YT_Finetuning_Dolly_GPT_j6B.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Finetuning Dolly GPT-J-6B with LoRa\n",
        "\n",
        "LoRa paper - https://arxiv.org/abs/2106.09685"
      ],
      "metadata": {
        "id": "1jWr34kdl3AP"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PCrBi94qAfFY",
        "outputId": "79c520ad-59b9-4f31-f3b0-7fa1745ef45a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Cloning into 'AlpacaDataCleaned'...\n",
            "remote: Enumerating objects: 186, done.\u001b[K\n",
            "remote: Counting objects: 100% (29/29), done.\u001b[K\n",
            "remote: Compressing objects: 100% (27/27), done.\u001b[K\n",
            "remote: Total 186 (delta 6), reused 14 (delta 1), pack-reused 157\u001b[K\n",
            "Receiving objects: 100% (186/186), 12.05 MiB | 26.94 MiB/s, done.\n",
            "Resolving deltas: 100% (96/96), done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/gururise/AlpacaDataCleaned.git"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_N29PQadBd18",
        "outputId": "7d75f1a2-3f92-4e09-ee26-7be67380de5a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "alpaca_data_cleaned.json  generate_instruction.py  README.md\n",
            "alpaca_data.json          LICENSE                  requirements.txt\n",
            "\u001b[0m\u001b[01;34massets\u001b[0m/                   prompt.txt               seed_tasks.jsonl\n",
            "DATA_LICENSE              pyproject.toml           \u001b[01;34mtools\u001b[0m/\n"
          ]
        }
      ],
      "source": [
        "ls AlpacaDataCleaned/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lebYnT2AAukB",
        "outputId": "b80f5223-26be-482f-f6fb-1e3146175e92"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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            "\u001b[?25h\u001b[33mWARNING: Skipping transformers as it is not installed.\u001b[0m\u001b[33m\n",
            "\u001b[0m  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25h  Building wheel for transformers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m215.3/215.3 KB\u001b[0m \u001b[31m5.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for peft (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.2/84.2 MB\u001b[0m \u001b[31m21.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install -q datasets loralib sentencepiece\n",
        "!pip uninstall transformers\n",
        "!pip -q install git+https://github.com/huggingface/transformers # need to install from github\n",
        "!pip -q install git+https://github.com/huggingface/peft.git\n",
        "!pip -q install bitsandbytes\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Load Tokenizer"
      ],
      "metadata": {
        "id": "jAbHqhQamMAN"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208,
          "referenced_widgets": [
            "bccea6744097464098edba8a511c9d3a",
            "dfceca61a9ea48609e5f9e7eefe73aae",
            "0410da8bb25046e88afa880e4585dbb0",
            "2ccbf92fb7994865a40a58793f63569f",
            "9f6b67c9fab440ada6cb556992d76054",
            "ba3e0a7a2b234f4080ca740b2ad7f1a0",
            "44495adf9c264579a865cee55628b4bf",
            "f9c320e4d34842859e5295b42d8267d2",
            "6b3db67baba9480e9821173fd1af2bac",
            "af7e0f9d2fb94d9a8a62094a9c520a6f",
            "478bf82af1c246229bb6b28fc0c54b65"
          ]
        },
        "id": "jKPVZV6IBHhi",
        "outputId": "777fed60-e3ab-4ad8-a367-867d045f400b"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "WARNING:datasets.builder:Found cached dataset json (/root/.cache/huggingface/datasets/json/default-3200d14e790e427a/0.0.0/0f7e3662623656454fcd2b650f34e886a7db4b9104504885bd462096cc7a9f51)\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "bccea6744097464098edba8a511c9d3a",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "WARNING:datasets.arrow_dataset:Loading cached processed dataset at /root/.cache/huggingface/datasets/json/default-3200d14e790e427a/0.0.0/0f7e3662623656454fcd2b650f34e886a7db4b9104504885bd462096cc7a9f51/cache-6e36017834be83f7.arrow\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['instruction', 'input', 'output', 'prompt'],\n",
              "        num_rows: 52002\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from datasets import load_dataset\n",
        "from transformers import AutoTokenizer, AutoModelForCausalLM\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"EleutherAI/gpt-j-6B\")\n",
        "\n",
        "\n",
        "# tokenizer.pad_token = tokenizer.eos_token\n",
        "# tokenizer.pad_token_id = tokenizer.eos_token_id\n",
        "\n",
        "data = load_dataset(\"json\", data_files=\"./AlpacaDataCleaned/alpaca_data.json\")\n",
        "\n",
        "\n",
        "def generate_prompt(data_point):\n",
        "    # taken from https://github.com/tloen/alpaca-lora\n",
        "    if data_point[\"instruction\"]:\n",
        "        return f\"\"\"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",
        "{data_point[\"instruction\"]}\n",
        "\n",
        "### Input:\n",
        "{data_point[\"input\"]}\n",
        "\n",
        "### Response:\n",
        "{data_point[\"output\"]}\"\"\"\n",
        "    else:\n",
        "        return f\"\"\"Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "{data_point[\"instruction\"]}\n",
        "\n",
        "### Response:\n",
        "{data_point[\"output\"]}\"\"\"\n",
        "\n",
        "\n",
        "data = data.map(lambda data_point: {\"prompt\": tokenizer(generate_prompt(data_point))})\n",
        "\n",
        "data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xRHBoBIIBtqB"
      },
      "source": [
        "## Finetuning Dolly"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CSfkRYg9BZkU"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "\n",
        "# os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import bitsandbytes as bnb\n",
        "from datasets import load_dataset\n",
        "import transformers\n",
        "from transformers import AutoTokenizer, AutoModel, AutoConfig, GPTJForCausalLM\n",
        "\n",
        "from peft import prepare_model_for_int8_training, LoraConfig, get_peft_model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rfRmmxGBB0-h"
      },
      "outputs": [],
      "source": [
        "# Settings for A100 - For 3090 \n",
        "MICRO_BATCH_SIZE = 8  # change to 4 for 3090\n",
        "BATCH_SIZE = 128\n",
        "GRADIENT_ACCUMULATION_STEPS = BATCH_SIZE // MICRO_BATCH_SIZE\n",
        "EPOCHS = 2  # paper uses 3\n",
        "LEARNING_RATE = 2e-5  \n",
        "CUTOFF_LEN = 256  \n",
        "LORA_R = 4\n",
        "LORA_ALPHA = 16\n",
        "LORA_DROPOUT = 0.05"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wZSJQ3PtDQVU",
        "outputId": "8cf777d8-db84-42cb-e608-f7ebd7db714b"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Overriding torch_dtype=None with `torch_dtype=torch.float16` due to requirements of `bitsandbytes` to enable model loading in mixed int8. Either pass torch_dtype=torch.float16 or don't pass this argument at all to remove this warning.\n"
          ]
        }
      ],
      "source": [
        "tokenizer = AutoTokenizer.from_pretrained(\"EleutherAI/gpt-j-6B\",\n",
        "                                          add_eos_token=True, \n",
        "                                          )\n",
        "\n",
        "model = GPTJForCausalLM.from_pretrained(\"EleutherAI/gpt-j-6B\",\n",
        "                                  load_in_8bit=True,\n",
        "                                  device_map=\"auto\", \n",
        "                                  )\n",
        "\n",
        "\n",
        "model = prepare_model_for_int8_training(model, use_gradient_checkpointing=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 86,
          "referenced_widgets": [
            "5ec9f548f5744d5ca1d336b710313ff5",
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        },
        "id": "eS4jUAJpDf-u",
        "outputId": "c7738c81-ea0f-46e9-d4d2-34d314acd861"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "WARNING:datasets.builder:Found cached dataset json (/root/.cache/huggingface/datasets/json/default-7c5f4c414aac8b85/0.0.0/0f7e3662623656454fcd2b650f34e886a7db4b9104504885bd462096cc7a9f51)\n"
          ]
        },
        {
          "data": {
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              "model_id": "5ec9f548f5744d5ca1d336b710313ff5",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "config = LoraConfig(\n",
        "    r=LORA_R,\n",
        "    lora_alpha=LORA_ALPHA,\n",
        "    target_modules=[\"q_proj\", \"v_proj\"],\n",
        "    lora_dropout=LORA_DROPOUT,\n",
        "    bias=\"none\",\n",
        "    task_type=\"CAUSAL_LM\",\n",
        ")\n",
        "model = get_peft_model(model, config)\n",
        "tokenizer.pad_token_id = 0  # unk. we want this to be different from the eos token\n",
        "\n",
        "data = load_dataset(\"json\", data_files=\"./AlpacaDataCleaned/alpaca_data_cleaned.json\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17,
          "referenced_widgets": [
            "8f2a044f50e64f33a5b2e21b7392d813",
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            "2c9479ffb8b541f998d25a2e939c3c3b",
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        },
        "id": "2jWp32UaDy1E",
        "outputId": "022b409e-b1f8-4de7-d1c2-4274235235b8"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8f2a044f50e64f33a5b2e21b7392d813",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/51759 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "\n",
        "\n",
        "data = data.shuffle().map(\n",
        "    lambda data_point: tokenizer(\n",
        "        generate_prompt(data_point),\n",
        "        truncation=True,\n",
        "        max_length=CUTOFF_LEN,\n",
        "        padding=\"max_length\",\n",
        "    )\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f8iz9ku1FIIW",
        "outputId": "7e2cf2b8-352c-41d5-bd80-cccdcc8789e5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['instruction', 'input', 'output', 'input_ids', 'attention_mask'],\n",
              "        num_rows: 51759\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "zlw7IxfUED0a",
        "outputId": "5568868b-2fc4-4bdc-c7e7-7a2e8899ad77"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "You're using a GPT2TokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n",
            "/usr/local/lib/python3.9/dist-packages/bitsandbytes/autograd/_functions.py:298: UserWarning: MatMul8bitLt: inputs will be cast from torch.float32 to float16 during quantization\n",
            "  warnings.warn(f\"MatMul8bitLt: inputs will be cast from {A.dtype} to float16 during quantization\")\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='808' max='808' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [808/808 8:16:25, Epoch 1/2]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>2.388600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>2.304100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>2.346200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>2.333000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>2.279800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>2.342900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>2.302400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8</td>\n",
