LSTM/text_generator_charachter_level_LSTM.ipynb

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  "metadata": {
    "orig_nbformat": 2,
    "colab": {
      "name": "text_generator_charachter_level_LSTM.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "language_info": {
      "name": "python"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Gladiator07/Natural-Language-Processing/blob/main/LSTM/text_generator_charachter_level_LSTM.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DXOfaz9WdqHK"
      },
      "source": [
        "# Text Generator with Character Level LSTM"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "piSUgYpNfzS5"
      },
      "source": [
        "Text generation using a character LSTM, specifically we want to\n",
        "generate new names as inspiration for those having a baby :) \n",
        "Although this is for name generation, the code is general in the\n",
        "way that you can just send in any large text file (shakespear text, etc)\n",
        "and it will generate it."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P0x_uSUAdqHa"
      },
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "import string\n",
        "import random\n",
        "import sys\n",
        "from torch.utils.tensorboard import SummaryWriter"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3WV2AUpDfN2D",
        "outputId": "ac230e4c-d509-4521-b394-5c626a8f40fa",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# getting data\n",
        "!pip install Unidecode\n",
        "!wget https://raw.githubusercontent.com/aladdinpersson/Machine-Learning-Collection/master/ML/Projects/text_generation_babynames/data/names.txt"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting Unidecode\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/9e/25/723487ca2a52ebcee88a34d7d1f5a4b80b793f179ee0f62d5371938dfa01/Unidecode-1.2.0-py2.py3-none-any.whl (241kB)\n",
            "\r\u001b[K     |█▍                              | 10kB 20.6MB/s eta 0:00:01\r\u001b[K     |██▊                             | 20kB 14.3MB/s eta 0:00:01\r\u001b[K     |████                            | 30kB 12.9MB/s eta 0:00:01\r\u001b[K     |█████▍                          | 40kB 12.0MB/s eta 0:00:01\r\u001b[K     |██████▉                         | 51kB 9.3MB/s eta 0:00:01\r\u001b[K     |████████▏                       | 61kB 8.3MB/s eta 0:00:01\r\u001b[K     |█████████▌                      | 71kB 9.2MB/s eta 0:00:01\r\u001b[K     |██████████▉                     | 81kB 10.2MB/s eta 0:00:01\r\u001b[K     |████████████▏                   | 92kB 9.8MB/s eta 0:00:01\r\u001b[K     |█████████████▋                  | 102kB 9.0MB/s eta 0:00:01\r\u001b[K     |███████████████                 | 112kB 9.0MB/s eta 0:00:01\r\u001b[K     |████████████████▎               | 122kB 9.0MB/s eta 0:00:01\r\u001b[K     |█████████████████▋              | 133kB 9.0MB/s eta 0:00:01\r\u001b[K     |███████████████████             | 143kB 9.0MB/s eta 0:00:01\r\u001b[K     |████████████████████▍           | 153kB 9.0MB/s eta 0:00:01\r\u001b[K     |█████████████████████▊          | 163kB 9.0MB/s eta 0:00:01\r\u001b[K     |███████████████████████         | 174kB 9.0MB/s eta 0:00:01\r\u001b[K     |████████████████████████▍       | 184kB 9.0MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▊      | 194kB 9.0MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▏    | 204kB 9.0MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▌   | 215kB 9.0MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████▉  | 225kB 9.0MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████▏| 235kB 9.0MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 245kB 9.0MB/s \n",
            "\u001b[?25hInstalling collected packages: Unidecode\n",
            "Successfully installed Unidecode-1.2.0\n",
            "--2021-04-18 16:42:30--  https://raw.githubusercontent.com/aladdinpersson/Machine-Learning-Collection/master/ML/Projects/text_generation_babynames/data/names.txt\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 7303572 (7.0M) [text/plain]\n",
            "Saving to: ‘names.txt’\n",
            "\n",
            "names.txt           100%[===================>]   6.96M  45.0MB/s    in 0.2s    \n",
            "\n",
            "2021-04-18 16:42:31 (45.0 MB/s) - ‘names.txt’ saved [7303572/7303572]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kBoc6BZK3l8X"
      },
      "source": [
        "import unidecode\n",
        "file = unidecode.unidecode(open(\"names.txt\").read())"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pbkDzmqmd-fV",
        "outputId": "4324bb56-fa61-4cd6-8d7e-c16de628e9fa",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# device configuration\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "print(device)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cuda\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mz9OCrXDd41-",
        "outputId": "901cc311-a0a3-428c-9480-1496d2f27a4b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# get charachters from string.printable\n",
        "all_characters = string.printable\n",
        "n_characters = len(all_characters)\n",
        "print(all_characters)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~ \t\n",
            "\r\u000b\f\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MvN5ePDmeC0c"
      },
      "source": [
        "class RNN(nn.Module):\n",
        "    def __init__(self, input_size, hidden_size, num_layers, output_size):\n",
        "        super(RNN, self).__init__()\n",
        "        self.hidden_size = hidden_size\n",
        "        self.num_layers = num_layers\n",
        "\n",
        "        self.embed = nn.Embedding(input_size, hidden_size)\n",
        "        self.lstm = nn.LSTM(hidden_size, hidden_size, num_layers, batch_first=True)\n",
        "        self.fc = nn.Linear(hidden_size, output_size)\n",
        "    \n",
        "    def forward(self,x,hidden,cell):\n",
        "        out = self.embed(x)\n",
        "        out, (hidden,cell) = self.lstm(out.unsqueeze(1), (hidden, cell))\n",
        "        out = self.fc(out.reshape(out.shape[0], -1))\n",
        "        return out, (hidden, cell)\n",
        "    \n",
        "    def init_hidden(self, batch_size):\n",
        "        hidden = torch.zeros(self.num_layers, batch_size, self.hidden_size).to(device)\n",
