Topic 3 - Prompt Engineering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5f7154b4",
   "metadata": {},
   "source": [
    "## Elements of a Prompt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1c1630c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['OPENAI_API_KEY'] = 'OPENAI_API_KEY'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9fbdd87b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.\n",
      "\n",
      "Current conversation:\n",
      "{history}\n",
      "Human: {input}\n",
      "AI:\n"
     ]
    }
   ],
   "source": [
    "from langchain_openai import ChatOpenAI\n",
    "from langchain.chains import ConversationChain\n",
    "\n",
    "chat_model = ChatOpenAI()\n",
    "\n",
    "conversation_chain = ConversationChain(\n",
    "    llm = chat_model\n",
    ")\n",
    "\n",
    "\n",
    "print(conversation_chain.prompt.template)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e16329f",
   "metadata": {},
   "source": [
    "### Breaking down the elements of the prompt\n",
    "\n",
    "Here we will analyze the different elements of the prompt.\n",
    "\n",
    "`The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.\n",
    "\n",
    "Current conversation:\n",
    "{history}\n",
    "Human: {input}\n",
    "AI:`\n",
    "\n",
    "In the above prompt, \n",
    "`The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.` - is the instructions for LLM, what the model will do.\n",
    "\n",
    "`Current conversation:, Human: {input}` are context.\n",
    "\n",
    "`{history}` is the additional context.\n",
    "\n",
    "`{input}` - Input data from human for LLM.\n",
    "\n",
    "`AI:` - Output Indicator."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc0865c6",
   "metadata": {},
   "source": [
    "## FEW SHOT LEARNING\n",
    "\n",
    "A way to provide some additional context to the LLM in a form of examples, such that it understands how to return the output.\n",
    "\n",
    "{Instructions}\n",
    "\n",
    "{Context}:{Examples} <- Additional Context\n",
    "\n",
    "{Context}:{User Input}\n",
    "\n",
    "{Output Indicator}:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9d94626c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Human: 2+2\n",
      "AI: 4\n",
      "Human: 2+3\n",
      "AI: 5\n",
      "Human: 5+6\n",
      "AI: 11\n"
     ]
    }
   ],
   "source": [
    "from langchain.prompts import (\n",
    "    FewShotChatMessagePromptTemplate,\n",
    "    ChatPromptTemplate\n",
    ")\n",
    "\n",
    "custom_examples = [\n",
    "    {'input': '2+2', 'output': '4'},\n",
    "    {'input': '2+3', 'output': '5'},\n",
    "    {'input': '5+6', 'output': '11'},\n",
    "]\n",
    "\n",
    "# we use from_message rather than from chatprompt template\n",
    "custom_example_prompt = ChatPromptTemplate.from_messages(\n",
    "    [\n",
    "        ('human', '{input}'),\n",
    "        ('ai', '{output}')\n",
    "    ]\n",
    ")\n",
    "\n",
    "few_shot_prompt = FewShotChatMessagePromptTemplate(\n",
    "    example_prompt = custom_example_prompt,\n",
    "    examples = custom_examples,\n",
    ")\n",
    "\n",
    "# checking the format of the prompt\n",
    "print(few_shot_prompt.format())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "610c3c3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: You are wonderous wizard of math.\n",
      "Human: 2+2\n",
      "AI: 4\n",
      "Human: 2+3\n",
      "AI: 5\n",
      "Human: 5+6\n",
      "AI: 11\n",
      "Human: What is 3+4\n"
     ]
    }
   ],
   "source": [
    "final_prompt = ChatPromptTemplate.from_messages(\n",
    "    [\n",
    "        ('system', 'You are wonderous wizard of math.'),\n",
    "        few_shot_prompt,\n",
    "        ('human','{input}')\n",
    "    ]\n",
    ")\n",
    "\n",
    "print(final_prompt.format(input='What is 3+4'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8ca9e2c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mSystem: You are wonderous wizard of math.\n",
      "Human: 2+2\n",
      "AI: 4\n",
      "Human: 2+3\n",
      "AI: 5\n",
      "Human: 5+6\n",
      "AI: 11\n",
      "Human: What is 3+4\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'input': 'What is 3+4', 'text': '3 + 4 = 7'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain.chains import LLMChain\n",
    "\n",
    "chain = LLMChain(\n",
    "    llm = chat_model,\n",
    "    prompt = final_prompt,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "chain.invoke('What is 3+4')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0fa58fc",
   "metadata": {},
   "source": [
    "The more we give examples to our few short prompt, the more accurate our llm model output will be.\n",
    "\n",
    "\n",
    "## Memetic Proxy\n",
    "\n",
    "Is an interesting technique where we provide a cultural reference or analogy to the LLM such that he understands a bit better what he needs to do.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9ea04444",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3m\n",
      "System: Imagine you are a Professor teaching at the PhD level.\n",
      "Provide an helpful answer to the following question\n",
      "\n",
      "Human: What is Quantum Mechanics\n",
      "\n",
      "AI:\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Quantum Mechanics is a branch of physics that deals with the behavior of particles at the smallest scales, such as atoms and subatomic particles. It involves principles such as quantization, superposition, and entanglement, which can be quite different from classical physics. Quantum Mechanics is essential for understanding the behavior of matter and energy at the microscopic level and has led to significant technological advancements in areas such as computing, communication, and materials science.'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain.prompts import PromptTemplate\n",
    "\n",
    "template = '''\n",
    "System: {reference}\n",
    "Provide an helpful answer to the following question\n",
    "\n",
    "Human: {question}\n",
    "\n",
    "AI:\n",
    "'''\n",
    "\n",
    "prompt = PromptTemplate.from_template(template)\n",
    "\n",
    "chain = LLMChain(\n",
    "    llm = chat_model,\n",
    "    prompt = prompt,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "high_level = 'Imagine you are a Professor teaching at the PhD level.'\n",
    "\n",
    "low_level = 'Imagine you are a Kindergarten techer.'\n",
    "\n",
    "question = 'What is Quantum Mechanics'\n",
    "\n",
    "chain.run({\n",
    "    'question': question,\n",
    "    'reference': high_level\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d0af4b1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3m\n",
      "System: Imagine you are a Kindergarten techer.\n",
      "Provide an helpful answer to the following question\n",
      "\n",
      "Human: What is Quantum Mechanics\n",
      "\n",
      "AI:\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'As a Kindergarten teacher, you can explain Quantum Mechanics in a simple way by saying, \"Quantum Mechanics is a science that helps us understand how really tiny things, like atoms and particles, work. It\\'s like a special puzzle that scientists use to learn more about the world around us.\"'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain.run({\n",
    "    'question': question,\n",
    "    'reference': low_level\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd2fa761",
   "metadata": {},
   "source": [
    "## CHAIN OF THOUGHT\n",
    "\n",
    "**Standard Prompting**\n",
    "\n",
    "Here we ask a question to LLM and give a sample answer for the question. Then again, we ask another question and LLM provide us with an answer.\n",
    "\n",
    "**Chain of Thought Prompting**\n",
    "\n",
    "Here, with addition to the answer, we provide a rationale to the answer. This helps the LLM to think through the answer. **Chain of thoughts** require an example.\n",
    "\n",
    "Dataset is from [Kaggle](https://www.kaggle.com/datasets/konradb/chain-of-thought-collection/data?select=CoT_collection.json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "244e41fc",
   "metadata": {},
   "outputs": [
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       "                                                     407496   \\\n",
       "source     Article: Phytochemistry is a branch of plant b...   \n",
       "target                                           from plants   \n",
       "rationale  The article states that many medicinal and rec...   \n",
       "config                                                  none   \n",
       "task                                                squad_v1   \n",
       "\n",
       "                                                     897822   \\\n",
       "source     In this task, you are provided with an article...   \n",
       "target                                            Regulation   \n",
       "rationale  This act has all the features of Regulation. T...   \n",
       "config                                              task_744   \n",
       "task                                                  eurlex   \n",
       "\n",
       "                                                     1639180  \\\n",
       "source     What's the answer to that question: where did ...   \n",
       "target                      Battle of Appomattox Court House   \n",
       "rationale  The Battle of Appomattox Court House was a bat...   \n",
       "config                                                  none   \n",
       "task                                           web_questions   \n",
       "\n",
       "                                                     1268206  \\\n",
       "source     Extract the answer to the question from the fo...   \n",
       "target                                   major heart attacks   \n",
       "rationale  The answer is the number of major heart attack...   \n",
       "config                                                 dbert   \n",
       "task                                    adversarial_qa@dbert   \n",
       "\n",
       "                                                     112965   \\\n",
       "source     Which entity is this text about?\\n\\nRichard \"R...   \n",
       "target                                           Red Skelton   \n",
       "rationale  The text is about Red Skelton. The context des...   \n",
       "config                                                  none   \n",
       "task                                                    quac   \n",
       "\n",
       "                                                     176714   \\\n",
       "source     The town lies along the stretch of coastline d...   \n",
       "target                                                    no   \n",
       "rationale  The paragraph doesn't mention the date of the ...   \n",
       "config                                                  none   \n",
       "task                                                     rte   \n",
       "\n",
       "                                                     1365585  \\\n",
       "source     Two sisters went to the hospital. The medics r...   \n",
       "target                                                   Sue   \n",
       "rationale  Sickle cell trait is a hereditary disorder in ...   \n",
       "config                                                  none   \n",
       "task                                                   ropes   \n",
       "\n",
       "                                                     1266292  \\\n",
       "source     Question: \"What else does the pigment make red...   \n",
       "target                                                  lips   \n",
       "rationale  The context mentions that the pigment pheomela...   \n",
       "config                                                 dbert   \n",
       "task                                    adversarial_qa@dbert   \n",
       "\n",
       "                                                     306879   \\\n",
       "source     \"Mama came over and sat down beside Alice. Gen...   \n",
       "target                                                    no   \n",
       "rationale  The premise states that Mama came over and sat...   \n",
       "config                                                  none   \n",
       "task                                                    wnli   \n",
       "\n",
       "                                                     765453   ...  \\\n",
       "source     Given a travel related situation, and given a ...  ...   \n",
       "target     Where to watch German world cup soccer games i...  ...   \n",
       "rationale  The question asks for a location to watch Germ...  ...   \n",
       "config                                             task_1639  ...   \n",
       "task                                                    diqa  ...   \n",
       "\n",
       "                                                     1155268  \\\n",
       "source     Read the given text and if it has abusive cont...   \n",
       "target                                                    no   \n",
       "rationale  The given text does not contain any abuse, neg...   \n",
       "config                                              task_108   \n",
       "task                                                     cad   \n",
       "\n",
       "                                                     891128   \\\n",
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       "rationale  The first option is \"holding this court may af...   \n",
       "config                                              task_287   \n",
       "task                                                casehold   \n",
       "\n",
       "                                                     558286   \\\n",
       "source     In this task, you're given the title of a five...   \n",
       "target                                                     a   \n",
       "rationale  Sentence a is not connected with the rest of t...   \n",
       "config                                              task_214   \n",
       "task                                             roc_stories   \n",
       "\n",
       "                                                     1432572  \\\n",
       "source     Read the following context and answer the ques...   \n",
       "target     The narrator feels insecure about her own faith .   \n",
       "rationale  The narrator mentions that she grew up in a no...   \n",
       "config                                                  none   \n",
       "task                                               cosmos_qa   \n",
       "\n",
       "                                                     471785   \\\n",
       "source     You will be given a passage consisting of set ...   \n",
       "target                                               kitchen   \n",
       "rationale  We can infer from the last fact in the passage...   \n",
       "config                                              task_083   \n",
       "task                                                    babi   \n",
       "\n",
       "                                                     69445    \\\n",
       "source     Answer the following question:\\n\\nthe person w...   \n",
       "target                                              designer   \n",
       "rationale  The answer is \"designer\"\\nA database designer ...   \n",
       "config                                                  none   \n",
       "task                                       natural_questions   \n",
       "\n",
       "                                                     1810512  \\\n",
       "source     Exercise: read the text and answer the questio...   \n",
       "target                                                  True   \n",
       "rationale  The text explains that bumpers are legally req...   \n",
       "config                                                 boolq   \n",
       "task                                        super_glue@boolq   \n",
       "\n",
       "                                                     1472056  \\\n",
       "source     Just minutes after Donald Trump fired Rex Till...   \n",
       "target                                                     A   \n",
       "rationale  The question of what Tillerson said Trump shou...   \n",
       "config                                                  none   \n",
       "task                                                   quail   \n",
       "\n",
       "                                                     570474   \\\n",
       "source     In this task, you're given four sentences of a...   \n",
       "target                                                     A   \n",
       "rationale  Sentence4 shows that the man is ill and sad, s...   \n",
       "config                                              task_296   \n",
       "task                                             roc_stories   \n",
       "\n",
       "                                                     359628   \n",
       "source     Read this article and answer this question The...  \n",
       "target                                                     4  \n",
       "rationale  To solve the problem, we need to find a month ...  \n",
       "config                                                  none  \n",
       "task                                                    drop  \n",
       "\n",
       "[5 rows x 1837928 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "cot_df = pd.read_json('CoT_collection.json')\n",
    " \n",
    "cot_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "50728fd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Article: Phytochemistry is a branch of plant b...</td>\n",
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       "      <td>6</td>\n",
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       "      <th>897822</th>\n",
       "      <td>In this task, you are provided with an article...</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>This act has all the features of Regulation. T...</td>\n",
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       "                                                    source  \\\n",
       "407496   Article: Phytochemistry is a branch of plant b...   \n",
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       "1268206  Extract the answer to the question from the fo...   \n",
       "112965   Which entity is this text about?\\n\\nRichard \"R...   \n",
       "\n",
       "                                   target  \\\n",
       "407496                        from plants   \n",
       "897822                         Regulation   \n",
       "1639180  Battle of Appomattox Court House   \n",
       "1268206               major heart attacks   \n",
       "112965                        Red Skelton   \n",
       "\n",
       "                                                 rationale    config  \\\n",
       "407496   The article states that many medicinal and rec...      none   \n",
       "897822   This act has all the features of Regulation. T...  task_744   \n",
       "1639180  The Battle of Appomattox Court House was a bat...      none   \n",
       "1268206  The answer is the number of major heart attack...     dbert   \n",
       "112965   The text is about Red Skelton. The context des...      none   \n",
       "\n",
       "                         task            prompt  \n",
       "407496               squad_v1                 6  \n",
       "897822                 eurlex              none  \n",
       "1639180         web_questions  whats_the_answer  \n",
       "1268206  adversarial_qa@dbert          based_on  \n",
       "112965                   quac                 8  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cot_df = cot_df.T\n",
    "cot_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "64ec4a97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1837928"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cot_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f3aca8c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "580"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cot_df = cot_df[cot_df.task == 'ai2_arithmetic_questions']\n",
    "len(cot_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "89abc626",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>You are provided with an arithmetic question. ...</td>\n",
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       "      <th>578</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>81.0</td>\n",
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       "      <th>579</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>10.3</td>\n",
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      "text/plain": [
       "                                                source target  \\\n",
       "0    You are provided with an arithmetic question. ...    0.6   \n",
       "1    You are provided with an arithmetic question. ...    0.5   \n",
       "2    You are provided with an arithmetic question. ...    0.9   \n",
       "3    You are provided with an arithmetic question. ...    0.9   \n",
       "4    You are provided with an arithmetic question. ...   12.3   \n",
       "..                                                 ...    ...   \n",
       "575  You are provided with an arithmetic question. ...    0.3   \n",
       "576  You are provided with an arithmetic question. ...    2.0   \n",
       "577  You are provided with an arithmetic question. ...   34.7   \n",
       "578  You are provided with an arithmetic question. ...   81.0   \n",
       "579  You are provided with an arithmetic question. ...   10.3   \n",
       "\n",
       "                                             rationale    config  \\\n",
       "0    Since Blake filled the bucket with 0.8 gallon ...  task_745   \n",
       "1                                      0.2 + 0.3 = 0.5  task_745   \n",
       "2    Craig walked 0.2 mile from school to David's h...  task_745   \n",
       "3    Hannah's Vegetarian Restaurant bought 0.3 poun...  task_745   \n",
       "4    Alyssa spent $5.71 on football and $6.59 on ma...  task_745   \n",
       "..                                                 ...       ...   \n",
       "575  Ella owns 2 dogs. Each day, 1 dog eats 0.175 s...  task_745   \n",
       "576  The problem is: 6 + 4 - 4 / 2.0 = 10.0 - 2.0 =...  task_745   \n",
       "577  Mary loves eating fruits. Mary paid $11.08 for...  task_745   \n",
       "578  Joan has 40 blue balloons Melanie has 41 blue ...  task_745   \n",
       "579  Professor Ellison weighed 2 pieces of metal fo...  task_745   \n",
       "\n",
       "                         task prompt  \n",
       "0    ai2_arithmetic_questions   none  \n",
       "1    ai2_arithmetic_questions   none  \n",
       "2    ai2_arithmetic_questions   none  \n",
       "3    ai2_arithmetic_questions   none  \n",
       "4    ai2_arithmetic_questions   none  \n",
       "..                        ...    ...  \n",
       "575  ai2_arithmetic_questions   none  \n",
       "576  ai2_arithmetic_questions   none  \n",
       "577  ai2_arithmetic_questions   none  \n",
       "578  ai2_arithmetic_questions   none  \n",
       "579  ai2_arithmetic_questions   none  \n",
       "\n",
       "[580 rows x 6 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cot_df.reset_index(inplace=True, drop=True)\n",
    "cot_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7fefdbdf",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>577</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
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       "      <td>Mary loves eating fruits. Mary paid $11.08 for...</td>\n",
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       "      <th>578</th>\n",
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       "      <td>Joan has 40 blue balloons Melanie has 41 blue ...</td>\n",
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       "      <td>You are provided with an arithmetic question. ...</td>\n",
