Evaluate_Phi_multi_steps_reasoning.ipynb

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  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/menouarazib/llm/blob/main/Evaluate_Phi_multi_steps_reasoning.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2gL3zVGkiKqJ",
        "outputId": "e9838357-3e02-42ac-e021-6bd81cc50310"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m507.1/507.1 kB\u001b[0m \u001b[31m8.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m14.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m9.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m14.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  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",
            "  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[32m270.9/270.9 kB\u001b[0m \u001b[31m7.1 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",
            "  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[32m79.8/79.8 kB\u001b[0m \u001b[31m3.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for trl (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!pip install -q datasets tqdm\n",
        "\n",
        "# Install peft, transformers, and trl from Github\n",
        "!pip install -q git+https://github.com/huggingface/transformers\n",
        "!pip install -q git+https://github.com/huggingface/peft\n",
        "!pip install -q git+https://github.com/huggingface/trl"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "# Load dataset from the hub\n",
        "dataset = load_dataset(\"gsm8k\", 'main')\n",
        "eval_dataset = dataset['test']\n",
        "\n",
        "print(eval_dataset)"
      ],
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        "outputId": "3e1ac268-1602-4e29-fbdd-b18f2f699755"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
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            "text/plain": [
              "Downloading readme:   0%|          | 0.00/7.94k [00:00<?, ?B/s]"
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              "Downloading data:   0%|          | 0.00/2.31M [00:00<?, ?B/s]"
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              "Downloading data:   0%|          | 0.00/419k [00:00<?, ?B/s]"
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        {
          "output_type": "display_data",
          "data": {
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              "Generating train split:   0%|          | 0/7473 [00:00<?, ? examples/s]"
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        {
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            "text/plain": [
              "Generating test split:   0%|          | 0/1319 [00:00<?, ? examples/s]"
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        {
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          "text": [
            "Dataset({\n",
            "    features: ['question', 'answer'],\n",
            "    num_rows: 1319\n",
            "})\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "from peft import AutoPeftModelForCausalLM\n",
        "from transformers import AutoTokenizer, pipeline\n",
        "\n",
        "# Specify the model ID\n",
        "peft_model_id = \"Menouar/phi-2-basic-maths\"\n",
        "\n",
        "# Load Model with PEFT adapter\n",
        "model = AutoPeftModelForCausalLM.from_pretrained(\n",
        "  peft_model_id,\n",
        "  device_map=\"auto\",\n",
        "  torch_dtype=torch.float16\n",
        ")\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(peft_model_id)\n",
        "\n",
        "pipe = pipeline(\"text-generation\", model=model, tokenizer=tokenizer)"
      ],
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          "metadata": {}
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        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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          "metadata": {}
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        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
            "The model 'PeftModelForCausalLM' is not supported for text-generation. Supported models are ['BartForCausalLM', 'BertLMHeadModel', 'BertGenerationDecoder', 'BigBirdForCausalLM', 'BigBirdPegasusForCausalLM', 'BioGptForCausalLM', 'BlenderbotForCausalLM', 'BlenderbotSmallForCausalLM', 'BloomForCausalLM', 'CamembertForCausalLM', 'LlamaForCausalLM', 'CodeGenForCausalLM', 'CpmAntForCausalLM', 'CTRLLMHeadModel', 'Data2VecTextForCausalLM', 'ElectraForCausalLM', 'ErnieForCausalLM', 'FalconForCausalLM', 'FuyuForCausalLM', 'GitForCausalLM', 'GPT2LMHeadModel', 'GPT2LMHeadModel', 'GPTBigCodeForCausalLM', 'GPTNeoForCausalLM', 'GPTNeoXForCausalLM', 'GPTNeoXJapaneseForCausalLM', 'GPTJForCausalLM', 'LlamaForCausalLM', 'MarianForCausalLM', 'MBartForCausalLM', 'MegaForCausalLM', 'MegatronBertForCausalLM', 'MistralForCausalLM', 'MixtralForCausalLM', 'MptForCausalLM', 'MusicgenForCausalLM', 'MvpForCausalLM', 'OpenLlamaForCausalLM', 'OpenAIGPTLMHeadModel', 'OPTForCausalLM', 'PegasusForCausalLM', 'PersimmonForCausalLM', 'PhiForCausalLM', 'PLBartForCausalLM', 'ProphetNetForCausalLM', 'QDQBertLMHeadModel', 'Qwen2ForCausalLM', 'ReformerModelWithLMHead', 'RemBertForCausalLM', 'RobertaForCausalLM', 'RobertaPreLayerNormForCausalLM', 'RoCBertForCausalLM', 'RoFormerForCausalLM', 'RwkvForCausalLM', 'Speech2Text2ForCausalLM', 'TransfoXLLMHeadModel', 'TrOCRForCausalLM', 'WhisperForCausalLM', 'XGLMForCausalLM', 'XLMWithLMHeadModel', 'XLMProphetNetForCausalLM', 'XLMRobertaForCausalLM', 'XLMRobertaXLForCausalLM', 'XLNetLMHeadModel', 'XmodForCausalLM'].\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from tqdm import tqdm\n",
        "\n",
        "result_sep = '####'\n",
        "not_clear_answers = 0\n",
        "\n",
        "def get_final_result(gen_answer):\n",
        "    if result_sep in gen_answer:\n",
        "        l = gen_answer.split(result_sep)\n",