        "        cell = torch.zeros(self.num_layers, batch_size, self.hidden_size).to(device)\n",
        "        return hidden, cell"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6QLvhdRdg5_V"
      },
      "source": [
        "class Generator():\n",
        "    def __init__(self):\n",
        "        self.chunk_len = 250\n",
        "        self.num_epochs = 5000\n",
        "        self.batch_size = 1\n",
        "        self.print_every = 50\n",
        "        self.hidden_size = 256\n",
        "        self.num_layers = 2\n",
        "        self.lr = 0.003\n",
        "    \n",
        "    def char_tensor(self, string):\n",
        "        tensor = torch.zeros(len(string)).long()\n",
        "        for c in range(len(string)):\n",
        "            tensor[c] = all_characters.index(string[c])\n",
        "        return tensor\n",
        "    \n",
        "    def get_random_batch(self):\n",
        "        start_idx = random.randint(0, len(file) - self.chunk_len)\n",
        "        end_idx = start_idx + self.chunk_len + 1\n",
        "        text_str = file[start_idx:end_idx]\n",
        "        text_input = torch.zeros(self.batch_size, self.chunk_len)\n",
        "        text_target = torch.zeros(self.batch_size, self.chunk_len)\n",
        "\n",
        "        for i in range(self.batch_size):\n",
        "            text_input[i,:] = self.char_tensor(text_str[:-1])\n",
        "            text_target[i,:] = self.char_tensor(text_str[1:])\n",
        "        \n",
        "        return text_input.long(), text_target.long()\n",
        "\n",
        "    def generate(self, initial_str='A', predict_len=100, temperature=0.85):\n",
        "        hidden, cell = self.rnn.init_hidden(batch_size=self.batch_size)\n",
        "        initial_input = self.char_tensor(initial_str)\n",
        "        predicted = initial_str\n",
        "\n",
        "        last_char = initial_input[-1]\n",
        "\n",
        "        for p in range(predict_len):\n",
        "            output, (hidden, cell) = self.rnn(\n",
        "                last_char.view(1).to(device), hidden, cell\n",
        "            )\n",
        "            output_dist = output.data.view(-1).div(temperature).exp()\n",
        "            top_char = torch.multinomial(output_dist, 1)[0]\n",
        "            predicted_char = all_characters[top_char]\n",
        "            predicted += predicted_char\n",
        "            last_char = self.char_tensor(predicted_char)\n",
        "\n",
        "        return predicted\n",
        "    \n",
        "    def train(self):\n",
        "        self.rnn = RNN(n_characters, self.hidden_size, self.num_layers, n_characters).to(device)\n",
        "\n",
        "        optimizer = torch.optim.Adam(self.rnn.parameters(), lr=self.lr)\n",
        "        criterion = nn.CrossEntropyLoss()\n",
        "        writer = SummaryWriter(f'runs/names0')\n",
        "        print(\"=> Starting training\")\n",
        "\n",
        "        for epoch in range(1, self.num_epochs + 1):\n",
        "            inp, target = self.get_random_batch()\n",
        "            hidden, cell = self.rnn.init_hidden(batch_size=self.batch_size)\n",
        "            self.rnn.zero_grad()\n",
        "            loss = 0\n",
        "            inp = inp.to(device)\n",
        "            target = target.to(device)\n",
        "\n",
        "            for c in range(self.chunk_len):\n",
        "                output, (hidden,cell) = self.rnn(inp[:, c], hidden, cell)\n",
        "                loss += criterion(output, target[:, c])\n",
        "            \n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "            loss = loss.item() / self.chunk_len\n",
        "\n",
        "            if epoch % self.print_every == 0:\n",
        "                print(f'Loss: {loss}')\n",
        "                print(self.generate())\n",
        "\n",
        "            writer.add_scalar('Training loss', loss, global_step=epoch)"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OtaVWF_e21o4",
        "outputId": "7ec6dbbe-17ff-4f63-ffa6-e28fd0383c3f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "gennames = Generator()\n",
        "gennames.train()"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "=> Starting training\n",
            "Loss: 2.351725830078125\n",
            "A\n",
            "Nadie\n",
            "Tiari\n",
            "Malosa\n",
            "Barnwab\n",
            "Kasierl\n",
            "Binna\n",
            "Janhe\n",
            "Marrlta\n",
            "Jnelcucia\n",
            "Cargiet\n",
            "Riasse\n",
            "Arihan\n",
            "6silag\n",
            "r\n",
            "Rri\n",
            "Loss: 2.298428466796875\n",
            "Amine\n",
            "Jesy\n",
            "Jannen\n",
            "Jalerisn\n",
            "Barlin\n",
            "Phutbel\n",
            "Maria\n",
            "TKiery\n",
            "Ria\n",
            "Shetint\n",
            "Lened\n",
            "Ericw\n",
            "Janna\n",
            "Koxonn\n",
            "Cani\n",
            "Donn\n",
            "Loss: 2.26296533203125\n",
            "An\n",
            "Kelley\n",
            "Panelre\n",
            "Chinna\n",
            "Har\n",
            "Tarie\n",
            "Hanalio\n",
            "Neiesta\n",
            "Alficie\n",
            "Cryle\n",
            "Alereph\n",
            "Asher\n",
            "Hana\n",
            "Marina\n",
            "Lintia\n",
            "Sha\n",
            "Loss: 1.875780517578125\n",
            "And\n",
            "Daytha\n",
            "Wonta\n",
            "Ctarlino\n",
            "Mathanda\n",
            "Carista\n",
            "Alshela\n",
            "Jarredra\n",
            "Carlie\n",
            "Parla\n",
            "Anamina\n",
            "Dellina\n",
            "Tamin\n",
            "Alymie\n",
            "Loss: 2.501237548828125\n",
            "Ane\n",
            "Rwerotth\n",
            "cuutho\n",
            "Allynna\n",
            "Duyda\n",
            "Vennie\n",
            "Vondy\n",
            "Maith\n",
            "Mellice\n",
            "Calyn\n",
            "Sustee\n",
            "Frinna\n",
            "Via\n",
            "AmeR\n",
            "Arvelet\n",