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       "      <td>Professor Ellison weighed 2 pieces of metal fo...</td>\n",
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       "<p>580 rows × 3 columns</p>\n",
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      "text/plain": [
       "                                                source target  \\\n",
       "0    You are provided with an arithmetic question. ...    0.6   \n",
       "1    You are provided with an arithmetic question. ...    0.5   \n",
       "2    You are provided with an arithmetic question. ...    0.9   \n",
       "3    You are provided with an arithmetic question. ...    0.9   \n",
       "4    You are provided with an arithmetic question. ...   12.3   \n",
       "..                                                 ...    ...   \n",
       "575  You are provided with an arithmetic question. ...    0.3   \n",
       "576  You are provided with an arithmetic question. ...    2.0   \n",
       "577  You are provided with an arithmetic question. ...   34.7   \n",
       "578  You are provided with an arithmetic question. ...   81.0   \n",
       "579  You are provided with an arithmetic question. ...   10.3   \n",
       "\n",
       "                                             rationale  \n",
       "0    Since Blake filled the bucket with 0.8 gallon ...  \n",
       "1                                      0.2 + 0.3 = 0.5  \n",
       "2    Craig walked 0.2 mile from school to David's h...  \n",
       "3    Hannah's Vegetarian Restaurant bought 0.3 poun...  \n",
       "4    Alyssa spent $5.71 on football and $6.59 on ma...  \n",
       "..                                                 ...  \n",
       "575  Ella owns 2 dogs. Each day, 1 dog eats 0.175 s...  \n",
       "576  The problem is: 6 + 4 - 4 / 2.0 = 10.0 - 2.0 =...  \n",
       "577  Mary loves eating fruits. Mary paid $11.08 for...  \n",
       "578  Joan has 40 blue balloons Melanie has 41 blue ...  \n",
       "579  Professor Ellison weighed 2 pieces of metal fo...  \n",
       "\n",
       "[580 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cot_df = cot_df[['source', 'target', 'rationale']]\n",
    "cot_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "20c15e9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/__/02h4kb7x4d94q5008bzqg4gm0000gn/T/ipykernel_78666/1618394725.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  cot_df.rename(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Question</th>\n",
       "      <th>Response</th>\n",
       "      <th>Rationale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>0.6</td>\n",
       "      <td>Since Blake filled the bucket with 0.8 gallon ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2 + 0.3 = 0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>Craig walked 0.2 mile from school to David's h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>Hannah's Vegetarian Restaurant bought 0.3 poun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>12.3</td>\n",
       "      <td>Alyssa spent $5.71 on football and $6.59 on ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Ella owns 2 dogs. Each day, 1 dog eats 0.175 s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>The problem is: 6 + 4 - 4 / 2.0 = 10.0 - 2.0 =...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>34.7</td>\n",
       "      <td>Mary loves eating fruits. Mary paid $11.08 for...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>Joan has 40 blue balloons Melanie has 41 blue ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>You are provided with an arithmetic question. ...</td>\n",
       "      <td>10.3</td>\n",
       "      <td>Professor Ellison weighed 2 pieces of metal fo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>580 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Question Response  \\\n",
       "0    You are provided with an arithmetic question. ...      0.6   \n",
       "1    You are provided with an arithmetic question. ...      0.5   \n",
       "2    You are provided with an arithmetic question. ...      0.9   \n",
       "3    You are provided with an arithmetic question. ...      0.9   \n",
       "4    You are provided with an arithmetic question. ...     12.3   \n",
       "..                                                 ...      ...   \n",
       "575  You are provided with an arithmetic question. ...      0.3   \n",
       "576  You are provided with an arithmetic question. ...      2.0   \n",
       "577  You are provided with an arithmetic question. ...     34.7   \n",
       "578  You are provided with an arithmetic question. ...     81.0   \n",
       "579  You are provided with an arithmetic question. ...     10.3   \n",
       "\n",
       "                                             Rationale  \n",
       "0    Since Blake filled the bucket with 0.8 gallon ...  \n",
       "1                                      0.2 + 0.3 = 0.5  \n",
       "2    Craig walked 0.2 mile from school to David's h...  \n",
       "3    Hannah's Vegetarian Restaurant bought 0.3 poun...  \n",
       "4    Alyssa spent $5.71 on football and $6.59 on ma...  \n",
       "..                                                 ...  \n",
       "575  Ella owns 2 dogs. Each day, 1 dog eats 0.175 s...  \n",
       "576  The problem is: 6 + 4 - 4 / 2.0 = 10.0 - 2.0 =...  \n",
       "577  Mary loves eating fruits. Mary paid $11.08 for...  \n",
       "578  Joan has 40 blue balloons Melanie has 41 blue ...  \n",
       "579  Professor Ellison weighed 2 pieces of metal fo...  \n",
       "\n",
       "[580 rows x 3 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cot_df.rename(\n",
    "    columns = {\n",
    "        'source': 'Question',\n",
    "        'target': 'Response',\n",
    "        'rationale': 'Rationale'\n",
    "    }, \n",
    "    inplace=True)\n",
    "cot_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6921f291",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBlake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water. How much water is in the bucket?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Since Blake filled the bucket with 0.8 gallon of water, and poured out 0.2 gallon of it, the current amount of water left in the bucket is 0.8 - 0.2 = 0.6 gallon'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere is 0.2 cup of oil in Scarlett's measuring cup. If Scarlett adds 0.3 cup more, how much oil will be in the measuring cup?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': '0.2 + 0.3 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCraig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. How many miles did Craig walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': 'Craig walked 0.2 mile from school to David\\'s house and 0.7 mile fromDavid\\'s house to his own house, so he walked 0.2 + 0.7 = 0.9 miles in total.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHannah's Vegetarian Restaurant bought 0.3 poundof green peppers and 0.6 pound of red peppers.How many pounds of peppers did Hannah's Vegetarian Restaurantbuy in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': 'Hannah\\'s Vegetarian Restaurant bought 0.3 poundof green peppers and 0.6 pound of red peppers.Therefore, it bought (0.3) + (0.6) = 0.9 pounds in all.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa bought some toys. She bought a football for $5.71, and spent $6.59 on marbles. In total, how much did Alyssa spend on toys?\",\n",
       "  'Response': '12.3',\n",
       "  'Rationale': 'Alyssa spent $5.71 on football and $6.59 on marbles, so she spent a total of 5.71+6.59=12.3 dollars on toys'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEve ran 0.7 mile and walked 0.6 mile. How much farther did Eve runthan walk?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': \"The difference between distance Eve ran and distance Eve walked is 0.7 - 0.6 = 0.1 mile\\n'''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhen Jake had 1 cat, he needed to serve 0.5 can of cat food each day. Now that Jake has adopted a second cat, he needs to serve a totalof 0.9 can each day. How much extra food is needed to feed thesecond cat?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'When Jake had 1 cat, he needed to serve 0.5 can of cat food each day. Now that Jake has adopted a second cat, he needs to serve a total of 0.9 can each day. How much extra food is needed to feed the second cat?\\\\nThe amount of extra food would be equal to the amount of food required for two cats minus the amount required for one:\\\\n0.9 - 0.5 = 0.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 0.43 meters long. Thenshe sawed 0.33 meters off the end. How long is the piece of woodnow?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'A carpenter bought a piece of wood that was 0.43 meters long. Thenshe sawed 0.33 meters off the end. So, she is left with (0.43 - 0.33) = (0.1) m'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNicole found an orange caterpillar and a green caterpillar in her backyard. The green caterpillar was 3.06 inches long and the orange caterpillar was 1.16 inches long. How much longerwas the green caterpillar than the orange caterpillar?\",\n",
       "  'Response': '1.9',\n",
       "  'Rationale': 'If the green caterpillar is 3.06 inches long and the orange caterpillar is 1.16 inches long, we can find the difference between their lengths by subtracting 1.16 from 3.06:\\n3.06 - 1.16 = 1.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth. How many light-years did the spaceshiptravel in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth, so the total distance traveled is 0.7light-years (0.5 + 0.1 + 0.1).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElla owns 2 dogs. Each day, 1 dog eats 0.175 scoop of dog food andthe other dog eats 0.125 scoop. Together, how much dog food dothe 2 dogs eat each day?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': \"The total amount of dog food eaten by the 2 dogs each day is 0.175 + 0.125 = 0.3\\n'''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDarnel sprinted 0.87 lap and then took a break by jogging 0.77 lap.How much farther did Darnel sprint than jog?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The difference between the distance he sprinted and jogged is 0.87 - 0.77 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast week Tom had 74 dollars. He washed cars over the weekend andnow has 86 dollars. How much money did he make washing cars?\",\n",
       "  'Response': '12.0',\n",
       "  'Rationale': 'Last week Tom had 74 dollars. He washed cars over the weekend andnow has 86 dollars. How much money did he make washing cars?(How much money did he make) = (Now has) - (Had before) = 86 - 74 = 12.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOne evening, a restaurant served a total of 0.2 loaf of wheat bread and 0.4 loaf of white bread. How many loaves were served in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'One evening, a restaurant served a total of 0.2 loaf of wheat bread and 0.4 loaf of white bread. Therefore the total amount is: 0.2 + 0.4 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans. How many kilograms of nuts did the chef buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The quantities given are 0.12 kilograms and 0.38 kilograms\\\\nTherefore, the total quantity of nuts bought by the chef is:\\\\n0.12 + 0.38 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEach day, the polar bear at Richmond's zoo eats 0.2 bucket of troutand 0.4 bucket of salmon. How many buckets of fish does the polarbear eat daily?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The polar bear eats 0.2 bucket of trout + 0.4 bucket of salmon = (0.2 + 0.4) buckets = 0.6 buckets per day'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEach of farmer Cunningham's 6048 lambs is either black or white.There are 193 white ones. How many of Farmer Cunningham's lambsare black?\",\n",
       "  'Response': '5855.0',\n",
       "  'Rationale': 'The given problem can be solved as:\\\\nNumber of black lambs = Total number of lambs - Number of white lambs\\\\n= 6048 - 193\\\\n= 5855.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOne evening, a restaurant served a total of 0.2 loaf of wheat bread and 0.4 loaf of white bread. How many loaves were served in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The restaurant served 0.2 loaf of wheat bread and 0.4 loaf of white bread in total, which is equal to 0.6 loaves in all.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason joined his school's band. He bought a flute for $142.51, amusic tool for $8.89, and a song book for $7. How much did Jasonspend at the music store?\",\n",
       "  'Response': '158.4',\n",
       "  'Rationale': 'Jason bought a flute for $142.51,a music tool for $8.89 and a song book for $7.\\\\nSo the answer is: 142.51 + 8.89 + 7 = 158.40'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhen Jake had 1 cat, he needed to serve 0.5 can of cat food each day. Now that Jake has adopted a second cat, he needs to serve a totalof 0.9 can each day. How much extra food is needed to feed thesecond cat?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'Jake needs to serve 0.9 can of cat food to feed two cats. If he had adopted the second cat yesterday, he would have served  0.5 can for the first cat and 0 for the second one (total=0.5), but today he serves a total of 0.9can of food, so he has just served an extra amountof food equal to 0.9 -0.5 =0.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRon weighed 2 colored metal balls during a science class. The blue ball weighed 6 pounds and the brown ball weighed 3.1 pounds. If Ron places both balls on the scale at the same time, what will thescale read?\",\n",
       "  'Response': '9.1',\n",
       "  'Rationale': 'The weight of the blue ball is 6 pounds and the brown ball is 3.1 pounds. The total weight of both the balls is 6 + 3.1 = 9.1 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMilford Lake was originally blue because it only had 809 algae plants.Now there are 3263 algae plants, and the lake has turned green.How many more algae plants are in Milford Lake now?\",\n",
       "  'Response': '2454.0',\n",
       "  'Rationale': 'Milford Lake was originally blue because it only had 809 algae plants. Now there are 3263 algae plants, and the lake has turned green. How many more algae plants are in Milford Lake now? (number of more algae plants) = 3263 - 809 = 2454.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIrene just bought a new lamp for her bedside table. The old lamp was 1 foot tall and the new lamp is 2.3 feet tall. How much taller is the new lamp than the old lamp?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'The new lamp is 2.3 feet tall and the old lamp is 1 foot tall, so the difference between their heights is: 2.3 - 1 = 1.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCarefully following a recipe, Kenny used exactly 0.16 cup of oil and 1.14 cups ofwater. How many cups of liquid did Kenny use in all?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'Kenny used 0.16 cup of oil and 1.14 cups of water in the recipe.So, he used a total of 0.16+1.14=1.3 cups'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making pastries, a bakery used 0.2 bag of wheat flour and 0.1 bag of white flour. How many bags of flour did the bakery use in all?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': '0.2 + 0.1 = 0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. How many pounds of peppers did Dale's Vegetarian Restaurant buyin all?\",\n",
       "  'Response': '5.2',\n",
       "  'Rationale': 'The correct answer is 5.2 pounds.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJenny ran 0.6 mile and walked 0.4 mile. How much farther did Jennyrun than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Jenny ran 0.6 mile and walked 0.4 mile. How much farther did Jennyrun than walk?\\\\nThe difference between run and walk is, Run distance - Walk distance = (0.6 - 0.4) = 0.2'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaleen filled a bucket with 0.8 gallon of water. A few minutes later,she realized only 0.5 gallon of water remained. How much water had leaked out of the bucket?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Kaleen filled a bucket with 0.8 gallon of water, so she had 0.8 gallons at first. Then, after some time passed, she realized that only 0.5 gallons remained in the bucket, so we can subtract the amounts remaining from the initial amount to find out how much leaked out: (0.8 gal) - (0.5 gal) = 0.3 gal'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pizza party, Mason and his friends drank 2.6 bottles of lemon-lime soda and 3.8 bottles of cola. How much soda did they drink in all?\",\n",
       "  'Response': '6.4',\n",
       "  'Rationale': 'To solve the problem, we need to add 2.6 + 3.8 = 6.4 bottles of soda in total.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA cell phone company has a total of 7422 customers across the world. If 723 of its customers live in the United States, how many of itscustomers live in other countries?\",\n",
       "  'Response': '6699.0',\n",
       "  'Rationale': 'The total number of customers is 7422 and 723 of these are from the United States. The number of customers outside the US is 6699.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThis afternoon Craig left school, rode the bus 3.8 miles, and then walked 0.2 mile to get home. How much farther did Craig ride than walk?\",\n",
       "  'Response': '3.6',\n",
       "  'Rationale': 'This afternoon Craig left school, rode the bus 3.8 miles, and then walked 0.2 mile to get home. How much farther did Craig ride than walk? The answer is simply the difference between riding (3.8) and walking(0.2), or 3.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMarta picked 2 pumpkins. The first pumpkin weighed 4 pounds, andthe second pumpkin weighed 8.7 pounds. How much did the 2pumpkins weigh all together?\",\n",
       "  'Response': '12.7',\n",
       "  'Rationale': 'Marta picked 2 pumpkins. The first pumpkin weighed 4 pounds, and the second pumpkin weighed 8.7 pounds. Therefore, the total weight is 4 + 8.7 = 12.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company bought 5.91 tons of gravel and 8.19 tons ofsand. How many tons of material did the company buy in all?\",\n",
       "  'Response': '14.1',\n",
       "  'Rationale': '(5.91 + 8.19) = 14.10 tons of material did the company buy in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOscar's bus ride to school is 0.75 mile and Charlie's bus ride is 0.25mile. How much longer is Oscar's bus ride than Charlie's?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"(Oscar's bus ride to school) - (Charlie's bus ride) = 0.75mile - 0.25mile = 0.5mile\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\",\n",
       "  'Response': '387.9',\n",
       "  'Rationale': 'Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn\\'t buy the CDs, so those can be ignored in the answer (Total cost of Keith\\'s purchase) = 136.06 + 139.38 + 112.46 = 387.9\\n  \"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGreg and Sharon own neighboring cornfields. Greg harvested 0.4 acreof corn on Monday and Sharon harvested 0.1 acre. How many moreacres did Greg harvest than Sharon?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Greg harvested 0.4 acre of corn on Monday and Sharon harvested 0.1acre. Greg harvested more than Sharon by 0.4 - 0.1 = 0.3 acres'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan bought toy cars for $14.88, a skateboard for $4.88, and got toytrucks for $5.86. She spent $14.53 on pants. In total, how much did Joan spend on toys?\",\n",
       "  'Response': '25.6',\n",
       "  'Rationale': 'Joan bought toy cars for $14.88, a skateboard for $4.88, and got toy trucksfor $5.86 She spent $14.53 on pants (toys) = 14.88 + 4.88 + 5.86 = 25.62'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCarefully following a recipe, Kenny used exactly 0.16 cup of oil and 1.14 cups ofwater. How many cups of liquid did Kenny use in all?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'Following the recipe, Kenny used 0.16 cup of oil and 1.14 cups of water. Use addition to calculate how much liquid was used in total:\\\\n0.16 + 1.14 = 1.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan spent $11.76 on a snake toy, and a cage cost him $14.54. Danalso found a dollar bill on the ground. What was the total cost of Dan's purchases?\",\n",
       "  'Response': '26.3',\n",
       "  'Rationale': \"Dan spent $11.76 on a snake toy, and a cage cost him $14.54. Finding a dollar doesn't matterwith Dan's purchases. (Total cost of Dan's purchases) = 11.76 + 14.54 = 26.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a Batman game for $13.60, and a Superman gamefor $5. Tom already owns 2 games. How much did Tom spend onvideo games?\",\n",
       "  'Response': '18.6',\n",
       "  'Rationale': 'Tom purchased a Batman game for $13.60 and a Superman gamefor $5. Tom already owns 2 games, so the total numberof games that Tom has after this transaction is 2+1=3. Therefore, the answer is 13.60 + 5 = 18.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. How much did Tom spend onvideo games?\",\n",
       "  'Response': '35.5',\n",
       "  'Rationale': 'Tom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04.  The total amount spent on video games is: 14 + 9.46 + 12.04 = 35.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa bought some toys. She bought a football for $5.71, and spent $6.59 on marbles. In total, how much did Alyssa spend on toys?\",\n",
       "  'Response': '12.3',\n",
       "  'Rationale': 'Alyssa bought a football for $5.71, and spent $6.59 on marbles in total, she spent 5.71 + 6.59 = 12.30'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWendy ran 19.8 miles and walked 9.2 miles. How much farther did Wendy run thanwalk?\",\n",
       "  'Response': '10.6',\n",
       "  'Rationale': \"Wendy ran 19.8 miles and walked 9.2 miles. How much farther did Wendy run than walk? To solve the problem, we need to calculate the difference between Wendy's running distance and her walking distance: (19.8 - 9.2) = 10.6\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Yesterday, Kelly had 0.4 box of baking powder. Today, she has 0.3 box of baking powder. So, the amount of baking powder she used is: 0.4 - 0.3 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn March it rained 0.8 inches. It rained 0.3 inches less in April than in March. How much did it rain in April?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The amount of rain in April is 0.8 - 0.3 = 0.5 inches.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKenji and his classmates placed colored blocks on a scale during ascience lab. The yellow block weighed 0.6 pounds and the greenblock weighed 0.4 pounds. How much more did the yellow blockweigh than the green block?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'The yellow block weighed 0.6 pounds and the green block weighed 0.4pounds. The difference in their weights is 0.6 - 0.4 = 0.2 pounds,'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nFor his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\",\n",
       "  'Response': '224.9',\n",
       "  'Rationale': \"The question asks how much Mike spent on car parts, so we need to add the cost of the speakers and tires. We don't care about the CDs because he didn't buy them. So 118.57 + 106.33 = 224.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan bought toy cars for $14.88, a skateboard for $4.88, and got toytrucks for $5.86. She spent $14.53 on pants. In total, how much did Joan spend on toys?\",\n",
       "  'Response': '25.6',\n",