        "        for item in l[1:]:  # Skip the first item, as it is before the first '####'\n",
        "            item = item.strip()  # Remove leading and trailing whitespace\n",
        "            if item != '' and item != '\\n':\n",
        "                return item\n",
        "    return None\n",
        "\n",
        "def add_prompt(sample, use_prompt):\n",
        "    if use_prompt:\n",
        "        return f\"{sample['question']}\\n\\nGiven that the model is trained on grade school math problems, let's approach this step by step:\\n\"\n",
        "    else:\n",
        "        return sample['question']\n",
        "\n",
        "\n",
        "def evaluate(sample):\n",
        "    prompt = add_prompt(sample, False)\n",
        "    answer = sample[\"answer\"]\n",
        "    outputs = pipe(prompt, max_new_tokens=256, do_sample=False, eos_token_id=pipe.tokenizer.eos_token_id, pad_token_id=pipe.tokenizer.pad_token_id)\n",
        "    predicted_answer = outputs[0]['generated_text']\n",
        "    true_value = get_final_result(answer)\n",
        "    predicted_value = get_final_result(predicted_answer)\n",
        "    print(f\"True value: {true_value} => Predicted value: {predicted_value}\")\n",
        "\n",
        "    if predicted_value is None:\n",
        "      global not_clear_answers  # Access global variable here\n",
        "      not_clear_answers += 1\n",
        "      return 0\n",
        "    elif true_value in predicted_value:\n",
        "        return 1\n",
        "    else:\n",
        "      return 0\n",
        "\n",
        "success_rate = []\n",
        "number_of_eval_samples = len(eval_dataset)\n",
        "\n",
        "# iterate over eval dataset and predict\n",
        "for s in tqdm(eval_dataset.select(range(number_of_eval_samples))):\n",
        "    success_rate.append(evaluate(s))\n",
        "\n",
        "# compute accuracy\n",
        "accuracy = sum(success_rate)/len(success_rate)\n",
        "not_clear_answers_ratio = not_clear_answers/len(success_rate)\n",
        "\n",
        "print(f\"Accuracy: {accuracy*100:.2f}%\")\n",
        "print(f\"Unclear answers: {not_clear_answers_ratio*100:.2f}%\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zbAb62hqiaq6",
        "outputId": "79078f2e-021e-42e6-a8b3-52e0ff014c41"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "  0%|          | 1/1319 [00:18<6:46:35, 18.51s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 18 => Predicted value: 20\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  0%|          | 2/1319 [00:33<6:06:47, 16.71s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 3 => Predicted value: 6 bolts\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  0%|          | 3/1319 [00:49<5:59:15, 16.38s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 70000 => Predicted value: 45,000 is his profit\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  0%|          | 4/1319 [01:05<5:50:07, 15.98s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 540 => Predicted value: 540 meters per week\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  0%|          | 5/1319 [01:20<5:44:43, 15.74s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 20 => Predicted value: 20 cups of feed.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  0%|          | 6/1319 [01:36<5:43:37, 15.70s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 64 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|          | 7/1319 [01:51<5:43:18, 15.70s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 260 => Predicted value: 300 sheep\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|          | 8/1319 [02:07<5:42:09, 15.66s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 160 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
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          "text": [
            "\r  1%|          | 9/1319 [02:23<5:41:41, 15.65s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 45 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
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          "text": [
            "\r  1%|          | 10/1319 [02:39<5:43:03, 15.72s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 460 => Predicted value: 460\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/pipelines/base.py:1157: UserWarning: You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset\n",
            "  warnings.warn(\n",
            "  1%|          | 11/1319 [02:54<5:41:42, 15.67s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 366 => Predicted value: 450 downloads\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|          | 12/1319 [03:10<5:41:25, 15.67s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 694 => Predicted value: 754\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|          | 13/1319 [03:26<5:42:53, 15.75s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 13 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|          | 14/1319 [03:41<5:41:09, 15.69s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 18 => Predicted value: 24 vacuum cleaners\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|          | 15/1319 [03:57<5:40:29, 15.67s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 60 => Predicted value: 40%\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|          | 16/1319 [04:13<5:44:45, 15.88s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 125 => Predicted value: 221 is higher than $5000, so he should not choose the jewelry purchase plan.\n",
            "Therefore, the merchant should choose the electronic gadgets purchase plan.\n",