            "Der\n",
            "Loss: 2.13074755859375\n",
            "Aka\n",
            "Leora\n",
            "Richas\n",
            "Loniqa\n",
            "Chlpy\n",
            "Noust\n",
            "Anmia\n",
            "Serby\n",
            "Jackre\n",
            "Junton\n",
            "Letha\n",
            "Rametta\n",
            "Hari\n",
            "Mynald\n",
            "Onda\n",
            "Nora\n",
            "Mat\n",
            "Loss: 2.122806884765625\n",
            "Adina\n",
            "Torandra\n",
            "Josania\n",
            "Kanie\n",
            "Elia\n",
            "Ka\n",
            "Carana\n",
            "Rizaleen\n",
            "Todred\n",
            "Jacquel\n",
            "Meleen\n",
            "Jace\n",
            "Irieone\n",
            "Paudaria\n",
            "Keul\n",
            "Loss: 1.793730224609375\n",
            "Arla\n",
            "Aldobe\n",
            "Trevella\n",
            "Alysan\n",
            "Josele\n",
            "Kayla\n",
            "Vally\n",
            "Kathelle\n",
            "Rickella\n",
            "Nicia\n",
            "Rayah\n",
            "Thelley\n",
            "Arnee\n",
            "Allye\n",
            "Lana\n",
            "Loss: 2.0308680419921874\n",
            "Ario\n",
            "Larleen\n",
            "Oila\n",
            "Cherrie\n",
            "Belie\n",
            "Merlip\n",
            "Phemeria\n",
            "Lora\n",
            "Gerina\n",
            "Loanne\n",
            "Krardie\n",
            "Antha\n",
            "Jeanne\n",
            "Styne\n",
            "Delishe\n",
            "Loss: 1.8785926513671876\n",
            "Amons\n",
            "Samiana\n",
            "Suney\n",
            "Chardy\n",
            "Gyeth\n",
            "Marthor\n",
            "Juliola\n",
            "Maxina\n",
            "Kengeloy\n",
            "Rowa\n",
            "Savan\n",
            "Elan\n",
            "Helleigh\n",
            "Leyla\n",
            "Lauri\n",
            "Loss: 2.254683349609375\n",
            "Aya\n",
            "Stefry\n",
            "Eviel\n",
            "Ronal\n",
            "Stede\n",
            "Heral\n",
            "Willa\n",
            "Carte\n",
            "Rosis\n",
            "Julielyn\n",
            "Brayce\n",
            "Rena\n",
            "Anna\n",
            "Scyl\n",
            "Ralen\n",
            "Ley\n",
            "Jonny\n",
            "C\n",
            "Loss: 2.0052786865234373\n",
            "Alima\n",
            "Vinna\n",
            "Bemar\n",
            "Kellad\n",
            "Lenna\n",
            "Roxeller\n",
            "Prusti\n",
            "Aldrena\n",
            "Darrin\n",
            "Guell\n",
            "Jack\n",
            "Danie\n",
            "Tran\n",
            "Rodnica\n",
            "Jayman\n",
            "Al\n",
            "Loss: 1.69554150390625\n",
            "Arce\n",
            "Lene\n",
            "Timew\n",
            "Sterence\n",
            "Grosella\n",
            "Bentean\n",
            "Welly\n",
            "Angelleen\n",
            "Alexsana\n",
            "Sona\n",
            "Hoper\n",
            "Micelle\n",
            "Alfredolyn\n",
            "Jerl\n",
            "Loss: 1.7401300048828126\n",
            "Amine\n",
            "Daya\n",
            "Alexina\n",
            "Janie\n",
            "Betharie\n",
            "Maris\n",
            "Woselina\n",
            "Alissa\n",
            "Brendo\n",
            "Mestene\n",
            "Jamie\n",
            "Nara\n",
            "Rhanda\n",
            "Lessie\n",
            "Isha\n",
            "\n",
            "Loss: 1.804029296875\n",
            "Adger\n",
            "Cara\n",
            "Doyn\n",
            "Carlina\n",
            "Preston\n",
            "Leres\n",
            "Brando\n",
            "Edmiri\n",
            "Kristi\n",
            "Clian\n",
            "Brexen\n",
            "Tanyah\n",
            "Amaro\n",
            "Malton\n",
            "Anthen\n",
            "Mo\n",
            "Loss: 1.841149658203125\n",
            "Allia\n",
            "Geordon\n",
            "Eltonia\n",
            "Eiden\n",
            "Wandy\n",
            "Conda\n",
            "Norice\n",
            "Rathen\n",
            "Cori\n",
            "Rosel\n",
            "Ayonn\n",
            "Jandie\n",
            "Bette\n",
            "Amon\n",
            "Andra\n",
            "Adigor\n",
            "Loss: 1.4791231689453126\n",
            "Aronne\n",
            "Troy\n",
            "Nicherle\n",
            "Tiera\n",
            "Cerisha\n",
            "Ernest\n",
            "Arri\n",
            "Josha\n",
            "Damilly\n",
            "Sarus\n",
            "Shanice\n",
            "Leoro\n",
            "Larold\n",
            "Iusaine\n",
            "Shanl\n",
            "Loss: 1.42306103515625\n",
            "Anne\n",
            "Edtia\n",
            "Bribette\n",
            "Juliana\n",
            "Sabay\n",
            "Leona\n",
            "Katryn\n",
            "Richard\n",
            "Lousley\n",
            "Leobert\n",
            "Pailah\n",
            "Lawrence\n",
            "Terrace\n",
            "Nahal\n",
            "\n",
            "Loss: 1.565329833984375\n",
            "Arna\n",
            "Ariana\n",
            "Waley\n",
            "Haley\n",
            "Jazmyn\n",
            "Lauren\n",
            "Natalinda\n",
            "Wandi\n",
            "Brann\n",
            "Anali\n",
            "Katherine\n",
            "Daron\n",
            "Fredsher\n",
            "Doish\n",
            "Guro\n",
            "Loss: 1.5267818603515626\n",
            "Avaiannd\n",
            "Hora\n",
            "Malla\n",
            "Alvin\n",
            "Kaire\n",
            "Bradlind\n",
            "Cadelia\n",
            "Anton\n",
            "Sadaya\n",
            "Matoria\n",
            "Marjora\n",
            "Tiana\n",
            "novano\n",
            "Lerene\n",
            "Kay\n",
            "Loss: 1.7483466796875\n",
            "Aggust\n",
            "Dugtor\n",
            "Estuni\n",
            "Alison\n",
            "Holeine\n",
            "Gayler\n",
            "Fissa\n",
            "Mamriel\n",
            "Harla\n",