       "  'Rationale': 'Joan spent 14.88 on toy cars, 4.88 on a skateboard, and 5.86 on toy trucks. In total she spent 25.62 dollars on toys and the answer is rounded up to 1 decimal place as per the question requirements which is 25.6 dollars.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Mr. Olsen's mathematics class, 0.7 the students received A's and 0.2 received B's. What fraction of the students received either A's orB's?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': '0.7+0.2=0.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIrene just bought a new lamp for her bedside table. The old lamp was 1 foot tall and the new lamp is 2.3 feet tall. How much taller is the new lamp than the old lamp?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': '2.3 - 1 = 1.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. How much hair did she have cut off in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Elizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. So, Elizabeth has 0.3 + 0.5 = 0.8 inches of her hair cut off in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making pastries, a bakery used 0.2 bag of wheat flour and 0.1 bag of white flour. How many bags of flour did the bakery use in all?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Bakery used 0.2 bag of wheat flour and 0.1 bag of white flour, so they used in all 0.2 + 0.1 = 0.3 bags of flour.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making desserts for a bake sale, Victor used 0.625 scoop ofbrown sugar as well as 0.225 scoop of white sugar. How much morebrown sugar did Victor use?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'While making desserts for a bake sale, Victor used 0.625 scoop ofbrown sugar as well as 0.225 scoop of white sugar. How much morebrown sugar did Victor use?\\\\nAnswer: (0.625 - 0.225) = (0.4).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. In total, how much money did shespend?\",\n",
       "  'Response': '34.7',\n",
       "  'Rationale': 'Mary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. (Total amount Mary spent) = 11.08+ 14.33 + 9.31 = 34.72'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDarnel sprinted 0.87 lap and then took a break by jogging 0.77 lap.How much farther did Darnel sprint than jog?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Darnel sprinted 0.87 lap and then took a break by jogging 0.77 lap.The difference between the distances is: 0.87 - 0.77 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans. How many kilograms of nuts did the chef buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans, so in total they bought 0.12 + 0.38 = 0.50 kilograms of nuts.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast Saturday, Spencer walked all over town running errands. First, he walked 0.3 mile from his house to the library and 0.1 mile from thelibrary to the post office. Then he walked 0.4 mile from the postoffice back home. How many miles did Spencer walk in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': '0.3 + 0.1 + 0.4 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSally paid $12.32 total for peaches, after a 3 dollar coupon, and $11.58 for cherries. In total, how much money did Sally spend?\",\n",
       "  'Response': '23.9',\n",
       "  'Rationale': 'Sally paid $12.32 total, after a 3 dollar coupon, for peaches and $11.58 for cherries. Sally spent ($12.32-3) + $11.58 = (9.32+11.58) = 23.90 in total.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTerrell hiked 8.2 miles on Saturday. Then, on Sunday, he hikedanother 1.6 miles. How far did Terrell hike all together?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'Terrell hiked 8.2 miles on Saturday and another 1.6 miles on Sunday, so he hiked 8.2 + 1.6 = 9.8 miles in total over the two days.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 7 dogwood trees currently in the park. Park workers willplant 3 dogwood trees today and 2 dogwood trees tomorrow. Howmany dogwood trees will the park have when the workers arefinished?\",\n",
       "  'Response': '12.0',\n",
       "  'Rationale': 'Answer: 12.0.\\\\nAfter the park workers plant 3 dogwood trees today, there willbe 7+3=10 dogwood trees in the park. After they plant 2 moretomorrow, there will be 10+2=12 dogwood trees total.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRon weighed 2 colored metal balls during a science class. The blue ball weighed 6 pounds and the brown ball weighed 3.1 pounds. If Ron places both balls on the scale at the same time, what will thescale read?\",\n",
       "  'Response': '9.1',\n",
       "  'Rationale': 'Ron weighs 2 metal balls at the same time. The weight of the blue ball is 6 pounds and the brown ball is 3.1 pounds, so (total weight) = 6 + 3.1 = 9.10'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Shannon's apartment complex, 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments. What fraction of the apartments areeither 1 - or two-bedroom apartments?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"In Shannon's apartment complex, 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments. The fraction of the aparments that are either one or two bedroom is just 0.2 + 0.3 = 0.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason joined his school's band. He bought a flute for $142.51, amusic tool for $8.89, and a song book for $7. How much did Jasonspend at the music store?\",\n",
       "  'Response': '158.4',\n",
       "  'Rationale': 'Jason bought 3 items at the music store. So, we can add up the prices of all 3 items to find the total amount he spent: 142.51 + 8.89 + 7 = 158.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMichelle began her pizza delivery route with 0.5 tank of gas in her car. When she made it back to the pizzeria, 0.2 tank of gas was left. How much gas did Michelle use?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Michelle started with \\\\(0.5\\\\) tank of gas and it ended with  \\\\(0.2\\\\) tank of gas. So the amount of used gas is \\\\(0.5-0.2=0.3\\\\).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIrene just bought a new lamp for her bedside table. The old lamp was 1 foot tall and the new lamp is 2.3 feet tall. How much taller is the new lamp than the old lamp?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'The old lamp was 1 foot tall and the new lamp is 2.3 feet tall. The new lamp is 2.3 - 1 = 1.3 feet taller than the old one'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTori is a school janitor. Last week, she picked up a total of 1576pieces of trash. If she picked up 344 pieces of trash in the classrooms, how many pieces of trash did Tori pick up outside the classrooms?\",\n",
       "  'Response': '1232.0',\n",
       "  'Rationale': 'Tori is a school janitor. Last week, she picked up a total of 1576 pieces of trash. If she picked up 344 pieces of trash in the classrooms, how many pieces of trash did Tori pick up outside the classrooms?\\\\nTotal Trash = Classroom Trash + Outside Trash\\\\n1576 = 344 + Outside Trash\\\\nOutside Trash = 1576 - 344\\\\nOutside Trash = 1232.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 0.43 meters long. Thenshe sawed 0.33 meters off the end. How long is the piece of woodnow?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The problem can be solved by subtracting 0.33 from 0.43 to get the new length of the wood, which is 0.1 meters.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere is 0.2 cup of oil in Scarlett's measuring cup. If Scarlett adds 0.3 cup more, how much oil will be in the measuring cup?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': '0.2 + 0.3 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJessica spent $10.2 on a cat toy, and a cage cost her $11.7. What was the total cost of Jessica's purchases?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': \"Jessica spent $10.2 on a cat toy, and a cage cost her $11.7. (Total cost of Jessica's purchase) = 10.2 + 11.7 = 21.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan bought toy cars for $14.88, a skateboard for $4.88, and got toytrucks for $5.86. She spent $14.53 on pants. In total, how much did Joan spend on toys?\",\n",
       "  'Response': '25.6',\n",
       "  'Rationale': 'Joan bought toy cars for $14.88, a skateboard for $4.88, and got toytrucks for $5.86. She spent $14.53 on pants. In total, she spent $14.88 + 4.88 + 5.86 = 25.62 on toys.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSara got fast food for lunch. Sara spent $5.30 on a hotdog and $5.10 on a salad. What was the total of the lunch bill?\",\n",
       "  'Response': '10.4',\n",
       "  'Rationale': \"Sara got fast food for lunch. Sara spent $5.30 on a hotdog and $5.10 on a salad. What was the total of the lunch bill? (Total cost of Sara's lunch) = 5.30 + 5.10 = 10.40\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\",\n",
       "  'Response': '342.0',\n",
       "  'Rationale': 'To solve the problem, we can use the following steps:\\\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\\\n760 - 418 = 342.\\\\n2. Round up to one decimal place: 342.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\",\n",
       "  'Response': '9.4',\n",
       "  'Rationale': 'Joan purchased a basketball game for $5.20, and a racing game for $4.2. So, the total amount she spent on video games is: 5.20 + 4.2 = 9.40'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast Saturday, Spencer walked all over town running errands. First, he walked 0.3 mile from his house to the library and 0.1 mile from thelibrary to the post office. Then he walked 0.4 mile from the postoffice back home. How many miles did Spencer walk in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'First, he walked 0.3 mile from his house to the library and 0.1mile from the library to the post office. Then he walked 0.4 milefrom the post office back home, so Spencer walk a total of0.3 + 0.1 + 0.4 = 0.8 miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pie-eating contest, Erik got through 0.63 piebefore time was called ; Frank finished just 0.33 pie. How much more pie did Erik eat than Frank?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'At a pie-eating contest, Erik got through 0.63 pie and Frank finished just 0.33 pie. So the amount of more pie did Erik eat than Frank is 0.63 - 0.33 = 0.3.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA renovation project required 0.19 truck-load ofsand, 0.33 truck-load of dirt, and 0.18 truck-load of cement. How many truck-loadsof material were needed in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The amounts ofsand, dirt, and cement were 0.19, 0.33, and 0.18 truck-loads respectively. That is to say: (0.19 + 0.33 + 0.18) truck-loads = 0.7 truck-loads'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSam had 9 dimes in his bank. His dad gave him 7 dimes. How manydimes does Sam have now?\",\n",
       "  'Response': '16.0',\n",
       "  'Rationale': 'Since the question involves addition, we can simply add 9 to 7 to get 16.0.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA car company produced 3884 cars in North America and 2871 cars inEurope. How many cars is that in all?\",\n",
       "  'Response': '6755.0',\n",
       "  'Rationale': 'Add the number of cars produced in North America and Europe. 3884 + 2871 = 6755.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pizza party, Mason and his friends drank 2.6 bottles of lemon-lime soda and 3.8 bottles of cola. How much soda did they drink in all?\",\n",
       "  'Response': '6.4',\n",
       "  'Rationale': 'Adding 2.6 and 3.8 will give the total amount of soda drunk: 2.6 + 3.8 = 6.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaren added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. How many cups of nuts did Karen put inthe trail mix in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Karen added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. The total number of nuts that Karen put in the trail mix is (0.25 + 0.25) = 0.50 cups'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDuring a visit to an orchard, Charlie picked 0.16 bag of Golden Delicious apples, 0.16 bag of Macintosh apples, and 0.28 bag of Cortland apples. How many bags of fruit did Charlie pick in total?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'During a visit to an orchard, Charlie picked 0.16 bag of Golden Delicious apples, 0.16 bag of Macintosh apples, and 0.28 bag of Cortland apples: (Total bags of fruit) = (0.16 + 0.16) + 0.28 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSally grew 6 carrots. Fred grew 4 carrots. How many carrots did theygrow in all?\",\n",
       "  'Response': '10.0',\n",
       "  'Rationale': \"Sally grew 6 carrots and Fred grew 4 carrots.We have to add Sally's carrots and Fred's carrots.So the answer is 10.0\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Miki and her sister both built sandcastles and then measured their heights. Miki's sandcastle was 0.83 foot tall and her sister's was 0.53 foot tall. How much taller was Miki's sandcastle than her sister's?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': \"Miki's sandcastle was (0.83 - 0.53) = 0.3 foot tall than her sister's sandcastle\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHannah's Vegetarian Restaurant bought 0.3 poundof green peppers and 0.6 pound of red peppers.How many pounds of peppers did Hannah's Vegetarian Restaurantbuy in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Hannah's Restaurant bought 0.3 + 0.6 = 0.9 pounds of peppers total.\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaleen filled a bucket with 0.8 gallon of water. A few minutes later,she realized only 0.5 gallon of water remained. How much water had leaked out of the bucket?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Kaleen filled a bucket with 0.8 gallon of water. A few minutes later, she realized only 0.5 gallon of water remained. The volume of the leaked water is: (0.8 - 0.5) = 0.3 gallons'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan spent $15 on shorts and $14.8 on a jacket, and $12.5 on ashirt. She went to 3 shops. In total, how much money did Joanspend on clothing?\",\n",
       "  'Response': '42.3',\n",
       "  'Rationale': \"Joan spent $15 on shorts and $14.8 on a jacket, and $12.5on a shirt. The total cost of Joan's clothing is given by$15 + 14.8 + 12.5 = 42.3\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan spent $11.76 on a snake toy, and a cage cost him $14.54. Danalso found a dollar bill on the ground. What was the total cost of Dan's purchases?\",\n",
       "  'Response': '26.3',\n",
       "  'Rationale': \"Dan spent $11.76 on a snake toy, and a cage cost him $14.54. Finding a dollar doesn't matter with Dan's purchase. (Total cost of Dan's purchase) = 11.76 + 14.54 = 26.30.\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Mr. Olsen's mathematics class, 0.7 the students received A's and 0.2 received B's. What fraction of the students received either A's orB's?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"In Mr. Olsen's mathematics class, 0.7 the students received A's and 0.2 received B's. What fraction of the students received either A's orB's?\\n\\n0.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEzra drew a white line that was 7.6 inches long.Then he drew a blue line that was 3.3 inches long. How much longer was the white line than the blue line?\",\n",
       "  'Response': '4.3',\n",
       "  'Rationale': 'The white line is 7.6 inches long. The blue line is 3.3 inches long. So the difference between them is 4.3 (7.6 - 3.3 = 4.3).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\",\n",
       "  'Response': '387.9',\n",
       "  'Rationale': \"Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. The cost of 3 CD's for $6.16 doesn't matter with Keith's purchase.(Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEve ran 0.7 mile and walked 0.6 mile. How much farther did Eve runthan walk?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Eve ran 0.7 mile, and walked 0.6 mile. Eve ran 0.7 mile minus the distance she walked, which is 0.6 mile:\\\\n\\\\n(Distance Eve ran) - (Distance Eve walked) = 0.7 - 0.6 =0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn March it rained 0.8 inches. It rained 0.3 inches less in April than in March. How much did it rain in April?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The amount of rain in April was 0.8 - 0.3 = 0.5 inches (0.8 inches less than March)'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIrene just bought a new lamp for her bedside table. The old lamp was 1 foot tall and the new lamp is 2.3 feet tall. How much taller is the new lamp than the old lamp?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'Given the height of the old lamp was 1 foot and the new lamp is 2.3 feet tall, then subtracting those heights gives us: 2.3 - 1 = 1.3 feet, which is how much taller the new lamp is than the old one.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom has 30 violet balloons, he gave Fred 16 of the balloons. Howmany violet balloons does he now have?\",\n",
       "  'Response': '14.0',\n",
       "  'Rationale': 'Tom has 30 violet balloons, he gave Fred 16 of the balloons. How many violet balloons does he now have? (Number of Violet Balloon Tom have) = 30 - 16 = 14.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBenny received 67 dollars for his birthday. He went to a sportinggoods store and bought a baseball glove, baseball, and bat. He had33 dollars over, how much did he spent on the baseball gear?\",\n",
       "  'Response': '34.0',\n",
       "  'Rationale': 'Benny received 67 dollars for his birthday. He went to a sportinggoods store and bought a baseball glove, baseball, and bat. He had33 dollars over, how much did he spent on the baseball gear? Bennyreceived 67 dollars for his birthday. So the total money he hadwas 67 dollars. After buying sports goods from the shop, hehad 33 dollars left with him which means that his total expenseswas 34.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt Lindsey's Vacation Wear, 0.37 the garments are bikinis and 0.23 are trunks. What fraction of the garments are either bikinis or trunks?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The fraction of garments that are bikinis is 0.37 and the fraction of garments that are trunks is 0.23, so the total fraction of garments that are either bikinis or trunks is 0.37 + 0.23 = 0.60.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nProfessor Ellison weighed 2 pieces of metal for an experiment. Thepiece of iron weighed 11.16 pounds and the piece ofaluminum weighed 0.86 pound. How much moredid the piece of iron weigh than the piece of aluminum?\",\n",
       "  'Response': '10.3',\n",
       "  'Rationale': 'The iron weighed 11.16 pounds, and the aluminum weighed 0.86 pound. The difference between them is 10.3 pounds, as shown by 11.16-0.86=10.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the hardware store, 0.2 the nails are size 2d and 0.5 the nails are size 4d. What fraction of the nails are either size 2d or 4d?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'At the hardware store, 0.2 the nails are size 2d and 0.5 the nails are size 4d. Thus, (0.2 + 0.5) of all nails = (0.7) of all nails'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaleen filled a bucket with 0.8 gallon of water. A few minutes later,she realized only 0.5 gallon of water remained. How much water had leaked out of the bucket?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Initially, the bucket was filled with 0.8 gallon of water. After some time, only 0.5 gallon of water remained in the bucket because 0.3 gallons of water leaked out from the bucket during that time period (0.8-0.5=0.3).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElla owns 2 dogs. Each day, 1 dog eats 0.175 scoop of dog food andthe other dog eats 0.125 scoop. Together, how much dog food dothe 2 dogs eat each day?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Ella owns 2 dogs. Each day, 1 dog eats 0.175 scoop of dog food andthe other dog eats 0.125 scoop. Together, how much dog food dothe 2 dogs eat each day?\\\\n0.175+0.125=0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason found 49 seashells and 48 starfish on the beach. He gave 13 ofthe seashells to Tim. How many seashells does Jason now have?\",\n",
       "  'Response': '36.0',\n",
       "  'Rationale': 'The total number of seashells Jason found on the beach is 49, and he gave 13 to Tim. Therefore, the answer is 49 - 13 = 36.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDuring a visit to an orchard, Charlie picked 0.16 bag of Golden Delicious apples, 0.16 bag of Macintosh apples, and 0.28 bag of Cortland apples. How many bags of fruit did Charlie pick in total?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Charlie picked 0.16 bag of Golden Delicious apples, 0.16 bag of Macintosh apples, and 0.28 bag of Cortland apples, so he picked a total of (0.16 + 0.16 + 0.28) = (0.6) bags of fruit'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA renovation project required 0.19 truck-load ofsand, 0.33 truck-load of dirt, and 0.18 truck-load of cement. How many truck-loadsof material were needed in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'A renovation project required 0.19 truck-load ofsand, 0.33 truck-load of dirt, and 0.18 truck-load of cement. So in total the numberof truck-loads needed is 0.19 + 0.33 + 0.18 =0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. How much more does the chemistrytextbook weigh than the geometry textbook?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': \"Kelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. The chemistry textbook is heavier than the geometry textbook by (7.125 - 0.625) = 6.5 pounds.\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSam has 16 blue and 25 green balloons. Alyssa has 21 blue balloons.How many blue balloons do they have in all?\",\n",
       "  'Response': '37.0',\n",
       "  'Rationale': 'Sam has 16 blue and 25 green balloons. Alyssa has 21 blue balloons.\\\\nWe can calculate the total number of blue balloons by adding 16 + 21 = 37.\\\\nTherefore, the answer is 37.0.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThis afternoon Craig left school, rode the bus 3.8 miles, and then walked 0.2 mile to get home. How much farther did Craig ride than walk?\",\n",
       "  'Response': '3.6',\n",
       "  'Rationale': 'This afternoon Craig left school, rode the bus 3.8 miles, and then walked 0.2 mile to get home. How much farther did Craig ride than walk? To solve this problem we need to subtract the distance of walk from the distance of ride. So, (Distance of ride) - (distance of walk) = 3.8 - 0.2 = 3.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere is 0.2 cup of oil in Scarlett's measuring cup. If Scarlett adds 0.3 cup more, how much oil will be in the measuring cup?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"There is 0.2 cup of oil in Scarlett's measuring cup. If Scarlett adds 0.3 cup more, the total amount of oil in the measuring cup will be 0.2 + 0.3 = 0.5 cups\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making pastries, a bakery used 0.2 bag of wheat flour and 0.1 bag of white flour. How many bags of flour did the bakery use in all?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': '0.2 + 0.1 = 0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\n0.5 the students in the band are in the trumpet section. 0.3 thestudents in the band are in the trombone section. What fraction ofthe students in the band are in either the trumpet section or thetrombone section?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'We can add the fractions to get 0.5 + 0.3 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan spent $11.76 on a snake toy, and a cage cost him $14.54. Danalso found a dollar bill on the ground. What was the total cost of Dan's purchases?\",\n",
       "  'Response': '26.3',\n",
       "  'Rationale': \"Dan spent $11.76 on a snake toy, and the cage cost him $14.54. Finding a dollar doesn't matter with Dan's purchase. (Total cost of Dan's purchase) = 11,76 + 14,54 = 26.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 7.75 gallons of water in Becky's fish tank. If Becky adds 7.05 gallons more, how many gallons will there be in all?\",\n",
       "  'Response': '14.8',\n",
