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>97</td>\n",
              "      <td>0.398000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>98</td>\n",
              "      <td>0.428800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>99</td>\n",
              "      <td>0.554600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>100</td>\n",
              "      <td>0.586800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>101</td>\n",
              "      <td>0.625100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>102</td>\n",
              "      <td>0.584600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>103</td>\n",
              "      <td>0.466800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>104</td>\n",
              "      <td>0.484600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>105</td>\n",
              "      <td>0.567500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>106</td>\n",
              "      <td>0.456500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>107</td>\n",
              "      <td>0.602500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>108</td>\n",
              "      <td>0.649200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>109</td>\n",
              "      <td>0.536900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>110</td>\n",
              "      <td>0.571900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>111</td>\n",
              "      <td>0.513200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>112</td>\n",
              "      <td>0.473500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>113</td>\n",
              "      <td>0.497700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>114</td>\n",
              "      <td>0.572500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>115</td>\n",
              "      <td>0.485200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>116</td>\n",
              "      <td>0.494200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>117</td>\n",
              "      <td>0.525300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>118</td>\n",
              "      <td>0.557700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>119</td>\n",
              "      <td>0.630700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>120</td>\n",
              "      <td>0.556800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>121</td>\n",
              "      <td>0.650400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>122</td>\n",
              "      <td>0.546200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>123</td>\n",
              "      <td>0.580100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>124</td>\n",
              "      <td>0.530400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>125</td>\n",
              "      <td>0.548600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>126</td>\n",
              "      <td>0.552700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>127</td>\n",
              "      <td>0.445200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>128</td>\n",
              "      <td>0.610200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>129</td>\n",
              "      <td>0.483600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>130</td>\n",
              "      <td>0.644400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>131</td>\n",
              "      <td>0.580000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>132</td>\n",
              "      <td>0.450700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>133</td>\n",
              "      <td>0.654800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>134</td>\n",
              "      <td>0.556900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>135</td>\n",
              "      <td>0.471500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>136</td>\n",
              "      <td>0.461200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>137</td>\n",
              "      <td>0.561900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>138</td>\n",
              "      <td>0.443500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>139</td>\n",
              "      <td>0.527400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>140</td>\n",
              "      <td>0.593300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>141</td>\n",
              "      <td>0.497700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>142</td>\n",
              "      <td>0.368500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>143</td>\n",
              "      <td>0.489400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>144</td>\n",
              "      <td>0.382200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>145</td>\n",
              "      <td>0.414300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>146</td>\n",
              "      <td>0.357600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>147</td>\n",
              "      <td>0.437200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>148</td>\n",
              "      <td>0.339500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>149</td>\n",
              "      <td>0.353000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>150</td>\n",
              "      <td>0.435100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>151</td>\n",
              "      <td>0.437100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>152</td>\n",
              "      <td>0.392500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>153</td>\n",
              "      <td>0.418400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>154</td>\n",
              "      <td>0.415100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>155</td>\n",
              "      <td>0.468800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>156</td>\n",
              "      <td>0.437400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>157</td>\n",
              "      <td>0.464300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>158</td>\n",
              "      <td>0.366300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>159</td>\n",
              "      <td>0.454900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>160</td>\n",
              "      <td>0.482900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>161</td>\n",
              "      <td>0.544300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>162</td>\n",
              "      <td>0.417900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>163</td>\n",
              "      <td>0.425000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>164</td>\n",
              "      <td>0.375000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>165</td>\n",
              "      <td>0.438300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>166</td>\n",
              "      <td>0.368000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>167</td>\n",
              "      <td>0.421300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>168</td>\n",
              "      <td>0.386600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>169</td>\n",
              "      <td>0.396000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>170</td>\n",
              "      <td>0.491300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>171</td>\n",
              "      <td>0.369400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>172</td>\n",
              "      <td>0.413100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>173</td>\n",
              "      <td>0.324800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>174</td>\n",
              "      <td>0.368300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>175</td>\n",
              "      <td>0.337900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>176</td>\n",
              "      <td>0.348400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>177</td>\n",
              "      <td>0.366500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>178</td>\n",
              "      <td>0.447400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>179</td>\n",
              "      <td>0.355300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>180</td>\n",
              "      <td>0.405600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>181</td>\n",
              "      <td>0.436600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>182</td>\n",
              "      <td>0.392800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>183</td>\n",
              "      <td>0.401100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>184</td>\n",
              "      <td>0.341900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>185</td>\n",
              "      <td>0.449800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>186</td>\n",
              "      <td>0.404100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>187</td>\n",
              "      <td>0.343200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>188</td>\n",
              "      <td>0.467800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>189</td>\n",
              "      <td>0.392100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>190</td>\n",
              "      <td>0.400200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>191</td>\n",
              "      <td>0.430700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>192</td>\n",
              "      <td>0.367300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>193</td>\n",
              "      <td>0.383600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>194</td>\n",
              "      <td>0.470300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>195</td>\n",
              "      <td>0.332900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>196</td>\n",
              "      <td>0.346400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>197</td>\n",
              "      <td>0.433200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>198</td>\n",
              "      <td>0.341100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>199</td>\n",
              "      <td>0.343400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>200</td>\n",
              "      <td>0.373600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>201</td>\n",
              "      <td>0.381300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>202</td>\n",
              "      <td>0.455700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>203</td>\n",
              "      <td>0.304000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>204</td>\n",
              "      <td>0.410600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>205</td>\n",
              "      <td>0.343300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>206</td>\n",
              "      <td>0.328000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>207</td>\n",
              "      <td>0.327100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>208</td>\n",
              "      <td>0.519400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>209</td>\n",
              "      <td>0.301800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>210</td>\n",
              "      <td>0.387000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>211</td>\n",
              "      <td>0.437400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>212</td>\n",
              "      <td>0.378000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>213</td>\n",
              "      <td>0.367300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>214</td>\n",
              "      <td>0.374300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>215</td>\n",
              "      <td>0.366100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>216</td>\n",
              "      <td>0.482000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>217</td>\n",
              "      <td>0.398200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>218</td>\n",
              "      <td>0.297400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>219</td>\n",
              "      <td>0.377200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>220</td>\n",
              "      <td>0.432400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>221</td>\n",
              "      <td>0.453200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>222</td>\n",
              "      <td>0.402700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>223</td>\n",
              "      <td>0.376600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>224</td>\n",
              "      <td>0.363900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>225</td>\n",
              "      <td>0.323200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>226</td>\n",
              "      <td>0.402900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>227</td>\n",
              "      <td>0.452300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>228</td>\n",
              "      <td>0.427500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>229</td>\n",
              "      <td>0.364800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>230</td>\n",
              "      <td>0.381200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>231</td>\n",
              "      <td>0.405400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>232</td>\n",
              "      <td>0.392700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>233</td>\n",
              "      <td>0.342300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>234</td>\n",
              "      <td>0.307500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>235</td>\n",
              "      <td>0.298800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>236</td>\n",
              "      <td>0.379200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>237</td>\n",
              "      <td>0.288300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>238</td>\n",
              "      <td>0.371900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>239</td>\n",
              "      <td>0.563700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>240</td>\n",
              "      <td>0.413900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>241</td>\n",
              "      <td>0.473900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>242</td>\n",
              "      <td>0.440000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>243</td>\n",
              "      <td>0.421600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>244</td>\n",
              "      <td>0.274200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>245</td>\n",
              "      <td>0.322900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>246</td>\n",
              "      <td>0.397300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>247</td>\n",
              "      <td>0.375200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>248</td>\n",
              "      <td>0.471800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>249</td>\n",
              "      <td>0.453100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>250</td>\n",
              "      <td>0.370000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>251</td>\n",
              "      <td>0.391000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>252</td>\n",
              "      <td>0.419300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>253</td>\n",
              "      <td>0.453300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>254</td>\n",
              "      <td>0.377900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>255</td>\n",
              "      <td>0.427600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>256</td>\n",
              "      <td>0.421800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>257</td>\n",
              "      <td>0.339900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>258</td>\n",
              "      <td>0.502600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>259</td>\n",
              "      <td>0.299700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>260</td>\n",
              "      <td>0.391600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>261</td>\n",
              "      <td>0.462900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>262</td>\n",
              "      <td>0.329900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>263</td>\n",
              "      <td>0.304600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>264</td>\n",
              "      <td>0.437200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>265</td>\n",
              "      <td>0.385900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>266</td>\n",
              "      <td>0.428000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>267</td>\n",
              "      <td>0.338600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>268</td>\n",
              "      <td>0.404700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>269</td>\n",
              "      <td>0.377700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>270</td>\n",
              "      <td>0.370300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>271</td>\n",
              "      <td>0.280500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>272</td>\n",
              "      <td>0.401900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>273</td>\n",
              "      <td>0.307100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>274</td>\n",
              "      <td>0.321100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>275</td>\n",
              "      <td>0.267500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>276</td>\n",
              "      <td>0.296800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>277</td>\n",
              "      <td>0.445700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>278</td>\n",
              "      <td>0.318400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>279</td>\n",
              "      <td>0.410600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>280</td>\n",
              "      <td>0.388300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>281</td>\n",
              "      <td>0.399800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>282</td>\n",
              "      <td>0.250900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>283</td>\n",
              "      <td>0.248100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>284</td>\n",
              "      <td>0.177700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>285</td>\n",
              "      <td>0.251900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>286</td>\n",
              "      <td>0.256100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>287</td>\n",
              "      <td>0.248400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>288</td>\n",
              "      <td>0.222900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>289</td>\n",
              "      <td>0.260100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>290</td>\n",
              "      <td>0.282800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>291</td>\n",
              "      <td>0.156700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>292</td>\n",
              "      <td>0.293000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>293</td>\n",
              "      <td>0.198900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>294</td>\n",
              "      <td>0.257400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>295</td>\n",
              "      <td>0.233500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>296</td>\n",
              "      <td>0.170000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>297</td>\n",
              "      <td>0.180700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>298</td>\n",
              "      <td>0.332600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>299</td>\n",
              "      <td>0.238500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>300</td>\n",
              "      <td>0.225800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>301</td>\n",
              "      <td>0.227400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>302</td>\n",
              "      <td>0.282600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>303</td>\n",
              "      <td>0.280800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>304</td>\n",
              "      <td>0.165400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>305</td>\n",
              "      <td>0.218100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>306</td>\n",
              "      <td>0.270400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>307</td>\n",
              "      <td>0.216600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>308</td>\n",
              "      <td>0.288200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>309</td>\n",
              "      <td>0.288000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>310</td>\n",
              "      <td>0.226000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>311</td>\n",
              "      <td>0.239000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>312</td>\n",
              "      <td>0.275400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>313</td>\n",
              "      <td>0.202100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>314</td>\n",
              "      <td>0.228600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>315</td>\n",
              "      <td>0.224200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>316</td>\n",
              "      <td>0.250400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>317</td>\n",
              "      <td>0.262000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>318</td>\n",
              "      <td>0.201100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>319</td>\n",
              "      <td>0.224800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>320</td>\n",
              "      <td>0.242300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>321</td>\n",
              "      <td>0.246100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>322</td>\n",
              "      <td>0.229900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>323</td>\n",
              "      <td>0.204900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>324</td>\n",
              "      <td>0.247500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>325</td>\n",
              "      <td>0.191000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>326</td>\n",
              "      <td>0.260100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>327</td>\n",
              "      <td>0.264400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>328</td>\n",
              "      <td>0.248700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>329</td>\n",
              "      <td>0.239600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>330</td>\n",
              "      <td>0.217500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>331</td>\n",
              "      <td>0.226500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>332</td>\n",
              "      <td>0.289700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>333</td>\n",
              "      <td>0.225300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>334</td>\n",
              "      <td>0.286300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>335</td>\n",
              "      <td>0.245700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>336</td>\n",
              "      <td>0.245600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>337</td>\n",
              "      <td>0.234400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>338</td>\n",
              "      <td>0.321900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>339</td>\n",
              "      <td>0.221400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>340</td>\n",
              "      <td>0.290800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>341</td>\n",
              "      <td>0.283900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>342</td>\n",
              "      <td>0.279300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>343</td>\n",
              "      <td>0.232700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>344</td>\n",
              "      <td>0.292800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>345</td>\n",
              "      <td>0.225800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>346</td>\n",
              "      <td>0.234300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>347</td>\n",
              "      <td>0.182100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>348</td>\n",
              "      <td>0.247800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>349</td>\n",
              "      <td>0.221400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>350</td>\n",
              "      <td>0.240400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>351</td>\n",
              "      <td>0.197800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>352</td>\n",
              "      <td>0.243800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>353</td>\n",
              "      <td>0.214500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>354</td>\n",
              "      <td>0.182800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>355</td>\n",
              "      <td>0.308200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>356</td>\n",
              "      <td>0.208100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>357</td>\n",
              "      <td>0.195700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>358</td>\n",
              "      <td>0.202400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>359</td>\n",
              "      <td>0.232600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>360</td>\n",
              "      <td>0.215400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>361</td>\n",
              "      <td>0.159100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>362</td>\n",
              "      <td>0.298000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>363</td>\n",
              "      <td>0.237800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>364</td>\n",