            "The merchant will make a profit of $96 - $8000 = $<<96-8000=-7904>>-7904 if he chooses the electronic gadgets purchase plan.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|▏         | 17/1319 [04:29<5:42:39, 15.79s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 230 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|▏         | 18/1319 [04:44<5:41:39, 15.76s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 57500 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  1%|▏         | 19/1319 [05:00<5:42:57, 15.83s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 7 => Predicted value: 49 dozens of eggs\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 20/1319 [05:16<5:41:07, 15.76s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 6 => Predicted value: 2/3 miles per hour\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 21/1319 [05:31<5:38:31, 15.65s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 15 => Predicted value: 5 liters of water\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 22/1319 [05:48<5:41:06, 15.78s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 14 => Predicted value: 30 years ago, Raymond was 50 - 30 = <<50-30=20>>20 years old.\n",
            "Raymond was born 6 years before Samantha, so Raymond was 44 - 6 = <<44-6=38>>38 years old when his son was born.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 23/1319 [06:03<5:38:49, 15.69s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 7 => Predicted value: 8 DVDs\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 24/1319 [06:19<5:37:19, 15.63s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 8 => Predicted value: 2 centimeters\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 25/1319 [06:35<5:40:06, 15.77s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 26 => Predicted value: 24\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 26/1319 [06:50<5:38:27, 15.71s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 2 => Predicted value: 2 boxes of pizza\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 27/1319 [07:06<5:36:41, 15.64s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 243 => Predicted value: 214\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 28/1319 [07:22<5:39:01, 15.76s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 16 => Predicted value: 16.00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 29/1319 [07:37<5:36:39, 15.66s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 25 => Predicted value: 15 miles\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 30/1319 [07:53<5:36:02, 15.64s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 104 => Predicted value: 71 dollars\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 31/1319 [08:15<6:19:00, 17.66s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 109 => Predicted value: 11 years from now, Allen will be 11 years old.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  2%|▏         | 32/1319 [08:34<6:24:16, 17.92s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 80 => Predicted value: 66,000 jelly beans / 3 friends = <<66000/3=22000>>22,000 jelly beans/friend\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 33/1319 [08:49<6:09:49, 17.25s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 35 => Predicted value: 35*7=<<35*7=245>>245 hours\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 34/1319 [09:05<5:57:57, 16.71s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 70 => Predicted value: 110\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 35/1319 [09:21<5:53:38, 16.53s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 23 => Predicted value: 498 jewels\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 36/1319 [09:36<5:46:41, 16.21s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 9 => Predicted value: 9 points\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 37/1319 [09:53<5:48:48, 16.32s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 75 => Predicted value: 75.00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 38/1319 [10:09<5:46:28, 16.23s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 2 => Predicted value: 19 lego sets left\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 39/1319 [10:24<5:40:43, 15.97s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 10 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 40/1319 [10:40<5:37:42, 15.84s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 18 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 41/1319 [10:56<5:39:47, 15.95s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 8 => Predicted value: 8 years old\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 42/1319 [11:12<5:38:20, 15.90s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 200 => Predicted value: 2200 feet\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 43/1319 [11:27<5:35:00, 15.75s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 26 => Predicted value: 26\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 44/1319 [11:43<5:37:08, 15.87s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 48 => Predicted value: 0.375 grams\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 45/1319 [11:59<5:34:57, 15.78s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 20 => Predicted value: 18.00/20 candles = $<<18/20=.9>>.9/candle\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  3%|▎         | 46/1319 [12:15<5:36:20, 15.85s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 104 => Predicted value: 44 hours\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▎         | 47/1319 [12:31<5:37:31, 15.92s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 163 => Predicted value: 36=<<36=36>>36\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▎         | 48/1319 [12:47<5:35:04, 15.82s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 800 => Predicted value: 260 is the same as 5*40+80+20=$<<5*40+80+20=260>>260\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▎         | 49/1319 [13:02<5:32:45, 15.72s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 8 => Predicted value: 8 pieces of wire supporting tomato plants in the garden.