              "      <td>2.416300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9</td>\n",
              "      <td>2.345600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>10</td>\n",
              "      <td>2.326400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>11</td>\n",
              "      <td>2.336200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>12</td>\n",
              "      <td>2.328300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>13</td>\n",
              "      <td>2.366700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>14</td>\n",
              "      <td>2.338900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>15</td>\n",
              "      <td>2.222900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>16</td>\n",
              "      <td>2.420900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>17</td>\n",
              "      <td>2.276300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>18</td>\n",
              "      <td>2.342000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>19</td>\n",
              "      <td>2.275200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>20</td>\n",
              "      <td>2.287300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>21</td>\n",
              "      <td>2.387500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>22</td>\n",
              "      <td>2.216600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>23</td>\n",
              "      <td>2.320200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>24</td>\n",
              "      <td>2.325000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>25</td>\n",
              "      <td>2.348600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>26</td>\n",
              "      <td>2.318100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>27</td>\n",
              "      <td>2.241800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>28</td>\n",
              "      <td>2.394900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>29</td>\n",
              "      <td>2.238700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>30</td>\n",
              "      <td>2.314900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>31</td>\n",
              "      <td>2.369300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>32</td>\n",
              "      <td>2.240500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>33</td>\n",
              "      <td>2.322300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>34</td>\n",
              "      <td>2.260800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>35</td>\n",
              "      <td>2.279200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>36</td>\n",
              "      <td>2.295200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>37</td>\n",
              "      <td>2.273000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>38</td>\n",
              "      <td>2.236500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>39</td>\n",
              "      <td>2.288900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>40</td>\n",
              "      <td>2.233800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>41</td>\n",
              "      <td>2.296700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>42</td>\n",
              "      <td>2.280100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>43</td>\n",
              "      <td>2.303900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>44</td>\n",
              "      <td>2.312400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>45</td>\n",
              "      <td>2.279600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>46</td>\n",
              "      <td>2.173900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>47</td>\n",
              "      <td>2.276300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>48</td>\n",
              "      <td>2.231300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>49</td>\n",
              "      <td>2.325500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>50</td>\n",
              "      <td>2.214200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>51</td>\n",
              "      <td>2.172100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>52</td>\n",
              "      <td>2.236700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>53</td>\n",
              "      <td>2.180900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>54</td>\n",
              "      <td>2.193500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>55</td>\n",
              "      <td>2.261700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>56</td>\n",
              "      <td>2.228300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>57</td>\n",
              "      <td>2.192900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>58</td>\n",
              "      <td>2.249700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>59</td>\n",
              "      <td>2.192600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>60</td>\n",
              "      <td>2.126600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>61</td>\n",
              "      <td>2.077800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>62</td>\n",
              "      <td>2.181200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>63</td>\n",
              "      <td>2.141000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>64</td>\n",
              "      <td>2.119800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>65</td>\n",
              "      <td>2.140500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>66</td>\n",
              "      <td>2.111800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>67</td>\n",
              "      <td>2.034400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>68</td>\n",
              "      <td>2.080200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>69</td>\n",
              "      <td>1.986600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>70</td>\n",
              "      <td>2.174000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>71</td>\n",
              "      <td>2.058900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>72</td>\n",
              "      <td>1.967100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>73</td>\n",
              "      <td>1.966800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>74</td>\n",
              "      <td>1.950000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>75</td>\n",
              "      <td>1.902400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>76</td>\n",
              "      <td>1.963300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>77</td>\n",
              "      <td>1.948400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>78</td>\n",
              "      <td>1.950300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>79</td>\n",
              "      <td>1.901600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>80</td>\n",
              "      <td>1.912700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>81</td>\n",
              "      <td>1.855000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>82</td>\n",
              "      <td>1.882800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>83</td>\n",
              "      <td>1.849200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>84</td>\n",
              "      <td>1.834700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>85</td>\n",
              "      <td>1.789700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>86</td>\n",
              "      <td>1.768300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>87</td>\n",
              "      <td>1.812900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>88</td>\n",
              "      <td>1.699800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>89</td>\n",
              "      <td>1.705000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>90</td>\n",
              "      <td>1.682600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>91</td>\n",
              "      <td>1.677800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>92</td>\n",
              "      <td>1.660000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>93</td>\n",
              "      <td>1.645200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>94</td>\n",
              "      <td>1.637100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>95</td>\n",
              "      <td>1.653300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>96</td>\n",
              "      <td>1.613700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>97</td>\n",
              "      <td>1.578800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>98</td>\n",
              "      <td>1.525600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>99</td>\n",
              "      <td>1.543200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>100</td>\n",
              "      <td>1.518400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>101</td>\n",
              "      <td>1.473000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>102</td>\n",
              "      <td>1.527200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>103</td>\n",
              "      <td>1.515800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>104</td>\n",
              "      <td>1.452000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>105</td>\n",
              "      <td>1.407700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>106</td>\n",
              "      <td>1.423000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>107</td>\n",
              "      <td>1.404800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>108</td>\n",
              "      <td>1.451500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>109</td>\n",
              "      <td>1.402500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>110</td>\n",
              "      <td>1.384900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>111</td>\n",
              "      <td>1.338300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>112</td>\n",
              "      <td>1.383800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>113</td>\n",
              "      <td>1.312200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>114</td>\n",
              "      <td>1.303800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>115</td>\n",
              "      <td>1.328600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>116</td>\n",
              "      <td>1.323500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>117</td>\n",
              "      <td>1.302900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>118</td>\n",
              "      <td>1.319600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>119</td>\n",
              "      <td>1.367100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>120</td>\n",
              "      <td>1.330100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>121</td>\n",
              "      <td>1.334500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>122</td>\n",