              "      <td>0.205200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>365</td>\n",
              "      <td>0.210500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>366</td>\n",
              "      <td>0.220700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>367</td>\n",
              "      <td>0.212800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>368</td>\n",
              "      <td>0.258300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>369</td>\n",
              "      <td>0.204900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>370</td>\n",
              "      <td>0.256700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>371</td>\n",
              "      <td>0.245600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>372</td>\n",
              "      <td>0.231800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>373</td>\n",
              "      <td>0.273300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>374</td>\n",
              "      <td>0.239900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>375</td>\n",
              "      <td>0.232300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>376</td>\n",
              "      <td>0.302500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>377</td>\n",
              "      <td>0.228700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>378</td>\n",
              "      <td>0.267900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>379</td>\n",
              "      <td>0.257000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>380</td>\n",
              "      <td>0.231600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>381</td>\n",
              "      <td>0.238700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>382</td>\n",
              "      <td>0.211100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>383</td>\n",
              "      <td>0.228800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>384</td>\n",
              "      <td>0.268200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>385</td>\n",
              "      <td>0.284400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>386</td>\n",
              "      <td>0.245800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>387</td>\n",
              "      <td>0.255100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>388</td>\n",
              "      <td>0.253100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>389</td>\n",
              "      <td>0.243300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>390</td>\n",
              "      <td>0.182200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>391</td>\n",
              "      <td>0.233800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>392</td>\n",
              "      <td>0.267600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>393</td>\n",
              "      <td>0.260000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>394</td>\n",
              "      <td>0.270800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>395</td>\n",
              "      <td>0.307900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>396</td>\n",
              "      <td>0.242900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>397</td>\n",
              "      <td>0.272500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>398</td>\n",
              "      <td>0.230400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>399</td>\n",
              "      <td>0.217100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>400</td>\n",
              "      <td>0.248800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>401</td>\n",
              "      <td>0.274600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>402</td>\n",
              "      <td>0.310100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>403</td>\n",
              "      <td>0.241700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>404</td>\n",
              "      <td>0.273500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>405</td>\n",
              "      <td>0.228600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>406</td>\n",
              "      <td>0.261900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>407</td>\n",
              "      <td>0.200800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>408</td>\n",
              "      <td>0.314900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>409</td>\n",
              "      <td>0.231600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>410</td>\n",
              "      <td>0.190800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>411</td>\n",
              "      <td>0.195800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>412</td>\n",
              "      <td>0.271800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>413</td>\n",
              "      <td>0.269100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>414</td>\n",
              "      <td>0.247000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>415</td>\n",
              "      <td>0.231500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>416</td>\n",
              "      <td>0.204700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>417</td>\n",
              "      <td>0.192100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>418</td>\n",
              "      <td>0.288300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>419</td>\n",
              "      <td>0.201100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>420</td>\n",
              "      <td>0.258800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>421</td>\n",
              "      <td>0.243500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>422</td>\n",
              "      <td>0.159900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>423</td>\n",
              "      <td>0.169100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>424</td>\n",
              "      <td>0.183300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>425</td>\n",
              "      <td>0.170500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>426</td>\n",
              "      <td>0.151100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>427</td>\n",
              "      <td>0.178900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>428</td>\n",
              "      <td>0.176900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>429</td>\n",
              "      <td>0.154700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>430</td>\n",
              "      <td>0.134300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>431</td>\n",
              "      <td>0.123200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>432</td>\n",
              "      <td>0.126000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>433</td>\n",
              "      <td>0.132800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>434</td>\n",
              "      <td>0.140600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>435</td>\n",
              "      <td>0.138600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>436</td>\n",
              "      <td>0.145600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>437</td>\n",
              "      <td>0.155500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>438</td>\n",
              "      <td>0.135800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>439</td>\n",
              "      <td>0.144300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>440</td>\n",
              "      <td>0.111700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>441</td>\n",
              "      <td>0.135300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>442</td>\n",
              "      <td>0.146300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>443</td>\n",
              "      <td>0.252600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>444</td>\n",
              "      <td>0.165200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>445</td>\n",
              "      <td>0.144400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>446</td>\n",
              "      <td>0.179800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>447</td>\n",
              "      <td>0.131900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>448</td>\n",
              "      <td>0.127900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>449</td>\n",
              "      <td>0.143000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>450</td>\n",
              "      <td>0.133600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>451</td>\n",
              "      <td>0.122900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>452</td>\n",
              "      <td>0.131500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>453</td>\n",
              "      <td>0.128100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>454</td>\n",
              "      <td>0.143700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>455</td>\n",
              "      <td>0.135500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>456</td>\n",
              "      <td>0.153000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>457</td>\n",
              "      <td>0.119400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>458</td>\n",
              "      <td>0.143900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>459</td>\n",
              "      <td>0.142700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>460</td>\n",
              "      <td>0.134800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>461</td>\n",
              "      <td>0.169200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>462</td>\n",
              "      <td>0.127600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>463</td>\n",
              "      <td>0.140200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>464</td>\n",
              "      <td>0.148200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>465</td>\n",
              "      <td>0.132700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>466</td>\n",
              "      <td>0.132500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>467</td>\n",
              "      <td>0.101300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>468</td>\n",
              "      <td>0.149600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>469</td>\n",
              "      <td>0.147300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>470</td>\n",
              "      <td>0.126100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>471</td>\n",
              "      <td>0.154700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>472</td>\n",
              "      <td>0.142600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>473</td>\n",
              "      <td>0.144900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>474</td>\n",
              "      <td>0.123800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>475</td>\n",
              "      <td>0.147000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>476</td>\n",
              "      <td>0.141600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>477</td>\n",
              "      <td>0.128400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>478</td>\n",
              "      <td>0.142700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>479</td>\n",
              "      <td>0.130900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>480</td>\n",
              "      <td>0.153400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>481</td>\n",
              "      <td>0.137700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>482</td>\n",
              "      <td>0.173100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>483</td>\n",
              "      <td>0.201000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>484</td>\n",
              "      <td>0.150700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>485</td>\n",
              "      <td>0.169200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>486</td>\n",
              "      <td>0.166500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>487</td>\n",
              "      <td>0.156300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>488</td>\n",
              "      <td>0.149100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>489</td>\n",
              "      <td>0.162000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>490</td>\n",
              "      <td>0.153100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>491</td>\n",
              "      <td>0.125900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>492</td>\n",
              "      <td>0.144200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>493</td>\n",
              "      <td>0.156300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>494</td>\n",
              "      <td>0.151200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>495</td>\n",
              "      <td>0.148700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>496</td>\n",
              "      <td>0.155600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>497</td>\n",
              "      <td>0.193600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>498</td>\n",
              "      <td>0.174100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>499</td>\n",
              "      <td>0.147900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>500</td>\n",
              "      <td>0.182300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>501</td>\n",
              "      <td>0.145200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>502</td>\n",
              "      <td>0.138300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>503</td>\n",
              "      <td>0.142900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>504</td>\n",
              "      <td>0.156000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>505</td>\n",
              "      <td>0.158400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>506</td>\n",
              "      <td>0.127300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>507</td>\n",
              "      <td>0.143100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>508</td>\n",
              "      <td>0.148600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>509</td>\n",
              "      <td>0.127900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>510</td>\n",
              "      <td>0.155500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>511</td>\n",
              "      <td>0.153900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>512</td>\n",
              "      <td>0.180000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>513</td>\n",
              "      <td>0.151700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>514</td>\n",
              "      <td>0.129300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>515</td>\n",
              "      <td>0.137900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>516</td>\n",
              "      <td>0.163000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>517</td>\n",
              "      <td>0.131800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>518</td>\n",
              "      <td>0.139900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>519</td>\n",
              "      <td>0.145500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>520</td>\n",
              "      <td>0.143600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>521</td>\n",
              "      <td>0.139200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>522</td>\n",
              "      <td>0.139800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>523</td>\n",
              "      <td>0.146600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>524</td>\n",
              "      <td>0.115500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>525</td>\n",
              "      <td>0.141600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>526</td>\n",
              "      <td>0.162900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>527</td>\n",
              "      <td>0.145600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>528</td>\n",
              "      <td>0.143300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>529</td>\n",
              "      <td>0.155400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>530</td>\n",
              "      <td>0.152100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>531</td>\n",
              "      <td>0.172000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>532</td>\n",
              "      <td>0.170900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>533</td>\n",
              "      <td>0.124700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>534</td>\n",
              "      <td>0.142100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>535</td>\n",
              "      <td>0.148700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>536</td>\n",
              "      <td>0.165600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>537</td>\n",
              "      <td>0.147700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>538</td>\n",
              "      <td>0.164000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>539</td>\n",
              "      <td>0.169800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>540</td>\n",
              "      <td>0.139900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>541</td>\n",
              "      <td>0.140800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>542</td>\n",
              "      <td>0.113700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>543</td>\n",
              "      <td>0.139600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>544</td>\n",
              "      <td>0.178300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>545</td>\n",
              "      <td>0.156900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>546</td>\n",
              "      <td>0.150700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>547</td>\n",
              "      <td>0.131500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>548</td>\n",
              "      <td>0.163400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>549</td>\n",
              "      <td>0.157300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>550</td>\n",
              "      <td>0.134500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>551</td>\n",
              "      <td>0.140800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>552</td>\n",
              "      <td>0.171400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>553</td>\n",
              "      <td>0.158300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>554</td>\n",
              "      <td>0.126300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>555</td>\n",
              "      <td>0.140600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>556</td>\n",
              "      <td>0.138400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>557</td>\n",
              "      <td>0.178400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>558</td>\n",
              "      <td>0.149500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>559</td>\n",
              "      <td>0.145900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>560</td>\n",
              "      <td>0.121900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>561</td>\n",
              "      <td>0.131700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>562</td>\n",
              "      <td>0.138800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>563</td>\n",
              "      <td>0.086900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>564</td>\n",
              "      <td>0.094300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>565</td>\n",
              "      <td>0.087100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>566</td>\n",
              "      <td>0.092400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>567</td>\n",
              "      <td>0.109700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>568</td>\n",
              "      <td>0.094900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>569</td>\n",
              "      <td>0.127400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>570</td>\n",
              "      <td>0.091000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>571</td>\n",
              "      <td>0.136700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>572</td>\n",
              "      <td>0.092700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>573</td>\n",
              "      <td>0.112700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>574</td>\n",
              "      <td>0.090400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>575</td>\n",
              "      <td>0.095600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>576</td>\n",
              "      <td>0.109600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>577</td>\n",
              "      <td>0.185600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>578</td>\n",
              "      <td>0.111700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>579</td>\n",
              "      <td>0.086000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>580</td>\n",
              "      <td>0.112500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>581</td>\n",
              "      <td>0.092500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>582</td>\n",
              "      <td>0.100300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>583</td>\n",
              "      <td>0.096400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>584</td>\n",
              "      <td>0.090800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>585</td>\n",
              "      <td>0.102900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>586</td>\n",
              "      <td>0.111000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>587</td>\n",
              "      <td>0.092100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>588</td>\n",
              "      <td>0.094800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>589</td>\n",
              "      <td>0.095800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>590</td>\n",
              "      <td>0.106100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>591</td>\n",
              "      <td>0.131400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>592</td>\n",
              "      <td>0.094400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>593</td>\n",
              "      <td>0.103500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>594</td>\n",
              "      <td>0.109400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>595</td>\n",
              "      <td>0.099600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>596</td>\n",
              "      <td>0.089500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>597</td>\n",
              "      <td>0.101700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>598</td>\n",
              "      <td>0.092500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>599</td>\n",
              "      <td>0.126700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>600</td>\n",
              "      <td>0.105300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>601</td>\n",
              "      <td>0.101900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>602</td>\n",
              "      <td>0.101800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>603</td>\n",
              "      <td>0.119000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>604</td>\n",
              "      <td>0.100500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>605</td>\n",
              "      <td>0.110500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>606</td>\n",
              "      <td>0.115900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>607</td>\n",
              "      <td>0.089500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>608</td>\n",
              "      <td>0.106600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>609</td>\n",
              "      <td>0.116700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>610</td>\n",
              "      <td>0.108000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>611</td>\n",
              "      <td>0.105700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>612</td>\n",
              "      <td>0.096000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>613</td>\n",
              "      <td>0.110600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>614</td>\n",
              "      <td>0.108300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>615</td>\n",
              "      <td>0.126800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>616</td>\n",
              "      <td>0.117800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>617</td>\n",
              "      <td>0.098600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>618</td>\n",
              "      <td>0.111800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>619</td>\n",
              "      <td>0.101500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>620</td>\n",
              "      <td>0.094600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>621</td>\n",
              "      <td>0.104800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>622</td>\n",
              "      <td>0.122300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>623</td>\n",
              "      <td>0.113100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>624</td>\n",
              "      <td>0.113100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>625</td>\n",
              "      <td>0.096400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>626</td>\n",
              "      <td>0.098700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>627</td>\n",
              "      <td>0.107900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>628</td>\n",
              "      <td>0.108800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>629</td>\n",
              "      <td>0.122400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>630</td>\n",
              "      <td>0.094100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>631</td>\n",
              "      <td>0.136600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>632</td>\n",