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 50/1319 [13:18<5:34:13, 15.80s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 30 => Predicted value: 30 units are empty in the building.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 51/1319 [13:34<5:32:03, 15.71s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 294 => Predicted value: 504\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 52/1319 [13:49<5:31:45, 15.71s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 5 => Predicted value: 4.8 hours is the same as 4 hours and 48 minutes so he travels 4+48/60 = <<4+48/60=5>>5 hours\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 53/1319 [14:05<5:34:19, 15.84s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 15 => Predicted value: 15 toys\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 54/1319 [14:21<5:32:05, 15.75s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 40 => Predicted value: 120\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 55/1319 [14:36<5:30:03, 15.67s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 40 => Predicted value: 13 kittens\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 56/1319 [14:53<5:33:30, 15.84s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 14 => Predicted value: 14 bags.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 57/1319 [15:08<5:30:50, 15.73s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 3 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 58/1319 [15:24<5:29:14, 15.67s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 83 => Predicted value: 113 boxes\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  4%|▍         | 59/1319 [15:40<5:32:06, 15.81s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 57 => Predicted value: 57.00 is the final price of Stephen's groceries.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▍         | 60/1319 [15:55<5:30:03, 15.73s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 187 => Predicted value: 175 raspberries\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▍         | 61/1319 [16:11<5:28:12, 15.65s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 17 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▍         | 62/1319 [16:27<5:30:14, 15.76s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 1430 => Predicted value: 1460 is the same as 500+800+130=$<<500+800+130=1460>>1460\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▍         | 63/1319 [16:42<5:28:33, 15.70s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 25000 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▍         | 64/1319 [16:58<5:27:04, 15.64s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 1596 => Predicted value: 2*$140 = $<<2*140=280>>280\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▍         | 65/1319 [17:14<5:29:44, 15.78s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 300 => Predicted value: 28 miles\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▌         | 66/1319 [17:29<5:27:03, 15.66s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 36 => Predicted value: 84 hours\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▌         | 67/1319 [17:45<5:25:50, 15.62s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 48 => Predicted value: 24 people\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▌         | 68/1319 [18:01<5:28:33, 15.76s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 595 => Predicted value: 375\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▌         | 69/1319 [18:17<5:27:07, 15.70s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 36 => Predicted value: 36 teachers\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▌         | 70/1319 [18:32<5:24:54, 15.61s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 60 => Predicted value: 60\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▌         | 71/1319 [18:48<5:27:54, 15.76s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 7425 => Predicted value: 495.00 x 7 = $<<495*7=3555.00>>3555.00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  5%|▌         | 72/1319 [19:04<5:27:17, 15.75s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 60 => Predicted value: 60 instructions\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 73/1319 [19:19<5:23:47, 15.59s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 221 => Predicted value: 221\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 74/1319 [19:35<5:24:23, 15.63s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 255 => Predicted value: 255 is the amount she will pay each month.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 75/1319 [19:50<5:22:22, 15.55s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 88 => Predicted value: 89.61 rounded to the nearest dollar is $90.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 76/1319 [20:05<5:20:34, 15.47s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 60 => Predicted value: 80 square footage\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 77/1319 [20:21<5:19:10, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 5 => Predicted value: 1.64 bags of dog food, she will need to buy 2 bags of dog food.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 78/1319 [20:36<5:18:12, 15.39s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 100 => Predicted value: 700 pounds of laundry\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 79/1319 [20:51<5:16:27, 15.31s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 6 => Predicted value: 6 flowers at the better price is $6/3 = $<<6/3=2>>2.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 80/1319 [21:06<5:13:58, 15.20s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 70 => Predicted value: 70\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 81/1319 [21:22<5:16:31, 15.34s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 10 => Predicted value: 6 liters of water left.