              "      <td>1.303500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>123</td>\n",
              "      <td>1.327100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>124</td>\n",
              "      <td>1.323900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>125</td>\n",
              "      <td>1.298400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>126</td>\n",
              "      <td>1.342300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>127</td>\n",
              "      <td>1.326300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>128</td>\n",
              "      <td>1.308400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>129</td>\n",
              "      <td>1.308700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>130</td>\n",
              "      <td>1.374400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>131</td>\n",
              "      <td>1.270800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>132</td>\n",
              "      <td>1.212500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>133</td>\n",
              "      <td>1.295600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>134</td>\n",
              "      <td>1.236000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>135</td>\n",
              "      <td>1.271300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>136</td>\n",
              "      <td>1.212500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>137</td>\n",
              "      <td>1.273100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>138</td>\n",
              "      <td>1.250900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>139</td>\n",
              "      <td>1.289500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>140</td>\n",
              "      <td>1.271700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>141</td>\n",
              "      <td>1.248000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>142</td>\n",
              "      <td>1.270800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>143</td>\n",
              "      <td>1.193400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>144</td>\n",
              "      <td>1.174700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>145</td>\n",
              "      <td>1.239100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>146</td>\n",
              "      <td>1.193000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>147</td>\n",
              "      <td>1.209400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>148</td>\n",
              "      <td>1.218700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>149</td>\n",
              "      <td>1.219300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>150</td>\n",
              "      <td>1.200400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>151</td>\n",
              "      <td>1.230600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>152</td>\n",
              "      <td>1.219200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>153</td>\n",
              "      <td>1.166200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>154</td>\n",
              "      <td>1.210100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>155</td>\n",
              "      <td>1.253300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>156</td>\n",
              "      <td>1.141200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>157</td>\n",
              "      <td>1.275300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>158</td>\n",
              "      <td>1.230400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>159</td>\n",
              "      <td>1.248200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>160</td>\n",
              "      <td>1.162800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>161</td>\n",
              "      <td>1.216800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>162</td>\n",
              "      <td>1.209300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>163</td>\n",
              "      <td>1.224300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>164</td>\n",
              "      <td>1.184700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>165</td>\n",
              "      <td>1.266300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>166</td>\n",
              "      <td>1.136000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>167</td>\n",
              "      <td>1.194200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>168</td>\n",
              "      <td>1.200700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>169</td>\n",
              "      <td>1.238500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>170</td>\n",
              "      <td>1.243300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>171</td>\n",
              "      <td>1.166100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>172</td>\n",
              "      <td>1.189800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>173</td>\n",
              "      <td>1.215400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>174</td>\n",
              "      <td>1.177800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>175</td>\n",
              "      <td>1.165200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>176</td>\n",
              "      <td>1.216400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>177</td>\n",
              "      <td>1.228600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>178</td>\n",
              "      <td>1.194400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>179</td>\n",
              "      <td>1.184400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>180</td>\n",
              "      <td>1.169700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>181</td>\n",
              "      <td>1.238400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>182</td>\n",
              "      <td>1.171000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>183</td>\n",
              "      <td>1.187900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>184</td>\n",
              "      <td>1.264500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>185</td>\n",
              "      <td>1.210600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>186</td>\n",
              "      <td>1.205600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>187</td>\n",
              "      <td>1.163000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>188</td>\n",
              "      <td>1.240000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>189</td>\n",
              "      <td>1.184800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>190</td>\n",
              "      <td>1.186200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>191</td>\n",
              "      <td>1.169800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>192</td>\n",
              "      <td>1.247000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>193</td>\n",
              "      <td>1.236100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>194</td>\n",
              "      <td>1.162300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>195</td>\n",
              "      <td>1.208200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>196</td>\n",
              "      <td>1.187000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>197</td>\n",
              "      <td>1.191300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>198</td>\n",
              "      <td>1.210800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>199</td>\n",
              "      <td>1.147200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>200</td>\n",
              "      <td>1.261100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>201</td>\n",
              "      <td>1.166700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>202</td>\n",
              "      <td>1.183600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>203</td>\n",
              "      <td>1.213800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>204</td>\n",
              "      <td>1.162400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>205</td>\n",
              "      <td>1.162100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>206</td>\n",
              "      <td>1.220100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>207</td>\n",
              "      <td>1.186200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>208</td>\n",
              "      <td>1.228300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>209</td>\n",
              "      <td>1.210200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>210</td>\n",
              "      <td>1.127100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>211</td>\n",
              "      <td>1.234400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>212</td>\n",
              "      <td>1.086700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>213</td>\n",
              "      <td>1.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>214</td>\n",
              "      <td>1.130500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>215</td>\n",
              "      <td>1.212800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>216</td>\n",
              "      <td>1.191200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>217</td>\n",
              "      <td>1.152000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>218</td>\n",
              "      <td>1.146900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>219</td>\n",
              "      <td>1.181900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>220</td>\n",
              "      <td>1.162700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>221</td>\n",
              "      <td>1.118800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>222</td>\n",
              "      <td>1.188800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>223</td>\n",
              "      <td>1.152900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>224</td>\n",
              "      <td>1.157800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>225</td>\n",
              "      <td>1.185800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>226</td>\n",
              "      <td>1.236400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>227</td>\n",
              "      <td>1.178700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>228</td>\n",
              "      <td>1.177200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>229</td>\n",
              "      <td>1.163500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>230</td>\n",
              "      <td>1.136100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>231</td>\n",
              "      <td>1.231600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>232</td>\n",
              "      <td>1.196300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>233</td>\n",
              "      <td>1.091700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>234</td>\n",
              "      <td>1.174700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>235</td>\n",
              "      <td>1.187600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>236</td>\n",
              "      <td>1.179200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>237</td>\n",