              "      <td>0.104400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>633</td>\n",
              "      <td>0.115600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>634</td>\n",
              "      <td>0.102500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>635</td>\n",
              "      <td>0.107000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>636</td>\n",
              "      <td>0.089900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>637</td>\n",
              "      <td>0.098000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>638</td>\n",
              "      <td>0.101000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>639</td>\n",
              "      <td>0.111400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>640</td>\n",
              "      <td>0.097800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>641</td>\n",
              "      <td>0.117700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>642</td>\n",
              "      <td>0.117000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>643</td>\n",
              "      <td>0.121700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>644</td>\n",
              "      <td>0.106800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>645</td>\n",
              "      <td>0.114100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>646</td>\n",
              "      <td>0.097900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>647</td>\n",
              "      <td>0.102300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>648</td>\n",
              "      <td>0.123700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>649</td>\n",
              "      <td>0.100000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>650</td>\n",
              "      <td>0.082600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>651</td>\n",
              "      <td>0.108300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>652</td>\n",
              "      <td>0.115800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>653</td>\n",
              "      <td>0.105400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>654</td>\n",
              "      <td>0.095600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>655</td>\n",
              "      <td>0.113300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>656</td>\n",
              "      <td>0.102300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>657</td>\n",
              "      <td>0.095900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>658</td>\n",
              "      <td>0.112300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>659</td>\n",
              "      <td>0.104400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>660</td>\n",
              "      <td>0.113400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>661</td>\n",
              "      <td>0.125200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>662</td>\n",
              "      <td>0.103800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>663</td>\n",
              "      <td>0.108400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>664</td>\n",
              "      <td>0.098500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>665</td>\n",
              "      <td>0.101400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>666</td>\n",
              "      <td>0.103600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>667</td>\n",
              "      <td>0.105400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>668</td>\n",
              "      <td>0.122100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>669</td>\n",
              "      <td>0.099400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>670</td>\n",
              "      <td>0.102200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>671</td>\n",
              "      <td>0.103300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>672</td>\n",
              "      <td>0.101700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>673</td>\n",
              "      <td>0.100900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>674</td>\n",
              "      <td>0.108300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>675</td>\n",
              "      <td>0.098800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>676</td>\n",
              "      <td>0.097800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>677</td>\n",
              "      <td>0.119400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>678</td>\n",
              "      <td>0.112300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>679</td>\n",
              "      <td>0.116400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>680</td>\n",
              "      <td>0.098300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>681</td>\n",
              "      <td>0.109300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>682</td>\n",
              "      <td>0.101600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>683</td>\n",
              "      <td>0.108500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>684</td>\n",
              "      <td>0.117200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>685</td>\n",
              "      <td>0.112000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>686</td>\n",
              "      <td>0.112100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>687</td>\n",
              "      <td>0.106000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>688</td>\n",
              "      <td>0.093300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>689</td>\n",
              "      <td>0.100500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>690</td>\n",
              "      <td>0.098000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>691</td>\n",
              "      <td>0.082000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>692</td>\n",
              "      <td>0.100300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>693</td>\n",
              "      <td>0.103600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>694</td>\n",
              "      <td>0.116700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>695</td>\n",
              "      <td>0.094500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>696</td>\n",
              "      <td>0.103500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>697</td>\n",
              "      <td>0.096200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>698</td>\n",
              "      <td>0.102300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>699</td>\n",
              "      <td>0.123400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>700</td>\n",
              "      <td>0.091100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>701</td>\n",
              "      <td>0.109300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>702</td>\n",
              "      <td>0.090900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>703</td>\n",
              "      <td>0.086600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>704</td>\n",
              "      <td>0.078200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>705</td>\n",
              "      <td>0.080600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>706</td>\n",
              "      <td>0.079500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>707</td>\n",
              "      <td>0.090300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>708</td>\n",
              "      <td>0.078200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>709</td>\n",
              "      <td>0.083300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>710</td>\n",
              "      <td>0.094000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>711</td>\n",
              "      <td>0.086400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>712</td>\n",
              "      <td>0.078800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>713</td>\n",
              "      <td>0.089400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>714</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>715</td>\n",
              "      <td>0.074400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>716</td>\n",
              "      <td>0.086600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>717</td>\n",
              "      <td>0.076000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>718</td>\n",
              "      <td>0.085500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>719</td>\n",
              "      <td>0.080900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>720</td>\n",
              "      <td>0.088500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>721</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>722</td>\n",
              "      <td>0.080800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>723</td>\n",
              "      <td>0.070000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>724</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>725</td>\n",
              "      <td>0.072400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>726</td>\n",
              "      <td>0.078200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>727</td>\n",
              "      <td>0.094400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>728</td>\n",
              "      <td>0.083200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>729</td>\n",
              "      <td>0.081800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>730</td>\n",
              "      <td>0.083500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>731</td>\n",
              "      <td>0.077200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>732</td>\n",
              "      <td>0.083000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>733</td>\n",
              "      <td>0.071700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>734</td>\n",
              "      <td>0.084100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>735</td>\n",
              "      <td>0.080100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>736</td>\n",
              "      <td>0.082700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>737</td>\n",
              "      <td>0.079600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>738</td>\n",
              "      <td>0.068200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>739</td>\n",
              "      <td>0.075500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>740</td>\n",
              "      <td>0.082200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>741</td>\n",
              "      <td>0.091500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>742</td>\n",
              "      <td>0.077500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>743</td>\n",
              "      <td>0.094700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>744</td>\n",
              "      <td>0.087100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>745</td>\n",
              "      <td>0.088100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>746</td>\n",
              "      <td>0.088800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>747</td>\n",
              "      <td>0.101700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>748</td>\n",
              "      <td>0.087300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>749</td>\n",
              "      <td>0.083600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>750</td>\n",
              "      <td>0.089400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>751</td>\n",
              "      <td>0.068700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>752</td>\n",
              "      <td>0.077100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>753</td>\n",
              "      <td>0.079300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>754</td>\n",
              "      <td>0.084800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>755</td>\n",
              "      <td>0.086300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>756</td>\n",
              "      <td>0.090800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>757</td>\n",
              "      <td>0.073900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>758</td>\n",
              "      <td>0.088900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>759</td>\n",
              "      <td>0.090000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>760</td>\n",
              "      <td>0.089300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>761</td>\n",
              "      <td>0.087200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>762</td>\n",
              "      <td>0.073700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>763</td>\n",
              "      <td>0.078000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>764</td>\n",
              "      <td>0.093100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>765</td>\n",
              "      <td>0.082400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>766</td>\n",
              "      <td>0.140800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>767</td>\n",
              "      <td>0.093900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>768</td>\n",
              "      <td>0.082800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>769</td>\n",
              "      <td>0.083200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>770</td>\n",
              "      <td>0.086000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>771</td>\n",
              "      <td>0.085900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>772</td>\n",
              "      <td>0.085600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>773</td>\n",
              "      <td>0.077100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>774</td>\n",
              "      <td>0.096000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>775</td>\n",
              "      <td>0.106800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>776</td>\n",
              "      <td>0.083600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>777</td>\n",
              "      <td>0.094500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>778</td>\n",
              "      <td>0.086100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>779</td>\n",
              "      <td>0.079200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>780</td>\n",
              "      <td>0.086200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>781</td>\n",
              "      <td>0.076700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>782</td>\n",
              "      <td>0.083400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>783</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>784</td>\n",
              "      <td>0.080700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>785</td>\n",
              "      <td>0.082900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>786</td>\n",
              "      <td>0.089000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>787</td>\n",
              "      <td>0.080200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>788</td>\n",
              "      <td>0.085800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>789</td>\n",
              "      <td>0.098300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>790</td>\n",
              "      <td>0.090100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>791</td>\n",
              "      <td>0.087200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>792</td>\n",
              "      <td>0.085800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>793</td>\n",
              "      <td>0.085500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>794</td>\n",
              "      <td>0.079300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>795</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>796</td>\n",
              "      <td>0.093200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>797</td>\n",
              "      <td>0.085800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>798</td>\n",
              "      <td>0.075200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>799</td>\n",
              "      <td>0.091900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>800</td>\n",
              "      <td>0.086200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>801</td>\n",
              "      <td>0.100600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>802</td>\n",
              "      <td>0.074400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>803</td>\n",
              "      <td>0.080800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>804</td>\n",
              "      <td>0.081600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>805</td>\n",
              "      <td>0.095900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>806</td>\n",
              "      <td>0.089400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>807</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>808</td>\n",
              "      <td>0.082100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>809</td>\n",
              "      <td>0.087600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>810</td>\n",
              "      <td>0.081500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>811</td>\n",
              "      <td>0.077500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>812</td>\n",
              "      <td>0.081800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>813</td>\n",
              "      <td>0.077800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>814</td>\n",
              "      <td>0.083700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>815</td>\n",
              "      <td>0.079200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>816</td>\n",
              "      <td>0.081400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>817</td>\n",
              "      <td>0.085100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>818</td>\n",
              "      <td>0.087900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>819</td>\n",
              "      <td>0.078800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>820</td>\n",
              "      <td>0.084000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>821</td>\n",
              "      <td>0.078400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>822</td>\n",
              "      <td>0.081400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>823</td>\n",
              "      <td>0.089800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>824</td>\n",
              "      <td>0.088200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>825</td>\n",
              "      <td>0.068800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>826</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>827</td>\n",
              "      <td>0.083700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>828</td>\n",
              "      <td>0.081400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>829</td>\n",
              "      <td>0.081000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>830</td>\n",
              "      <td>0.088300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>831</td>\n",
              "      <td>0.085700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>832</td>\n",
              "      <td>0.082300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>833</td>\n",
              "      <td>0.094800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>834</td>\n",
              "      <td>0.095300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>835</td>\n",
              "      <td>0.095700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>836</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>837</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>838</td>\n",
              "      <td>0.086600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>839</td>\n",
              "      <td>0.087000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>840</td>\n",
              "      <td>0.089200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>841</td>\n",
              "      <td>0.078100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>842</td>\n",
              "      <td>0.078900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>843</td>\n",
              "      <td>0.068900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>844</td>\n",
              "      <td>0.067100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>845</td>\n",
              "      <td>0.070900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>846</td>\n",
              "      <td>0.067900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>847</td>\n",
              "      <td>0.066800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>848</td>\n",
              "      <td>0.076700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>849</td>\n",
              "      <td>0.078700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>850</td>\n",
              "      <td>0.074900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>851</td>\n",
              "      <td>0.071900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>852</td>\n",
              "      <td>0.083700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>853</td>\n",
              "      <td>0.070000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>854</td>\n",
              "      <td>0.068300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>855</td>\n",
              "      <td>0.076700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>856</td>\n",
              "      <td>0.073000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>857</td>\n",
              "      <td>0.067700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>858</td>\n",
              "      <td>0.079300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>859</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>860</td>\n",
              "      <td>0.072000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>861</td>\n",
              "      <td>0.066400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>862</td>\n",
              "      <td>0.074200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>863</td>\n",
              "      <td>0.065800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>864</td>\n",
              "      <td>0.069800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>865</td>\n",
              "      <td>0.070700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>866</td>\n",
              "      <td>0.068400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>867</td>\n",
              "      <td>0.067600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>868</td>\n",
              "      <td>0.070000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>869</td>\n",
              "      <td>0.076500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>870</td>\n",
              "      <td>0.074400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>871</td>\n",
              "      <td>0.072400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>872</td>\n",
              "      <td>0.077100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>873</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>874</td>\n",
              "      <td>0.082000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>875</td>\n",
              "      <td>0.068500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>876</td>\n",
              "      <td>0.070700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>877</td>\n",
              "      <td>0.074700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>878</td>\n",
              "      <td>0.072300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>879</td>\n",
              "      <td>0.075400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>880</td>\n",
              "      <td>0.073700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>881</td>\n",
              "      <td>0.074700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>882</td>\n",
              "      <td>0.079100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>883</td>\n",
              "      <td>0.065700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>884</td>\n",
              "      <td>0.087300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>885</td>\n",
              "      <td>0.071900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>886</td>\n",
              "      <td>0.071900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>887</td>\n",
              "      <td>0.072500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>888</td>\n",
              "      <td>0.066300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>889</td>\n",
              "      <td>0.077400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>890</td>\n",
              "      <td>0.079500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>891</td>\n",
              "      <td>0.073600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>892</td>\n",
              "      <td>0.072600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>893</td>\n",
              "      <td>0.075800</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ],
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              "<IPython.core.display.HTML object>"
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          "data": {
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            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='980' max='980' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [980/980 1:23:11, Epoch 6/7]\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>1</td>\n",
              "      <td>3.032300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>3.086500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>3.101600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>2.758400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>2.487600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>2.173800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>1.815900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8</td>\n",
              "      <td>1.578800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9</td>\n",