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▌         | 82/1319 [21:37<5:13:40, 15.21s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 17 => Predicted value: 17 stickers\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▋         | 83/1319 [21:52<5:12:56, 15.19s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 623 => Predicted value: 248 pounds\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▋         | 84/1319 [22:08<5:16:30, 15.38s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 600 => Predicted value: 600 thorns\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  6%|▋         | 85/1319 [22:23<5:15:09, 15.32s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 15 => Predicted value: 15 games\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 86/1319 [22:38<5:14:47, 15.32s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 44 => Predicted value: 8116 quilt blocks\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 87/1319 [22:54<5:18:18, 15.50s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 22 => Predicted value: 10 times\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 88/1319 [23:10<5:18:49, 15.54s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 9360 => Predicted value: 618\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 89/1319 [23:25<5:16:29, 15.44s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 8000 => Predicted value: 8000 records\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 90/1319 [23:40<5:14:27, 15.35s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 24 => Predicted value: 32\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 91/1319 [23:56<5:17:59, 15.54s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 225 => Predicted value: 250 pounds of potato salad.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 92/1319 [24:11<5:15:28, 15.43s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 28 => Predicted value: 28 pets\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 93/1319 [24:26<5:13:18, 15.33s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 4 => Predicted value: 3 years old is Jackson.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 94/1319 [24:42<5:15:28, 15.45s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 36 => Predicted value: 15.3 seconds per hurdle.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 95/1319 [24:57<5:13:44, 15.38s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 348 => Predicted value: 288 pets\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 96/1319 [25:12<5:12:11, 15.32s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 40 => Predicted value: 40 girls are not in the girl scout.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 97/1319 [25:28<5:13:23, 15.39s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 3 => Predicted value: 3 hours\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  7%|▋         | 98/1319 [25:43<5:13:49, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 12 => Predicted value: 12 tomatoes\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 99/1319 [25:59<5:13:30, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 5 => Predicted value: 0.5 is 1/2 of a car, so 1/2 * 2 = <<0.5*2=1>>1 car drove through the traffic jam in the first 15 minutes.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 100/1319 [26:14<5:13:42, 15.44s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 58 => Predicted value: 22 potted plants\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 101/1319 [26:30<5:13:56, 15.47s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 175 => Predicted value: 206 doorbell rings in all.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 102/1319 [26:45<5:11:50, 15.37s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 6 => Predicted value: 63 pages/day\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 103/1319 [27:00<5:11:04, 15.35s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 26 => Predicted value: 91 glasses of water a week\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 104/1319 [27:16<5:13:14, 15.47s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 140 => Predicted value: 280 minutes\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 105/1319 [27:31<5:10:59, 15.37s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 500 => Predicted value: 750 pieces\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 106/1319 [27:47<5:10:19, 15.35s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 20 => Predicted value: 20 cookies\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 107/1319 [28:02<5:12:51, 15.49s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 72 => Predicted value: 288 cubic inches\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 108/1319 [28:18<5:11:19, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 3 => Predicted value: 10 episodes of 30\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 109/1319 [28:33<5:09:37, 15.35s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 50 => Predicted value: 25 cookies were baked last year.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 110/1319 [28:49<5:11:48, 15.47s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 28 => Predicted value: 28.00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 111/1319 [29:04<5:11:57, 15.49s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 45 => Predicted value: 45 rolls up long.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  8%|▊         | 112/1319 [29:19<5:10:28, 15.43s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 16 => Predicted value: 8 liters\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▊         | 113/1319 [29:35<5:09:30, 15.40s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 24 => Predicted value: 24 times a day.