              "      <td>1.205800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>238</td>\n",
              "      <td>1.171700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>239</td>\n",
              "      <td>1.123500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>240</td>\n",
              "      <td>1.164700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>241</td>\n",
              "      <td>1.184700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>242</td>\n",
              "      <td>1.122800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>243</td>\n",
              "      <td>1.170800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>244</td>\n",
              "      <td>1.219900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>245</td>\n",
              "      <td>1.216000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>246</td>\n",
              "      <td>1.180900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>247</td>\n",
              "      <td>1.167200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>248</td>\n",
              "      <td>1.145300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>249</td>\n",
              "      <td>1.174900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>250</td>\n",
              "      <td>1.188100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>251</td>\n",
              "      <td>1.155700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>252</td>\n",
              "      <td>1.091800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>253</td>\n",
              "      <td>1.155200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>254</td>\n",
              "      <td>1.175300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>255</td>\n",
              "      <td>1.225600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>256</td>\n",
              "      <td>1.161500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>257</td>\n",
              "      <td>1.159100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>258</td>\n",
              "      <td>1.143600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>259</td>\n",
              "      <td>1.155100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>260</td>\n",
              "      <td>1.159800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>261</td>\n",
              "      <td>1.128100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>262</td>\n",
              "      <td>1.176000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>263</td>\n",
              "      <td>1.128200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>264</td>\n",
              "      <td>1.164400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>265</td>\n",
              "      <td>1.180900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>266</td>\n",
              "      <td>1.174400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>267</td>\n",
              "      <td>1.149300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>268</td>\n",
              "      <td>1.177100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>269</td>\n",
              "      <td>1.189800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>270</td>\n",
              "      <td>1.237400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>271</td>\n",
              "      <td>1.172200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>272</td>\n",
              "      <td>1.160300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>273</td>\n",
              "      <td>1.218800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>274</td>\n",
              "      <td>1.161100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>275</td>\n",
              "      <td>1.152200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>276</td>\n",
              "      <td>1.120600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>277</td>\n",
              "      <td>1.184500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>278</td>\n",
              "      <td>1.185100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>279</td>\n",
              "      <td>1.244600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>280</td>\n",
              "      <td>1.223900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>281</td>\n",
              "      <td>1.129100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>282</td>\n",
              "      <td>1.153600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>283</td>\n",
              "      <td>1.178600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>284</td>\n",
              "      <td>1.186800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>285</td>\n",
              "      <td>1.173900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>286</td>\n",
              "      <td>1.169500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>287</td>\n",
              "      <td>1.183200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>288</td>\n",
              "      <td>1.218300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>289</td>\n",
              "      <td>1.198000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>290</td>\n",
              "      <td>1.125300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>291</td>\n",
              "      <td>1.094700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>292</td>\n",
              "      <td>1.129000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>293</td>\n",
              "      <td>1.152200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>294</td>\n",
              "      <td>1.234900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>295</td>\n",
              "      <td>1.116500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>296</td>\n",
              "      <td>1.143700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>297</td>\n",
              "      <td>1.118500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>298</td>\n",
              "      <td>1.179900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>299</td>\n",
              "      <td>1.117900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>300</td>\n",
              "      <td>1.118700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>301</td>\n",
              "      <td>1.113400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>302</td>\n",
              "      <td>1.142600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>303</td>\n",
              "      <td>1.220200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>304</td>\n",
              "      <td>1.137400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>305</td>\n",
              "      <td>1.163200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>306</td>\n",
              "      <td>1.148300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>307</td>\n",
              "      <td>1.217400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>308</td>\n",
              "      <td>1.118700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>309</td>\n",
              "      <td>1.102700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>310</td>\n",
              "      <td>1.156200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>311</td>\n",
              "      <td>1.121100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>312</td>\n",
              "      <td>1.137500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>313</td>\n",
              "      <td>1.197300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>314</td>\n",
              "      <td>1.119900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>315</td>\n",
              "      <td>1.155900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>316</td>\n",
              "      <td>1.122700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>317</td>\n",
              "      <td>1.180000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>318</td>\n",
              "      <td>1.092100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>319</td>\n",
              "      <td>1.122300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>320</td>\n",
              "      <td>1.107400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>321</td>\n",
              "      <td>1.170300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>322</td>\n",
              "      <td>1.102000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>323</td>\n",
              "      <td>1.174000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>324</td>\n",
              "      <td>1.136200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>325</td>\n",
              "      <td>1.120100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>326</td>\n",
              "      <td>1.112600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>327</td>\n",
              "      <td>1.174700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>328</td>\n",
              "      <td>1.101500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>329</td>\n",
              "      <td>1.127400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>330</td>\n",
              "      <td>1.113800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>331</td>\n",
              "      <td>1.141800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>332</td>\n",
              "      <td>1.157400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>333</td>\n",
              "      <td>1.136900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>334</td>\n",
              "      <td>1.159100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>335</td>\n",
              "      <td>1.197800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>336</td>\n",
              "      <td>1.185400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>337</td>\n",
              "      <td>1.194900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>338</td>\n",
              "      <td>1.134200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>339</td>\n",
              "      <td>1.157100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>340</td>\n",
              "      <td>1.190900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>341</td>\n",
              "      <td>1.064400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>342</td>\n",
              "      <td>1.131700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>343</td>\n",
              "      <td>1.150200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>344</td>\n",
              "      <td>1.163900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>345</td>\n",
              "      <td>1.162800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>346</td>\n",
              "      <td>1.175400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>347</td>\n",
              "      <td>1.230100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>348</td>\n",
              "      <td>1.140000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>349</td>\n",
              "      <td>1.145600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>350</td>\n",
              "      <td>1.169600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>351</td>\n",