              "      <td>1.225400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10</td>\n",
              "      <td>0.925900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11</td>\n",
              "      <td>0.711100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12</td>\n",
              "      <td>0.742700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13</td>\n",
              "      <td>0.758900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14</td>\n",
              "      <td>0.839900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15</td>\n",
              "      <td>0.747200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16</td>\n",
              "      <td>0.665000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17</td>\n",
              "      <td>0.686500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18</td>\n",
              "      <td>0.735400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19</td>\n",
              "      <td>0.598000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20</td>\n",
              "      <td>0.659000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21</td>\n",
              "      <td>0.541200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22</td>\n",
              "      <td>0.538700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23</td>\n",
              "      <td>0.563800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24</td>\n",
              "      <td>0.551600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25</td>\n",
              "      <td>0.676500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>26</td>\n",
              "      <td>0.741900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>27</td>\n",
              "      <td>0.501300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>28</td>\n",
              "      <td>0.631000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>29</td>\n",
              "      <td>0.693700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>30</td>\n",
              "      <td>0.763900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>31</td>\n",
              "      <td>0.583900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>32</td>\n",
              "      <td>0.407700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>33</td>\n",
              "      <td>0.552500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>34</td>\n",
              "      <td>0.562600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>35</td>\n",
              "      <td>0.719800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>36</td>\n",
              "      <td>0.599700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>37</td>\n",
              "      <td>0.723100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>38</td>\n",
              "      <td>0.595300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>39</td>\n",
              "      <td>0.588000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>40</td>\n",
              "      <td>0.491700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>41</td>\n",
              "      <td>0.574500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>42</td>\n",
              "      <td>0.596500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>43</td>\n",
              "      <td>0.675900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>44</td>\n",
              "      <td>0.608700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>45</td>\n",
              "      <td>0.534000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>46</td>\n",
              "      <td>0.566500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>47</td>\n",
              "      <td>0.622600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>48</td>\n",
              "      <td>0.401700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>49</td>\n",
              "      <td>0.571400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>50</td>\n",
              "      <td>0.721500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>51</td>\n",
              "      <td>0.629900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>52</td>\n",
              "      <td>0.546600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>53</td>\n",
              "      <td>0.654200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>54</td>\n",
              "      <td>0.623800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>55</td>\n",
              "      <td>0.517200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>56</td>\n",
              "      <td>0.669700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>57</td>\n",
              "      <td>0.567700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>58</td>\n",
              "      <td>0.699700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>59</td>\n",
              "      <td>0.645200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>60</td>\n",
              "      <td>0.635400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>61</td>\n",
              "      <td>0.586400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>62</td>\n",
              "      <td>0.491100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>63</td>\n",
              "      <td>0.600400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>64</td>\n",
              "      <td>0.513500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>65</td>\n",
              "      <td>0.615700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>66</td>\n",
              "      <td>0.567700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>67</td>\n",
              "      <td>0.637800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>68</td>\n",
              "      <td>0.511600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>69</td>\n",
              "      <td>0.509400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>70</td>\n",
              "      <td>0.520000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>71</td>\n",
              "      <td>0.562400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>72</td>\n",
              "      <td>0.632900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>73</td>\n",
              "      <td>0.555700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>74</td>\n",
              "      <td>0.500900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>75</td>\n",
              "      <td>0.570500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>76</td>\n",
              "      <td>0.607900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>77</td>\n",
              "      <td>0.556000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>78</td>\n",
              "      <td>0.501200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>79</td>\n",
              "      <td>0.528100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>80</td>\n",
              "      <td>0.591400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>81</td>\n",
              "      <td>0.535500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>82</td>\n",
              "      <td>0.508300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>83</td>\n",
              "      <td>0.623800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>84</td>\n",
              "      <td>0.668500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>85</td>\n",
              "      <td>0.496300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>86</td>\n",
              "      <td>0.547600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>87</td>\n",
              "      <td>0.590000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>88</td>\n",
              "      <td>0.637000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>89</td>\n",
              "      <td>0.763300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>90</td>\n",
              "      <td>0.602300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>91</td>\n",
              "      <td>0.556600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>92</td>\n",
              "      <td>0.470800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>93</td>\n",
              "      <td>0.490200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>94</td>\n",
              "      <td>0.605200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>95</td>\n",
              "      <td>0.492400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>96</td>\n",
              "      <td>0.573800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>97</td>\n",
              "      <td>0.398000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>98</td>\n",
              "      <td>0.428800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>99</td>\n",
              "      <td>0.554600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>100</td>\n",
              "      <td>0.586800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>101</td>\n",
              "      <td>0.625100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>102</td>\n",
              "      <td>0.584600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>103</td>\n",
              "      <td>0.466800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>104</td>\n",
              "      <td>0.484600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>105</td>\n",
              "      <td>0.567500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>106</td>\n",
              "      <td>0.456500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>107</td>\n",
              "      <td>0.602500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>108</td>\n",
              "      <td>0.649200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>109</td>\n",
              "      <td>0.536900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>110</td>\n",
              "      <td>0.571900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>111</td>\n",
              "      <td>0.513200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>112</td>\n",
              "      <td>0.473500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>113</td>\n",
              "      <td>0.497700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>114</td>\n",
              "      <td>0.572500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>115</td>\n",
              "      <td>0.485200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>116</td>\n",
              "      <td>0.494200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>117</td>\n",
              "      <td>0.525300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>118</td>\n",
              "      <td>0.557700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>119</td>\n",
              "      <td>0.630700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>120</td>\n",
              "      <td>0.556800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>121</td>\n",
              "      <td>0.650400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>122</td>\n",
              "      <td>0.546200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>123</td>\n",
              "      <td>0.580100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>124</td>\n",
              "      <td>0.530400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>125</td>\n",
              "      <td>0.548600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>126</td>\n",
              "      <td>0.552700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>127</td>\n",
              "      <td>0.445200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>128</td>\n",
              "      <td>0.610200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>129</td>\n",
              "      <td>0.483600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>130</td>\n",
              "      <td>0.644400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>131</td>\n",
              "      <td>0.580000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>132</td>\n",
              "      <td>0.450700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>133</td>\n",
              "      <td>0.654800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>134</td>\n",
              "      <td>0.556900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>135</td>\n",
              "      <td>0.471500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>136</td>\n",
              "      <td>0.461200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>137</td>\n",
              "      <td>0.561900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>138</td>\n",
              "      <td>0.443500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>139</td>\n",
              "      <td>0.527400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>140</td>\n",
              "      <td>0.593300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>141</td>\n",
              "      <td>0.497700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>142</td>\n",
              "      <td>0.368500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>143</td>\n",
              "      <td>0.489400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>144</td>\n",
              "      <td>0.382200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>145</td>\n",
              "      <td>0.414300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>146</td>\n",
              "      <td>0.357600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>147</td>\n",
              "      <td>0.437200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>148</td>\n",
              "      <td>0.339500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>149</td>\n",
              "      <td>0.353000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>150</td>\n",
              "      <td>0.435100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>151</td>\n",
              "      <td>0.437100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>152</td>\n",
              "      <td>0.392500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>153</td>\n",
              "      <td>0.418400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>154</td>\n",
              "      <td>0.415100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>155</td>\n",
              "      <td>0.468800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>156</td>\n",
              "      <td>0.437400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>157</td>\n",
              "      <td>0.464300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>158</td>\n",
              "      <td>0.366300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>159</td>\n",
              "      <td>0.454900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>160</td>\n",
              "      <td>0.482900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>161</td>\n",
              "      <td>0.544300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>162</td>\n",
              "      <td>0.417900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>163</td>\n",
              "      <td>0.425000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>164</td>\n",
              "      <td>0.375000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>165</td>\n",
              "      <td>0.438300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>166</td>\n",
              "      <td>0.368000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>167</td>\n",
              "      <td>0.421300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>168</td>\n",
              "      <td>0.386600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>169</td>\n",
              "      <td>0.396000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>170</td>\n",
              "      <td>0.491300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>171</td>\n",
              "      <td>0.369400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>172</td>\n",
              "      <td>0.413100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>173</td>\n",
              "      <td>0.324800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>174</td>\n",
              "      <td>0.368300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>175</td>\n",
              "      <td>0.337900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>176</td>\n",
              "      <td>0.348400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>177</td>\n",
              "      <td>0.366500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>178</td>\n",
              "      <td>0.447400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>179</td>\n",
              "      <td>0.355300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>180</td>\n",
              "      <td>0.405600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>181</td>\n",
              "      <td>0.436600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>182</td>\n",
              "      <td>0.392800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>183</td>\n",
              "      <td>0.401100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>184</td>\n",
              "      <td>0.341900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>185</td>\n",
              "      <td>0.449800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>186</td>\n",
              "      <td>0.404100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>187</td>\n",
              "      <td>0.343200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>188</td>\n",
              "      <td>0.467800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>189</td>\n",
              "      <td>0.392100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>190</td>\n",
              "      <td>0.400200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>191</td>\n",
              "      <td>0.430700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>192</td>\n",
              "      <td>0.367300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>193</td>\n",
              "      <td>0.383600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>194</td>\n",
              "      <td>0.470300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>195</td>\n",
              "      <td>0.332900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>196</td>\n",
              "      <td>0.346400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>197</td>\n",
              "      <td>0.433200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>198</td>\n",
              "      <td>0.341100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>199</td>\n",
              "      <td>0.343400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>200</td>\n",
              "      <td>0.373600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>201</td>\n",
              "      <td>0.381300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>202</td>\n",
              "      <td>0.455700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>203</td>\n",
              "      <td>0.304000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>204</td>\n",
              "      <td>0.410600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>205</td>\n",
              "      <td>0.343300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>206</td>\n",
              "      <td>0.328000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>207</td>\n",
              "      <td>0.327100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>208</td>\n",
              "      <td>0.519400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>209</td>\n",
              "      <td>0.301800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>210</td>\n",
              "      <td>0.387000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>211</td>\n",
              "      <td>0.437400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>212</td>\n",
              "      <td>0.378000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>213</td>\n",
              "      <td>0.367300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>214</td>\n",
              "      <td>0.374300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>215</td>\n",
              "      <td>0.366100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>216</td>\n",
              "      <td>0.482000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>217</td>\n",
              "      <td>0.398200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>218</td>\n",
              "      <td>0.297400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>219</td>\n",
              "      <td>0.377200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>220</td>\n",
              "      <td>0.432400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>221</td>\n",
              "      <td>0.453200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>222</td>\n",
              "      <td>0.402700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>223</td>\n",
              "      <td>0.376600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>224</td>\n",
              "      <td>0.363900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>225</td>\n",
              "      <td>0.323200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>226</td>\n",
              "      <td>0.402900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>227</td>\n",
              "      <td>0.452300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>228</td>\n",
              "      <td>0.427500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>229</td>\n",
              "      <td>0.364800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>230</td>\n",
              "      <td>0.381200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>231</td>\n",
              "      <td>0.405400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>232</td>\n",
              "      <td>0.392700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>233</td>\n",
              "      <td>0.342300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>234</td>\n",
              "      <td>0.307500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>235</td>\n",
              "      <td>0.298800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>236</td>\n",
              "      <td>0.379200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>237</td>\n",
              "      <td>0.288300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>238</td>\n",
              "      <td>0.371900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>239</td>\n",
              "      <td>0.563700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>240</td>\n",
              "      <td>0.413900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>241</td>\n",
              "      <td>0.473900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>242</td>\n",
              "      <td>0.440000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>243</td>\n",
              "      <td>0.421600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>244</td>\n",
              "      <td>0.274200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>245</td>\n",
              "      <td>0.322900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>246</td>\n",
              "      <td>0.397300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>247</td>\n",
              "      <td>0.375200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>248</td>\n",
              "      <td>0.471800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>249</td>\n",
              "      <td>0.453100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>250</td>\n",
              "      <td>0.370000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>251</td>\n",
              "      <td>0.391000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>252</td>\n",
              "      <td>0.419300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>253</td>\n",
              "      <td>0.453300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>254</td>\n",
              "      <td>0.377900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>255</td>\n",
              "      <td>0.427600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>256</td>\n",
              "      <td>0.421800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>257</td>\n",
              "      <td>0.339900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>258</td>\n",
              "      <td>0.502600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>259</td>\n",
              "      <td>0.299700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>260</td>\n",
              "      <td>0.391600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>261</td>\n",
              "      <td>0.462900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>262</td>\n",
              "      <td>0.329900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>263</td>\n",
              "      <td>0.304600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>264</td>\n",
              "      <td>0.437200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>265</td>\n",
              "      <td>0.385900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>266</td>\n",
              "      <td>0.428000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>267</td>\n",
              "      <td>0.338600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>268</td>\n",
              "      <td>0.404700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>269</td>\n",
              "      <td>0.377700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>270</td>\n",
              "      <td>0.370300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>271</td>\n",
              "      <td>0.280500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>272</td>\n",
              "      <td>0.401900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>273</td>\n",
              "      <td>0.307100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>274</td>\n",
              "      <td>0.321100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>275</td>\n",
              "      <td>0.267500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>276</td>\n",
              "      <td>0.296800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>277</td>\n",
              "      <td>0.445700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>278</td>\n",