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▊         | 114/1319 [29:51<5:11:46, 15.52s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 25 => Predicted value: 25 flowers\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▊         | 115/1319 [30:06<5:09:33, 15.43s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 6 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 116/1319 [30:21<5:09:13, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 90 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 117/1319 [30:37<5:10:54, 15.52s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 42 => Predicted value: 42 teaspoons of sugar\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 118/1319 [30:52<5:09:33, 15.47s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 360 => Predicted value: 360\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 119/1319 [31:08<5:08:06, 15.41s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 4 => Predicted value: 2 containers were imported on the second day.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 120/1319 [31:23<5:09:49, 15.50s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 95200 => Predicted value: 56000\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 121/1319 [31:38<5:07:52, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 240 => Predicted value: 240 sheets of paper every month.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 122/1319 [31:54<5:07:29, 15.41s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 27 => Predicted value: 23 fruits\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 123/1319 [32:10<5:10:22, 15.57s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 48 => Predicted value: 56 hours\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 124/1319 [32:25<5:08:16, 15.48s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 50 => Predicted value: 50 miles.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r  9%|▉         | 125/1319 [32:40<5:06:34, 15.41s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 10 => Predicted value: 130 letters\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|▉         | 126/1319 [32:56<5:06:44, 15.43s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 10 => Predicted value: 8 spoons\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|▉         | 127/1319 [33:12<5:08:52, 15.55s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 82 => Predicted value: 44 sausages\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|▉         | 128/1319 [33:27<5:06:53, 15.46s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 120 => Predicted value: 120 friends\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|▉         | 129/1319 [33:42<5:06:11, 15.44s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 880 => Predicted value: 362$\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|▉         | 130/1319 [33:58<5:08:14, 15.55s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 10000 => Predicted value: 70,000/500=<<70000/500=140>>140 visits\n",
            "So they make a profit of 70,000/140=<<70000/140=500>>500 from each visit\n",
            "So they make a profit of 500*500=$<<500*500=250000>>250,000 from these visits\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|▉         | 131/1319 [34:13<5:06:37, 15.49s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 30 => Predicted value: 50 elves\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 132/1319 [34:29<5:04:26, 15.39s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 940 => Predicted value: 940\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 133/1319 [34:44<5:06:24, 15.50s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 60 => Predicted value: 40 tickets\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 134/1319 [35:00<5:04:34, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 13 => Predicted value: 49 miles\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 135/1319 [35:15<5:03:11, 15.36s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 720 => Predicted value: 720\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 136/1319 [35:31<5:05:34, 15.50s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 40 => Predicted value: 15=5+3*20-5\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 137/1319 [35:46<5:04:27, 15.45s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 6 => Predicted value: 6 female unicorns\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 10%|█         | 138/1319 [36:01<5:03:08, 15.40s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 29 => Predicted value: 29.00\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 139/1319 [36:17<5:02:58, 15.41s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 105 => Predicted value: 105 questions\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 140/1319 [36:32<5:03:33, 15.45s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 70 => Predicted value: 70 = p\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 141/1319 [36:47<5:02:11, 15.39s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 20 => Predicted value: 20%\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 142/1319 [37:03<5:01:55, 15.39s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 400 => Predicted value: 175*2=<<175*2=350>>350 worker bees.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 143/1319 [37:19<5:03:36, 15.49s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 140 => Predicted value: 140 is the amount of money Jordan would earn if he spent his video game time working.