              "      <td>1.190900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>352</td>\n",
              "      <td>1.178900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>353</td>\n",
              "      <td>1.101500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>354</td>\n",
              "      <td>1.173600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>355</td>\n",
              "      <td>1.143600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>356</td>\n",
              "      <td>1.160600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>357</td>\n",
              "      <td>1.154100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>358</td>\n",
              "      <td>1.159900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>359</td>\n",
              "      <td>1.175600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>360</td>\n",
              "      <td>1.158700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>361</td>\n",
              "      <td>1.106300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>362</td>\n",
              "      <td>1.108200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>363</td>\n",
              "      <td>1.182900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>364</td>\n",
              "      <td>1.113100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>365</td>\n",
              "      <td>1.107900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>366</td>\n",
              "      <td>1.200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>367</td>\n",
              "      <td>1.171200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>368</td>\n",
              "      <td>1.208000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>369</td>\n",
              "      <td>1.099800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>370</td>\n",
              "      <td>1.124700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>371</td>\n",
              "      <td>1.167500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>372</td>\n",
              "      <td>1.176200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>373</td>\n",
              "      <td>1.157700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>374</td>\n",
              "      <td>1.141400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>375</td>\n",
              "      <td>1.099400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>376</td>\n",
              "      <td>1.196800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>377</td>\n",
              "      <td>1.173700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>378</td>\n",
              "      <td>1.122100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>379</td>\n",
              "      <td>1.105500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>380</td>\n",
              "      <td>1.169600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>381</td>\n",
              "      <td>1.183400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>382</td>\n",
              "      <td>1.175000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>383</td>\n",
              "      <td>1.135000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>384</td>\n",
              "      <td>1.136300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>385</td>\n",
              "      <td>1.122200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>386</td>\n",
              "      <td>1.111600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>387</td>\n",
              "      <td>1.103700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>388</td>\n",
              "      <td>1.142900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>389</td>\n",
              "      <td>1.150900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>390</td>\n",
              "      <td>1.118300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>391</td>\n",
              "      <td>1.076400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>392</td>\n",
              "      <td>1.094200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>393</td>\n",
              "      <td>1.165300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>394</td>\n",
              "      <td>1.174900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>395</td>\n",
              "      <td>1.083300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>396</td>\n",
              "      <td>1.136400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>397</td>\n",
              "      <td>1.165600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>398</td>\n",
              "      <td>1.124000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>399</td>\n",
              "      <td>1.160100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>400</td>\n",
              "      <td>1.133700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>401</td>\n",
              "      <td>1.114500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>402</td>\n",
              "      <td>1.137700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>403</td>\n",
              "      <td>1.134900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>404</td>\n",
              "      <td>1.125900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>405</td>\n",
              "      <td>1.103500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>406</td>\n",
              "      <td>1.116300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>407</td>\n",
              "      <td>1.095200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>408</td>\n",
              "      <td>1.113900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>409</td>\n",
              "      <td>1.074900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>410</td>\n",
              "      <td>1.107000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>411</td>\n",
              "      <td>1.121800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>412</td>\n",
              "      <td>1.157000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>413</td>\n",
              "      <td>1.159000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>414</td>\n",
              "      <td>1.119400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>415</td>\n",
              "      <td>1.159900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>416</td>\n",
              "      <td>1.093300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>417</td>\n",
              "      <td>1.084700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>418</td>\n",
              "      <td>1.115700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>419</td>\n",
              "      <td>1.191200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>420</td>\n",
              "      <td>1.132300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>421</td>\n",
              "      <td>1.173900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>422</td>\n",
              "      <td>1.108400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>423</td>\n",
              "      <td>1.188100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>424</td>\n",
              "      <td>1.190300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>425</td>\n",
              "      <td>1.146900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>426</td>\n",
              "      <td>1.200100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>427</td>\n",
              "      <td>1.085300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>428</td>\n",
              "      <td>1.115400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>429</td>\n",
              "      <td>1.167200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>430</td>\n",
              "      <td>1.120700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>431</td>\n",
              "      <td>1.147900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>432</td>\n",
              "      <td>1.172300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>433</td>\n",
              "      <td>1.152500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>434</td>\n",
              "      <td>1.123800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>435</td>\n",
              "      <td>1.088700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>436</td>\n",
              "      <td>1.162400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>437</td>\n",
              "      <td>1.160600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>438</td>\n",
              "      <td>1.125200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>439</td>\n",
              "      <td>1.127200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>440</td>\n",
              "      <td>1.080000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>441</td>\n",
              "      <td>1.150900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>442</td>\n",
              "      <td>1.133800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>443</td>\n",
              "      <td>1.147600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>444</td>\n",
              "      <td>1.151000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>445</td>\n",
              "      <td>1.121300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>446</td>\n",
              "      <td>1.179000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>447</td>\n",
              "      <td>1.122300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>448</td>\n",
              "      <td>1.164800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>449</td>\n",
              "      <td>1.135200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>450</td>\n",
              "      <td>1.111100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>451</td>\n",
              "      <td>1.129600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>452</td>\n",
              "      <td>1.142600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>453</td>\n",
              "      <td>1.103700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>454</td>\n",
              "      <td>1.160600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>455</td>\n",
              "      <td>1.161900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>456</td>\n",
              "      <td>1.104500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>457</td>\n",
              "      <td>1.142100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>458</td>\n",
              "      <td>1.120900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>459</td>\n",
              "      <td>1.162700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>460</td>\n",
              "      <td>1.092400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>461</td>\n",
              "      <td>1.200600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>462</td>\n",
              "      <td>1.099600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>463</td>\n",
              "      <td>1.174000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>464</td>\n",
              "      <td>1.136500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>465</td>\n",
              "      <td>1.110500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>466</td>\n",