              "      <td>0.318400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>279</td>\n",
              "      <td>0.410600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>280</td>\n",
              "      <td>0.388300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>281</td>\n",
              "      <td>0.399800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>282</td>\n",
              "      <td>0.250900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>283</td>\n",
              "      <td>0.248100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>284</td>\n",
              "      <td>0.177700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>285</td>\n",
              "      <td>0.251900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>286</td>\n",
              "      <td>0.256100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>287</td>\n",
              "      <td>0.248400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>288</td>\n",
              "      <td>0.222900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>289</td>\n",
              "      <td>0.260100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>290</td>\n",
              "      <td>0.282800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>291</td>\n",
              "      <td>0.156700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>292</td>\n",
              "      <td>0.293000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>293</td>\n",
              "      <td>0.198900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>294</td>\n",
              "      <td>0.257400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>295</td>\n",
              "      <td>0.233500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>296</td>\n",
              "      <td>0.170000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>297</td>\n",
              "      <td>0.180700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>298</td>\n",
              "      <td>0.332600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>299</td>\n",
              "      <td>0.238500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>300</td>\n",
              "      <td>0.225800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>301</td>\n",
              "      <td>0.227400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>302</td>\n",
              "      <td>0.282600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>303</td>\n",
              "      <td>0.280800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>304</td>\n",
              "      <td>0.165400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>305</td>\n",
              "      <td>0.218100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>306</td>\n",
              "      <td>0.270400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>307</td>\n",
              "      <td>0.216600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>308</td>\n",
              "      <td>0.288200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>309</td>\n",
              "      <td>0.288000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>310</td>\n",
              "      <td>0.226000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>311</td>\n",
              "      <td>0.239000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>312</td>\n",
              "      <td>0.275400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>313</td>\n",
              "      <td>0.202100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>314</td>\n",
              "      <td>0.228600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>315</td>\n",
              "      <td>0.224200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>316</td>\n",
              "      <td>0.250400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>317</td>\n",
              "      <td>0.262000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>318</td>\n",
              "      <td>0.201100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>319</td>\n",
              "      <td>0.224800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>320</td>\n",
              "      <td>0.242300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>321</td>\n",
              "      <td>0.246100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>322</td>\n",
              "      <td>0.229900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>323</td>\n",
              "      <td>0.204900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>324</td>\n",
              "      <td>0.247500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>325</td>\n",
              "      <td>0.191000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>326</td>\n",
              "      <td>0.260100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>327</td>\n",
              "      <td>0.264400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>328</td>\n",
              "      <td>0.248700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>329</td>\n",
              "      <td>0.239600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>330</td>\n",
              "      <td>0.217500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>331</td>\n",
              "      <td>0.226500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>332</td>\n",
              "      <td>0.289700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>333</td>\n",
              "      <td>0.225300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>334</td>\n",
              "      <td>0.286300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>335</td>\n",
              "      <td>0.245700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>336</td>\n",
              "      <td>0.245600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>337</td>\n",
              "      <td>0.234400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>338</td>\n",
              "      <td>0.321900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>339</td>\n",
              "      <td>0.221400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>340</td>\n",
              "      <td>0.290800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>341</td>\n",
              "      <td>0.283900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>342</td>\n",
              "      <td>0.279300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>343</td>\n",
              "      <td>0.232700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>344</td>\n",
              "      <td>0.292800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>345</td>\n",
              "      <td>0.225800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>346</td>\n",
              "      <td>0.234300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>347</td>\n",
              "      <td>0.182100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>348</td>\n",
              "      <td>0.247800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>349</td>\n",
              "      <td>0.221400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>350</td>\n",
              "      <td>0.240400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>351</td>\n",
              "      <td>0.197800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>352</td>\n",
              "      <td>0.243800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>353</td>\n",
              "      <td>0.214500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>354</td>\n",
              "      <td>0.182800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>355</td>\n",
              "      <td>0.308200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>356</td>\n",
              "      <td>0.208100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>357</td>\n",
              "      <td>0.195700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>358</td>\n",
              "      <td>0.202400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>359</td>\n",
              "      <td>0.232600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>360</td>\n",
              "      <td>0.215400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>361</td>\n",
              "      <td>0.159100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>362</td>\n",
              "      <td>0.298000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>363</td>\n",
              "      <td>0.237800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>364</td>\n",
              "      <td>0.205200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>365</td>\n",
              "      <td>0.210500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>366</td>\n",
              "      <td>0.220700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>367</td>\n",
              "      <td>0.212800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>368</td>\n",
              "      <td>0.258300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>369</td>\n",
              "      <td>0.204900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>370</td>\n",
              "      <td>0.256700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>371</td>\n",
              "      <td>0.245600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>372</td>\n",
              "      <td>0.231800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>373</td>\n",
              "      <td>0.273300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>374</td>\n",
              "      <td>0.239900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>375</td>\n",
              "      <td>0.232300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>376</td>\n",
              "      <td>0.302500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>377</td>\n",
              "      <td>0.228700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>378</td>\n",
              "      <td>0.267900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>379</td>\n",
              "      <td>0.257000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>380</td>\n",
              "      <td>0.231600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>381</td>\n",
              "      <td>0.238700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>382</td>\n",
              "      <td>0.211100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>383</td>\n",
              "      <td>0.228800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>384</td>\n",
              "      <td>0.268200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>385</td>\n",
              "      <td>0.284400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>386</td>\n",
              "      <td>0.245800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>387</td>\n",
              "      <td>0.255100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>388</td>\n",
              "      <td>0.253100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>389</td>\n",
              "      <td>0.243300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>390</td>\n",
              "      <td>0.182200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>391</td>\n",
              "      <td>0.233800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>392</td>\n",
              "      <td>0.267600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>393</td>\n",
              "      <td>0.260000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>394</td>\n",
              "      <td>0.270800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>395</td>\n",
              "      <td>0.307900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>396</td>\n",
              "      <td>0.242900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>397</td>\n",
              "      <td>0.272500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>398</td>\n",
              "      <td>0.230400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>399</td>\n",
              "      <td>0.217100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>400</td>\n",
              "      <td>0.248800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>401</td>\n",
              "      <td>0.274600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>402</td>\n",
              "      <td>0.310100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>403</td>\n",
              "      <td>0.241700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>404</td>\n",
              "      <td>0.273500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>405</td>\n",
              "      <td>0.228600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>406</td>\n",
              "      <td>0.261900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>407</td>\n",
              "      <td>0.200800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>408</td>\n",
              "      <td>0.314900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>409</td>\n",
              "      <td>0.231600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>410</td>\n",
              "      <td>0.190800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>411</td>\n",
              "      <td>0.195800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>412</td>\n",
              "      <td>0.271800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>413</td>\n",
              "      <td>0.269100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>414</td>\n",
              "      <td>0.247000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>415</td>\n",
              "      <td>0.231500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>416</td>\n",
              "      <td>0.204700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>417</td>\n",
              "      <td>0.192100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>418</td>\n",
              "      <td>0.288300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>419</td>\n",
              "      <td>0.201100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>420</td>\n",
              "      <td>0.258800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>421</td>\n",
              "      <td>0.243500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>422</td>\n",
              "      <td>0.159900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>423</td>\n",
              "      <td>0.169100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>424</td>\n",
              "      <td>0.183300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>425</td>\n",
              "      <td>0.170500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>426</td>\n",
              "      <td>0.151100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>427</td>\n",
              "      <td>0.178900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>428</td>\n",
              "      <td>0.176900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>429</td>\n",
              "      <td>0.154700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>430</td>\n",
              "      <td>0.134300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>431</td>\n",
              "      <td>0.123200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>432</td>\n",
              "      <td>0.126000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>433</td>\n",
              "      <td>0.132800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>434</td>\n",
              "      <td>0.140600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>435</td>\n",
              "      <td>0.138600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>436</td>\n",
              "      <td>0.145600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>437</td>\n",
              "      <td>0.155500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>438</td>\n",
              "      <td>0.135800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>439</td>\n",
              "      <td>0.144300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>440</td>\n",
              "      <td>0.111700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>441</td>\n",
              "      <td>0.135300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>442</td>\n",
              "      <td>0.146300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>443</td>\n",
              "      <td>0.252600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>444</td>\n",
              "      <td>0.165200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>445</td>\n",
              "      <td>0.144400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>446</td>\n",
              "      <td>0.179800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>447</td>\n",
              "      <td>0.131900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>448</td>\n",
              "      <td>0.127900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>449</td>\n",
              "      <td>0.143000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>450</td>\n",
              "      <td>0.133600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>451</td>\n",
              "      <td>0.122900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>452</td>\n",
              "      <td>0.131500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>453</td>\n",
              "      <td>0.128100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>454</td>\n",
              "      <td>0.143700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>455</td>\n",
              "      <td>0.135500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>456</td>\n",
              "      <td>0.153000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>457</td>\n",
              "      <td>0.119400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>458</td>\n",
              "      <td>0.143900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>459</td>\n",
              "      <td>0.142700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>460</td>\n",
              "      <td>0.134800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>461</td>\n",
              "      <td>0.169200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>462</td>\n",
              "      <td>0.127600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>463</td>\n",
              "      <td>0.140200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>464</td>\n",
              "      <td>0.148200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>465</td>\n",
              "      <td>0.132700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>466</td>\n",
              "      <td>0.132500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>467</td>\n",
              "      <td>0.101300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>468</td>\n",
              "      <td>0.149600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>469</td>\n",
              "      <td>0.147300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>470</td>\n",
              "      <td>0.126100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>471</td>\n",
              "      <td>0.154700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>472</td>\n",
              "      <td>0.142600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>473</td>\n",
              "      <td>0.144900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>474</td>\n",
              "      <td>0.123800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>475</td>\n",
              "      <td>0.147000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>476</td>\n",
              "      <td>0.141600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>477</td>\n",
              "      <td>0.128400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>478</td>\n",
              "      <td>0.142700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>479</td>\n",
              "      <td>0.130900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>480</td>\n",
              "      <td>0.153400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>481</td>\n",
              "      <td>0.137700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>482</td>\n",
              "      <td>0.173100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>483</td>\n",
              "      <td>0.201000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>484</td>\n",
              "      <td>0.150700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>485</td>\n",
              "      <td>0.169200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>486</td>\n",
              "      <td>0.166500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>487</td>\n",
              "      <td>0.156300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>488</td>\n",
              "      <td>0.149100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>489</td>\n",
              "      <td>0.162000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>490</td>\n",
              "      <td>0.153100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>491</td>\n",
              "      <td>0.125900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>492</td>\n",
              "      <td>0.144200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>493</td>\n",
              "      <td>0.156300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>494</td>\n",
              "      <td>0.151200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>495</td>\n",
              "      <td>0.148700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>496</td>\n",
              "      <td>0.155600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>497</td>\n",
              "      <td>0.193600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>498</td>\n",
              "      <td>0.174100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>499</td>\n",
              "      <td>0.147900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>500</td>\n",
              "      <td>0.182300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>501</td>\n",
              "      <td>0.145200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>502</td>\n",
              "      <td>0.138300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>503</td>\n",
              "      <td>0.142900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>504</td>\n",
              "      <td>0.156000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>505</td>\n",
              "      <td>0.158400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>506</td>\n",
              "      <td>0.127300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>507</td>\n",
              "      <td>0.143100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>508</td>\n",
              "      <td>0.148600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>509</td>\n",
              "      <td>0.127900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>510</td>\n",
              "      <td>0.155500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>511</td>\n",
              "      <td>0.153900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>512</td>\n",
              "      <td>0.180000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>513</td>\n",
              "      <td>0.151700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>514</td>\n",
              "      <td>0.129300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>515</td>\n",
              "      <td>0.137900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>516</td>\n",
              "      <td>0.163000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>517</td>\n",
              "      <td>0.131800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>518</td>\n",
              "      <td>0.139900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>519</td>\n",
              "      <td>0.145500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>520</td>\n",
              "      <td>0.143600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>521</td>\n",
              "      <td>0.139200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>522</td>\n",
              "      <td>0.139800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>523</td>\n",
              "      <td>0.146600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>524</td>\n",
              "      <td>0.115500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>525</td>\n",
              "      <td>0.141600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>526</td>\n",
              "      <td>0.162900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>527</td>\n",
              "      <td>0.145600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>528</td>\n",
              "      <td>0.143300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>529</td>\n",
              "      <td>0.155400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>530</td>\n",
              "      <td>0.152100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>531</td>\n",
              "      <td>0.172000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>532</td>\n",
              "      <td>0.170900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>533</td>\n",
              "      <td>0.124700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>534</td>\n",
              "      <td>0.142100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>535</td>\n",
              "      <td>0.148700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>536</td>\n",
              "      <td>0.165600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>537</td>\n",
              "      <td>0.147700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>538</td>\n",
              "      <td>0.164000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>539</td>\n",
              "      <td>0.169800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>540</td>\n",
              "      <td>0.139900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>541</td>\n",
              "      <td>0.140800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>542</td>\n",
              "      <td>0.113700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>543</td>\n",
              "      <td>0.139600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>544</td>\n",
              "      <td>0.178300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>545</td>\n",
              "      <td>0.156900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>546</td>\n",