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 144/1319 [37:34<5:01:29, 15.40s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 16 => Predicted value: 23.4\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 145/1319 [37:49<5:00:16, 15.35s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 20 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 146/1319 [38:05<5:02:55, 15.50s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 4000 => Predicted value: 400 pineapples\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 147/1319 [38:20<5:01:16, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 2,125 => Predicted value: 2225 blocks\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█         | 148/1319 [38:35<4:59:55, 15.37s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 75 => Predicted value: 15 bees\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█▏        | 149/1319 [38:51<5:02:42, 15.52s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 30 => Predicted value: 22\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█▏        | 150/1319 [39:07<5:03:02, 15.55s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 16 => Predicted value: 16 friends\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 11%|█▏        | 151/1319 [39:22<5:01:18, 15.48s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 4 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 152/1319 [39:37<5:00:16, 15.44s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 5 => Predicted value: 5 dollars\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 153/1319 [39:53<5:01:33, 15.52s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 4 => Predicted value: 4 cookies\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 154/1319 [40:08<4:59:44, 15.44s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 48 => Predicted value: 40 fries\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 155/1319 [40:24<4:58:19, 15.38s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 272 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 156/1319 [40:40<5:01:39, 15.56s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 280 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 157/1319 [40:55<5:00:44, 15.53s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 1400 => Predicted value: 1400 bananas\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 158/1319 [41:10<4:59:19, 15.47s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 80 => Predicted value: 200 yards\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 159/1319 [41:26<5:01:04, 15.57s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 34 => Predicted value: 36\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 160/1319 [41:42<4:59:00, 15.48s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 15 => Predicted value: 15 tadpoles\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 161/1319 [41:57<4:57:35, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 16 => Predicted value: 16 feet\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 162/1319 [42:13<5:00:09, 15.57s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 32 => Predicted value: 49 fish were they able to get.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 163/1319 [42:28<4:57:43, 15.45s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 92 => Predicted value: 56 marbles\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 12%|█▏        | 164/1319 [42:43<4:57:12, 15.44s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 50 => Predicted value: 55\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 165/1319 [42:59<4:57:24, 15.46s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 15 => Predicted value: 75\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 166/1319 [43:15<4:58:40, 15.54s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 77 => Predicted value: 354 €\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 167/1319 [43:30<4:56:16, 15.43s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 5 => Predicted value: 5 times\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 168/1319 [43:45<4:55:43, 15.42s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 16 => Predicted value: 16 years old\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 169/1319 [44:01<4:58:47, 15.59s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 18 => Predicted value: 18 dollars\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 170/1319 [44:16<4:57:01, 15.51s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 120 => Predicted value: 40 miles.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 171/1319 [44:32<4:54:40, 15.40s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 150 => Predicted value: 150/15=<<150/15=10>>10 uniform costs $150\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 172/1319 [44:47<4:56:43, 15.52s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 1210 => Predicted value: 1210 spider legs\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 173/1319 [45:03<4:54:22, 15.41s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 51 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 174/1319 [45:18<4:51:57, 15.30s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 18000 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 175/1319 [45:33<4:51:38, 15.30s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 95 => Predicted value: 20 minutes\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 176/1319 [45:48<4:51:56, 15.33s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 15 => Predicted value: None\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 177/1319 [46:03<4:50:22, 15.26s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 100 => Predicted value: 20 girls\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 13%|█▎        | 178/1319 [46:18<4:48:55, 15.19s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 350 => Predicted value: 1500$\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 14%|█▎        | 179/1319 [46:34<4:50:57, 15.31s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 122 => Predicted value: 122 crabs\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 14%|█▎        | 180/1319 [46:49<4:49:50, 15.27s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 130 => Predicted value: 130$\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r 14%|█▎        | 181/1319 [47:04<4:48:46, 15.23s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True value: 20 => Predicted value: 20 votes\n"
          ]
        }
      ]
    }
  ]
}