              "      <td>1.083400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>467</td>\n",
              "      <td>1.203600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>468</td>\n",
              "      <td>1.129800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>469</td>\n",
              "      <td>1.170200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>470</td>\n",
              "      <td>1.144000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>471</td>\n",
              "      <td>1.099600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>472</td>\n",
              "      <td>1.139600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>473</td>\n",
              "      <td>1.043400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>474</td>\n",
              "      <td>1.140100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>475</td>\n",
              "      <td>1.196600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>476</td>\n",
              "      <td>1.157700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>477</td>\n",
              "      <td>1.172200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>478</td>\n",
              "      <td>1.159000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>479</td>\n",
              "      <td>1.108100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>480</td>\n",
              "      <td>1.118000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>481</td>\n",
              "      <td>1.107700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>482</td>\n",
              "      <td>1.096200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>483</td>\n",
              "      <td>1.146100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>484</td>\n",
              "      <td>1.152800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>485</td>\n",
              "      <td>1.088700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>486</td>\n",
              "      <td>1.100500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>487</td>\n",
              "      <td>1.134100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>488</td>\n",
              "      <td>1.110800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>489</td>\n",
              "      <td>1.085200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>490</td>\n",
              "      <td>1.139700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>491</td>\n",
              "      <td>1.090600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>492</td>\n",
              "      <td>1.196100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>493</td>\n",
              "      <td>1.142800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>494</td>\n",
              "      <td>1.134300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>495</td>\n",
              "      <td>1.071600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>496</td>\n",
              "      <td>1.135500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>497</td>\n",
              "      <td>1.108400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>498</td>\n",
              "      <td>1.155600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>499</td>\n",
              "      <td>1.119900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>500</td>\n",
              "      <td>1.186900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>501</td>\n",
              "      <td>1.129800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>502</td>\n",
              "      <td>1.145000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>503</td>\n",
              "      <td>1.156000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>504</td>\n",
              "      <td>1.178100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>505</td>\n",
              "      <td>1.152100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>506</td>\n",
              "      <td>1.101400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>507</td>\n",
              "      <td>1.112100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>508</td>\n",
              "      <td>1.103900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>509</td>\n",
              "      <td>1.162200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>510</td>\n",
              "      <td>1.137300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>511</td>\n",
              "      <td>1.138700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>512</td>\n",
              "      <td>1.114600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>513</td>\n",
              "      <td>1.187500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>514</td>\n",
              "      <td>1.136600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>515</td>\n",
              "      <td>1.176300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>516</td>\n",
              "      <td>1.116500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>517</td>\n",
              "      <td>1.132700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>518</td>\n",
              "      <td>1.131700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>519</td>\n",
              "      <td>1.157600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>520</td>\n",
              "      <td>1.115500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>521</td>\n",
              "      <td>1.129700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>522</td>\n",
              "      <td>1.154500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>523</td>\n",
              "      <td>1.148100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>524</td>\n",
              "      <td>1.155300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>525</td>\n",
              "      <td>1.117100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>526</td>\n",
              "      <td>1.132600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>527</td>\n",
              "      <td>1.080600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>528</td>\n",
              "      <td>1.129600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>529</td>\n",
              "      <td>1.117400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>530</td>\n",
              "      <td>1.134800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>531</td>\n",
              "      <td>1.121800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>532</td>\n",
              "      <td>1.112100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>533</td>\n",
              "      <td>1.091400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>534</td>\n",
              "      <td>1.105300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>535</td>\n",
              "      <td>1.089100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>536</td>\n",
              "      <td>1.185100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>537</td>\n",
              "      <td>1.101000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>538</td>\n",
              "      <td>1.122700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>539</td>\n",
              "      <td>1.114100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>540</td>\n",
              "      <td>1.124500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>541</td>\n",
              "      <td>1.111400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>542</td>\n",
              "      <td>1.183100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>543</td>\n",
              "      <td>1.056000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>544</td>\n",
              "      <td>1.158400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>545</td>\n",
              "      <td>1.098400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>546</td>\n",
              "      <td>1.148400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>547</td>\n",
              "      <td>1.154100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>548</td>\n",
              "      <td>1.144400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>549</td>\n",
              "      <td>1.126300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>550</td>\n",
              "      <td>1.142200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>551</td>\n",
              "      <td>1.117300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>552</td>\n",
              "      <td>1.144800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>553</td>\n",
              "      <td>1.131300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>554</td>\n",
              "      <td>1.139200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>555</td>\n",
              "      <td>1.063300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>556</td>\n",
              "      <td>1.132400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>557</td>\n",
              "      <td>1.174400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>558</td>\n",
              "      <td>1.129500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>559</td>\n",
              "      <td>1.123000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>560</td>\n",
              "      <td>1.115800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>561</td>\n",
              "      <td>1.134200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>562</td>\n",
              "      <td>1.152300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>563</td>\n",
              "      <td>1.145200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>564</td>\n",
              "      <td>1.134300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>565</td>\n",
              "      <td>1.142100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>566</td>\n",
              "      <td>1.179200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>567</td>\n",
              "      <td>1.100800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>568</td>\n",
              "      <td>1.133500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>569</td>\n",
              "      <td>1.148600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>570</td>\n",
              "      <td>1.151000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>571</td>\n",
              "      <td>1.096900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>572</td>\n",
              "      <td>1.040100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>573</td>\n",
              "      <td>1.105600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>574</td>\n",
              "      <td>1.135800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>575</td>\n",
              "      <td>1.119600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>576</td>\n",
              "      <td>1.123800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>577</td>\n",
              "      <td>1.047700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>578</td>\n",
              "      <td>1.162700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>579</td>\n",
              "      <td>1.113700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>580</td>\n",