              "      <td>0.150700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>547</td>\n",
              "      <td>0.131500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>548</td>\n",
              "      <td>0.163400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>549</td>\n",
              "      <td>0.157300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>550</td>\n",
              "      <td>0.134500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>551</td>\n",
              "      <td>0.140800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>552</td>\n",
              "      <td>0.171400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>553</td>\n",
              "      <td>0.158300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>554</td>\n",
              "      <td>0.126300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>555</td>\n",
              "      <td>0.140600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>556</td>\n",
              "      <td>0.138400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>557</td>\n",
              "      <td>0.178400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>558</td>\n",
              "      <td>0.149500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>559</td>\n",
              "      <td>0.145900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>560</td>\n",
              "      <td>0.121900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>561</td>\n",
              "      <td>0.131700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>562</td>\n",
              "      <td>0.138800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>563</td>\n",
              "      <td>0.086900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>564</td>\n",
              "      <td>0.094300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>565</td>\n",
              "      <td>0.087100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>566</td>\n",
              "      <td>0.092400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>567</td>\n",
              "      <td>0.109700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>568</td>\n",
              "      <td>0.094900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>569</td>\n",
              "      <td>0.127400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>570</td>\n",
              "      <td>0.091000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>571</td>\n",
              "      <td>0.136700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>572</td>\n",
              "      <td>0.092700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>573</td>\n",
              "      <td>0.112700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>574</td>\n",
              "      <td>0.090400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>575</td>\n",
              "      <td>0.095600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>576</td>\n",
              "      <td>0.109600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>577</td>\n",
              "      <td>0.185600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>578</td>\n",
              "      <td>0.111700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>579</td>\n",
              "      <td>0.086000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>580</td>\n",
              "      <td>0.112500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>581</td>\n",
              "      <td>0.092500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>582</td>\n",
              "      <td>0.100300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>583</td>\n",
              "      <td>0.096400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>584</td>\n",
              "      <td>0.090800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>585</td>\n",
              "      <td>0.102900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>586</td>\n",
              "      <td>0.111000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>587</td>\n",
              "      <td>0.092100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>588</td>\n",
              "      <td>0.094800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>589</td>\n",
              "      <td>0.095800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>590</td>\n",
              "      <td>0.106100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>591</td>\n",
              "      <td>0.131400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>592</td>\n",
              "      <td>0.094400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>593</td>\n",
              "      <td>0.103500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>594</td>\n",
              "      <td>0.109400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>595</td>\n",
              "      <td>0.099600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>596</td>\n",
              "      <td>0.089500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>597</td>\n",
              "      <td>0.101700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>598</td>\n",
              "      <td>0.092500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>599</td>\n",
              "      <td>0.126700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>600</td>\n",
              "      <td>0.105300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>601</td>\n",
              "      <td>0.101900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>602</td>\n",
              "      <td>0.101800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>603</td>\n",
              "      <td>0.119000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>604</td>\n",
              "      <td>0.100500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>605</td>\n",
              "      <td>0.110500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>606</td>\n",
              "      <td>0.115900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>607</td>\n",
              "      <td>0.089500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>608</td>\n",
              "      <td>0.106600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>609</td>\n",
              "      <td>0.116700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>610</td>\n",
              "      <td>0.108000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>611</td>\n",
              "      <td>0.105700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>612</td>\n",
              "      <td>0.096000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>613</td>\n",
              "      <td>0.110600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>614</td>\n",
              "      <td>0.108300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>615</td>\n",
              "      <td>0.126800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>616</td>\n",
              "      <td>0.117800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>617</td>\n",
              "      <td>0.098600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>618</td>\n",
              "      <td>0.111800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>619</td>\n",
              "      <td>0.101500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>620</td>\n",
              "      <td>0.094600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>621</td>\n",
              "      <td>0.104800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>622</td>\n",
              "      <td>0.122300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>623</td>\n",
              "      <td>0.113100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>624</td>\n",
              "      <td>0.113100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>625</td>\n",
              "      <td>0.096400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>626</td>\n",
              "      <td>0.098700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>627</td>\n",
              "      <td>0.107900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>628</td>\n",
              "      <td>0.108800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>629</td>\n",
              "      <td>0.122400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>630</td>\n",
              "      <td>0.094100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>631</td>\n",
              "      <td>0.136600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>632</td>\n",
              "      <td>0.104400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>633</td>\n",
              "      <td>0.115600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>634</td>\n",
              "      <td>0.102500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>635</td>\n",
              "      <td>0.107000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>636</td>\n",
              "      <td>0.089900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>637</td>\n",
              "      <td>0.098000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>638</td>\n",
              "      <td>0.101000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>639</td>\n",
              "      <td>0.111400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>640</td>\n",
              "      <td>0.097800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>641</td>\n",
              "      <td>0.117700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>642</td>\n",
              "      <td>0.117000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>643</td>\n",
              "      <td>0.121700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>644</td>\n",
              "      <td>0.106800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>645</td>\n",
              "      <td>0.114100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>646</td>\n",
              "      <td>0.097900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>647</td>\n",
              "      <td>0.102300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>648</td>\n",
              "      <td>0.123700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>649</td>\n",
              "      <td>0.100000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>650</td>\n",
              "      <td>0.082600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>651</td>\n",
              "      <td>0.108300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>652</td>\n",
              "      <td>0.115800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>653</td>\n",
              "      <td>0.105400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>654</td>\n",
              "      <td>0.095600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>655</td>\n",
              "      <td>0.113300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>656</td>\n",
              "      <td>0.102300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>657</td>\n",
              "      <td>0.095900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>658</td>\n",
              "      <td>0.112300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>659</td>\n",
              "      <td>0.104400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>660</td>\n",
              "      <td>0.113400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>661</td>\n",
              "      <td>0.125200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>662</td>\n",
              "      <td>0.103800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>663</td>\n",
              "      <td>0.108400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>664</td>\n",
              "      <td>0.098500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>665</td>\n",
              "      <td>0.101400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>666</td>\n",
              "      <td>0.103600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>667</td>\n",
              "      <td>0.105400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>668</td>\n",
              "      <td>0.122100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>669</td>\n",
              "      <td>0.099400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>670</td>\n",
              "      <td>0.102200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>671</td>\n",
              "      <td>0.103300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>672</td>\n",
              "      <td>0.101700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>673</td>\n",
              "      <td>0.100900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>674</td>\n",
              "      <td>0.108300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>675</td>\n",
              "      <td>0.098800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>676</td>\n",
              "      <td>0.097800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>677</td>\n",
              "      <td>0.119400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>678</td>\n",
              "      <td>0.112300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>679</td>\n",
              "      <td>0.116400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>680</td>\n",
              "      <td>0.098300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>681</td>\n",
              "      <td>0.109300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>682</td>\n",
              "      <td>0.101600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>683</td>\n",
              "      <td>0.108500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>684</td>\n",
              "      <td>0.117200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>685</td>\n",
              "      <td>0.112000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>686</td>\n",
              "      <td>0.112100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>687</td>\n",
              "      <td>0.106000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>688</td>\n",
              "      <td>0.093300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>689</td>\n",
              "      <td>0.100500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>690</td>\n",
              "      <td>0.098000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>691</td>\n",
              "      <td>0.082000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>692</td>\n",
              "      <td>0.100300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>693</td>\n",
              "      <td>0.103600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>694</td>\n",
              "      <td>0.116700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>695</td>\n",
              "      <td>0.094500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>696</td>\n",
              "      <td>0.103500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>697</td>\n",
              "      <td>0.096200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>698</td>\n",
              "      <td>0.102300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>699</td>\n",
              "      <td>0.123400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>700</td>\n",
              "      <td>0.091100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>701</td>\n",
              "      <td>0.109300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>702</td>\n",
              "      <td>0.090900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>703</td>\n",
              "      <td>0.086600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>704</td>\n",
              "      <td>0.078200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>705</td>\n",
              "      <td>0.080600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>706</td>\n",
              "      <td>0.079500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>707</td>\n",
              "      <td>0.090300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>708</td>\n",
              "      <td>0.078200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>709</td>\n",
              "      <td>0.083300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>710</td>\n",
              "      <td>0.094000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>711</td>\n",
              "      <td>0.086400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>712</td>\n",
              "      <td>0.078800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>713</td>\n",
              "      <td>0.089400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>714</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>715</td>\n",
              "      <td>0.074400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>716</td>\n",
              "      <td>0.086600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>717</td>\n",
              "      <td>0.076000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>718</td>\n",
              "      <td>0.085500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>719</td>\n",
              "      <td>0.080900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>720</td>\n",
              "      <td>0.088500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>721</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>722</td>\n",
              "      <td>0.080800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>723</td>\n",
              "      <td>0.070000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>724</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>725</td>\n",
              "      <td>0.072400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>726</td>\n",
              "      <td>0.078200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>727</td>\n",
              "      <td>0.094400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>728</td>\n",
              "      <td>0.083200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>729</td>\n",
              "      <td>0.081800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>730</td>\n",
              "      <td>0.083500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>731</td>\n",
              "      <td>0.077200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>732</td>\n",
              "      <td>0.083000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>733</td>\n",
              "      <td>0.071700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>734</td>\n",
              "      <td>0.084100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>735</td>\n",
              "      <td>0.080100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>736</td>\n",
              "      <td>0.082700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>737</td>\n",
              "      <td>0.079600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>738</td>\n",
              "      <td>0.068200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>739</td>\n",
              "      <td>0.075500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>740</td>\n",
              "      <td>0.082200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>741</td>\n",
              "      <td>0.091500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>742</td>\n",
              "      <td>0.077500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>743</td>\n",
              "      <td>0.094700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>744</td>\n",
              "      <td>0.087100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>745</td>\n",
              "      <td>0.088100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>746</td>\n",
              "      <td>0.088800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>747</td>\n",
              "      <td>0.101700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>748</td>\n",
              "      <td>0.087300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>749</td>\n",
              "      <td>0.083600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>750</td>\n",
              "      <td>0.089400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>751</td>\n",
              "      <td>0.068700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>752</td>\n",
              "      <td>0.077100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>753</td>\n",
              "      <td>0.079300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>754</td>\n",
              "      <td>0.084800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>755</td>\n",
              "      <td>0.086300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>756</td>\n",
              "      <td>0.090800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>757</td>\n",
              "      <td>0.073900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>758</td>\n",
              "      <td>0.088900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>759</td>\n",
              "      <td>0.090000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>760</td>\n",
              "      <td>0.089300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>761</td>\n",
              "      <td>0.087200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>762</td>\n",
              "      <td>0.073700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>763</td>\n",
              "      <td>0.078000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>764</td>\n",
              "      <td>0.093100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>765</td>\n",
              "      <td>0.082400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>766</td>\n",
              "      <td>0.140800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>767</td>\n",
              "      <td>0.093900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>768</td>\n",
              "      <td>0.082800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>769</td>\n",
              "      <td>0.083200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>770</td>\n",
              "      <td>0.086000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>771</td>\n",
              "      <td>0.085900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>772</td>\n",
              "      <td>0.085600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>773</td>\n",
              "      <td>0.077100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>774</td>\n",
              "      <td>0.096000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>775</td>\n",
              "      <td>0.106800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>776</td>\n",
              "      <td>0.083600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>777</td>\n",
              "      <td>0.094500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>778</td>\n",
              "      <td>0.086100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>779</td>\n",
              "      <td>0.079200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>780</td>\n",
              "      <td>0.086200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>781</td>\n",
              "      <td>0.076700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>782</td>\n",
              "      <td>0.083400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>783</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>784</td>\n",
              "      <td>0.080700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>785</td>\n",
              "      <td>0.082900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>786</td>\n",
              "      <td>0.089000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>787</td>\n",
              "      <td>0.080200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>788</td>\n",
              "      <td>0.085800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>789</td>\n",
              "      <td>0.098300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>790</td>\n",
              "      <td>0.090100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>791</td>\n",
              "      <td>0.087200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>792</td>\n",
              "      <td>0.085800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>793</td>\n",
              "      <td>0.085500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>794</td>\n",
              "      <td>0.079300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>795</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>796</td>\n",
              "      <td>0.093200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>797</td>\n",
              "      <td>0.085800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>798</td>\n",
              "      <td>0.075200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>799</td>\n",
              "      <td>0.091900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>800</td>\n",
              "      <td>0.086200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>801</td>\n",
              "      <td>0.100600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>802</td>\n",
              "      <td>0.074400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>803</td>\n",
              "      <td>0.080800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>804</td>\n",
              "      <td>0.081600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>805</td>\n",
              "      <td>0.095900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>806</td>\n",
              "      <td>0.089400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>807</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>808</td>\n",
              "      <td>0.082100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>809</td>\n",
              "      <td>0.087600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>810</td>\n",
              "      <td>0.081500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>811</td>\n",
              "      <td>0.077500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>812</td>\n",
              "      <td>0.081800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>813</td>\n",
              "      <td>0.077800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>814</td>\n",
              "      <td>0.083700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>815</td>\n",
              "      <td>0.079200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>816</td>\n",
              "      <td>0.081400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>817</td>\n",