       "  'Rationale': 'Becky has 7.75 gallons of water in her fish tank. When she adds another 7.05 gallons, there will be a total of (7.75 + 7.05) = 14.8 gallons of water in the fish tank'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJenny ran 0.6 mile and walked 0.4 mile. How much farther did Jennyrun than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Jenny ran 0.6 mile and walked 0.4 mile. Jenny ran 0.2 miles farther than walked: (0.6 - 0.4 = 0.2).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth. How many light-years did the spaceshiptravel in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth, which means it traveled 0.5 + 2 x(0.1) =0.7 light-years in total.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. He found a dollar bill on the ground. What was the total cost of Keith's purchases?\",\n",
       "  'Response': '24.8',\n",
       "  'Rationale': 'Keith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. Finding a dollar doesn\\'t matter with Keith\\'s purchase. (Total cost of Keith\\'s purchase) = 6.5 + 5.79 + 12.51 = 24.80.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJenny ran 0.6 mile and walked 0.4 mile. How much farther did Jennyrun than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Jenny ran 0.6 mile and walked 0.4 mile, so she ran a total of 1 mile. This is 0.2 miles farther than she walked, which is the correct answer to one decimal place.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMelanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. Melanie already owns 4 games.How much did Melanie spend on video games?\",\n",
       "  'Response': '22.6',\n",
       "  'Rationale': \"Melanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. She already owns 4 games which doesn't matter in the calculation of how much she spent on video games. (Total amount Melanie spent on video games) = 6.97 + 7.90 + 7.73 = 22.60\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOn her vacation last summer, Trisha walked all over New York City to buy souvenirs. First, she walked 0.12 mile from her hotel to a postcard shop. Then she walked 0.15 milefrom the postcard shop to a T-shirt shop and 0.63 mile from the T-shirt shop back to the hotel. How many miles didTrisha walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': 'The total distance is the sum of the distances from the hotel to the postcard shop and from there to the T-shirt shop, with a return trip back to the hotel. (Total distance) = 0.12 + 0.15 + 2 x 0.63 = 1.54 -0.66 = 0.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nFor his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\",\n",
       "  'Response': '224.9',\n",
       "  'Rationale': \"For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrandy made trail mix for a backpacking trip. She used 0.17 pound of peanuts, 0.17 pound of chocolate chips, and 0.06 pound of raisins. How many pounds of trail mix did Brandy make?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'The total weight is 0.17 + 0.17 + 0.06 = 0.4 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nPamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\",\n",
       "  'Response': '4.6',\n",
       "  'Rationale': 'Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of it on the floor. She has 4.6 ounces left in her hand'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 43 pencils in the drawer and 19 pencils on the desk. Danplaced 16 pencils on the desk. How many pencils are now there intotal?\",\n",
       "  'Response': '78.0',\n",
       "  'Rationale': 'The answer is 43 + 19 + 16 = 78.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan joined his school's band. He bought a clarinet for $130.30, and a song book which was $11.2. Dan found $12.32 in his pocket.How much did Dan spend at the music store?\",\n",
       "  'Response': '141.5',\n",
       "  'Rationale': \"Dan bought a clarinet for $130.30, and a song book which was $11.2. Finding change in his pocket doesn't matter with Dan's purchase. So\\\\n(Total cost of Dan's purchase) = 130.30 + 11.2 = 141.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBlake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water. How much water is in the bucket?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Blake filled a bucket with 0.8 gallon of water, and then he poured out 0.2 gallon of the water from the bucket. Hence, there is 0.8-0.2=0.6 gallon of water left in the bucket now.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nScarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The amount of fruit that Scarlett used in all is: 0.225 + 0.375 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNicole found an orange caterpillar and a green caterpillar in her backyard. The green caterpillar was 3.06 inches long and the orange caterpillar was 1.16 inches long. How much longerwas the green caterpillar than the orange caterpillar?\",\n",
       "  'Response': '1.9',\n",
       "  'Rationale': 'The green caterpillar was 3.06 inches long and the orange caterpillar was 1.16 inches long. So (Length of Green Caterpillar - Length of Orange Caterpillar) = 3.06 - 1.16 = 1.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 41 short trees and 44 tall trees currently in the park. Parkworkers will plant 57 short trees today. How many short trees willthe park have when the workers are finished?\",\n",
       "  'Response': '98.0',\n",
       "  'Rationale': 'Given that there are already 41 short trees and the parkworkers will plant 57 short trees today and there is no other information about more planting to come, so the answer is 98.0.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEach day, the polar bear at Richmond's zoo eats 0.2 bucket of troutand 0.4 bucket of salmon. How many buckets of fish does the polarbear eat daily?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': '(Amount of fish eaten daily) = (0.2 bucket of trout) + (0.4 bucket of salmon) = 0.6 buckets'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA renovation project required 0.19 truck-load ofsand, 0.33 truck-load of dirt, and 0.18 truck-load of cement. How many truck-loadsof material were needed in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': '0.19 truck-load ofsand + 0.33 truck-load of dirt + 0.18 truck-load of cement = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company bought 5.91 tons of gravel and 8.19 tons ofsand. How many tons of material did the company buy in all?\",\n",
       "  'Response': '14.1',\n",
       "  'Rationale': 'The company bought 5.91 tons of gravel and 8.19 tons of sand so the total number of \"tons\" is (5.91+8.19)=14.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\n0.5 the students in the band are in the trumpet section. 0.3 thestudents in the band are in the trombone section. What fraction ofthe students in the band are in either the trumpet section or thetrombone section?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': '0.5 the students in the band are in the trumpet section. 0.3 thestudents in the band are in the trombone section. What fraction ofthe students in the band are in either the trumpet section orthe trombone section?\\\\n(0.5 + 0.3) = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAn oil pipe in the sea broke. Before engineers started to fix the pipe,6522 liters of oil leaked into the water. While the engineers worked,the pipe leaked 5165 liters of oil. In all, how many liters of oil leakedinto the water?\",\n",
       "  'Response': '11687.0',\n",
       "  'Rationale': '6522 + 5165 = 11687.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaleen filled a bucket with 0.8 gallon of water. A few minutes later,she realized only 0.5 gallon of water remained. How much water had leaked out of the bucket?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'The gallon of water that leaked out of the bucket was 0.8 gallon - 0.5 gallon = 0.3 gallon'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDuring a visit to an orchard, Charlie picked 0.16 bag of Golden Delicious apples, 0.16 bag of Macintosh apples, and 0.28 bag of Cortland apples. How many bags of fruit did Charlie pick in total?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Charlie picked 0.16 bag of Golden Delicious apples, 0.16 bag of Macintosh apples, and 0.28 bag of Cortland apples. Hence Charlie picked a total of 0.16 + 0.16 +0.28 = 0.6 bags in total'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan joined his school's band. He bought a clarinet for $130.30, and a song book which was $11.2. Dan found $12.32 in his pocket.How much did Dan spend at the music store?\",\n",
       "  'Response': '141.5',\n",
       "  'Rationale': 'Dan bought a clarinet for $130.30, and a song book which was $11.2. Dan found $12.32 in his pocket. So the total amount he spent was 130.3 + 11.2 = 141.5\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA truck carrying 4.1 pounds of sand travels to a construction yard andloses 2.4 pounds of sand along the way. How much sand does thetruck have when it arrives at the yard?\",\n",
       "  'Response': '1.7',\n",
       "  'Rationale': 'The truck carried 4.1 pounds of sand and lost 2.4 pounds, so thetruck arrived at the yard with (4.1 - 2.4) = 1.7 pounds of sand'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\",\n",
       "  'Response': '163.3',\n",
       "  'Rationale': \"Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans. How many kilograms of nuts did the chef buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'A chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans. How many kilograms of nuts did the chef buy in all?\\\\nSo, we can say that (kgs of total nuts)=0.12+0.38=0.5kgs'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOscar's bus ride to school is 0.75 mile and Charlie's bus ride is 0.25mile. How much longer is Oscar's bus ride than Charlie's?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"Oscar's bus ride to school is 0.75 mile and Charlie's bus ride is 0.25mile.\\\\nTo calculate the difference of the two, we need to subtract Charlie's bus ride from Oscar's:\\\\n0.75 - 0.25 = 0.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGordon bought 3.4 pounds of fruit for a class party. The class ate 2.2 pounds of the fruit. How much fruit is left now?\",\n",
       "  'Response': '1.2',\n",
       "  'Rationale': 'Gordon bought 3.4 pounds of fruit for a class party. The class ate 2.2 pounds of the fruit, then Gordon has 3.4 - 2.2 = 1.2 pounds left now.\")\\n(defconst mnli-examples\\n  \"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA farmer started the day with 8.7 buckets of seeds. After spendingthe morning sowing seeds, she now has 6 buckets. How manybuckets of seeds did the farmer sow?\",\n",
       "  'Response': '2.7',\n",
       "  'Rationale': 'The farmer started the day with 8.7 buckets of seeds. After spending the morning sowing seeds, she now has 6 buckets. The difference between what she started with and what she has left is how many buckets were sown: 8.7 - 6 = 2.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.2 inches on Saturday and 0.4 inches on Sunday. How muchdid it rain on Saturday and Sunday combined?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Saturday + Sunday = 0.2 + 0.4 = 0.6 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. How many pints didthey eat in all?\",\n",
       "  'Response': '3.5',\n",
       "  'Rationale': 'Alec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. So, in all they ate 3.5 pints of ice cream (3.25 + 0.25)'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt snowed 0.32 inches on Monday and 0.18 inches on Tuesday. Howmuch did it snow on Monday and Tuesday combined?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'It snowed 0.32 inches on Monday and 0.18 inches on Tuesday. So the total snowfall was = (0.32 + 0.18) inches = (0.5) inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHoping to be named Salesperson of the Month, Rosa called thenames from 10.2 pages of the phone book last week. This week, shecalled the people listed on another 8.6 pages of the same phone book. How many pages worth of people did Rosa call in all?\",\n",
       "  'Response': '18.8',\n",
       "  'Rationale': 'The answer is 10.2 + 8.6 = 18.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nScarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Scarlett used 0.225 pound of melon and 0.375 pound of berries in total. Therefore, the answer is 0.225 + 0.375 = 0.6\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThis afternoon Craig left school, rode the bus 3.8 miles, and then walked 0.2 mile to get home. How much farther did Craig ride than walk?\",\n",
       "  'Response': '3.6',\n",
       "  'Rationale': 'Craig left school, rode the bus 3.8 miles and walked 0.2 mile to get home. So, Craig rode 3.8 mile and walked 0.2 mile more than he rode (3.8 - 0.2 = 3.6).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendall is learning to drive, so this weekend she practiced driving 0.2 mile with her mother and another 0.5 mile with her father. How far did Kendall drive in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The given question is asking to find the total distance that Kendall drove.\\\\nWe can calculate the total distance by adding together 0.2 mile and 0.5 mile:\\\\n0.2 + 0.5 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEach day, the polar bear at Richmond's zoo eats 0.2 bucket of troutand 0.4 bucket of salmon. How many buckets of fish does the polarbear eat daily?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': \"Each day, the polar bear at Richmond's zoo eats 0.2 bucket of trout and 0.4 bucket of salmon. So the answer is 0.2 + 0.4 =0.6\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nVince's bus ride to school is 0.725 mile and Zachary's bus ride is 0.525 mile. How much longer is Vince's bus ride than Zachary's?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': \"(Vince's bus ride) - (Zachary's bus ride) = 0.725 mile - 0.525 mile = 0.2 mile\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pie-eating contest, Erik got through 0.63 piebefore time was called ; Frank finished just 0.33 pie. How much more pie did Erik eat than Frank?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Erik got through 0.63 pie, and Frank finished just 0.33 pie. The difference between these two values is (0.63 - 0.33) = 0.3 pie, so the answer is 0.3.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn one week, Mitch's family drank 0.5 carton of regular milk and 0.1 carton of soy milk. How much milk did they drink in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': '(0.5 + 0.1) = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. What was the total amount of snowfall?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'In Yardley it snowed 0.125 inch in the morning and 0.575 inch in the afternoon. Total amount of snowfall is given by: 0.125 + 0.575 =0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.9 inches on Monday. On Tuesday, it rained 0.7 inches lessthan on Monday. How much did it rain on Tuesday?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'It rained 0.9 inches on Monday and 0.7 inches less than that on Tuesday, so it rained 0.9 - 0.7 = 0.2 inches on Tuesday.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGordon bought 3.4 pounds of fruit for a class party. The class ate 2.2 pounds of the fruit. How much fruit is left now?\",\n",
       "  'Response': '1.2',\n",
       "  'Rationale': 'Gordon bought 3.4 pounds of fruit for a class party. The class ate 2.2 pounds of the fruit. How much fruit is left now? Answer = 3.4 - 2.2 = 1.2'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElla owns 2 dogs. Each day, 1 dog eats 0.175 scoop of dog food andthe other dog eats 0.125 scoop. Together, how much dog food dothe 2 dogs eat each day?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'The total amount of dog food that the two dogs eat each day is given by the sum 0.175 + 0.125 = 0.3, since one dog eats 0.175 scoop and the other dog eats 0.125 scoop per day, which sums to a total of 0.3 scoop per day for both dogs together'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs. How much pepper doesBrennan have?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Brennan begins with 0.25 grams of pepper and uses 0.15 grams to make some scrambled eggs, so the amount of pepper that he has left is 0.25 - 0.15 = 0.1 grams.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEach day, the polar bear at Richmond's zoo eats 0.2 bucket of troutand 0.4 bucket of salmon. How many buckets of fish does the polarbear eat daily?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': \"The polar bear at Richmond's zoo eats 0.2 bucket of troutand 0.4 bucket of salmon each day. Therefore, it eats 0.2 + 0.4 =0.6 buckets of fish daily\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNina did a running drill to get in shape for soccer season. First, Ninaran 0.08 mile. Then she ran 0.18 mile and 0.54 mile. How many miles did Nina run intotal?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'To solve the problem, we need to find the sum of the distances Nina ran.\\\\n0.08 mile + 0.18 mile + 0.54 mile = 0.8 mile'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGordon bought 3.4 pounds of fruit for a class party. The class ate 2.2 pounds of the fruit. How much fruit is left now?\",\n",
       "  'Response': '1.2',\n",
       "  'Rationale': 'Gordon bought 3.4 pounds of fruit for a class party, and the class ate 2.2 pounds of the fruit. (Amount left) = 3.4 - 2.2 = 1.20'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMichelle began her pizza delivery route with 0.5 tank of gas in her car. When she made it back to the pizzeria, 0.2 tank of gas was left. How much gas did Michelle use?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Michelle started the pizza delivery route with 0.5 tank of gas in her car. When she finished her route, she had 0.2 tank of gas left in her car. Thus, the amount of gas used was (0.5-0.2) = 0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSandy went to the mall to buy clothes. She spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. How much money did Sandyspend on clothes?\",\n",
       "  'Response': '33.5',\n",
       "  'Rationale': 'Sandy went to the mall to buy clothes. She spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. So she spent ($13.99 +$12.08 + 7.43) = 33.5 dollars for clothes.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast Saturday, Spencer walked all over town running errands. First, he walked 0.3 mile from his house to the library and 0.1 mile from thelibrary to the post office. Then he walked 0.4 mile from the postoffice back home. How many miles did Spencer walk in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': '0.3 + 0.1 + 0.4 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHoping to be named Salesperson of the Month, Rosa called thenames from 10.2 pages of the phone book last week. This week, shecalled the people listed on another 8.6 pages of the same phone book. How many pages worth of people did Rosa call in all?\",\n",
       "  'Response': '18.8',\n",
       "  'Rationale': 'Rosa called the names from 10.2 pages of the phone book last week and then another 8.6 pages this week, for a total of 10.2 + 8.6 = 18.8 pages worth of people'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMike bought some toys. He bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. In total, how much did Mikespend on toys?\",\n",
       "  'Response': '20.5',\n",
       "  'Rationale': 'Mike bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. Therefore, the total cost of his toys is 9.05 + 4.93 + 6.52 = 20.5.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOne evening, a restaurant served a total of 0.2 loaf of wheat bread and 0.4 loaf of white bread. How many loaves were served in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'If the restaurant served 0.2 loaves of wheat bread and 0.4 loaves of white bread, then it served a total of 0.2 + 0.4 = 0.6 loaves in all.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\",\n",
       "  'Response': '163.3',\n",
       "  'Rationale': \"Joan spent $149.18 on a trumpet, $9.98 on a music tool, and $4.14 on a song book. Finding extra money in her pocket doesn't matter with Joan's purchase. (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.3\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA truck carrying 4.1 pounds of sand travels to a construction yard andloses 2.4 pounds of sand along the way. How much sand does thetruck have when it arrives at the yard?\",\n",
       "  'Response': '1.7',\n",
       "  'Rationale': 'A truck carrying 4.1 pounds of sand travels to a construction yard and loses 2.4 pounds of sand along the way. Therefore, we can subtract it as follows: 4.1 - 2.4 = 1.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary had 8 potatoes in the garden. The rabbits ate 3 of the potatoes. How many potatoes does Mary now have?\",\n",
       "  'Response': '5.0',\n",
       "  'Rationale': 'The solution to the problem is computed by subtracting 8 (number of potatoes Mary had) with 3 (number of potatoes that were eaten). The answer should be 5.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAs part of a lesson on earthquakes, a science class is researching themovement of a nearby fault line. The fault line moved 1.25 inchesduring the past year and 5.25 inches the year before. How far did thefault line move in all?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': 'As part of a lesson on earthquakes, a science class is researching themovement of a nearby fault line. The fault line moved 1.25 inchesduring the past year and 5.25 inches the year before. So, in all thefault line moved 1.25 + 5.25 = 6.50 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants. Howmuch more did the tailor cut off the skirt than the pants?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants. Howmuch more did the tailor cut off the skirt than the pants?\\\\n0.75 - 0.25 = 0.5 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa bought some toys. She bought a football for $5.71, and spent $6.59 on marbles. In total, how much did Alyssa spend on toys?\",\n",
       "  'Response': '12.3',\n",
       "  'Rationale': 'The answer is just the sum of the prices: $5.71 + $6.59 = 12.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth. How many light-years did the spaceshiptravel in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth, which means the spaceship did a round tripand came back to its starting point on Earth: (Distance travelled)=0.5+0.1+0.1=0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason joined his school's band. He bought a flute for $142.51, amusic tool for $8.89, and a song book for $7. How much did Jasonspend at the music store?\",\n",
       "  'Response': '158.4',\n",
       "  'Rationale': \"Jason bought a flute for $142.51, a music tool for $8.89, anda song book for $7. (Total cost of Jason's purchase) = 142.51 + 8.89+ 7 = 158.40\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA truck carrying 4.1 pounds of sand travels to a construction yard andloses 2.4 pounds of sand along the way. How much sand does thetruck have when it arrives at the yard?\",\n",
       "  'Response': '1.7',\n",
       "  'Rationale': 'The truck carrying 4.1 pounds of sand travels to a construction yard and loses 2.4 pounds of sand along the way. The weight of the truck when it arrives at the yard is computed as follows: 4.1 - 2.4 = 1.7\\n\"\\n  end\\nend'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. How much more cinnamon than nutmeg did Mandy use?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The given problem can be solved using subtraction with the correct order of operations:\\\\n0.6 - 0.5 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRon weighed 2 colored metal balls during a science class. The blue ball weighed 6 pounds and the brown ball weighed 3.1 pounds. If Ron places both balls on the scale at the same time, what will thescale read?\",\n",
       "  'Response': '9.1',\n",