            "Marthie\n",
            "Antor\n",
            "Carl\n",
            "DileCold\n",
            "Eriton\n",
            "Eri\n",
            "Loss: 1.586950439453125\n",
            "Archah\n",
            "Tami\n",
            "Shana\n",
            "Nathan\n",
            "Petry\n",
            "Nathan\n",
            "Anica\n",
            "Gloria\n",
            "Ewie\n",
            "Deylid\n",
            "Elwis\n",
            "Delisha\n",
            "Dylon\n",
            "Duana\n",
            "Brian\n",
            "Biana\n",
            "\n",
            "Loss: 1.837122802734375\n",
            "Alesque\n",
            "Georgie\n",
            "Janisetta\n",
            "Kandy\n",
            "Kali\n",
            "Hann\n",
            "Gordon\n",
            "Sandra\n",
            "Garen\n",
            "Darry\n",
            "Blana\n",
            "Mori\n",
            "Sherry\n",
            "Jonette\n",
            "Jeffrey\n",
            "Loss: 1.45577099609375\n",
            "Arra\n",
            "Lucitte\n",
            "Penny\n",
            "Lailda\n",
            "Laken\n",
            "Robert\n",
            "Alina\n",
            "Bernidi\n",
            "Danne\n",
            "Alan\n",
            "Alex\n",
            "Angelina\n",
            "Abbie\n",
            "Amada\n",
            "Audre\n",
            "Benny\n",
            "Loss: 1.4743385009765626\n",
            "Allita\n",
            "Ella\n",
            "Dora\n",
            "Even\n",
            "Kaitlynn\n",
            "Kristy\n",
            "Rovanne\n",
            "Shaana\n",
            "Angelinda\n",
            "Devyn\n",
            "Davira\n",
            "Donnetter\n",
            "Doy\n",
            "Dona\n",
            "Dona\n",
            "A\n",
            "Loss: 1.603581787109375\n",
            "AGarence\n",
            "Scallo\n",
            "Agna\n",
            "Maxila\n",
            "Freda\n",
            "Faura\n",
            "Laura\n",
            "Leigh\n",
            "Marchell\n",
            "Katharine\n",
            "Olivia\n",
            "Fronda\n",
            "Felicia\n",
            "Frances\n",
            "\n",
            "Loss: 1.3342550048828126\n",
            "Abbi\n",
            "Serah\n",
            "Teresa\n",
            "Tamara\n",
            "Savan\n",
            "Steven\n",
            "Camily\n",
            "Gailene\n",
            "Fabi\n",
            "Jacob\n",
            "Lina\n",
            "Mactie\n",
            "Daleen\n",
            "Dalory\n",
            "Lisa\n",
            "Killia\n",
            "Loss: 1.95441015625\n",
            "Armon\n",
            "Alma\n",
            "Ammary\n",
            "Albert\n",
            "Christina\n",
            "Clyler\n",
            "Christina\n",
            "Geraldo\n",
            "Cadysha\n",
            "Alyssandra\n",
            "Collie\n",
            "Clip\n",
            "Cilbert\n",
            "Co\n",
            "Loss: 1.2386962890625\n",
            "Abn\n",
            "Rene\n",
            "Richar\n",
            "Torise\n",
            "Tiana\n",
            "Stephenie\n",
            "Tarriela\n",
            "Wyndon\n",
            "Willa\n",
            "Carline\n",
            "Carley\n",
            "Ciana\n",
            "Bonnie\n",
            "Ezabeth\n",
            "Harl\n",
            "Loss: 1.464635498046875\n",
            "Alicia\n",
            "Jada\n",
            "Jackie\n",
            "Jeffery\n",
            "Esther\n",
            "Glyssa\n",
            "Borin\n",
            "Princes\n",
            "Brana\n",
            "Geas\n",
            "Georgia\n",
            "Camit\n",
            "Crystal\n",
            "Cristy\n",
            "Cha\n",
            "Ed\n",
            "Loss: 1.579604248046875\n",
            "Arice\n",
            "Yuanie\n",
            "Jimi\n",
            "Tiley\n",
            "Theodore\n",
            "Jackselaia\n",
            "Jese\n",
            "Kristina\n",
            "Willia\n",
            "Philip\n",
            "Reena\n",
            "Angela\n",
            "Conjil\n",
            "Charlo\n",
            "Cl\n",
            "Loss: 1.682359619140625\n",
            "Anas\n",
            "Beotric\n",
            "Steve\n",
            "Charlius\n",
            "Elson\n",
            "Gabry\n",
            "Guadalupe\n",
            "Leigh\n",
            "Margo\n",
            "Marian\n",
            "Ariana\n",
            "Betty\n",
            "Carlen\n",
            "Carles\n",
            "Alex\n",
            "\n",
            "Loss: 1.325727294921875\n",
            "Adorie\n",
            "Alejam\n",
            "Addiam\n",
            "Andas\n",
            "Andrew\n",
            "Andrew\n",
            "Aula\n",
            "Angelica\n",
            "Adelly\n",
            "Bryann\n",
            "Dashelyn\n",
            "Darrien\n",
            "Ernest\n",
            "Finden\n",
            "M\n",
            "Loss: 1.203304443359375\n",
            "Amilia\n",
            "Alyn\n",
            "May\n",
            "Noual\n",
            "Rachel\n",
            "Rose\n",
            "Theomar\n",
            "Shirly\n",
            "Sheila\n",
            "Shanna\n",
            "Arthur\n",
            "Edwin\n",
            "Kristine\n",
            "Natalie\n",
            "Maziel\n",
            "M\n",
            "Loss: 1.4547410888671874\n",
            "Adria\n",
            "Allyson\n",
            "Audro\n",
            "Carlton\n",
            "Copy\n",
            "Darnae\n",
            "Danneth\n",
            "Kelle\n",
            "Isabel\n",
            "Kylan\n",
            "Kent\n",
            "Kalen\n",
            "Kaitlynn\n",
            "Kenneth\n",
            "Jolina\n",
            "Loss: 1.40679296875\n",
            "Aylen\n",
            "Develin\n",
            "Deanna\n",
            "Hollie\n",
            "Gene\n",
            "Fabima\n",
            "Francesca\n",
            "Gwin\n",
            "Ramona\n",
            "Susan\n",
            "Stephania\n",
            "Beigus\n",
            "Emman\n",
            "Codie\n",
            "Feli\n",
            "Loss: 1.4240223388671875\n",
            "Armary\n",
            "Ricard\n",
            "Rosale\n",
            "Sherry\n",
            "Shelly\n",