              "      <td>1.155800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>581</td>\n",
              "      <td>1.111500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>582</td>\n",
              "      <td>1.066600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>583</td>\n",
              "      <td>1.152000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>584</td>\n",
              "      <td>1.168200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>585</td>\n",
              "      <td>1.166400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>586</td>\n",
              "      <td>1.161200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>587</td>\n",
              "      <td>1.135500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>588</td>\n",
              "      <td>1.088800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>589</td>\n",
              "      <td>1.056200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>590</td>\n",
              "      <td>1.122800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>591</td>\n",
              "      <td>1.163000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>592</td>\n",
              "      <td>1.140500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>593</td>\n",
              "      <td>1.169500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>594</td>\n",
              "      <td>1.124700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>595</td>\n",
              "      <td>1.095300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>596</td>\n",
              "      <td>1.083800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>597</td>\n",
              "      <td>1.128400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>598</td>\n",
              "      <td>1.165300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>599</td>\n",
              "      <td>1.132300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>600</td>\n",
              "      <td>1.141400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>601</td>\n",
              "      <td>1.059400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>602</td>\n",
              "      <td>1.159800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>603</td>\n",
              "      <td>1.072200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>604</td>\n",
              "      <td>1.148800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>605</td>\n",
              "      <td>1.127500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>606</td>\n",
              "      <td>1.101400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>607</td>\n",
              "      <td>1.095000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>608</td>\n",
              "      <td>1.022200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>609</td>\n",
              "      <td>1.068300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>610</td>\n",
              "      <td>1.164000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>611</td>\n",
              "      <td>1.141400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>612</td>\n",
              "      <td>1.051800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>613</td>\n",
              "      <td>1.106200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>614</td>\n",
              "      <td>1.135900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>615</td>\n",
              "      <td>1.120900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>616</td>\n",
              "      <td>1.177600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>617</td>\n",
              "      <td>1.118400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>618</td>\n",
              "      <td>1.140900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>619</td>\n",
              "      <td>1.142800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>620</td>\n",
              "      <td>1.108700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>621</td>\n",
              "      <td>1.099900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>622</td>\n",
              "      <td>1.138400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>623</td>\n",
              "      <td>1.195100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>624</td>\n",
              "      <td>1.095700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>625</td>\n",
              "      <td>1.119300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>626</td>\n",
              "      <td>1.132000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>627</td>\n",
              "      <td>1.108500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>628</td>\n",
              "      <td>1.172300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>629</td>\n",
              "      <td>1.147200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>630</td>\n",
              "      <td>1.067500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>631</td>\n",
              "      <td>1.136200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>632</td>\n",
              "      <td>1.163800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>633</td>\n",
              "      <td>1.173200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>634</td>\n",
              "      <td>1.134100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>635</td>\n",
              "      <td>1.130400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>636</td>\n",
              "      <td>1.128900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>637</td>\n",
              "      <td>1.114600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>638</td>\n",
              "      <td>1.095900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>639</td>\n",
              "      <td>1.135500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>640</td>\n",
              "      <td>1.189800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>641</td>\n",
              "      <td>1.121000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>642</td>\n",
              "      <td>1.153800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>643</td>\n",
              "      <td>1.123500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>644</td>\n",
              "      <td>1.109500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>645</td>\n",
              "      <td>1.142900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>646</td>\n",
              "      <td>1.126500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>647</td>\n",
              "      <td>1.088100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>648</td>\n",
              "      <td>1.156600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>649</td>\n",
              "      <td>1.111700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>650</td>\n",
              "      <td>1.147100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>651</td>\n",
              "      <td>1.158500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>652</td>\n",
              "      <td>1.110100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>653</td>\n",
              "      <td>1.174000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>654</td>\n",
              "      <td>1.192300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>655</td>\n",
              "      <td>1.105300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>656</td>\n",
              "      <td>1.101300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>657</td>\n",
              "      <td>1.161900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>658</td>\n",
              "      <td>1.076300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>659</td>\n",
              "      <td>1.138400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>660</td>\n",
              "      <td>1.135300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>661</td>\n",
              "      <td>1.153600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>662</td>\n",
              "      <td>1.146100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>663</td>\n",
              "      <td>1.151300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>664</td>\n",
              "      <td>1.060400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>665</td>\n",
              "      <td>1.121800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>666</td>\n",
              "      <td>1.124300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>667</td>\n",
              "      <td>1.131500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>668</td>\n",
              "      <td>1.170100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>669</td>\n",
              "      <td>1.112500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>670</td>\n",
              "      <td>1.153900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>671</td>\n",
              "      <td>1.046200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>672</td>\n",
              "      <td>1.080000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>673</td>\n",
              "      <td>1.069000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>674</td>\n",
              "      <td>1.177700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>675</td>\n",
              "      <td>1.121000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>676</td>\n",
              "      <td>1.150300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>677</td>\n",
              "      <td>1.147300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>678</td>\n",
              "      <td>1.172800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>679</td>\n",
              "      <td>1.129500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>680</td>\n",
              "      <td>1.202700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>681</td>\n",
              "      <td>1.131300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>682</td>\n",
              "      <td>1.170800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>683</td>\n",
              "      <td>1.185000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>684</td>\n",
              "      <td>1.087700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>685</td>\n",
              "      <td>1.131500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>686</td>\n",
              "      <td>1.122000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>687</td>\n",
              "      <td>1.124600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>688</td>\n",
              "      <td>1.113400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>689</td>\n",
              "      <td>1.136200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>690</td>\n",
              "      <td>1.123800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>691</td>\n",
              "      <td>1.188600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>692</td>\n",
              "      <td>1.064700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>693</td>\n",
              "      <td>1.128300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>694</td>\n",