       "  'Rationale': 'Ron weighed 2 colored metal balls during a science class. The blue ball weighed 6 pounds and the brown ball weighed 3.1 pounds. If Ron places both balls on the scale at the same time, then (weight of both balls on scale) = 6 + 3.1 = 9.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJonah added 0.3 cup of yellow raisins and 0.4 cup of black raisins to abatch of trail mix. How many cups of raisins did Jonah add in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'Jonah added 0.3 cup of yellow raisins and 0.4 cup of black raisins to abatch of trail mix. Total number of cups he added is 0.3 + 0.4 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan found 72 seashells and 12 starfishes on the beach. She gaveAlyssa some of her seashells. She has 28 seashell. How manyseashells did she give to Alyssa?\",\n",
       "  'Response': '44.0',\n",
       "  'Rationale': 'Joan found 72 seashells and 12 starfishes on the beach. She gaveAlyssa some of her seashells. She has 28 seashell (She gave Alyssa 44). The correct answer is 44.0.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOscar's bus ride to school is 0.75 mile and Charlie's bus ride is 0.25mile. How much longer is Oscar's bus ride than Charlie's?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"Oscar's bus ride is 0.75 mile and Charlie's bus ride is 0.25mile. So, Oscar's bus ride is (0.75-0.25) = 0.5 mile longer than Charlie's bus ride\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan spent $15 on shorts and $14.8 on a jacket, and $12.5 on ashirt. She went to 3 shops. In total, how much money did Joanspend on clothing?\",\n",
       "  'Response': '42.3',\n",
       "  'Rationale': 'Joan spent a total of 15 + 14.8 + 12.5 = 42.3 dollars on clothes in three shops'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA marine biologist measured 1 fish that was 0.3 foot long and asecond fish that was 0.2 foot long. How much longer was the first fish?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The first fish is 0.3 foot long, and the second fish is 0.2foot long. The difference between these numbers is 0.1 footlong'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. How many pints didthey eat in all?\",\n",
       "  'Response': '3.5',\n",
       "  'Rationale': 'Alec and his roommates ate 3.25 pints of ice cream on Friday night and 0.25 pint of ice cream on Saturday night. (Total number of pints they ate) = 3.25 + 0.25 = 3.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nPamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\",\n",
       "  'Response': '4.6',\n",
       "  'Rationale': 'Pamela bought 9.8 ounces of sugar and spilled 5.2 ounces of it on the floor, so she still has 9.8 ounces - 5.2 ounces = 4.6 ounces left.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\",\n",
       "  'Response': '9.4',\n",
       "  'Rationale': '5.20 + 4.2 = 9.40\\\\n'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn March it rained 0.8 inches. It rained 0.3 inches less in April than in March. How much did it rain in April?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The difference in rainfall between March and April is 0.3 inches so it rained 0.8 - 0.3 = 0.5 inches in April.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEve ran 0.7 mile and walked 0.6 mile. How much farther did Eve runthan walk?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Eve ran 0.7 mile and walked 0.6 mile. So she ran (0.7 - 0.6) = 0.1 mile farther than she walked'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNicole found an orange caterpillar and a green caterpillar in her backyard. The green caterpillar was 3.06 inches long and the orange caterpillar was 1.16 inches long. How much longerwas the green caterpillar than the orange caterpillar?\",\n",
       "  'Response': '1.9',\n",
       "  'Rationale': 'The green caterpillar is 3.06 - 1.16 = 1.9 inches longer than the orange caterpillar.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere is 0.2 cup of oil in Scarlett's measuring cup. If Scarlett adds 0.3 cup more, how much oil will be in the measuring cup?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"There is 0.2 cup of oil in Scarlett's measuring cup. If Scarlett adds 0.3 cup more, there will be a total of 0.2+0.3=0.5 cups of oil in the measuring cup\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\",\n",
       "  'Response': '25.3',\n",
       "  'Rationale': 'The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEzra drew a white line that was 7.6 inches long.Then he drew a blue line that was 3.3 inches long. How much longer was the white line than the blue line?\",\n",
       "  'Response': '4.3',\n",
       "  'Rationale': 'The white line is 7.6 inches long and the blue line is 3.3 inches long. The white line was 4.3 inches longer than the blue line because 7.6 - 3.3 = 4.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\n0.5 the students in the band are in the trumpet section. 0.3 thestudents in the band are in the trombone section. What fraction ofthe students in the band are in either the trumpet section or thetrombone section?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': '0.5 + 0.3 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company ordered 0.16 ton ofconcrete, 0.14 ton of bricks, and 0.5 ton of stone. How many tons of material did the company order in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The construction company ordered 0.16 ton of concrete, 0.14 ton of bricks, and 0.5 ton of stone in all so the total amount is: (0.16 + 0.14 + 0.5) tons = (0.8) tons'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDina made cookies. She used 0.625 cup of flour and 0.25 cup of sugar. How much more flour than sugar did Dina use?\",\n",
       "  'Response': '0.375',\n",
       "  'Rationale': '0.625 - 0.25 = 0.375'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. How many pounds of peppers did Dale's Vegetarian Restaurant buyin all?\",\n",
       "  'Response': '5.2',\n",
       "  'Rationale': 'Dale\\'s Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. Therefore, the total weight of the peppers that Dale\\'s Vegetarian Restaurant bought is (2.8) + (2.4) = 5.2 pounds.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nPamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\",\n",
       "  'Response': '4.6',\n",
       "  'Rationale': 'Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of it on the floor. (Remaining sugar) = 9.8 - 5.2 = 4.6 ounces'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDarnel sprinted 0.87 lap and then took a break by jogging 0.77 lap.How much farther did Darnel sprint than jog?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The distance Darnel sprinted is 0.87 lap, and the distance he jogged is 0.77 lap. The difference between these distances is (0.87 - 0.77) = 0.1 lap'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa picked 42 pears and Nancy picked 17 pears from the pear tree.How many pears were picked in all?\",\n",
       "  'Response': '59.0',\n",
       "  'Rationale': '42 pears + 17 pears = 59.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\",\n",
       "  'Response': '9.4',\n",
       "  'Rationale': 'Joan purchased a basketball game for $5.20, and a racing game for $4.2. So Joan spent 5.20+4.2=9.40 dollars on video games'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEve ran 0.7 mile and walked 0.6 mile. How much farther did Eve runthan walk?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Eve ran 0.7 mile and walked 0.6 mile. Eve ran 0.7 - 0.6 = 0.1 more than she walked'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\",\n",
       "  'Response': '163.3',\n",
       "  'Rationale': 'Joan joined her school\\'s band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Finding money in her pocket doesn\\'t matter with Joan\\'s purchases at the music store.(Total cost of Joan\\'s purchase) = 149.18 + 9.98 + 4.14 = 163.30.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan joined his school's band. He bought a clarinet for $130.30, and a song book which was $11.2. Dan found $12.32 in his pocket.How much did Dan spend at the music store?\",\n",
       "  'Response': '141.5',\n",
       "  'Rationale': \"Dan spent $130.30 on a clarinet, and $11.2 on a song book. Finding money in his pocket doesn't matter with Dan's purchase.(Total cost of Dan's purchase) = 130.30 + 11.2 = 141.50\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKenji and his classmates placed colored blocks on a scale during ascience lab. The yellow block weighed 0.6 pounds and the greenblock weighed 0.4 pounds. How much more did the yellow blockweigh than the green block?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Kenji and his classmates placed colored blocks on a scale during ascience lab. The yellow block weighed 0.6 pounds and the greenblock weighed 0.4 pounds. To find how much more the yellow block weighed than the green block, we need to subtract the weight of green from the weight of yellow: (0.6 - 0.4) = 0.2 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA marine biologist measured 1 fish that was 0.3 foot long and asecond fish that was 0.2 foot long. How much longer was the first fish?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The answer is 0.3 - 0.2 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary got fast food for lunch. Mary spent $1.08 on soup and $4.82 on a salad. Mary paid with a 20 dollar bill. What was the total of thelunch bill?\",\n",
       "  'Response': '5.9',\n",
       "  'Rationale': 'Mary spent $1.08 on soup and $4.82 on a salad, so her total bill was 1.08 + 4.82 = 5.90'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAfter paying 6 dollars for the pie, Mary has 52 dollars, her friend has43 dollars. How much money did she have before buying the pie?\",\n",
       "  'Response': '58.0',\n",
       "  'Rationale': \"After paying 6 dollars for the pie, Mary has 52 dollars, her friend has43 dollars. What does Mary's friend have to do with Mary's purchase? It depends on whether she borrowed money from her friend or not. However, we can safely assume that she didn't borrow money from her friend as it is not mentioned in the text. So we can just ignore the part about her friend and say that after she paid 6 dollars for a pie, she had 52-6 = 46 dollar left. Therefore, before buying a pie she had 58+6 = 64 dollar (or 58.0 rounded up to one decimal place)\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth. How many light-years did the spaceshiptravel in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The spaceship traveled 0.5 light-year from Earth to Planet X, then 0.1 light-year from Planet X to Planet Y and finally 0.1 light-year back to Earth from the planet Y. So the total distance traveled by the spaceship would be\\\\n0.5 + 0.1 + 0.1 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrandy made trail mix for a backpacking trip. She used 0.17 pound of peanuts, 0.17 pound of chocolate chips, and 0.06 pound of raisins. How many pounds of trail mix did Brandy make?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'To solve the problem, we can use the following steps:\\\\n1. Add up all the weights of each ingredient:\\\\n0.17 pound of peanuts + 0.17 pound of chocolate chips + 0.06 pound of raisins = 0.4 pounds;\\\\nor\\\\n(0.17)+(0.17)+(0.06)=0+4=0+40/100=40/100=2/5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa bought some toys. She bought a football for $5.71, and spent $6.59 on marbles. In total, how much did Alyssa spend on toys?\",\n",
       "  'Response': '12.3',\n",
       "  'Rationale': \"Alyssa bought a football for $5.71, and spent $6.59 on marbles. (Total cost of Alyssa's toys) = 5.71 + 6.59 = 12.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Shannon's apartment complex, 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments. What fraction of the apartments areeither 1 - or two-bedroom apartments?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'To solve the problem, we can use the following steps:\\\\n1. 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments.\\\\n0.5 of apartments are either 1 or two - bedroom apartment (0.2 + 0 . 3 = . 5)'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEach day, the polar bear at Richmond's zoo eats 0.2 bucket of troutand 0.4 bucket of salmon. How many buckets of fish does the polarbear eat daily?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': \"Each day, the polar bear at Richmond's zoo eats 0.2 bucket of troutand 0.4 bucket of salmon. Therefore, the total number of buckets eaten daily is 0.2 + 0.4 = (0.6)bucket\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 42 walnut trees and 12 orange trees currently in the park.Park workers had to cut down 13 walnut trees that were damaged.How many walnut trees will be in the park when the workers arefinished?\",\n",
       "  'Response': '29.0',\n",
       "  'Rationale': 'There are 42 walnut trees and 12 orange trees currently in the park.Park workers had to cut down 13 walnut trees that were damaged.How many walnut trees will be in the park when the workers arefinished?\\n\\nAnswer: 29.0\\nRationale: By subtracting 13 from 42, we get 29'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt snowed 0.32 inches on Monday and 0.18 inches on Tuesday. Howmuch did it snow on Monday and Tuesday combined?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The snow on Monday was 0.32 inches and the snow on Tuesday was 0.18 inches, so the total combined snowfall for both days was (0.32 + 0.18) = 0.5 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan joined his school's band. He bought a clarinet for $130.30, and a song book which was $11.2. Dan found $12.32 in his pocket.How much did Dan spend at the music store?\",\n",
       "  'Response': '141.5',\n",
       "  'Rationale': 'To find the amount Dan spent, we can add the cost of the clarinet and song book together. Since Dan found some money in his pocket, we do not need to include that in our total. (Total amount) = 130.3 + 11.2 = 141.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. How much more does the chemistrytextbook weigh than the geometry textbook?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': \"Kelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. The answer is the difference between the weights of these texts: 7.125 - 0.625 = 6.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendall is learning to drive, so this weekend she practiced driving 0.2 mile with her mother and another 0.5 mile with her father. How far did Kendall drive in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'Kendall drove 0.2 mile with her mother and another 0.5 miles with her father, so in all she drove 0.2 + 0.5 = 0.7 miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOn a hot day, Sam poured 1 bucket of water into a plastic wadingpool. A few minutes later he added another 8.8 buckets. How muchwater did Sam pour into the pool?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'Sam poured 1 bucket of water into a plastic wading pool. A few minutes later he added another 8.8 buckets. He finally poured 9.8 buckets into the pool in total, which is 1 + 8.8 = 9.8 buckets of water.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTori was 4.4 feet tall. Then she grew 2.8 feet taller. How tall is Tori now?\",\n",
       "  'Response': '7.2',\n",
       "  'Rationale': 'Tori was 4.4 feet tall. Then she grew 2.8 feet taller, so her height is now 4.4 + 2.8 = 7.2.\",'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans. How many kilograms of nuts did the chef buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'A chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans. How many kilograms of nuts did the chef buy in all?\\\\n(Total amount) = (0.12) + (0.38)\\\\nThe total amount is 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHannah's Vegetarian Restaurant bought 0.3 poundof green peppers and 0.6 pound of red peppers.How many pounds of peppers did Hannah's Vegetarian Restaurantbuy in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Hannah's Vegetarian Restaurant bought 0.3 pound of green peppers and 0.6 pound of red peppers. Therefore, they bought a total 0.3 + 0.6 = 0.9 pounds of peppers in all\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making pastries, a bakery used 0.2 bag of wheat flour and 0.1 bag of white flour. How many bags of flour did the bakery use in all?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'The bakery used 0.2 bag of wheat flour and 0.1 bag of white flour, so the total amount is 0.2 + 0.1 = 0.3 bags.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAs part of a lesson on earthquakes, a science class is researching themovement of a nearby fault line. The fault line moved 1.25 inchesduring the past year and 5.25 inches the year before. How far did thefault line move in all?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': 'The fault line moved 1.25 inches during the past year and 5.25 inchesthe year before, so it moved a total of 6.5 inches.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan bought toy cars for $14.88, a skateboard for $4.88, and got toytrucks for $5.86. She spent $14.53 on pants. In total, how much did Joan spend on toys?\",\n",
       "  'Response': '25.6',\n",
       "  'Rationale': \"Joan spent $14.88 on toy cars, she spent $4.88 on a skateboard and she got toytrucks for $5.86. She also spent $14.53 on pants, but this doesn't matter with the question which is about the cost of toys only (Total cost of Joan's toys) = 14.88 + 4.88 + 5.86 = 25.62\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants. Howmuch more did the tailor cut off the skirt than the pants?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': '0.75 - 0.25 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. How much did Tom spend onvideo games?\",\n",
       "  'Response': '35.5',\n",
       "  'Rationale': 'Tom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. So the total amount Tom spent on games is 14 + 9.46 + 12.04= 35.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMelanie had 19 dimes in her bank. Her dad gave her 39 dimes andher mother gave her 25 dimes. How many dimes does Melanie havenow?\",\n",
       "  'Response': '83.0',\n",
       "  'Rationale': \"Melanie had 19 dimes in her bank. Her dad gave her 39 dimes andher mother gave her 25 dimes. (Total number of Melanie's dimes) = 19 + 39 + 25 = 83.0\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTori was 4.4 feet tall. Then she grew 2.8 feet taller. How tall is Tori now?\",\n",
       "  'Response': '7.2',\n",
       "  'Rationale': 'Tori was 4.4 feet tall. After she grew taller, she is now 4.4 + 2.8 = 7.2 feet tall'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pie-eating contest, Erik got through 0.63 piebefore time was called ; Frank finished just 0.33 pie. How much more pie did Erik eat than Frank?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Erik ate 0.63 pie and Frank ate 0.33 pie, so Erik ate more than Frank by: 0.63 - 0.33 = 0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWendy ran 19.8 miles and walked 9.2 miles. How much farther did Wendy run thanwalk?\",\n",
       "  'Response': '10.6',\n",
       "  'Rationale': 'We need to find how much farther Wendy ran than she walked. We can do this by subtracting the number of miles Wendy walked from the number of miles she ran: 19.8 - 9.2 = 10.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nStanley ran 0.4 mile and walked 0.2 mile. How much farther did Stanley run than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Stanley ran 0.4 mile and walked 0.2 mile, so he ran 0.4 - 0.2 = 0.2 mile farther than he walked.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the hardware store, 0.2 the nails are size 2d and 0.5 the nails are size 4d. What fraction of the nails are either size 2d or 4d?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The total number of nails is 1.0, and 0.2 are size 2d, so 0.8 + 0.5 = 1.3 in total must be either size 2d or 4d. Therefore the answer is the fraction 1.3/1 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa bought some toys. She bought a football for $5.71, and spent $6.59 on marbles. In total, how much did Alyssa spend on toys?\",\n",
       "  'Response': '12.3',\n",
       "  'Rationale': 'Alyssa bought some toys. She bought a football for $5.71, and spent $6.59 on marbles. In total, she spent 5.71+6.59=12.3 dollars on toys'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTerrell hiked 8.2 miles on Saturday. Then, on Sunday, he hikedanother 1.6 miles. How far did Terrell hike all together?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'Terrell hiked 8.2 miles on Saturday, and another 1.6 miles on Sunday, his total hike is 8.2 + 1.6 = 9.8 miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\n0.5 the students in the band are in the trumpet section. 0.3 thestudents in the band are in the trombone section. What fraction ofthe students in the band are in either the trumpet section or thetrombone section?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The fraction of students in the trumpet section is 0.5 and thefraction of students in the trombone section is 0.3, so we can addthe fractions to find out how many students are in either thesection:\\\\n0.5 + 0.3 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. So, for one day she has used (0.4 - 0.3) = 0.1 box of baking powder more than current day supply'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a Batman game for $13.60, and a Superman gamefor $5. Tom already owns 2 games. How much did Tom spend onvideo games?\",\n",
       "  'Response': '18.6',\n",
       "  'Rationale': 'Tom purchased a Batman game for $13.60, and a Superman gamefor $5. Tom already owns 2 games, so he spent 13.60 + 5 = 18.6 dollars on the two new games.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA farmer started the day with 8.7 buckets of seeds. After spendingthe morning sowing seeds, she now has 6 buckets. How manybuckets of seeds did the farmer sow?\",\n",
       "  'Response': '2.7',\n",
       "  'Rationale': 'A farmer started the day with 8.7 buckets of seeds. After spending the morning sowing seeds, she now has 6 buckets. The total number of buckets that she sowed is 8.7 - 6 = 2.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pizza party, Mason and his friends drank 2.6 bottles of lemon-lime soda and 3.8 bottles of cola. How much soda did they drink in all?\",\n",
       "  'Response': '6.4',\n",
       "  'Rationale': 'The sum of the amount of lemon-lime soda and cola is 2.6 + 3.8 = 6.4 bottles.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMichelle began her pizza delivery route with 0.5 tank of gas in her car. When she made it back to the pizzeria, 0.2 tank of gas was left. How much gas did Michelle use?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Michelle began her pizza delivery route with 0.5 tank of gas in her car. When she made it back to the pizzeria, 0.2 tank of gas was left, which means that she used (0.5 - 0.2) = 0.3 tank of gas total on this route'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKenji and his classmates placed colored blocks on a scale during ascience lab. The yellow block weighed 0.6 pounds and the greenblock weighed 0.4 pounds. How much more did the yellow blockweigh than the green block?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'The yellow block weighed 0.6 pounds and the green block weighed0.4 pounds. The difference was 0.6 - 0.4 = 0.2 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. How many pounds of peppers did Dale's Vegetarian Restaurant buyin all?\",\n",
       "  'Response': '5.2',\n",