              "      <td>0.085100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>818</td>\n",
              "      <td>0.087900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>819</td>\n",
              "      <td>0.078800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>820</td>\n",
              "      <td>0.084000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>821</td>\n",
              "      <td>0.078400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>822</td>\n",
              "      <td>0.081400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>823</td>\n",
              "      <td>0.089800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>824</td>\n",
              "      <td>0.088200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>825</td>\n",
              "      <td>0.068800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>826</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>827</td>\n",
              "      <td>0.083700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>828</td>\n",
              "      <td>0.081400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>829</td>\n",
              "      <td>0.081000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>830</td>\n",
              "      <td>0.088300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>831</td>\n",
              "      <td>0.085700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>832</td>\n",
              "      <td>0.082300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>833</td>\n",
              "      <td>0.094800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>834</td>\n",
              "      <td>0.095300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>835</td>\n",
              "      <td>0.095700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>836</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>837</td>\n",
              "      <td>0.087800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>838</td>\n",
              "      <td>0.086600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>839</td>\n",
              "      <td>0.087000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>840</td>\n",
              "      <td>0.089200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>841</td>\n",
              "      <td>0.078100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>842</td>\n",
              "      <td>0.078900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>843</td>\n",
              "      <td>0.068900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>844</td>\n",
              "      <td>0.067100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>845</td>\n",
              "      <td>0.070900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>846</td>\n",
              "      <td>0.067900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>847</td>\n",
              "      <td>0.066800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>848</td>\n",
              "      <td>0.076700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>849</td>\n",
              "      <td>0.078700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>850</td>\n",
              "      <td>0.074900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>851</td>\n",
              "      <td>0.071900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>852</td>\n",
              "      <td>0.083700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>853</td>\n",
              "      <td>0.070000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>854</td>\n",
              "      <td>0.068300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>855</td>\n",
              "      <td>0.076700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>856</td>\n",
              "      <td>0.073000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>857</td>\n",
              "      <td>0.067700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>858</td>\n",
              "      <td>0.079300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>859</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>860</td>\n",
              "      <td>0.072000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>861</td>\n",
              "      <td>0.066400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>862</td>\n",
              "      <td>0.074200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>863</td>\n",
              "      <td>0.065800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>864</td>\n",
              "      <td>0.069800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>865</td>\n",
              "      <td>0.070700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>866</td>\n",
              "      <td>0.068400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>867</td>\n",
              "      <td>0.067600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>868</td>\n",
              "      <td>0.070000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>869</td>\n",
              "      <td>0.076500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>870</td>\n",
              "      <td>0.074400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>871</td>\n",
              "      <td>0.072400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>872</td>\n",
              "      <td>0.077100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>873</td>\n",
              "      <td>0.079800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>874</td>\n",
              "      <td>0.082000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>875</td>\n",
              "      <td>0.068500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>876</td>\n",
              "      <td>0.070700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>877</td>\n",
              "      <td>0.074700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>878</td>\n",
              "      <td>0.072300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>879</td>\n",
              "      <td>0.075400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>880</td>\n",
              "      <td>0.073700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>881</td>\n",
              "      <td>0.074700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>882</td>\n",
              "      <td>0.079100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>883</td>\n",
              "      <td>0.065700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>884</td>\n",
              "      <td>0.087300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>885</td>\n",
              "      <td>0.071900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>886</td>\n",
              "      <td>0.071900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>887</td>\n",
              "      <td>0.072500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>888</td>\n",
              "      <td>0.066300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>889</td>\n",
              "      <td>0.077400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>890</td>\n",
              "      <td>0.079500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>891</td>\n",
              "      <td>0.073600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>892</td>\n",
              "      <td>0.072600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>893</td>\n",
              "      <td>0.075800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>894</td>\n",
              "      <td>0.081700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>895</td>\n",
              "      <td>0.070400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>896</td>\n",
              "      <td>0.075700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>897</td>\n",
              "      <td>0.069400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>898</td>\n",
              "      <td>0.072200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>899</td>\n",
              "      <td>0.065100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>900</td>\n",
              "      <td>0.078100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>901</td>\n",
              "      <td>0.075500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>902</td>\n",
              "      <td>0.073300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>903</td>\n",
              "      <td>0.073900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>904</td>\n",
              "      <td>0.080400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>905</td>\n",
              "      <td>0.073200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>906</td>\n",
              "      <td>0.074200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>907</td>\n",
              "      <td>0.069800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>908</td>\n",
              "      <td>0.075500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>909</td>\n",
              "      <td>0.072600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>910</td>\n",
              "      <td>0.078000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>911</td>\n",
              "      <td>0.084900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>912</td>\n",
              "      <td>0.076600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>913</td>\n",
              "      <td>0.073100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>914</td>\n",
              "      <td>0.071500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>915</td>\n",
              "      <td>0.077000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>916</td>\n",
              "      <td>0.081800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>917</td>\n",
              "      <td>0.079700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>918</td>\n",
              "      <td>0.076300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>919</td>\n",
              "      <td>0.067500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>920</td>\n",
              "      <td>0.073000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>921</td>\n",
              "      <td>0.077600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>922</td>\n",
              "      <td>0.081300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>923</td>\n",
              "      <td>0.079300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>924</td>\n",
              "      <td>0.078900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>925</td>\n",
              "      <td>0.074000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>926</td>\n",
              "      <td>0.085100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>927</td>\n",
              "      <td>0.066400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>928</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>929</td>\n",
              "      <td>0.072200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>930</td>\n",
              "      <td>0.070200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>931</td>\n",
              "      <td>0.072400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>932</td>\n",
              "      <td>0.075700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>933</td>\n",
              "      <td>0.062800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>934</td>\n",
              "      <td>0.074200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>935</td>\n",
              "      <td>0.074500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>936</td>\n",
              "      <td>0.075700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>937</td>\n",
              "      <td>0.075500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>938</td>\n",
              "      <td>0.066100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>939</td>\n",
              "      <td>0.073400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>940</td>\n",
              "      <td>0.077600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>941</td>\n",
              "      <td>0.073600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>942</td>\n",
              "      <td>0.076500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>943</td>\n",
              "      <td>0.075900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>944</td>\n",
              "      <td>0.076400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>945</td>\n",
              "      <td>0.077700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>946</td>\n",
              "      <td>0.077200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>947</td>\n",
              "      <td>0.073500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>948</td>\n",
              "      <td>0.074100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>949</td>\n",
              "      <td>0.068900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>950</td>\n",
              "      <td>0.137900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>951</td>\n",
              "      <td>0.074700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>952</td>\n",
              "      <td>0.074300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>953</td>\n",
              "      <td>0.076100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>954</td>\n",
              "      <td>0.076400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>955</td>\n",
              "      <td>0.070300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>956</td>\n",
              "      <td>0.076400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>957</td>\n",
              "      <td>0.070400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>958</td>\n",
              "      <td>0.070000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>959</td>\n",
              "      <td>0.078000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>960</td>\n",
              "      <td>0.075900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>961</td>\n",
              "      <td>0.071800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>962</td>\n",
              "      <td>0.073100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>963</td>\n",
              "      <td>0.077400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>964</td>\n",
              "      <td>0.069100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>965</td>\n",
              "      <td>0.076200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>966</td>\n",
              "      <td>0.067900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>967</td>\n",
              "      <td>0.080500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>968</td>\n",
              "      <td>0.082200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>969</td>\n",
              "      <td>0.064400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>970</td>\n",
              "      <td>0.071500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>971</td>\n",
              "      <td>0.073500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>972</td>\n",
              "      <td>0.074800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>973</td>\n",
              "      <td>0.066400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>974</td>\n",
              "      <td>0.070500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>975</td>\n",
              "      <td>0.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>976</td>\n",
              "      <td>0.077100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>977</td>\n",
              "      <td>0.073700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>978</td>\n",
              "      <td>0.077800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>979</td>\n",
              "      <td>0.071900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>980</td>\n",
              "      <td>0.070300</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "trainer_stats = trainer.train()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wandb.finish()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 615,
          "referenced_widgets": [
            "c732e3fbfb004d8a968f396a39c1b7e9",
            "5d0b1dfe02fe4e3fb7fbacd221a6b816",
            "7709c20bac10435b820a8cd298f92d9d",
            "b4a02ed329f845d58a521124fc716794",
            "24d9f67735784ace9dfa2abda411ebe9",
            "df56b2052dca434a9e0ff0efe389524f",
            "9794e8c03d3345ae8568164b2bdce21e",
            "1f24d5392a004663b078156034b9b26d"
          ]
        },
        "id": "qumuaw7ru3Iv",
        "outputId": "4b5d6c6e-923c-43b3-d6bb-2f71a39313be"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(Label(value='0.021 MB of 0.021 MB uploaded\\r'), FloatProgress(value=1.0, max=1.0)))"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c732e3fbfb004d8a968f396a39c1b7e9"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<style>\n",
              "    table.wandb td:nth-child(1) { padding: 0 10px; text-align: left ; width: auto;} td:nth-child(2) {text-align: left ; width: 100%}\n",
              "    .wandb-row { display: flex; flex-direction: row; flex-wrap: wrap; justify-content: flex-start; width: 100% }\n",
              "    .wandb-col { display: flex; flex-direction: column; flex-basis: 100%; flex: 1; padding: 10px; }\n",
              "    </style>\n",
              "<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>train/epoch</td><td>▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>train/global_step</td><td>▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>train/grad_norm</td><td>█▂▂▂▃▃▃▃▃▃▃▄▂▄▃▄▃▂▃▃▃▃▄▂▂▂▂▃▂▂▁▂▃▁▁▂▁▁▁▁</td></tr><tr><td>train/learning_rate</td><td>███▇▇▇▇▇▇▆▆▆▆▆▆▅▅▅▅▅▄▄▄▄▄▄▃▃▃▃▃▂▂▂▂▂▂▁▁▁</td></tr><tr><td>train/loss</td><td>█▃▄▃▃▃▂▂▂▂▃▂▁▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>total_flos</td><td>4.393200744991949e+16</td></tr><tr><td>train/epoch</td><td>6.98752</td></tr><tr><td>train/global_step</td><td>980</td></tr><tr><td>train/grad_norm</td><td>0.31585</td></tr><tr><td>train/learning_rate</td><td>0.0</td></tr><tr><td>train/loss</td><td>0.0703</td></tr><tr><td>train_loss</td><td>0.24926</td></tr><tr><td>train_runtime</td><td>5005.5888</td></tr><tr><td>train_samples_per_second</td><td>1.569</td></tr><tr><td>train_steps_per_second</td><td>0.196</td></tr></table><br/></div></div>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              " View run <strong style=\"color:#cdcd00\">code</strong> at: <a href='https://wandb.ai/lompojeanolivier/code/runs/twh3e96p' target=\"_blank\">https://wandb.ai/lompojeanolivier/code/runs/twh3e96p</a><br/> View project at: <a href='https://wandb.ai/lompojeanolivier/code' target=\"_blank\">https://wandb.ai/lompojeanolivier/code</a><br/>Synced 4 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "Find logs at: <code>./wandb/run-20240617_151002-twh3e96p/logs</code>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "pCqnaKmlO1U9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d7f46aaf-a7ca-4b6d-a31a-8b913624b87a",
        "cellView": "form"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "5005.5888 seconds used for training.\n",
            "83.43 minutes used for training.\n",
            "Peak reserved memory = 6.352 GB.\n",
            "Peak reserved memory for training = 0.758 GB.\n",
            "Peak reserved memory % of max memory = 43.07 %.\n",
            "Peak reserved memory for training % of max memory = 5.14 %.\n"
          ]
        }
      ],
      "source": [
        "#@title Show final memory and time stats\n",
        "used_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n",
        "used_memory_for_lora = round(used_memory - start_gpu_memory, 3)\n",
        "used_percentage = round(used_memory         /max_memory*100, 3)\n",
        "lora_percentage = round(used_memory_for_lora/max_memory*100, 3)\n",
        "print(f\"{trainer_stats.metrics['train_runtime']} seconds used for training.\")\n",
        "print(f\"{round(trainer_stats.metrics['train_runtime']/60, 2)} minutes used for training.\")\n",
        "print(f\"Peak reserved memory = {used_memory} GB.\")\n",
        "print(f\"Peak reserved memory for training = {used_memory_for_lora} GB.\")\n",
        "print(f\"Peak reserved memory % of max memory = {used_percentage} %.\")\n",
        "print(f\"Peak reserved memory for training % of max memory = {lora_percentage} %.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Inference\"></a>\n",
        "### Inference\n",
        "Let's run the model! You can change the instruction and input - leave the output blank!"
      ],
      "metadata": {
        "id": "ekOmTR1hSNcr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# alpaca_prompt = Copied from above\n",
        "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
        "inputs = tokenizer(\n",
        "[\n",
        "    alpaca_prompt.format(\n",
        "        \"Continue the fibonnaci sequence.\", # instruction\n",
        "        \"1, 1, 2, 3, 5, 8\", # input\n",
        "        \"\", # output - leave this blank for generation!\n",
        "    )\n",
        "], return_tensors = \"pt\").to(\"cuda\")\n",
        "\n",
        "outputs = model.generate(**inputs, max_new_tokens = 64, use_cache = True)\n",
        "tokenizer.batch_decode(outputs)"
      ],
      "metadata": {
        "id": "kR3gIAX-SM2q",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7262241d-5da1-4953-8d76-a7982197abba"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nContinue the fibonnaci sequence.\\n\\n### Input:\\n1, 1, 2, 3, 5, 8\\n\\n### Response:\\n13<|eot_id|>']"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        " You can also use a `TextStreamer` for continuous inference - so you can see the generation token by token, instead of waiting the whole time!"
      ],
      "metadata": {
        "id": "CrSvZObor0lY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# alpaca_prompt = Copied from above\n",
        "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
        "inputs = tokenizer(\n",
        "[\n",
        "    alpaca_prompt.format(\n",
        "        \"Continue the fibonnaci sequence.\", # instruction\n",
        "        \"1, 1, 2, 3, 5, 8\", # input\n",
        "        \"\", # output - leave this blank for generation!\n",
        "    )\n",
        "], return_tensors = \"pt\").to(\"cuda\")\n",
        "\n",
        "from transformers import TextStreamer\n",
        "text_streamer = TextStreamer(tokenizer)\n",
        "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
      ],
      "metadata": {
        "id": "e2pEuRb1r2Vg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c440c252-047d-44aa-b8f4-7a92ded7dd5b"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
            "\n",
            "### Instruction:\n",
            "Continue the fibonnaci sequence.\n",
            "\n",
            "### Input:\n",
            "1, 1, 2, 3, 5, 8\n",
            "\n",
            "### Response:\n",
            "13<|eot_id|>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<a name=\"Save\"></a>\n",
        "### Saving, loading finetuned models\n",
        "To save the final model as LoRA adapters, either use Huggingface's `push_to_hub` for an online save or `save_pretrained` for a local save.\n",
        "\n",
        "**[NOTE]** This ONLY saves the LoRA adapters, and not the full model. To save to 16bit or GGUF, scroll down!"
      ],
      "metadata": {
        "id": "uMuVrWbjAzhc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model.save_pretrained(\"lora_model\") # Local saving\n",
        "tokenizer.save_pretrained(\"lora_model\")\n",
        "model.push_to_hub(\"jeanflop/LLama3-8B-CodeDuBF\", token = \"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\") # Online saving\n",
        "tokenizer.push_to_hub(\"jeanflop/LLama3-8B-CodeDuBF\", token = \"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\") # Online saving"
      ],
      "metadata": {
        "id": "upcOlWe7A1vc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fcbbf876-665c-48af-c33d-ebbf75e3214f"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('lora_model/tokenizer_config.json',\n",
              " 'lora_model/special_tokens_map.json',\n",
              " 'lora_model/tokenizer.json')"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now if you want to load the LoRA adapters we just saved for inference, set `False` to `True`:"
      ],
      "metadata": {
        "id": "AEEcJ4qfC7Lp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "if False:\n",
        "    from unsloth import FastLanguageModel\n",
        "    model, tokenizer = FastLanguageModel.from_pretrained(\n",
        "        model_name = \"lora_model\", # YOUR MODEL YOU USED FOR TRAINING\n",
        "        max_seq_length = max_seq_length,\n",
        "        dtype = dtype,\n",
        "        load_in_4bit = load_in_4bit,\n",
        "    )\n",
        "    FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
        "\n",
        "# alpaca_prompt = You MUST copy from above!\n",
        "\n",
        "inputs = tokenizer(\n",
        "[\n",
        "    alpaca_prompt.format(\n",
        "        \"Answer my questions\", # instruction\n",
        "        \"Quel est le délai pour interjeter appel après le prononcé du jugement contradictoire ou de la signification ?\", # input\n",
        "        \"\", # output - leave this blank for generation!\n",
        "    )\n",
        "], return_tensors = \"pt\").to(\"cuda\")\n",
        "\n",
        "outputs = model.generate(**inputs, max_new_tokens = 512, use_cache = True,)\n",
        "tokenizer.batch_decode(outputs)"
      ],
      "metadata": {
        "id": "MKX_XKs_BNZR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "86d3a047-c442-4545-d426-51f1c5f8278f"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[\"<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nAnswer my questions\\n\\n### Input:\\nQuel est le délai pour interjeter appel après le prononcé du jugement contradictoire ou de la signification?\\n\\n### Response:\\nL'huissier doit prêter son ministère pour l'exécution des jugements.<|eot_id|>\"]"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "You can also use Hugging Face's `AutoModelForPeftCausalLM`. Only use this if you do not have `unsloth` installed. It can be hopelessly slow, since `4bit` model downloading is not supported, and Unsloth's **inference is 2x faster**."