            "Sherrie\n",
            "Terenca\n",
            "Shankie\n",
            "Shanty\n",
            "Sharla\n",
            "Terred\n",
            "Rogerio\n",
            "Rosannette\n",
            "St\n",
            "Loss: 1.2488497314453124\n",
            "Antiano\n",
            "Corrie\n",
            "Denessa\n",
            "Brandonne\n",
            "Cleyton\n",
            "Edward\n",
            "Quin\n",
            "Pearl\n",
            "Pennaure\n",
            "Wandall\n",
            "Jimmy\n",
            "Joyce\n",
            "Jackie\n",
            "Celsee\n",
            "Loss: 1.142800537109375\n",
            "Anstelinda\n",
            "Alissa\n",
            "Ann\n",
            "Madeline\n",
            "Bernady\n",
            "Cannah\n",
            "Darlena\n",
            "Dannie\n",
            "Devin\n",
            "Eben\n",
            "Kristina\n",
            "Imen\n",
            "Angela\n",
            "Daniela\n",
            "\n",
            "Loss: 1.4397369384765626\n",
            "Adrielle\n",
            "Amasha\n",
            "Alexandra\n",
            "Caryne\n",
            "Charlie\n",
            "Brad\n",
            "Theresca\n",
            "Coli\n",
            "Conia\n",
            "Carlie\n",
            "Brian\n",
            "Bill\n",
            "Darrice\n",
            "Damie\n",
            "Del\n",
            "Loss: 1.1464112548828125\n",
            "Anara\n",
            "Clara\n",
            "Derik\n",
            "Dartha\n",
            "Deila\n",
            "Kenneth\n",
            "Kaylon\n",
            "Mariael\n",
            "Mirgil\n",
            "Margueth\n",
            "Maryam\n",
            "Marlo\n",
            "Quinky\n",
            "Sally\n",
            "Rosel\n",
            "Loss: 1.1691273193359375\n",
            "Andra\n",
            "Anidan\n",
            "Bonika\n",
            "Elouston\n",
            "Chassie\n",
            "Chanter\n",
            "Ginny\n",
            "Rosemary\n",
            "Conna\n",
            "Lous\n",
            "Randaca\n",
            "Joelle\n",
            "Rayana\n",
            "Violet\n",
            "V\n",
            "Loss: 1.5209195556640625\n",
            "Antley\n",
            "Amandra\n",
            "Betty\n",
            "Babit\n",
            "Earl\n",
            "Gabry\n",
            "Martha\n",
            "Ana\n",
            "Andrea\n",
            "Amiz\n",
            "Assa\n",
            "Anne\n",
            "Ala\n",
            "Amain\n",
            "Bethany\n",
            "Bradley\n",
            "Curn\n",
            "Loss: 1.534392578125\n",
            "Abelle\n",
            "Eddie\n",
            "Emily\n",
            "Gregory\n",
            "Gui\n",
            "Heide\n",
            "Florence\n",
            "Eveor\n",
            "Sandy\n",
            "Brie\n",
            "Corrin\n",
            "Diarrot\n",
            "Edrian\n",
            "Darrell\n",
            "Dereddy\n",
            "\n",
            "Loss: 1.49039697265625\n",
            "Anya\n",
            "Bethanie\n",
            "James\n",
            "Justicia\n",
            "Vincent\n",
            "Elizabeth\n",
            "Darina\n",
            "Delonda\n",
            "Emily\n",
            "Isaac\n",
            "Kristina\n",
            "Pamela\n",
            "Rachael\n",
            "Rod\n",
            "Loss: 1.16644921875\n",
            "Anton\n",
            "Zayne\n",
            "Tomi\n",
            "Tristina\n",
            "Sagan\n",
            "Tyrahia\n",
            "Tarah\n",
            "Tony\n",
            "Brett\n",
            "Cherish\n",
            "Carrie\n",
            "Arnithnie\n",
            "Cherise\n",
            "Evan\n",
            "Lavina\n",
            "Loss: 1.4839420166015624\n",
            "Annette\n",
            "Gloria\n",
            "Maddishune\n",
            "Malaura\n",
            "Mily\n",
            "Mars\n",
            "Nealy\n",
            "Nichald\n",
            "Norma\n",
            "Royce\n",
            "Talcia\n",
            "Tammmarie\n",
            "Valine\n",
            "Alicio\n",
            "\n",
            "Loss: 1.344827880859375\n",
            "Abby\n",
            "Erik\n",
            "Iva\n",
            "Jodi\n",
            "Jerna\n",
            "Julia\n",
            "Jocelyn\n",
            "Jerry\n",
            "Janie\n",
            "Jody\n",
            "Joselyn\n",
            "Johnnya\n",
            "Johanna\n",
            "Verna\n",
            "Imani\n",
            "Jamie\n",
            "Joa\n",
            "Loss: 1.2699940185546874\n",
            "ABraelina\n",
            "Adelina\n",
            "Charino\n",
            "Jessie\n",
            "Margaret\n",
            "Marjo\n",
            "Markisha\n",
            "Marie\n",
            "Mayce\n",
            "Micheal\n",
            "Ruben\n",
            "Brace\n",
            "Emerore\n",
            "Chri\n",
            "Loss: 1.3095731201171874\n",
            "Allisa\n",
            "Andrea\n",
            "Andrea\n",
            "Adalyn\n",
            "Adam\n",
            "Averyn\n",
            "Braiden\n",
            "Broddyn\n",
            "Bora\n",
            "Efrain\n",
            "Lancey\n",
            "Tamara\n",
            "Tonia\n",
            "Autumn\n",
            "Bonda\n",
            "\n",
            "Loss: 1.4064044189453124\n",
            "Anna\n",
            "Skyler\n",
            "Craig\n",
            "Gayle\n",
            "Janice\n",
            "Junice\n",
            "Karyn\n",
            "Karissa\n",
            "Kathyry\n",
            "Lance\n",
            "Lance\n",
            "Marion\n",
            "Augustina\n",
            "Christian\n",
            "Da\n",
            "Loss: 1.26406298828125\n",
            "Anara\n",
            "Royce\n",
            "Alberta\n",
            "Mitchell\n",
            "Torri\n",
            "Bernard\n",
            "Bryce\n",
            "Breelle\n",
            "Carolyn\n",
            "Adolph\n",
            "Alox\n",
            "Anita\n",
            "Berny\n",
            "Derrick\n",
            "Desh\n",
            "Loss: 2.13823583984375\n",
            "Ala\n",
            "Ardelina\n",
            "Marita\n",
            "Melody\n",
            "Marianne\n",