       "  'Rationale': \"Dale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. Adding the two amounts gives Dale's total weight of peppers: 5.2\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCraig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. How many miles did Craig walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Craig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. (Total distance Craig walked) = 0.2 + 0.7 = 0.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making desserts for a bake sale, Victor used 0.625 scoop ofbrown sugar as well as 0.225 scoop of white sugar. How much morebrown sugar did Victor use?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'Victor used 0.625 scoop of brown sugar as well as 0.225 scoop of whitesugar. The difference between brown and white sugar is:0.625 - 0.225 = 0.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSuzie found 2 worms in the yard and measured them with a ruler. One worm was 0.8 inch long. The other worm was 0.1 inch long. How much longer was the longer worm?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'To solve this question, we need to do a subtraction. The longer worm was 0.8 inch long, and the shorter one was 0.1 inch long. Therefore, the longer worm was 0.8 - 0.1 = 0.7 inches longer than the shorter one.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\",\n",
       "  'Response': '25.3',\n",
       "  'Rationale': 'Mary spent $13.03 on a shirt and $12.27 on a jacket, so she spent a total of $25.30 on clothing.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn one week, Mitch's family drank 0.5 carton of regular milk and 0.1 carton of soy milk. How much milk did they drink in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'By adding 0.5 and 0.1, we get 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMike bought some toys. He bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. In total, how much did Mikespend on toys?\",\n",
       "  'Response': '20.5',\n",
       "  'Rationale': \"Mike bought some toys. He bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. The total cost of Mike's purchase is: 9.05 + 4.93 + 6.52 = 20.50\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSuzie found 2 worms in the yard and measured them with a ruler. One worm was 0.8 inch long. The other worm was 0.1 inch long. How much longer was the longer worm?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': '0.8 - 0.1 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSam grew 4 watermelons, but the rabbits ate 3 watermelons. Howmany watermelons does Sam have?\",\n",
       "  'Response': '1.0',\n",
       "  'Rationale': 'Sam grew 4 watermelons and the rabbits ate 3 watermelons. (The number of watermelons that Sam has) = 4 - 3 = 1.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly bought 0.1 pounds of peanuts and 0.4 pounds of raisins. Howmany pounds of snacks did she buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Kelly bought 0.1 pounds of peanuts and 0.4 pounds of raisins. Given that she then weighed all snacks, we can assume that she mixed them together and so we should add their weights to find the total weight. (Total weight of snacks) = 0.1 + 0.4 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWendy ran 19.8 miles and walked 9.2 miles. How much farther did Wendy run thanwalk?\",\n",
       "  'Response': '10.6',\n",
       "  'Rationale': 'Wendy ran 19.8 miles, and walked 9.2 miles; the difference between these two is 10.6 miles, so she ran 10.6 miles farther than she walked.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJessica spent $10.2 on a cat toy, and a cage cost her $11.7. What was the total cost of Jessica's purchases?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': \"Jessica spent $10.2 on a cat toy, and a cage cost her $11.7. (Total cost of Jessica's purchase) = 10.2 + 11.7 = 21.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDina made cookies. She used 0.625 cup of flour and 0.25 cup of sugar. How much more flour than sugar did Dina use?\",\n",
       "  'Response': '0.375',\n",
       "  'Rationale': '\\\\nDina did not use more flour than sugar. She used 0.25 cup of sugar and 0.625 cups of flour, so she used the same amount of sugar as flour: 0.625 - 0.25 = 0.375'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGreg and Sharon own neighboring cornfields. Greg harvested 0.4 acreof corn on Monday and Sharon harvested 0.1 acre. How many moreacres did Greg harvest than Sharon?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Greg harvested 0.4 acre of corn on Monday and Sharon harvested 0.1 acre. Greg harvested more corn compared to Sharone by 0.4 - 0.1 = 0.3 acres'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJessica spent $10.2 on a cat toy, and a cage cost her $11.7. What was the total cost of Jessica's purchases?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': \"Jessica spent $10.2 on a cat toy, and a cage cost her $11.7. (Total cost of Jessica's purchase) = 10.2 + 11.7 = 21.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 7.75 gallons of water in Becky's fish tank. If Becky adds 7.05 gallons more, how many gallons will there be in all?\",\n",
       "  'Response': '14.8',\n",
       "  'Rationale': '7.75 + 7.05 = 14.80'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 0.43 meters long. Thenshe sawed 0.33 meters off the end. How long is the piece of woodnow?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The carpenter bought a piece of wood that was 0.43 meters long. Then she sawed 0.33 meters off the end, so the length of piece of wood now is = 0.43 - 0.33 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Mr. Olsen's mathematics class, 0.7 the students received A's and 0.2 received B's. What fraction of the students received either A's orB's?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"The fraction of the students that received A's is 0.7 and the fraction of the students that received B's is 0.2, so 0.7 + 0.2 = 0.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMarta picked 2 pumpkins. The first pumpkin weighed 4 pounds, andthe second pumpkin weighed 8.7 pounds. How much did the 2pumpkins weigh all together?\",\n",
       "  'Response': '12.7',\n",
       "  'Rationale': 'The first pumpkin weighed 4 pounds, and the second pumpkin weighed 8.7 pounds. The total weight of the 2 pumpkins is (4 + 8.7) = 12.7 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRon weighed 2 colored metal balls during a science class. The blue ball weighed 6 pounds and the brown ball weighed 3.1 pounds. If Ron places both balls on the scale at the same time, what will thescale read?\",\n",
       "  'Response': '9.1',\n",
       "  'Rationale': 'The sum of weight of both the balls is 6 + 3.1 = 9.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDuring a canned food drive, items were sorted into bins. The drive resulted in 0.125 bin of soup, 0.125 bin of vegetables, and 0.55 bin of pasta. Altogether, how many bins would the canned food take up?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'During a canned food drive, items were sorted into bins. The drive resulted in 0.125 bin of soup, 0.125 bin of vegetables, and 0.55 bin of pasta. Altogether, the number of bins would be: (0.125 +0.125+0.55) = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMolly owns the Wafting Pie Company. This morning, her employeesused 816 eggs to bake pumpkin pies. If her employees used a total of1339 eggs today, how many eggs did they use in the afternoon?\",\n",
       "  'Response': '523.0',\n",
       "  'Rationale': '1339-816=523.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. In total, how much money did shespend?\",\n",
       "  'Response': '34.7',\n",
       "  'Rationale': 'There are no additional information given in the question. The answeris simply $11.08 + $14.33 + $9.31 = $34.72'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJonah added 0.3 cup of yellow raisins and 0.4 cup of black raisins to abatch of trail mix. How many cups of raisins did Jonah add in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'This question is asking how many cups of raisins Jonah added, so we need to add 0.3 + 0.4 = 0.7 cups of raisins in all.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHannah's Vegetarian Restaurant bought 0.3 poundof green peppers and 0.6 pound of red peppers.How many pounds of peppers did Hannah's Vegetarian Restaurantbuy in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Hannah's Vegetarian Restaurant bought 0.3 poundof green peppers and 0.6 pound of red peppers, so the total amount of purchased peppers is 0.3 + 0.6 = 0.9 pounds\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt Lindsey's Vacation Wear, 0.37 the garments are bikinis and 0.23 are trunks. What fraction of the garments are either bikinis or trunks?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The fraction of bikinis is 0.37, and the fraction of trunks is 0.23. Since there are no garments that can be bikinis as well as trunks, the total fraction of either bikinis or trunks is simply the sum: 0.37 + 0.23 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThe Montoya family spends 0.6 their budget on groceries and another 0.2 going out to eat. Altogether, what fraction of their budget doesthe Montoya family spend on food?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The Montoya family spends 0.6 their budget on groceries and another 0.2 going out to eat. The fraction of the budget that they spend on food is equal to the sum of these fractions: 0.6 + 0.2 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': \"Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall, so Janet's castle was 1.3 feet taller than her sister's: 3.6 - 2.3 = 1.3\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMike bought some toys. He bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. In total, how much did Mikespend on toys?\",\n",
       "  'Response': '20.5',\n",
       "  'Rationale': \"Mike bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. (Total cost of Mike's purchase) = 9.05 + 4.93 + 6.52 = 20.50\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJonah added 0.3 cup of yellow raisins and 0.4 cup of black raisins to abatch of trail mix. How many cups of raisins did Jonah add in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'This is a simple addition problem. We add 0.3 cups and 0.4 cups of raisins to get 0.7 cup of raisins in total.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bucket contains 3 gallons of water. If Derek adds 6.8 gallons more,how many gallons will there be in all?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': \"The bucket contains 3 gallons of water and Derek add 6.8 gallons more.So, the total number of gallons in the bucket is 3 + 6.8 = 9.8\\n'''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA marine biologist measured 1 fish that was 0.3 foot long and asecond fish that was 0.2 foot long. How much longer was the first fish?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'One fish was 0.3 feet long, and the other was 0.2 feet long. To find out how much longer the first fish is than the second, we need to subtract 0.2 from 0.3 to get 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nVince's bus ride to school is 0.725 mile and Zachary's bus ride is 0.525 mile. How much longer is Vince's bus ride than Zachary's?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Vince\\'s bus ride is 0.725 mile, and Zachary\\'s bus ride is 0.525 mile. The difference between these two values is 0.725 - 0.525 = 0.2 miles, which corresponds to an additional distance of 200 yards for Vince\\'s bus ride as compared to Zachary\\'s bus ride.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan has 10 books. Tom has 38 books. How many books do theyhave together?\",\n",
       "  'Response': '48.0',\n",
       "  'Rationale': 'Joan has 10 books. Tom has 38 books. The problem asks how many they have together, so the answer should be the sum of their books: 10 + 38 = 48.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKyle jogged 1.175 laps in P.E. class and 2.125 laps during track practice. How many laps did Kyle jog in all?\",\n",
       "  'Response': '3.3',\n",
       "  'Rationale': 'Kyle jogged 1.175 laps in P.E. class and 2.125 laps during track practice.\\\\nTherefore, Kyle jogged 3.3 laps in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMelanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. Melanie already owns 4 games.How much did Melanie spend on video games?\",\n",
       "  'Response': '22.6',\n",
       "  'Rationale': 'Melanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. Melanie already owns 4 games so she spent on 6 games in total: 6*(6.97+7.90+7.73)=$22.60'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. How many pints didthey eat in all?\",\n",
       "  'Response': '3.5',\n",
       "  'Rationale': 'Alec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. The number of pints atein all is 3.25 + 0.25 = 3.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRon weighed 2 colored metal balls during a science class. The blue ball weighed 6 pounds and the brown ball weighed 3.1 pounds. If Ron places both balls on the scale at the same time, what will thescale read?\",\n",
       "  'Response': '9.1',\n",
       "  'Rationale': 'The sum of the weights of both balls is 6 + 3.1 = 9.1 pounds.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nProfessor Ellison weighed 2 pieces of metal for an experiment. Thepiece of iron weighed 11.16 pounds and the piece ofaluminum weighed 0.86 pound. How much moredid the piece of iron weigh than the piece of aluminum?\",\n",
       "  'Response': '10.3',\n",
       "  'Rationale': 'The piece of iron weighed 11.16 pounds and the piece of aluminumweighed 0.86 pound. The difference between these values is:\\\\n11.16 - 0.86 = 10.30'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendra made punch for her friend's birthday party. She used 0.25 gallon of grape juice, 0.35 gallon of cranberry juice, and 0.2 gallon of club soda. How many gallons of punch did Kendra make?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': \"Kendra made punch for her friend's birthday party. She used 0.25 gallon of grape juice, 0.35 gallon of cranberry juice, and 0.2 gallon of club soda. To find out how many gallons Kendra made we need to add all the ingredients she used: 0.25 + 0.35 + 0.2 = 0.8\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan picked 9 limes and gave Sara 4 of the limes. How many limesdoes Dan have now?\",\n",
       "  'Response': '5.0',\n",
       "  'Rationale': 'This answer is 5.0 because Dan gave Sara 4 limes and he had 9 to start with, so he has 9-4=5 left.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSara got fast food for lunch. Sara spent $5.30 on a hotdog and $5.10 on a salad. What was the total of the lunch bill?\",\n",
       "  'Response': '10.4',\n",
       "  'Rationale': \"Sara's lunch bill was $5.30 for a hotdog and $5.10 for a salad, so the total lunch bill was $10.40\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMarta picked 2 pumpkins. The first pumpkin weighed 4 pounds, andthe second pumpkin weighed 8.7 pounds. How much did the 2pumpkins weigh all together?\",\n",
       "  'Response': '12.7',\n",
       "  'Rationale': 'Marta picked 2 pumpkins. The first pumpkin weighed 4 pounds, andthe second pumpkin weighed 8.7 pounds. The total weight of the 2pumpkins is the sum of their individual weights: 4 + 8.7 = 12.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company ordered 0.16 ton ofconcrete, 0.14 ton of bricks, and 0.5 ton of stone. How many tons of material did the company order in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': '0.16 + 0.14 + 0.5 = 0.80'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAbe's family moved from the Bahamas to Japan, so they had converttheir money into Japanese yen. Their checking account now has 6359yen and their savings account now has 3485 yen. How many yen dothey have?\",\n",
       "  'Response': '9844.0',\n",
       "  'Rationale': \"Abe's family moved from the Bahamas to Japan, so they had converttheir money into Japanese yen. Their checking account now has 6359yen and their savings account now has 3485 yen. They total 784yen in both accounts, so the answer is 6359 + 3485 = 9844.0\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants. Howmuch more did the tailor cut off the skirt than the pants?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'For the skirt, the tailor cut 0.75 inches off, and for the pants, he cut 0.25 inches off. The total difference is therefore: 0.75 - 0.25 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 8.9 centimeters long.Then he sawed 2.3 centimeters off the end. How long is the piece ofwood now?\",\n",
       "  'Response': '6.6',\n",
       "  'Rationale': 'A carpenter bought a piece of wood that was 8.9 centimeters long.Then he sawed 2.3 centimeters off the end. So, now the new length is 8.9 - 2.3 = 6.6 cm'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTim found 37 seashells and Sally found 13 seashells on the beach.When they cleaned them, they discovered that 25 were cracked.How many seashells did they find together?\",\n",
       "  'Response': '50.0',\n",
       "  'Rationale': 'Tim found 37 seashells and Sally found 13 seashells on the beach. When they cleaned them, they discovered that 25 were cracked. So, we can calculate the total number of shells they found by adding 37 and 13 and subtracting the number of cracked ones (25). The answer is: 50.0\"\\n    #'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSandy went to the mall to buy clothes. She spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. How much money did Sandyspend on clothes?\",\n",
       "  'Response': '33.5',\n",
       "  'Rationale': \"Sandy spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. (Total cost of Sandy's purchase) = 13.99 + 12.08 + 7.43 = 33.50\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMarta picked 2 pumpkins. The first pumpkin weighed 4 pounds, andthe second pumpkin weighed 8.7 pounds. How much did the 2pumpkins weigh all together?\",\n",
       "  'Response': '12.7',\n",
       "  'Rationale': 'Marta picked 2 pumpkins. The first pumpkin weighed 4 pounds, andthe second pumpkin weighed 8.7 pounds. (Total weight of the 2pumpkins) = 4 + 8.7 = 12.70 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pie-eating contest, Erik got through 0.63 piebefore time was called ; Frank finished just 0.33 pie. How much more pie did Erik eat than Frank?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'At a pie-eating contest, Erik got through 0.63 piebefore time was called ; Frank finished just 0.33 pie. How much more pie did Erik eat than Frank?\\\\n0.63 - 0.33 = 0.3\\n<p>\\n</details>'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nStanley ran 0.4 mile and walked 0.2 mile. How much farther did Stanley run than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Stanley ran 0.4 mile and walked 0.2 mile, so he ran a total of 0.6 mile and walked a total of 0.2 mile, so he ran (0.6 - 0.2) = 0.4 more than he walked'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendra made punch for her friend's birthday party. She used 0.25 gallon of grape juice, 0.35 gallon of cranberry juice, and 0.2 gallon of club soda. How many gallons of punch did Kendra make?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': \"Kendra made punch for her friend's birthday party. She used 0.25 gallon of grape juice, 0.35 gallon of cranberry juice and 0.2 gallon of club soda. So, we have to add the quantities to get the gallons of punch that Kendra made in total i.e., (0.25 + 0.35 + 0.20) = (0.80) = (0).8 gallons\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa loves eating fruits. Alyssa paid $12.05 for grapes, and $9.85 for cherries. In total, how much money did Alyssa spend?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': \"Alyssa loves eating fruits. Alyssa paid $12.05 for grapes, and $9.85 for cherries. In total, how much money did Alyssa spend? (Total cost of Alyssa's purchase) = 12.05 + 9.85 = 21.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaren added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. How many cups of nuts did Karen put inthe trail mix in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Karen added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. So the total cups that Karen put inthe trail mix is (0.25 + 0.25) = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Mr. Olsen's mathematics class, 0.7 the students received A's and 0.2 received B's. What fraction of the students received either A's orB's?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': '0.7 + 0.2 = 0.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. How many pounds of peppers did Dale's Vegetarian Restaurant buyin all?\",\n",
       "  'Response': '5.2',\n",
       "  'Rationale': \"Dale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. How many pounds of peppers did Dale's Vegetarian Restaurant buy in all? (Total pounds) = 2.8 + 2.4 = 5.2\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGreg and Sharon own neighboring cornfields. Greg harvested 0.4 acreof corn on Monday and Sharon harvested 0.1 acre. How many moreacres did Greg harvest than Sharon?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Greg harvested 0.4 - 0.1 = 0.3 more acres than Sharon'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTori was 4.4 feet tall. Then she grew 2.8 feet taller. How tall is Tori now?\",\n",
       "  'Response': '7.2',\n",
       "  'Rationale': 'Tori was 4.4 feet tall. Then she grew 2.8 feet taller, so now she is 4.4 + 2.8 = 7.2 feet tall.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. How much did Tom spend onvideo games?\",\n",
       "  'Response': '35.5',\n",
       "  'Rationale': 'Tom spent $14 on a football game, $9.46 on a strategy game, and $12.04 on a Batman game. (Total Cost) = 14 + 9.46 + 12.04 = 35.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSandy went to the mall to buy clothes. She spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. How much money did Sandyspend on clothes?\",\n",
       "  'Response': '33.5',\n",
       "  'Rationale': 'The amount of money Sandy spent on clothes is the sum of the money she spent on shorts, shirt, and jacket.\\\\nShort: $13.99\\\\nShirt: $12.08\\\\nJacket: $7.43\\\\nTotal: $13.99 + 12.08 + 7.43 = 33.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\",\n",
       "  'Response': '163.3',\n",
       "  'Rationale': \"Joan bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Finding money in her pocket doesn't matter with Joan's purchase at the music store. (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 8.9 centimeters long.Then he sawed 2.3 centimeters off the end. How long is the piece ofwood now?\",\n",
       "  'Response': '6.6',\n",
       "  'Rationale': 'A carpenter bought a piece of wood that was 8.9 centimeters long. Then he sawed 2.3 centimeters off the end. So the length of remaining piece of wood is 8.9-2.3 = 6.6 centimeters long'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBlake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water. How much water is in the bucket?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Blake filled the bucket with 0.8 gallon of water, and after pouring out 0.2 gallon, he has left with 0.8 - 0.2 = 0.6 gallon of water in his bucket.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason went to 11 football games this month. He went to 17 gameslast month, and plans to go to 16 games next month. How manygames will he attend in all?\",\n",
       "  'Response': '44.0',\n",
       "  'Rationale': 'Jason went to 11 football games this month. He went to 17 gameslast month, and plans to go to 16 games next month. How manygames will he attend in all? The answer is 44.0 (11+17+16=44.)'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHoping to be named Salesperson of the Month, Rosa called thenames from 10.2 pages of the phone book last week. This week, shecalled the people listed on another 8.6 pages of the same phone book. How many pages worth of people did Rosa call in all?\",\n",
       "  'Response': '18.8',\n",