      ],
      "metadata": {
        "id": "QQMjaNrjsU5_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "mlm3 = Aji!um\n",
        "oumb oluu.kj"
      ],
      "metadata": {
        "id": "YCkGFSUPvlmb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if False:\n",
        "    # I highly do NOT suggest - use Unsloth if possible\n",
        "    from peft import AutoPeftModelForCausalLM\n",
        "    from transformers import AutoTokenizer\n",
        "    model = AutoPeftModelForCausalLM.from_pretrained(\n",
        "        \"lora_model\", # YOUR MODEL YOU USED FOR TRAINING\n",
        "        load_in_4bit = load_in_4bit,\n",
        "    )\n",
        "    tokenizer = AutoTokenizer.from_pretrained(\"lora_model\")"
      ],
      "metadata": {
        "id": "yFfaXG0WsQuE"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.original_push_to_hub(repo_id=\"jeanflop/LLama3-7B-CodeDuBF\",token=\"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\")"
      ],
      "metadata": {
        "id": "A9KDXOpmLSsy",
        "outputId": "10309195-4f45-468f-b53a-38add3db8957",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 131,
          "referenced_widgets": [
            "c5f2ac9145cb4166bf9b11c64f528246",
            "0fa58a6b217a44a787ee5a70178ead3e",
            "6e8d85cf276e4dfe8983dccdbc3e9fba",
            "4dc1ad965b02477f96f101bec75c03b4",
            "80fb2972a9c44261a5419666d007fa05",
            "84922a8a71b24fbb9752d598ebf5bbf3",
            "60dd8217545a4d23828fb0afbb60bfd4",
            "dd8b34b9635440e99aa9c23fb516a521",
            "67fc84c7d0134b98aaf86d61d8f28eb0",
            "c160748f30304714afd09d3f68768803",
            "b0ee3c5dd8f349a8aa899a1b6c9836b6",
            "d0736aa7bbd24089a8799177ed0db5b7",
            "09c5c11eb37346279981cd72b7c9ff7e",
            "cbb6001e4ca242cfab67195b9980334f",
            "3231f34c555a4423af54eb6329fce893",
            "7a8dfe460c144e43ace74bffd1a31bb2",
            "b9171037cbb144fbb7c89ee6398ef442",
            "027d1d31a3f3451abca01af2e57c6754",
            "5afb011570b3456d8bc964cf1f4e8e87",
            "6c7758092e5a41bb88a854af59a4752d",
            "a0830d75fbcb4e98af6cc05e85fb6032",
            "ee74b82efda2454bb5e18ab8fdc88a57",
            "b4bf2e8e6d08456eb000e6cafcfcde48",
            "ce80ba8f29744860842e76a55cdf3c86",
            "7ecca66e90804f47adad8dd835b568ae",
            "763d667b8e2c49d3831874638773f919",
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            "2cc2e99901434e62a410c601450d10b8",
            "9cb07b50066f45948fedf7c9628c846a",
            "01ac76f9e08e4474a77885acb0fec7d1",
            "d984b43326c346b8956513091930163a",
            "72ee601fa4254b6fae5d9736b6a7c103",
            "9061f2e75c0049ccb25ba5bb10417745"
          ]
        }
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "README.md:   0%|          | 0.00/593 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c5f2ac9145cb4166bf9b11c64f528246"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/1.15k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d0736aa7bbd24089a8799177ed0db5b7"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "adapter_model.safetensors:   0%|          | 0.00/168M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b4bf2e8e6d08456eb000e6cafcfcde48"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saved model to https://huggingface.co/jeanflop/LLama3-7B-CodeDuBF\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.push_to_hub_gguf(\"jeanflop/LLama3-8B-CodeDuBF\", tokenizer, token = \"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\",quantization_method=\"q4_k_m\",safe_serialization=None,)"
      ],
      "metadata": {
        "id": "f0kPU-X3ZCvx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Saving to float16 for VLLM\n",
        "\n",
        "We also support saving to `float16` directly. Select `merged_16bit` for float16 or `merged_4bit` for int4. We also allow `lora` adapters as a fallback. Use `push_to_hub_merged` to upload to your Hugging Face account! You can go to https://huggingface.co/settings/tokens for your personal tokens."
      ],
      "metadata": {
        "id": "f422JgM9sdVT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Merge to 16bit\n",
        "if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"merged_16bit\",)\n",
        "if False: model.push_to_hub_merged(\"hf/model\", tokenizer, save_method = \"merged_16bit\", token = \"\")\n",
        "\n",
        "# Merge to 4bit\n",
        "if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"merged_4bit\",)\n",
        "if False: model.push_to_hub_merged(\"hf/model\", tokenizer, save_method = \"merged_4bit\", token = \"\")\n",
        "\n",
        "# Just LoRA adapters\n",
        "if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"lora\",)\n",
        "if False: model.push_to_hub_merged(\"hf/model\", tokenizer, save_method = \"lora\", token = \"\")"
      ],
      "metadata": {
        "id": "iHjt_SMYsd3P"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.push_to_hub_merged(\"jeanflop/LLama3-8B-CodeDuBF\", tokenizer, save_method = \"lora\", token = \"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\")"
      ],
      "metadata": {
        "id": "69EGCB4_dYit",
        "outputId": "4a5a568b-bcdd-4ff4-872d-9db4223471ea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        }
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Unsloth: Saving LoRA adapters. Please wait...\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "IsADirectoryError",
          "evalue": "[Errno 21] Is a directory: 'jeanflop/LLama3-8B-CodeDuBF'",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mIsADirectoryError\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-28-3b212a141241>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpush_to_hub_merged\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"jeanflop/LLama3-8B-CodeDuBF\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtokenizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave_method\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"lora\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtoken\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"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\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/unsloth/save.py\u001b[0m in \u001b[0;36munsloth_push_to_hub_merged\u001b[0;34m(self, repo_id, tokenizer, save_method, use_temp_dir, commit_message, private, token, max_shard_size, create_pr, safe_serialization, revision, commit_description, tags, temporary_location, maximum_memory_usage)\u001b[0m\n\u001b[1;32m   1209\u001b[0m     \u001b[0;32mdel\u001b[0m \u001b[0marguments\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"self\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1210\u001b[0m     \u001b[0;32mdel\u001b[0m \u001b[0marguments\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"repo_id\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1211\u001b[0;31m     \u001b[0munsloth_save_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0marguments\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1212\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1213\u001b[0m         \u001b[0mgc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/utils/_contextlib.py\u001b[0m in \u001b[0;36mdecorate_context\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    113\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdecorate_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    114\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mctx_factory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    116\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    117\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdecorate_context\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/unsloth/save.py\u001b[0m in \u001b[0;36munsloth_save_model\u001b[0;34m(model, tokenizer, save_directory, save_method, push_to_hub, token, is_main_process, state_dict, save_function, max_shard_size, safe_serialization, variant, save_peft_format, use_temp_dir, commit_message, private, create_pr, revision, commit_description, tags, temporary_location, maximum_memory_usage)\u001b[0m\n\u001b[1;32m    310\u001b[0m         )\n\u001b[1;32m    311\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 312\u001b[0;31m         \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"original_push_to_hub\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtokenizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpush_to_hub\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    313\u001b[0m         (\n\u001b[1;32m    314\u001b[0m             \u001b[0mrepo_id\u001b[0m            \u001b[0;34m=\u001b[0m \u001b[0msave_directory\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/utils/hub.py\u001b[0m in \u001b[0;36mpush_to_hub\u001b[0;34m(self, repo_id, use_temp_dir, commit_message, private, token, max_shard_size, create_pr, safe_serialization, revision, commit_description, tags, **deprecated_kwargs)\u001b[0m\n\u001b[1;32m    878\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    879\u001b[0m         \u001b[0;31m# Create a new empty model card and eventually tag it\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 880\u001b[0;31m         model_card = create_and_tag_model_card(\n\u001b[0m\u001b[1;32m    881\u001b[0m             \u001b[0mrepo_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtags\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtoken\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtoken\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mignore_metadata_errors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mignore_metadata_errors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    882\u001b[0m         )\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/utils/hub.py\u001b[0m in \u001b[0;36mcreate_and_tag_model_card\u001b[0;34m(repo_id, tags, token, ignore_metadata_errors)\u001b[0m\n\u001b[1;32m   1133\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1134\u001b[0m         \u001b[0;31m# Check if the model card is present on the remote repo\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1135\u001b[0;31m         \u001b[0mmodel_card\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mModelCard\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepo_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtoken\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtoken\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mignore_metadata_errors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mignore_metadata_errors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1136\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mEntryNotFoundError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1137\u001b[0m         \u001b[0;31m# Otherwise create a simple model card from template\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/huggingface_hub/repocard.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, repo_id_or_path, repo_type, token, ignore_metadata_errors)\u001b[0m\n\u001b[1;32m    185\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    186\u001b[0m         \u001b[0;31m# Preserve newlines in the existing file.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 187\u001b[0;31m         \u001b[0;32mwith\u001b[0m \u001b[0mcard_path\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"r\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"utf-8\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    188\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mignore_metadata_errors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mignore_metadata_errors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    189\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/pathlib.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, mode, buffering, encoding, errors, newline)\u001b[0m\n\u001b[1;32m   1117\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;34m\"b\"\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1118\u001b[0m             \u001b[0mencoding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext_encoding\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1119\u001b[0;31m         return self._accessor.open(self, mode, buffering, encoding, errors,\n\u001b[0m\u001b[1;32m   1120\u001b[0m                                    newline)\n\u001b[1;32m   1121\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mIsADirectoryError\u001b[0m: [Errno 21] Is a directory: 'jeanflop/LLama3-8B-CodeDuBF'"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.push_to_hub"
      ],
      "metadata": {
        "id": "1fc2X_uKJLrN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### GGUF / llama.cpp Conversion\n",
        "To save to `GGUF` / `llama.cpp`, we support it natively now! We clone `llama.cpp` and we default save it to `q8_0`. We allow all methods like `q4_k_m`. Use `save_pretrained_gguf` for local saving and `push_to_hub_gguf` for uploading to HF.\n",
        "\n",
        "Some supported quant methods (full list on our [Wiki page](https://github.com/unslothai/unsloth/wiki#gguf-quantization-options)):\n",
        "* `q8_0` - Fast conversion. High resource use, but generally acceptable.\n",
        "* `q4_k_m` - Recommended. Uses Q6_K for half of the attention.wv and feed_forward.w2 tensors, else Q4_K.\n",
        "* `q5_k_m` - Recommended. Uses Q6_K for half of the attention.wv and feed_forward.w2 tensors, else Q5_K."
      ],
      "metadata": {
        "id": "TCv4vXHd61i7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Save to 8bit Q8_0\n",
        "if False: model.save_pretrained_gguf(\"model\", tokenizer,)\n",
        "if False: model.push_to_hub_gguf(\"jeanflop/LLama3-8B-CodeDuBF\", tokenizer, token = \"\")"
      ],
      "metadata": {
        "id": "IX326HK8Yrcg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Save to 8bit Q8_0\n",
        "if False: model.save_pretrained_gguf(\"model\", tokenizer,)\n",
        "if False: model.push_to_hub_gguf(\"jeanflop/LLama3-8B-CodeDuBF\", tokenizer, token = \"\")\n",
        "\n",
        "# Save to 16bit GGUF\n",
        "if False: model.save_pretrained_gguf(\"model\", tokenizer, quantization_method = \"f16\")\n",
        "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, quantization_method = \"f16\", token = \"\")\n",
        "\n",
        "# Save to q4_k_m GGUF\n",
        "if False: model.save_pretrained_gguf(\"model\", tokenizer, quantization_method = \"q5_k_m\")\n",
        "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, quantization_method = \"q5_k_m\", token = \"\")"
      ],
      "metadata": {
        "id": "FqfebeAdT073"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "id": "pXLGOlDAU15H"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now, use the `model-unsloth.gguf` file or `model-unsloth-Q4_K_M.gguf` file in `llama.cpp` or a UI based system like `GPT4All`. You can install GPT4All by going [here](https://gpt4all.io/index.html)."
      ],
      "metadata": {
        "id": "bDp0zNpwe6U_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "And we're done! If you have any questions on Unsloth, we have a [Discord](https://discord.gg/u54VK8m8tk) channel! If you find any bugs or want to keep updated with the latest LLM stuff, or need help, join projects etc, feel free to join our Discord!\n",
        "\n",
        "Some other links:\n",
        "1. Zephyr DPO 2x faster [free Colab](https://colab.research.google.com/drive/15vttTpzzVXv_tJwEk-hIcQ0S9FcEWvwP?usp=sharing)\n",
        "2. Llama 7b 2x faster [free Colab](https://colab.research.google.com/drive/1lBzz5KeZJKXjvivbYvmGarix9Ao6Wxe5?usp=sharing)\n",
        "3. TinyLlama 4x faster full Alpaca 52K in 1 hour [free Colab](https://colab.research.google.com/drive/1AZghoNBQaMDgWJpi4RbffGM1h6raLUj9?usp=sharing)\n",
        "4. CodeLlama 34b 2x faster [A100 on Colab](https://colab.research.google.com/drive/1y7A0AxE3y8gdj4AVkl2aZX47Xu3P1wJT?usp=sharing)\n",
        "5. Mistral 7b [free Kaggle version](https://www.kaggle.com/code/danielhanchen/kaggle-mistral-7b-unsloth-notebook)\n",
        "6. We also did a [blog](https://huggingface.co/blog/unsloth-trl) with 🤗 HuggingFace, and we're in the TRL [docs](https://huggingface.co/docs/trl/main/en/sft_trainer#accelerate-fine-tuning-2x-using-unsloth)!\n",
        "7. `ChatML` for ShareGPT datasets, [conversational notebook](https://colab.research.google.com/drive/1Aau3lgPzeZKQ-98h69CCu1UJcvIBLmy2?usp=sharing)\n",
        "8. Text completions like novel writing [notebook](https://colab.research.google.com/drive/1ef-tab5bhkvWmBOObepl1WgJvfvSzn5Q?usp=sharing)\n",
        "9. [**NEW**] We make Phi-3 Medium / Mini **2x faster**! See our [Phi-3 Medium notebook](https://colab.research.google.com/drive/1hhdhBa1j_hsymiW9m-WzxQtgqTH_NHqi?usp=sharing)\n",
        "\n",
        "<div class=\"align-center\">\n",
        "  <a href=\"https://github.com/unslothai/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png\" width=\"115\"></a>\n",
        "  <a href=\"https://discord.gg/u54VK8m8tk\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord.png\" width=\"145\"></a>\n",
        "  <a href=\"https://ko-fi.com/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Kofi button.png\" width=\"145\"></a></a> Support our work if you can! Thanks!\n",
        "</div>"
      ],
      "metadata": {
        "id": "Zt9CHJqO6p30"
      }
    }
  ],
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