            "Pearl\n",
            "Russell\n",
            "Nicholas\n",
            "Ruby\n",
            "Stephen\n",
            "Shanna\n",
            "Shaun\n",
            "Valeria\n",
            "Davyn\n",
            "Ha\n",
            "Loss: 1.6371610107421875\n",
            "A\n",
            "Anny\n",
            "Dan\n",
            "Desharia\n",
            "Dorian\n",
            "Donn\n",
            "Deric\n",
            "Destina\n",
            "Destinice\n",
            "Daisy\n",
            "Danyelle\n",
            "Emmett\n",
            "Corine\n",
            "Carolyn\n",
            "Charlie\n",
            "\n",
            "Loss: 1.2535408935546875\n",
            "Adria\n",
            "Beth\n",
            "Barry\n",
            "Cassie\n",
            "Sandyce\n",
            "Cathiel\n",
            "Carson\n",
            "Carolin\n",
            "Draver\n",
            "Damiana\n",
            "Daleb\n",
            "Dornon\n",
            "Deann\n",
            "Deshary\n",
            "Dala\n",
            "Loss: 1.1661783447265626\n",
            "Adithya\n",
            "Shayla\n",
            "Chustine\n",
            "Cecelia\n",
            "Deannette\n",
            "Kaitlin\n",
            "Liz\n",
            "Madeline\n",
            "Marian\n",
            "Peter\n",
            "Alfred\n",
            "Becky\n",
            "Caroline\n",
            "Daw\n",
            "Loss: 1.4656466064453124\n",
            "Andrew\n",
            "Beatrice\n",
            "Cori\n",
            "Caitlin\n",
            "Bonja\n",
            "Gabin\n",
            "Gailly\n",
            "Lucille\n",
            "Morgan\n",
            "Margaret\n",
            "Mary\n",
            "Mony\n",
            "Mandy\n",
            "Miranda\n",
            "Ronni\n",
            "Loss: 1.12568603515625\n",
            "Anton\n",
            "Trinis\n",
            "William\n",
            "Westce\n",
            "Jeremiah\n",
            "Urina\n",
            "Ayden\n",
            "Aya\n",
            "Saller\n",
            "Reba\n",
            "Roberto\n",
            "Alea\n",
            "Alphon\n",
            "Emma\n",
            "Dole\n",
            "Courtn\n",
            "Loss: 1.0340550537109374\n",
            "Anta\n",
            "Alexandra\n",
            "Barbara\n",
            "Betty\n",
            "Tammy\n",
            "Miki\n",
            "Atyn\n",
            "Brayden\n",
            "Carolyn\n",
            "Celeste\n",
            "Brenda\n",
            "Chastina\n",
            "Cecilia\n",
            "Christin\n",
            "Loss: 1.109796875\n",
            "Abi\n",
            "Arie\n",
            "Brittany\n",
            "Banette\n",
            "Carla\n",
            "Christie\n",
            "Conny\n",
            "Christy\n",
            "Kennika\n",
            "Kim\n",
            "Mablo\n",
            "Sally\n",
            "Chris\n",
            "Clarice\n",
            "Lilly\n",
            "La\n",
            "Loss: 1.33264453125\n",
            "Antonia\n",
            "Adrian\n",
            "Adam\n",
            "Daniel\n",
            "Dewando\n",
            "Deborah\n",
            "Dezira\n",
            "Dalija\n",
            "Emiliano\n",
            "Elma\n",
            "Grace\n",
            "Hattie\n",
            "Janise\n",
            "Jesse\n",
            "Jess\n",
            "Loss: 1.1620257568359376\n",
            "Alan\n",
            "Alexander\n",
            "Brendon\n",
            "Clay\n",
            "James\n",
            "Jasur\n",
            "Janette\n",
            "Jay\n",
            "Isa\n",
            "Isabel\n",
            "Freddy\n",
            "Frances\n",
            "Ivory\n",
            "Jayme\n",
            "Jana\n",
            "Joseph\n",
            "Loss: 1.2421748046875\n",
            "Andrea\n",
            "Ashle\n",
            "Ava\n",
            "Aryeli\n",
            "Antonia\n",
            "Carole\n",
            "Calvin\n",
            "Cisty\n",
            "Jedy\n",
            "Jeaniella\n",
            "Jessie\n",
            "Lorissa\n",
            "Lance\n",
            "Lora\n",
            "Lynni\n",
            "Ma\n",
            "Loss: 1.4208016357421875\n",
            "Andia\n",
            "Daelee\n",
            "Destiney\n",
            "Drandra\n",
            "Erik\n",
            "Karsia\n",
            "Kamina\n",
            "Keverly\n",
            "Kasay\n",
            "Kari\n",
            "Katherine\n",
            "Kailey\n",
            "Lenard\n",
            "Lynda\n",
            "Lew\n",
            "Loss: 1.095069091796875\n",
            "Amariha\n",
            "Elaine\n",
            "Esther\n",
            "Suzanne\n",
            "Christi\n",
            "Cameron\n",
            "Connie\n",
            "Delores\n",
            "Cheresa\n",
            "Dian\n",
            "Edwin\n",
            "Elezea\n",
            "Emma\n",
            "Frances\n",
            "K\n",
            "Loss: 1.1682667236328126\n",
            "Agsila\n",
            "Aaris\n",
            "Antonio\n",
            "Colly\n",
            "Dareen\n",
            "Latasha\n",
            "Linchendall\n",
            "Lydia\n",
            "Luciano\n",
            "Natalie\n",
            "Lillie\n",
            "Lorenne\n",
            "Lucia\n",
            "Shar\n",
            "Loss: 1.1667991943359375\n",
            "Arica\n",
            "Aime\n",
            "Challe\n",
            "Dandra\n",
            "Debora\n",
            "Earle\n",
            "Donnell\n",
            "Julio\n",
            "Joan\n",
            "Jon\n",
            "Judiah\n",
            "Loren\n",
            "Mackenzie\n",
            "Martha\n",
            "Micaela\n",
            "Pr\n",
            "Loss: 1.3676265869140625\n",
            "Arnk\n",
            "Anderson\n",
            "Chantel\n",
            "Colyn\n",
            "Concess\n",
            "Davis\n",
            "Donnie\n",
            "Charles\n",
            "Corrine\n",
            "Destris\n",
            "Dave\n",
            "Deron\n",
            "Drew\n",
            "Drahlie\n",
            "Derr\n",
            "Loss: 1.123934814453125\n",
            "Angela\n",
            "Alonza\n",
            "Arvan\n",