       "  'Rationale': 'Rosa called the people listed on 10.2 pages of the phone book last week. This week, shecalled the people listed on another 8.6 pages of the same phone book. (Total number of pages Rosa called) = 10.2 + 8.6 = 18.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The difference between 0.4 and 0.3 is 0.1 (or 1/10).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 0.43 meters long. Thenshe sawed 0.33 meters off the end. How long is the piece of woodnow?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The question is asking what the length of the piece of wood is after cutting off 0.33 meters. So we need to subtract 0.33 from 0.43 and get a final answer of: 0.43 - 0.33 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNina did a running drill to get in shape for soccer season. First, Ninaran 0.08 mile. Then she ran 0.18 mile and 0.54 mile. How many miles did Nina run intotal?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Nina ran 0.08 + 0.18 + 0.54 = 0.8 miles in total.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. How much hair did she have cut off in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Elizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. (Total amount of hair Elizabeth had cut off) = 0.3 + 0.5 = 0.80 in'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\n0.5 the students in the band are in the trumpet section. 0.3 thestudents in the band are in the trombone section. What fraction ofthe students in the band are in either the trumpet section or thetrombone section?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'In this task we have to calculate the fraction of students in either trumpet section or trombone section. This is a combination of two fractions 0.5 and 0.3 . The total fraction becomes 0.5 + 0.3 =0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. How much more does the chemistrytextbook weigh than the geometry textbook?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': \"Kelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. How much more does the chemistrytextbook weigh than the geometry textbook?\\n\\n7.125 - 0.625 = 6.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSara got fast food for lunch. Sara spent $5.30 on a hotdog and $5.10 on a salad. What was the total of the lunch bill?\",\n",
       "  'Response': '10.4',\n",
       "  'Rationale': 'Sara spent $5.30 on a hotdog and $5.10 on a salad. The total lunch bill is the sum of those amounts, which is 10.4: 5.30 + 5.10 = 10.40'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRoadster's Paving Company used 10 tons of cement to pave Lexi'sstreet and 5.1 tons of cement to pave Tess's street. How muchcement did Roadster's Paving Company use in all?\",\n",
       "  'Response': '15.1',\n",
       "  'Rationale': \"Roadster's Paving Company used 10 tons of cement to pave Lexi's street and 5.1 tons of cement to pave Tess's street. Therefore, the total amount of cement used is 10 + 5.1 = 15.1\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJonah added 0.3 cup of yellow raisins and 0.4 cup of black raisins to abatch of trail mix. How many cups of raisins did Jonah add in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'There are 0.3 cup of yellow raisins, 0.4 cup of black raisins, and 0.2cup of dried cranberries in the batch of trail mix Jonah made for a hike with his mom and dad. (Total cups of raisins) = 0.3 + 0.4 =0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA farmer started the day with 8.7 buckets of seeds. After spendingthe morning sowing seeds, she now has 6 buckets. How manybuckets of seeds did the farmer sow?\",\n",
       "  'Response': '2.7',\n",
       "  'Rationale': 'The farmer started the day with 8.7 buckets of seeds. After spending the morning sowing seeds, she now has 6 buckets. Therefore, she sowed (8.7 - 6) = 2.7 buckets of seeds in the morning.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': \"At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall.\\\\nThat means that Janet's sandcastle is 1.3 feet taller than her sister's (i.e., 3.6 - 2.3 = 1.3).\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTerrell hiked 8.2 miles on Saturday. Then, on Sunday, he hikedanother 1.6 miles. How far did Terrell hike all together?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'The total distance Terrell hiked on Saturday and Sunday is 8.2 + 1.6 = 9.8 miles. The answer should be correct to one decimal place, so the final answer is 9.8.\"\\n \\n)'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa loves eating fruits. Alyssa paid $12.05 for grapes, and $9.85 for cherries. In total, how much money did Alyssa spend?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': 'Alyssa paid $12.05 for grapes, and $9.85 for cherries. (Total amount Alyssa spend) = 12.05 + 9.85 = 21.90'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nStanley ran 0.4 mile and walked 0.2 mile. How much farther did Stanley run than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Stanley ran 0.4 mile and walked 0.2 mile. So, he ran (0.4 - 0.2) = (0.2) farther than he walked'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. How much more does the chemistrytextbook weigh than the geometry textbook?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': 'The chemistry textbook weighs 7.125 pounds and the geometrytextbook weighs 0.625 pound, so the difference is 6.5 pounds.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith grew 6 turnips. Alyssa grew 9 turnips. How many turnips didthey grow in all?\",\n",
       "  'Response': '15.0',\n",
       "  'Rationale': 'The question asks us to add 6 and 9. The answer is 15.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEzra drew a white line that was 7.6 inches long.Then he drew a blue line that was 3.3 inches long. How much longer was the white line than the blue line?\",\n",
       "  'Response': '4.3',\n",
       "  'Rationale': 'The white line was 7.6 inches long and the blue line was 3.3 inches long, so the difference between them is: 7.6 - 3.3 = 4.30'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOn a hot day, Sam poured 1 bucket of water into a plastic wadingpool. A few minutes later he added another 8.8 buckets. How muchwater did Sam pour into the pool?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'Sam poured 1 bucket of water into a plastic wading pool first, and then added 8.8 buckets. In total, Sam poured the pool with 9.8 buckets of water.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThe Montoya family spends 0.6 their budget on groceries and another 0.2 going out to eat. Altogether, what fraction of their budget doesthe Montoya family spend on food?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The Montoya family spends 0.6 their budget on groceries and another 0.2 going out to eat. Altogether, they spend (0.6 + 0.2) = 0.8 of their budget on food'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDuring a canned food drive, items were sorted into bins. The drive resulted in 0.125 bin of soup, 0.125 bin of vegetables, and 0.55 bin of pasta. Altogether, how many bins would the canned food take up?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The correct answer is 0.8, since 0.125 + 0.125 + 0.55 = 1 (1 bin).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. How much did Tom spend onvideo games?\",\n",
       "  'Response': '35.5',\n",
       "  'Rationale': \"Tom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. His total expense is the sum of all three items: (Total cost of Tom's purchase) = 14 + 9.46 + 12.04 = 35.50\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making desserts for a bake sale, Victor used 0.625 scoop ofbrown sugar as well as 0.225 scoop of white sugar. How much morebrown sugar did Victor use?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'Victor used 0.625 scoop of brown sugar and 0.225 scoop of white sugar. How much more brown sugar did Victor use?\\\\n(Amount of brown sugar used) - (amount of white sugar used)\\\\n0.625 - 0.225 = 0.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOscar's bus ride to school is 0.75 mile and Charlie's bus ride is 0.25mile. How much longer is Oscar's bus ride than Charlie's?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"Oscar's bus ride to school is 0.75 mile and Charlie's bus ride is 0.25mile.\\\\nThe difference between Oscar's bus ride and Charlie's bus ride = (0.75 - 0.25) = (0.5) = 0.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKyle jogged 1.175 laps in P.E. class and 2.125 laps during track practice. How many laps did Kyle jog in all?\",\n",
       "  'Response': '3.3',\n",
       "  'Rationale': 'Kyle jogged 1.175 laps in P.E. class and 2.125 laps during track practice, so he jogged a total of 3.3 laps (1.175 + 2.125 = 3.3).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOne evening, a restaurant served a total of 0.2 loaf of wheat bread and 0.4 loaf of white bread. How many loaves were served in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The total number of loaves served was: 0.2 + 0.4 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRoadster's Paving Company used 10 tons of cement to pave Lexi'sstreet and 5.1 tons of cement to pave Tess's street. How muchcement did Roadster's Paving Company use in all?\",\n",
       "  'Response': '15.1',\n",
       "  'Rationale': \"Roadster's Paving Company used 10 tons of cement to pave Lexi'sstreet and 5.1 tons of cement to pave Tess's street. How muchcement did Roadster's Paving Company use in all?\\n\\n10 + 5.1 = 15.1\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Miki and her sister both built sandcastles and then measured their heights. Miki's sandcastle was 0.83 foot tall and her sister's was 0.53 foot tall. How much taller was Miki's sandcastle than her sister's?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Miki\\'s sandcastle is 0.83 foot tall and her sister\\'s is 0.53 foot tall, so Miki\\'s sandcastle is (0.83 - 0.53) = 0.3 foot taller than her sister\\'s.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn March it rained 0.8 inches. It rained 0.3 inches less in April than in March. How much did it rain in April?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'In March it rained 0.8 inches and in April it rained 0.3 inches less than March. So, the amount of rain in April = (0.8 - 0.3) = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\",\n",
       "  'Response': '387.9',\n",
       "  'Rationale': \"Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but didn't buy them so that doesn't matter with his total spending (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNicole found an orange caterpillar and a green caterpillar in her backyard. The green caterpillar was 3.06 inches long and the orange caterpillar was 1.16 inches long. How much longerwas the green caterpillar than the orange caterpillar?\",\n",
       "  'Response': '1.9',\n",
       "  'Rationale': 'Nicole found an orange caterpillar and a green caterpillar in her backyard. The green caterpillar was 3.06 inches long and the orange caterpillar was 1.16 inches long. The difference between the lengths of the two caterpillars is 3.06 - 1.16 = 1.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason joined his school's band. He bought a flute for $142.51, amusic tool for $8.89, and a song book for $7. How much did Jasonspend at the music store?\",\n",
       "  'Response': '158.4',\n",
       "  'Rationale': \"Jason spent $142.51 on a flute, $8.89 on a music tool, and $7 ona song book. The total cost of Jason's purchase is given by: 142.51 + 8.89 + 7 = 158.40\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nScarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': '0.225 + 0.375 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGordon bought 3.4 pounds of fruit for a class party. The class ate 2.2 pounds of the fruit. How much fruit is left now?\",\n",
       "  'Response': '1.2',\n",
       "  'Rationale': 'The class ate 2.2 pounds of the fruit, so Gordon has 3.4 - 2.2 = 1.2 pounds left.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt Lindsey's Vacation Wear, 0.37 the garments are bikinis and 0.23 are trunks. What fraction of the garments are either bikinis or trunks?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The fraction of the garments which are either bikinis or trunks is given by 0.37 + 0.23 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. He found a dollar bill on the ground. What was the total cost of Keith's purchases?\",\n",
       "  'Response': '24.8',\n",
       "  'Rationale': \"Keith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. Finding a dollar doesn't matter with Keith's purchase. (Total cost of Keith's purchase) = 6.5 + 5.79 + 12.51 = 24.80.\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaren added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. How many cups of nuts did Karen put inthe trail mix in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Karen added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. She put a total of 0.5 cups in the trail mix'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendall is learning to drive, so this weekend she practiced driving 0.2 mile with her mother and another 0.5 mile with her father. How far did Kendall drive in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'Kendall drove 0.2 mile with her mother and another 0.5 mile with her father. Thus, the total distance that Kendall drove is 0.2 + 0.5 =0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt snowed 0.32 inches on Monday and 0.18 inches on Tuesday. Howmuch did it snow on Monday and Tuesday combined?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The total amount of snowfall was 0.32 + 0.18 = 0.50 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSara picked 45 pears and Sally picked 11 pears from the pear tree.How many pears were picked in total?\",\n",
       "  'Response': '56.0',\n",
       "  'Rationale': 'Sara picked 45 pears and Sally picked 11 pears from the pear tree. So,  Sara + Sally = 45 + 11 = 56.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary got fast food for lunch. Mary spent $1.08 on soup and $4.82 on a salad. Mary paid with a 20 dollar bill. What was the total of thelunch bill?\",\n",
       "  'Response': '5.9',\n",
       "  'Rationale': 'Mary got fast food for lunch. Mary spent $1.08 on soup and $4.82 on a salad. Mary paid with a 20 dollar bill, so the total of the lunch bill is 1.08 + 4.82 = 5.90.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.9 inches on Monday. On Tuesday, it rained 0.7 inches lessthan on Monday. How much did it rain on Tuesday?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Because the amount of rain on Tuesday is 0.7 inches less than it rained on Monday, we can solve this by using subtraction to find the amount of rain that fell on Tuesday.\\n0.9 - 0.7 = 0.2'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 46 rulers in the drawer. Tim took 25 rulers from the drawer. How many rulers are now in the drawer?\",\n",
       "  'Response': '21.0',\n",
       "  'Rationale': 'There are 46 rulers in the drawer. Tim took 25 rulers from the drawer. (Number of rulers now in the drawer) = 46 - 25 = 21.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendra made punch for her friend's birthday party. She used 0.25 gallon of grape juice, 0.35 gallon of cranberry juice, and 0.2 gallon of club soda. How many gallons of punch did Kendra make?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': '0.25 + 0.35 + 0.2 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA renovation project required 0.19 truck-load ofsand, 0.33 truck-load of dirt, and 0.18 truck-load of cement. How many truck-loadsof material were needed in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': '0.19+0.33+0.18=0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly bought 0.1 pounds of peanuts and 0.4 pounds of raisins. Howmany pounds of snacks did she buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Adding 0.1 and 0.4 gives us the answer of 0.5 pounds of snacks did she buy in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast Saturday, Spencer walked all over town running errands. First, he walked 0.3 mile from his house to the library and 0.1 mile from thelibrary to the post office. Then he walked 0.4 mile from the postoffice back home. How many miles did Spencer walk in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Walked to the library = 0.3 miles\\\\nWalked from the library to post office = 0.1 mile\\\\nWalked back home from post office = 0.4 mile.\\\\nTotal distance walked: 0.3 + 0.1 + 0.4 =0.8 miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'While taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday? \\\\n\\\\n0.4 - 0.3 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs. How much pepper doesBrennan have?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Brennan had 0.25 grams of pepper and then he used 0.15 grams to make some scrambled eggs. Therefore, Brennan has (0.25 - 0.15) = (0.1) grams remaining after using the pepper to make his eggs.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pizza party, Mason and his friends drank 2.6 bottles of lemon-lime soda and 3.8 bottles of cola. How much soda did they drink in all?\",\n",
       "  'Response': '6.4',\n",
       "  'Rationale': 'Mason and his friends drank 2.6 bottles of lemon-lime soda and 3.8 bottles of cola, so they drank a total of: 2.6 + 3.8 = 6.4 bottles of soda in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaren added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. How many cups of nuts did Karen put inthe trail mix in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Karen added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds . How many cups of nuts did Karen put inthe trail mix in all ?\\n\\\\n0.25 + 0.25 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bucket contains 3 gallons of water. If Derek adds 6.8 gallons more,how many gallons will there be in all?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'A bucket contains 3 gallons of water. If Derek adds 6.8 gallons more, there will be 3 + 6.8 = 9.8 gallons in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDina made cookies. She used 0.625 cup of flour and 0.25 cup of sugar. How much more flour than sugar did Dina use?\",\n",
       "  'Response': '0.375',\n",
       "  'Rationale': 'Dina used 0.625 cup of flour and 0.25 cup of sugar, so the amount she used more flour than sugar is: 0.625 - 0.25 = 0.375 cups'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pizza party, Mason and his friends drank 2.6 bottles of lemon-lime soda and 3.8 bottles of cola. How much soda did they drink in all?\",\n",
       "  'Response': '6.4',\n",
       "  'Rationale': 'At a pizza party, Mason and his friends drank 2.6 bottles of lemon-lime soda and 3.8 bottles of cola. The answer is the sum of both quantities: 2.6 + 3.8 = 6.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThe Montoya family spends 0.6 their budget on groceries and another 0.2 going out to eat. Altogether, what fraction of their budget doesthe Montoya family spend on food?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The Montoya family spends 0.6 of their budget on groceries, and another 0.2 going out to eat. Therefore, they spend a total of 0.6 + 0.2 = 0.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt snowed 0.32 inches on Monday and 0.18 inches on Tuesday. Howmuch did it snow on Monday and Tuesday combined?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': '0.32 + 0.18 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa loves eating fruits. Alyssa paid $12.05 for grapes, and $9.85 for cherries. In total, how much money did Alyssa spend?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': 'Alyssa loves eating fruits. Alyssa paid $12.05 for grapes, and $9.85 for cherries. In total, how much money did Alyssa spend? (Total cost of fruit) = 12.05 + 9.85 = 21.90'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. How much more cinnamon than nutmeg did Mandy use?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': \"Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. Mandy used 0.6 - 0.5 tablespoons = 0.1 more cinnamon than nutmeg.'''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA truck carrying 4.1 pounds of sand travels to a construction yard andloses 2.4 pounds of sand along the way. How much sand does thetruck have when it arrives at the yard?\",\n",
       "  'Response': '1.7',\n",
       "  'Rationale': 'A truck carrying 4.1 pounds of sand travels to a construction yard and loses 2.4 pounds of sand along the way. How much sand does the truck have when it arrives at the yard? (Amount of sand in truck) = 4.1 - 2.4 = 1.70'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bee colony produced 0.36 pounds of honey, but bears ate 0.06 pounds of it. How much honey remains?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'The bears ate 0.06 pounds of the honey, so the colony has 0.36 - 0.06 = 0.3 pounds left.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRoadster's Paving Company used 10 tons of cement to pave Lexi'sstreet and 5.1 tons of cement to pave Tess's street. How muchcement did Roadster's Paving Company use in all?\",\n",
       "  'Response': '15.1',\n",
       "  'Rationale': \"Roadster's Paving Company used 10 tons of cement to pave Lexi's street and 5.1 tons of cement to pave Tess's street. So the total amount of cement used was (10 + 5.1) = 15.1 tons\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTerrell hiked 8.2 miles on Saturday. Then, on Sunday, he hikedanother 1.6 miles. How far did Terrell hike all together?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': \"Terrell hiked 8.2 miles on Saturday. Then, on Sunday, he hikedanother 1.6 miles. So Terrell's total distance traveled is 8.2 + 1.6 = 9.8miles\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrandy made trail mix for a backpacking trip. She used 0.17 pound of peanuts, 0.17 pound of chocolate chips, and 0.06 pound of raisins. How many pounds of trail mix did Brandy make?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'Brandy made trail mix for a backpacking trip. She used 0.17 pound of peanuts, 0.17 pound of chocolate chips, and 0.06 pound of raisins.\" How many pounds of trail mix did Brandy make? (Total weight) = (0.17) + (0.17) + (0.06) = 0.4'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTori was 4.4 feet tall. Then she grew 2.8 feet taller. How tall is Tori now?\",\n",
       "  'Response': '7.2',\n",
       "  'Rationale': 'Tori was 4.4 feet tall, then she grew 2.8 feet taller, so now she is 4.4 + 2.8 = 7.2 feet tall'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nPamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\",\n",
       "  'Response': '4.6',\n",
       "  'Rationale': 'Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, she had 9.8 - 5.2 = 4.6 ounces left on the countertop.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.2 inches on Saturday and 0.4 inches on Sunday. How muchdid it rain on Saturday and Sunday combined?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'It rained 0.2 inches on Saturday and 0.4 inches on Sunday. So, the total amount of rain during the weekend was (0.2 + 0.4) = 0.6 inches\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWendy ran 19.8 miles and walked 9.2 miles. How much farther did Wendy run thanwalk?\",\n",
       "  'Response': '10.6',\n",
       "  'Rationale': 'Wendy ran 19.8 miles and walked 9.2 miles. The difference between the two is 10.6miles.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. He found a dollar bill on the ground. What was the total cost of Keith's purchases?\",\n",
       "  'Response': '24.8',\n",