              "      <td>1.061100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>695</td>\n",
              "      <td>1.236500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>696</td>\n",
              "      <td>1.086500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>697</td>\n",
              "      <td>1.094800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>698</td>\n",
              "      <td>1.127100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>699</td>\n",
              "      <td>1.078000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>700</td>\n",
              "      <td>1.176600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>701</td>\n",
              "      <td>1.100000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>702</td>\n",
              "      <td>1.077400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>703</td>\n",
              "      <td>1.137400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>704</td>\n",
              "      <td>1.159000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>705</td>\n",
              "      <td>1.114000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>706</td>\n",
              "      <td>1.165000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>707</td>\n",
              "      <td>1.034800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>708</td>\n",
              "      <td>1.098300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>709</td>\n",
              "      <td>1.161600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>710</td>\n",
              "      <td>1.130400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>711</td>\n",
              "      <td>1.126000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>712</td>\n",
              "      <td>1.176200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>713</td>\n",
              "      <td>1.107700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>714</td>\n",
              "      <td>1.140000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>715</td>\n",
              "      <td>1.101400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>716</td>\n",
              "      <td>1.145500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>717</td>\n",
              "      <td>1.104400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>718</td>\n",
              "      <td>1.110000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>719</td>\n",
              "      <td>1.121400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>720</td>\n",
              "      <td>1.115400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>721</td>\n",
              "      <td>1.080900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>722</td>\n",
              "      <td>1.165000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>723</td>\n",
              "      <td>1.155800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>724</td>\n",
              "      <td>1.154800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>725</td>\n",
              "      <td>1.113100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>726</td>\n",
              "      <td>1.117300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>727</td>\n",
              "      <td>1.149400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>728</td>\n",
              "      <td>1.077200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>729</td>\n",
              "      <td>1.094000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>730</td>\n",
              "      <td>1.121500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>731</td>\n",
              "      <td>1.078800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>732</td>\n",
              "      <td>1.095100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>733</td>\n",
              "      <td>1.143000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>734</td>\n",
              "      <td>1.110000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>735</td>\n",
              "      <td>1.130500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>736</td>\n",
              "      <td>1.132100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>737</td>\n",
              "      <td>1.091100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>738</td>\n",
              "      <td>1.151300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>739</td>\n",
              "      <td>1.144500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>740</td>\n",
              "      <td>1.083800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>741</td>\n",
              "      <td>1.166300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>742</td>\n",
              "      <td>1.144800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>743</td>\n",
              "      <td>1.170600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>744</td>\n",
              "      <td>1.178700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>745</td>\n",
              "      <td>1.130900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>746</td>\n",
              "      <td>1.101000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>747</td>\n",
              "      <td>1.121100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>748</td>\n",
              "      <td>1.180600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>749</td>\n",
              "      <td>1.138300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>750</td>\n",
              "      <td>1.094200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>751</td>\n",
              "      <td>1.050600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>752</td>\n",
              "      <td>1.129600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>753</td>\n",
              "      <td>1.098300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>754</td>\n",
              "      <td>1.081600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>755</td>\n",
              "      <td>1.150000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>756</td>\n",
              "      <td>1.150800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>757</td>\n",
              "      <td>1.135100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>758</td>\n",
              "      <td>1.136400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>759</td>\n",
              "      <td>1.146600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>760</td>\n",
              "      <td>1.128500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>761</td>\n",
              "      <td>1.133200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>762</td>\n",
              "      <td>1.087300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>763</td>\n",
              "      <td>1.073800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>764</td>\n",
              "      <td>1.156100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>765</td>\n",
              "      <td>1.124300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>766</td>\n",
              "      <td>1.095200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>767</td>\n",
              "      <td>1.157400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>768</td>\n",
              "      <td>1.183300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>769</td>\n",
              "      <td>1.127700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>770</td>\n",
              "      <td>1.098000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>771</td>\n",
              "      <td>1.149000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>772</td>\n",
              "      <td>1.071000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>773</td>\n",
              "      <td>1.124600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>774</td>\n",
              "      <td>1.130100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>775</td>\n",
              "      <td>1.146100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>776</td>\n",
              "      <td>1.061200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>777</td>\n",
              "      <td>1.166700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>778</td>\n",
              "      <td>1.109800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>779</td>\n",
              "      <td>1.078500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "</table><p>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/bitsandbytes/autograd/_functions.py:298: UserWarning: MatMul8bitLt: inputs will be cast from torch.float32 to float16 during quantization\n",
            "  warnings.warn(f\"MatMul8bitLt: inputs will be cast from {A.dtype} to float16 during quantization\")\n"
          ]
        }
      ],
      "source": [
        "\n",
        "trainer = transformers.Trainer(\n",
        "    model=model,\n",
        "    train_dataset=data[\"train\"],\n",
        "    args=transformers.TrainingArguments(\n",
        "        per_device_train_batch_size=MICRO_BATCH_SIZE,\n",
        "        gradient_accumulation_steps=GRADIENT_ACCUMULATION_STEPS,\n",
        "        warmup_steps=100,\n",
        "        num_train_epochs=EPOCHS,\n",
        "        learning_rate=LEARNING_RATE,\n",
        "        fp16=True,\n",
        "        logging_steps=1,\n",
        "        output_dir=\"lora-dolly\",\n",
        "        save_total_limit=3,\n",
        "    ),\n",
        "    data_collator=transformers.DataCollatorForLanguageModeling(tokenizer, mlm=False),\n",
        ")\n",
        "model.config.use_cache = False\n",
        "trainer.train(resume_from_checkpoint=False)\n",
        "\n",
        "model.save_pretrained(\"gptj6b-lora-dolly\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        },
        "id": "jaHvPdAUERM5",
        "outputId": "eb7cae00-b11e-4124-ce29-558aabd7906c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Token is valid.\n",
            "Your token has been saved in your configured git credential helpers (store).\n",
            "Your token has been saved to /root/.cache/huggingface/token\n",
            "Login successful\n"
          ]
        }
      ],
      "source": [
        "from huggingface_hub import notebook_login\n",
        "\n",
        "notebook_login()"
      ]
    },
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      "outputs": [
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              "version_major": 2,
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              "adapter_model.bin:   0%|          | 0.00/7.38M [00:00<?, ?B/s]"
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              "model_id": "b2006d7eb1ff484b9ad4c38823968800",
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              "Upload 1 LFS files:   0%|          | 0/1 [00:00<?, ?it/s]"
            ]
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        },
        {
          "data": {
            "text/plain": [
              "CommitInfo(commit_url='https://huggingface.co/samwit/dolly-lora/commit/cf5418849e8711af5cefea64722a83f53a0d366f', commit_message='Upload model', commit_description='', oid='cf5418849e8711af5cefea64722a83f53a0d366f', pr_url=None, pr_revision=None, pr_num=None)"
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