            "Bira\n",
            "Carly\n",
            "Carl\n",
            "Darleen\n",
            "Dorothy\n",
            "Duane\n",
            "Luciano\n",
            "Marie\n",
            "Melinda\n",
            "Maureen\n",
            "Many\n",
            "Matthew\n",
            "\n",
            "Loss: 1.0865853271484376\n",
            "Abelle\n",
            "Alison\n",
            "Berty\n",
            "Carina\n",
            "Carmela\n",
            "Camilla\n",
            "Chanesta\n",
            "Emily\n",
            "Hilda\n",
            "Jaymin\n",
            "Jovanna\n",
            "James\n",
            "Juanita\n",
            "Kasey\n",
            "Le\n",
            "Loss: 1.2035064697265625\n",
            "Alan\n",
            "Augustine\n",
            "Waddyn\n",
            "Alberth\n",
            "Alice\n",
            "Ann\n",
            "Adriann\n",
            "Arisannah\n",
            "Adele\n",
            "Alisa\n",
            "Alicia\n",
            "Ad\n",
            "Aristine\n",
            "Bramen\n",
            "Bobbi\n",
            "Loss: 1.4480008544921874\n",
            "Aja\n",
            "Auroh\n",
            "Catrina\n",
            "Crystal\n",
            "Elvie\n",
            "Ivon\n",
            "Rachel\n",
            "Cadrick\n",
            "Conston\n",
            "Darrel\n",
            "Debra\n",
            "Enrico\n",
            "Fred\n",
            "Hilda\n",
            "Isao\n",
            "Jene\n",
            "\n",
            "Loss: 1.144109130859375\n",
            "Andrea\n",
            "Alice\n",
            "Antonio\n",
            "Amie\n",
            "Bethany\n",
            "Clarence\n",
            "Charley\n",
            "Carlton\n",
            "Deziah\n",
            "Edith\n",
            "Emani\n",
            "Grinah\n",
            "Hazel\n",
            "Jeremiah\n",
            "J\n",
            "Loss: 1.8737694091796875\n",
            "Anton\n",
            "Alvin\n",
            "Antonio\n",
            "Gwerley\n",
            "Hale\n",
            "Claudo\n",
            "Mike\n",
            "Rickey\n",
            "Shanter\n",
            "Shantel\n",
            "Roger\n",
            "Titon\n",
            "Brie\n",
            "Blanche\n",
            "Corron\n",
            "A\n",
            "Loss: 1.1490076904296875\n",
            "AChelia\n",
            "Antoinette\n",
            "Christal\n",
            "Christian\n",
            "Tammy\n",
            "Troy\n",
            "Barrey\n",
            "Marianne\n",
            "Victor\n",
            "Aundrey\n",
            "Brisa\n",
            "Cary\n",
            "Cassie\n",
            "Che\n",
            "Loss: 1.37804345703125\n",
            "A\n",
            "Bhako\n",
            "Carmel\n",
            "Sherman\n",
            "Chimberto\n",
            "Cinthy\n",
            "Carson\n",
            "Cotte\n",
            "Jeremia\n",
            "Leichell\n",
            "Lou\n",
            "Lawrence\n",
            "Leslie\n",
            "Leigh\n",
            "Louia\n",
            "Loss: 1.5308594970703124\n",
            "Ann\n",
            "Arthur\n",
            "Rucher\n",
            "Bradley\n",
            "Jack\n",
            "Ricky\n",
            "Russett\n",
            "Rosetta\n",
            "Stella\n",
            "Traci\n",
            "Johnnie\n",
            "Tommie\n",
            "Kate\n",
            "Robyn\n",
            "Samuel\n",
            "Su\n",
            "Loss: 1.179364501953125\n",
            "Andre\n",
            "Amber\n",
            "Angeline\n",
            "Reese\n",
            "Alexis\n",
            "Andre\n",
            "Ariana\n",
            "Ashlee\n",
            "Alice\n",
            "Allian\n",
            "Alfonso\n",
            "Armand\n",
            "Amie\n",
            "Alie\n",
            "Alexandra\n",
            "Loss: 1.4058851318359376\n",
            "Aylina\n",
            "Cecily\n",
            "Jerish\n",
            "Lillian\n",
            "Meliah\n",
            "Marijane\n",
            "Rosalinda\n",
            "Breant\n",
            "Christopher\n",
            "Cecilia\n",
            "Alox\n",
            "Ezendo\n",
            "Eli\n",
            "Fel\n",
            "Loss: 1.1261099853515626\n",
            "Antio\n",
            "Anisha\n",
            "Audrey\n",
            "Asher\n",
            "Casey\n",
            "Christa\n",
            "Chanda\n",
            "Carrett\n",
            "Caroline\n",
            "Clay\n",
            "Clarenisa\n",
            "Dory\n",
            "Delma\n",
            "Damian\n",
            "Dami\n",
            "Loss: 1.2183170166015624\n",
            "Aidad\n",
            "Angel\n",
            "Aisha\n",
            "Charlene\n",
            "Crycia\n",
            "Channie\n",
            "Dani\n",
            "Carolette\n",
            "Carlie\n",
            "Cristas\n",
            "Devon\n",
            "Johnnie\n",
            "Lorenza\n",
            "Lucile\n",
            "\n",
            "Loss: 1.2133031005859376\n",
            "Andres\n",
            "Augustin\n",
            "Bertha\n",
            "Charles\n",
            "Canel\n",
            "Calmy\n",
            "Clinton\n",
            "Cody\n",
            "ess\n",
            "Elma\n",
            "Frances\n",
            "Izabeth\n",
            "Irene\n",
            "Harry\n",
            "Harrison\n",
            "Loss: 1.1231085205078124\n",
            "Andrew\n",
            "Rashanne\n",
            "Tiana\n",
            "Yaja\n",
            "Arya\n",
            "Beatrice\n",
            "Carmon\n",
            "Cecil\n",
            "Carmy\n",
            "Anthony\n",
            "Ana\n",
            "Arelia\n",
            "Robbie\n",
            "Isaac\n",
            "Indaline\n",
            "\n",
            "Loss: 1.4920186767578125\n",
            "Anastael\n",
            "Ashlynne\n",
            "Aundrea\n",
            "Charlene\n",
            "Celaria\n",
            "Christal\n",
            "Dave\n",
            "Alexie\n",
            "Valiella\n",
            "Anna\n",
            "Beth\n",
            "China\n",
            "Corinne\n",
            "Corn\n",
            "Loss: 1.2623441162109375\n",
            "Andra\n",
            "Diviem\n",
            "Lotty\n",
            "Leo\n",
            "Lucio\n",
            "Otis\n",
            "Philip\n",
            "Patric\n",
            "Rinette\n",
            "Roes\n",
            "Ree\n",
            "Rachel\n",
            "Sammy\n",
            "Selena\n",
            "Sebasa\n",
            "Tatian\n",
            "Be\n",
            "Loss: 1.9242447509765626\n",
            "ArAAdrienne\n",
            "Ana\n",
            "Amana\n",
            "Ama\n",
            "Ashlee\n",
            "Alison\n",
            "Wilfred\n",
            "Tyrell\n",
            "Anthoney\n",
            "Bob\n",
            "Bryn\n",
            "Charlotte\n",
            "Chrish\n",
            "Marshale\n",
            "Ag\n",
            "Loss: 1.2467666015625\n",
            "Armine\n",
            "Ashley\n",
            "Patricia\n",
            "Estella\n",
            "Brianna\n",
            "Lela\n",
            "Joann\n",
            "Julianne\n",
            "Kendall\n",
            "Leona\n",
            "Lynnda\n",
            "Liliana\n",
            "Loyd\n",
            "Malika\n",
            "N\n",
            "Loss: 1.0951234130859375\n",
            "Adriannelle\n",
            "Bridgette\n",
            "Cassidra\n",
            "Cathleen\n",
            "Dana\n",
            "Edina\n",
            "Lillian\n",
            "Lucianna\n",
            "Susan\n",
            "Lucia\n",
            "Patricia\n",
            "Joanne\n",
            "Kara\n",
            "\n",
            "Loss: 1.065018798828125\n",
            "Alo\n",
            "Ernest\n",
            "Jesus\n",
            "Jade\n",
            "Jeffrey\n",
            "Joanne\n",
            "Kent\n",
            "Maggie\n",
            "Mazel\n",
            "Misey\n",
            "Ruthal\n",
            "Sharon\n",
            "Carlos\n",
            "Daria\n",
            "Dewey\n",
            "Delton\n",
            "\n",
            "Loss: 1.4108560791015625\n",
            "Annett\n",
            "Angelica\n",
            "Anna\n",
            "Beverly\n",
            "Casandra\n",
            "Miley\n",
            "Cathie\n",
            "Maren\n",
            "Cheyanna\n",
            "Andre\n",
            "Camri\n",
            "Christine\n",
            "Jaren\n",
            "Kathlee\n",
            "Loss: 1.3130028076171876\n",
            "Aizael\n",
            "Aaree\n",
            "Ada\n",
            "Augustine\n",
            "Alexandra\n",
            "Alexis\n",
            "Annie\n",
            "Bertie\n",
            "Christine\n",
            "Jayne\n",
            "Julie\n",
            "Edna\n",
            "Esther\n",
            "Jacory\n",
            "Col\n",
            "Loss: 1.2182105712890625\n",
            "ASA\n",
            "Benyan\n",
            "Cathy\n",
            "Cecilia\n",
            "Cory\n",
            "Clarence\n",
            "Daryl\n",
            "Daniel\n",
            "Darlene\n",
            "David\n",
            "Desiree\n",
            "Dianne\n",
            "Erah\n",
            "Ellie\n",
            "Edward\n",
            "Gr\n",
            "Loss: 1.277319091796875\n",
            "Acielle\n",
            "Arianne\n",
            "Amanie\n",
            "Bianca\n",
            "Blysse\n",
            "Brian\n",
            "Clara\n",
            "Delora\n",
            "Felijah\n",
            "Garrick\n",
            "Louis\n",
            "Janinia\n",
            "Judith\n",
            "Kaitlyn\n",
            "\n",
            "Loss: 1.517823486328125\n",
            "Ayan\n",
            "Sally\n",
            "Ashey\n",
            "Ariel\n",
            "Alice\n",
            "Ariel\n",
            "Andrea\n",
            "Becky\n",
            "Antoinette\n",
            "Carl\n",
            "Jessie\n",
            "Lacia\n",
            "Lilian\n",
            "Lawanda\n",
            "Maria\n",
            "Mar\n",
            "Loss: 1.48343505859375\n",
            "Adaly\n",
            "Amira\n",
            "Adeline\n",
            "Annabel\n",
            "Tamara\n",
            "Anne\n",
            "Alejandro\n",
            "Bulinda\n",
            "Cassalyn\n",
            "Alaina\n",
            "Atzie\n",
            "Avabriel\n",
            "Alisia\n",
            "Allys\n",
            "Loss: 1.1942391357421875\n",
            "Alexie\n",
            "Aaila\n",
            "Jaylene\n",
            "Iris\n",
            "Helen\n",
            "Janetta\n",
            "Christine\n",
            "Cori\n",
            "Carissa\n",
            "Carissa\n",
            "Cheryl\n",
            "Christi\n",
            "Carolyn\n",
            "Carlene\n",
            "Loss: 1.3045955810546874\n",
            "Allin\n",
            "Angelina\n",
            "Annika\n",
            "Arcina\n",
            "Billey\n",
            "Brynne\n",
            "Demi\n",
            "Betty\n",
            "Charline\n",
            "Cordell\n",
            "Charlene\n",
            "Erica\n",
            "Isabellah\n",
            "Lucil\n",
            "Loss: 1.2245809326171875\n",
            "Alice\n",
            "Aileigh\n",
            "Carolyn\n",
            "Cary\n",
            "Christina\n",
            "Charlotte\n",
            "Chidra\n",
            "Danita\n",
            "Debra\n",
            "Devon\n",
            "Destiny\n",
            "Evelynn\n",
            "Elaine\n",
            "Evang\n",
            "Loss: 1.22537744140625\n",
            "Andre\n",
            "Antoe\n",
            "Antonio\n",
            "Adam\n",
            "Dianne\n",
            "Earn\n",
            "Erthua\n",
            "Genevieve\n",
            "Jeremi\n",
            "Deseana\n",
            "Hermon\n",
            "Jack\n",
            "Keith\n",
            "Louis\n",
            "Lucas\n",
            "Ed\n",
            "Loss: 0.9664733276367188\n",
            "Andi\n",
            "Aleene\n",
            "Maxine\n",
            "Kaley\n",
            "Max\n",
            "Sophie\n",
            "Ulyssa\n",
            "Annie\n",
            "Carly\n",
            "Catherine\n",
            "Carolyn\n",
            "Conttany\n",
            "Daryl\n",
            "Cathy\n",
            "Chloe\n",
            "C\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}