       "  'Rationale': \"Keith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. Finding a dollar doesn't matter with Keith's purchase. (Total cost of Keith's purchase) = 6.5 + 5.79 + 12.51 = 24.80\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs. How much pepper doesBrennan have?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Brennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs. How much pepper does Brennan have? (Total amount of pepper Brennan has) = 0.25 - 0.15 = 0.10'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making pastries, a bakery used 0.2 bag of wheat flour and 0.1 bag of white flour. How many bags of flour did the bakery use in all?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': '0.2 bag of wheat flour and 0.1 bag of white flour = 0.3 bags in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendra made punch for her friend's birthday party. She used 0.25 gallon of grape juice, 0.35 gallon of cranberry juice, and 0.2 gallon of club soda. How many gallons of punch did Kendra make?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Kendra made punch for her friend\\'s birthday party. She used 0.25 gallon of grape juice, 0.35 gallon of cranberry juice, and 0.2 gallon of club soda to make the punch mixture having a total volume (0.25 + 0.35 + 0.2) gallons = (0.8) gallons.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. What was the total amount of snowfall?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'In Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. (Total amount of snowfall) = 0.125 + 0.575 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. What was the total amount of snowfall?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'Yardley snowed 0.125 inch in the morning and 0.575 inch in the afternoon. The total amount of snowfall is (0.125 + 0.575) inches = 0.7 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEzra drew a white line that was 7.6 inches long.Then he drew a blue line that was 3.3 inches long. How much longer was the white line than the blue line?\",\n",
       "  'Response': '4.3',\n",
       "  'Rationale': '7.6 - 3.3 = 4.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt Lindsey's Vacation Wear, 0.37 the garments are bikinis and 0.23 are trunks. What fraction of the garments are either bikinis or trunks?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': '0.37 + 0.23 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary got fast food for lunch. Mary spent $1.08 on soup and $4.82 on a salad. Mary paid with a 20 dollar bill. What was the total of thelunch bill?\",\n",
       "  'Response': '5.9',\n",
       "  'Rationale': \"The total cost of Mary's fast food is $1.08 + $4.82 = $5.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAs part of a lesson on earthquakes, a science class is researching themovement of a nearby fault line. The fault line moved 1.25 inchesduring the past year and 5.25 inches the year before. How far did thefault line move in all?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': 'To solve the problem, we need to use addition, not subtraction.\\\\nThe fault line moved a total of 1.25 + 5.25 = 6.5 inches during the two years.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 8.9 centimeters long.Then he sawed 2.3 centimeters off the end. How long is the piece ofwood now?\",\n",
       "  'Response': '6.6',\n",
       "  'Rationale': 'To solve the problem, we need to use subtraction. Since the carpenter sawed 2.3 centimeters off of the wood, subtracting 2.3 from 8.9 gives us 6.6 centimeters which is how long the piece of wood is now.\"\\n}'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly's chemistry textbook weighs 7.125 pounds and her geometrytextbook weighs 0.625 pound. How much more does the chemistrytextbook weigh than the geometry textbook?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': 'The weight of the chemistry textbook is 7.125 pounds andthe weight of the geometry textbook is 0.625 pound. The differencebetween the two weights is given by 7.125-0.625 = 6.5 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.2 inches on Saturday and 0.4 inches on Sunday. How muchdid it rain on Saturday and Sunday combined?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'It rained 0.2 inches on Saturday and 0.4 inches on Sunday, so it rained a total of 0.2 + 0.4 = 0.6 inches on Saturday and Sunday combined.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company ordered 0.16 ton ofconcrete, 0.14 ton of bricks, and 0.5 ton of stone. How many tons of material did the company order in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The weight of all the materials ordered is 0.16 + 0.14 + 0.5 = 0.8 tons'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan spent $15 on shorts and $14.8 on a jacket, and $12.5 on ashirt. She went to 3 shops. In total, how much money did Joanspend on clothing?\",\n",
       "  'Response': '42.3',\n",
       "  'Rationale': 'Joan spent $15 on shorts and $14.8 on a jacket, and $12.5 on ashirt. She went to 3 shops. In total, how much money did Joanspend? = 15 + 14.8 + 12.5 = 42.30'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendall is learning to drive, so this weekend she practiced driving 0.2 mile with her mother and another 0.5 mile with her father. How far did Kendall drive in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': '0.2 + 0.5 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. How much hair did she have cut off in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Elizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. So, in all she had (0.3+0.5) inches of her hair cut off = 0.8 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDarnel sprinted 0.87 lap and then took a break by jogging 0.77 lap.How much farther did Darnel sprint than jog?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Darnel sprinted 0.87 lap and then took a break by jogging 0.77 lap. How much farther did Darnel sprint than jog?\\\\nAns: 0.87-0.77=0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRoadster's Paving Company used 10 tons of cement to pave Lexi'sstreet and 5.1 tons of cement to pave Tess's street. How muchcement did Roadster's Paving Company use in all?\",\n",
       "  'Response': '15.1',\n",
       "  'Rationale': \"Roadster's Paving Company used 10 tons of cement to pave Lexi's street and 5.1 tons of cement to pave Tess's street. How muchcement did Roadster's Paving Company use in all?\\n(Total amount of cement) = (10) + (5.1) = 15.1\\\\n\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the hardware store, 0.2 the nails are size 2d and 0.5 the nails are size 4d. What fraction of the nails are either size 2d or 4d?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': '0.2 + 0.5 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA farmer started the day with 8.7 buckets of seeds. After spendingthe morning sowing seeds, she now has 6 buckets. How manybuckets of seeds did the farmer sow?\",\n",
       "  'Response': '2.7',\n",
       "  'Rationale': \"The farmer started the day with 8.7 buckets of seeds and after speding the morning sowing seeds, she now has 6 buckets. So, She must have spent 8.7 - 6 = 2.7 buckets of seeds while sowing them.''',\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAs part of a lesson on earthquakes, a science class is researching themovement of a nearby fault line. The fault line moved 1.25 inchesduring the past year and 5.25 inches the year before. How far did thefault line move in all?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': 'As part of a lesson on earthquakes, a science class is researching the movement of a nearby fault line. The fault line moved 1.25 inches during the past year and 5.25 inches the year before. How far did the fault line move in all?\\\\n(Movement in all) = (1.25) + (5.25) = 6.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nVince's bus ride to school is 0.725 mile and Zachary's bus ride is 0.525 mile. How much longer is Vince's bus ride than Zachary's?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': \"Vince's bus ride is 0.725 mile longer than Zachary's, which is 0.725 - 0.525 = 0.2 mile longer.\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGordon bought 3.4 pounds of fruit for a class party. The class ate 2.2 pounds of the fruit. How much fruit is left now?\",\n",
       "  'Response': '1.2',\n",
       "  'Rationale': 'The total amount spent by Gordon was 3.4 pounds, and the class ate 2.2 pounds at the party. The remaining amount of fruit is (3.4 - 2.2) = 1.2 pounds of fruit.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nProfessor Ellison weighed 2 pieces of metal for an experiment. Thepiece of iron weighed 11.16 pounds and the piece ofaluminum weighed 0.86 pound. How much moredid the piece of iron weigh than the piece of aluminum?\",\n",
       "  'Response': '10.3',\n",
       "  'Rationale': 'Professor Ellison weighed 2 pieces of metal for an experiment. The piece of iron weighed 11.16 pounds and the piece of aluminum weighed 0.86 pound. (Difference) = (11.16 - 0.86) = 10.30'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 7.75 gallons of water in Becky's fish tank. If Becky adds 7.05 gallons more, how many gallons will there be in all?\",\n",
       "  'Response': '14.8',\n",
       "  'Rationale': \"There are 7.75 gallons of water in Becky's fish tank. If Becky adds 7.05 gallons more, there will be 7.75 + 7.05 = 14.80 gallons in all\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt a pie-eating contest, Erik got through 0.63 piebefore time was called ; Frank finished just 0.33 pie. How much more pie did Erik eat than Frank?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'At the pie-eating contest, Erik got through 0.63 pie and Frank finished just 0.33 pie. Therefore, the difference between how much Erik ate and how much Frank ate is (0.63 - 0.33) = 0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKenji and his classmates placed colored blocks on a scale during ascience lab. The yellow block weighed 0.6 pounds and the greenblock weighed 0.4 pounds. How much more did the yellow blockweigh than the green block?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'The weight of the yellow block is 0.6 pounds, and the greenblock weighs 0.4 pounds. The difference is therefore0.6 - 0.4 = 0.2 pounds.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaleen filled a bucket with 0.8 gallon of water. A few minutes later,she realized only 0.5 gallon of water remained. How much water had leaked out of the bucket?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Subtracting 0.5 from 0.8, we get 0.3 gallons of water had leaked out of the bucket'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the hardware store, 0.2 the nails are size 2d and 0.5 the nails are size 4d. What fraction of the nails are either size 2d or 4d?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'At the hardware store, 0.2 of the nails are size 2d, and 0.5 of the nails are size 4d. Therefore, a total of 0.2 + 0.5 = 0.7 of all the nails are either size 2d or 4d'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making desserts for a bake sale, Victor used 0.625 scoop ofbrown sugar as well as 0.225 scoop of white sugar. How much morebrown sugar did Victor use?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'Firstly, let us convert the fractions to decimals. \\\\n0.625 = 5/8\\\\n0.225 = 1/4\\\\nSo, Victor used 5/8 scoop of brown sugar and 1/4 scoop of white sugar for making desserts for the bake sale.\\\\nThus, Victor used more brown sugar than white sugar by (5-1)/8 scoops or 0.4 scoops'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nFor his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\",\n",
       "  'Response': '224.9',\n",
       "  'Rationale': \"Mike spent $118.57 on speakers and $106.33 on new tires, but didn't buy the CD's for $4.58; Total: 118.57 + 106.33 = 224.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants. Howmuch more did the tailor cut off the skirt than the pants?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants.\\\\nSo, the difference between the two is:0.75 - 0.25 = 0.5 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': \"Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nVince's bus ride to school is 0.725 mile and Zachary's bus ride is 0.525 mile. How much longer is Vince's bus ride than Zachary's?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': \"Vince's bus ride is 0.725 mile and Zachary's bus ride is 0.525 mile. Therefore, the difference between Vince's and Zachary's bus rides is: 0.725 - 0.525 = 0.2\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. What was the total amount of snowfall?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'In Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. What was the total amount of snowfall?\\n\\n\\\\n(0.125 + 0.575) = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA marine biologist measured 1 fish that was 0.3 foot long and asecond fish that was 0.2 foot long. How much longer was the first fish?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The length of the first fish is 0.3 foot and the length of thesecond fish is 0.2 foot. The difference between the lengths ofthese two fishes is (0.3 - 0.2) = 0.1 foot'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIrene just bought a new lamp for her bedside table. The old lamp was 1 foot tall and the new lamp is 2.3 feet tall. How much taller is the new lamp than the old lamp?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'The old lamp was 1 foot tall and the new lamp is 2.3 feet tall. The height difference is: 2.3 - 1 = 1.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEzra drew a white line that was 7.6 inches long.Then he drew a blue line that was 3.3 inches long. How much longer was the white line than the blue line?\",\n",
       "  'Response': '4.3',\n",
       "  'Rationale': 'The white line was 7.6 inches long, and the blue line was 3.3 inches long. The difference between these two lengths is 7.6 - 3.3 = 4.3 inches, so the answer is 4.3.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Shannon's apartment complex, 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments. What fraction of the apartments areeither 1 - or two-bedroom apartments?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"0.2 and 0.3 are the fraction of one-bedroom apartments and two-bedroom apartments respectively in Shannon's apartment complex.\\\\nThe fraction of either one or two bedroom apartments will be their sum i.e, 0.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nScarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSara got fast food for lunch. Sara spent $5.30 on a hotdog and $5.10 on a salad. What was the total of the lunch bill?\",\n",
       "  'Response': '10.4',\n",
       "  'Rationale': 'Sara spent $5.30 on a hotdog and $5.10 on a salad. Finding the total means adding both of the prices together: (Lunch bill) = 5.30 + 5.10 = 10.40'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. How much did Tom spend onvideo games?\",\n",
       "  'Response': '35.5',\n",
       "  'Rationale': 'Tom purchased a football game for $14, a strategy game for $9.46, and a Batman game for $12.04. The total amount he spent is 14 + 9.46 + 12.04 = 35.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Shannon's apartment complex, 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments. What fraction of the apartments areeither 1 - or two-bedroom apartments?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The fraction of apartments that are one-bedroom is 0.2 and the fraction of apartments that are two-bedroom is 0.3, so the total fraction of apartments that are either one- or two-bedroom is 0.2 + 0.3 = 0.5.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTim has 44 books. Sam has 52 books. How many books do they havetogether?\",\n",
       "  'Response': '96.0',\n",
       "  'Rationale': '44 + 52 = 96.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOn a hot day, Sam poured 1 bucket of water into a plastic wadingpool. A few minutes later he added another 8.8 buckets. How muchwater did Sam pour into the pool?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'Sam poured 1 bucket of water into a plastic wadingpool. A few minutes later he added another 8.8 buckets. The total of his pouring would be 9.8 buckets, which is the answer to this question'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThis afternoon Craig left school, rode the bus 3.8 miles, and then walked 0.2 mile to get home. How much farther did Craig ride than walk?\",\n",
       "  'Response': '3.6',\n",
       "  'Rationale': 'Craig rode the bus 3.8 miles and then walked 0.2 mile to get home. So he rode a total of 3.8 miles and walked a total of 0.2 mile, so he rode 3.6 more miles than he walked (3.8 - 0.2 = 3.6).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 7.75 gallons of water in Becky's fish tank. If Becky adds 7.05 gallons more, how many gallons will there be in all?\",\n",
       "  'Response': '14.8',\n",
       "  'Rationale': 'The total number of gallons in the fish tank is simply the sum of 7.75 and 7.05: 7.75 + 7.05 = 14.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOn a hot day, Sam poured 1 bucket of water into a plastic wadingpool. A few minutes later he added another 8.8 buckets. How muchwater did Sam pour into the pool?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'Sam poured 9.8 buckets of water into the pool.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.2 inches on Saturday and 0.4 inches on Sunday. How muchdid it rain on Saturday and Sunday combined?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': '0.2 + 0.4 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn March it rained 0.8 inches. It rained 0.3 inches less in April than in March. How much did it rain in April?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'In March it rained 0.8 inches. It rained 0.3 inches less in April than in March, so it rained 0.5 inches in April, which is the correct answer'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.9 inches on Monday. On Tuesday, it rained 0.7 inches lessthan on Monday. How much did it rain on Tuesday?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'It rained 0.9 inches on Monday and 0.7 inches less on Tuesday, so the amount of rain on Tuesday was: 0.9 - 0.7 = 0.2'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nScarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'She used 0.225 lbs of melon and 0.375 lbs of berries, so she used a total of (0.225 + 0.375) = 0.6 pounds of fruit'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOscar's bus ride to school is 0.75 mile and Charlie's bus ride is 0.25mile. How much longer is Oscar's bus ride than Charlie's?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Oscar\\'s bus ride to school is 0.75 mile and Charlie\\'s bus ride is 0.25mile, so the difference between Oscar\\'s and Charlie\\'s bus rides is (0.75 - 0.25) = 0.5 miles.\",'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKaren added 0.25 cup of walnuts to a batch of trail mix. Later, sheadded 0.25 cup of almonds. How many cups of nuts did Karen put inthe trail mix in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'Karen added 0.25 cup of walnuts to a batch of trail mix and then 0.25cup of almonds. So, the total number of cups will be 0.25 +0.25 =0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCarefully following a recipe, Kenny used exactly 0.16 cup of oil and 1.14 cups ofwater. How many cups of liquid did Kenny use in all?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'Kenny used 0.16 + 1.14 = 1.3 cups of liquid in all.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth. How many light-years did the spaceshiptravel in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The spaceship traveled 0.5 light-year from Earth to Planet X and 0.1light-year from Planet X to Planet Y. Then it traveled 0.1 light-yearfrom Planet Y back to Earth, so the total distance the spaceship has traveled is:\\xa0(0.5 + 0.1 + 0.1) = (0.7)'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly bought 0.1 pounds of peanuts and 0.4 pounds of raisins. Howmany pounds of snacks did she buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The given addition operation is: 0.1 + 0.4 = 0.5 pounds of snacks'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKyle jogged 1.175 laps in P.E. class and 2.125 laps during track practice. How many laps did Kyle jog in all?\",\n",
       "  'Response': '3.3',\n",
       "  'Rationale': 'Kyle jogged 1.175 laps in P.E. class and 2.125 laps during track practice, so Kyle jogged (1.175 + 2.125) = 3.3 laps in all.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan bought toy cars for $14.88, a skateboard for $4.88, and got toytrucks for $5.86. She spent $14.53 on pants. In total, how much did Joan spend on toys?\",\n",
       "  'Response': '25.6',\n",
       "  'Rationale': 'Joan spent $14.88 on toy cars, $4.88 on a skateboard, and got toy trucks for $5.86. The total amount of money that Joan spent is 14.88 + 4.88 + 5.86 = 25.62'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\",\n",
       "  'Response': '163.3',\n",
       "  'Rationale': \"Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket which is irrelevant to the question so we ignore it . (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa picked 42 pears and Nancy picked 17 pears from the pear tree.How many pears were picked in all?\",\n",
       "  'Response': '59.0',\n",
       "  'Rationale': 'The solution is 42 + 17 = 59.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt snowed 0.32 inches on Monday and 0.18 inches on Tuesday. Howmuch did it snow on Monday and Tuesday combined?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'It snowed 0.32 inches on Monday and 0.18 inches on Tuesday. The amount of snow on Monday and Tuesday combined is the sum of the amounts that fell on both days, namely 0.32 + 0.18 =0.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOn her vacation last summer, Trisha walked all over New York City to buy souvenirs. First, she walked 0.12 mile from her hotel to a postcard shop. Then she walked 0.15 milefrom the postcard shop to a T-shirt shop and 0.63 mile from the T-shirt shop back to the hotel. How many miles didTrisha walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': 'On her vacation, Trisha walked a total of 0.12 + 0.15 + 0.63 = 0.9 miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKyle jogged 1.175 laps in P.E. class and 2.125 laps during track practice. How many laps did Kyle jog in all?\",\n",
       "  'Response': '3.3',\n",
       "  'Rationale': 'Kyle jogged 1.175 + 2.125 = 3.3 laps in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNina did a running drill to get in shape for soccer season. First, Ninaran 0.08 mile. Then she ran 0.18 mile and 0.54 mile. How many miles did Nina run intotal?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Nina ran 0.08 mile, 0.18 mile and 0.54. Total distance Nina ran = (0.08 + 0.18 + 0.54) = (0.8) miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\",\n",
       "  'Response': '25.3',\n",
       "  'Rationale': \"Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, Mary's spending was $13.03 + $12.27 = 25.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa loves eating fruits. Alyssa paid $12.05 for grapes, and $9.85 for cherries. In total, how much money did Alyssa spend?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': 'Alyssa paid $12.05 for grapes, and $9.85 for cherries. Alyssa spent: 12.05 + 9.85 = 21.90 dollars'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJenny ran 0.6 mile and walked 0.4 mile. How much farther did Jennyrun than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'In this question, Jenny ran 0.6 mile and walked 0.4 mile. Since she ran more than walked, the difference is 0.6 - 0.4 =0.2'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. How much hair did she have cut off in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Elizabeth went to the salon and had 0.3 inch of hair cut off on day 1. Then next day she went back and asked for another 0.5 inch to be cut off on day 2, so the total amount of hair cut was: 0.3 + 0.5 = 0.8 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMelanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. Melanie already owns 4 games.How much did Melanie spend on video games?\",\n",
       "  'Response': '22.6',\n",
       "  'Rationale': 'Melanie bought 3 games, which cost $6.97, $7.90, and $7.73 respectively. Her total bill was: 6.97 + 7.90+ 7.73 = 22.60'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 8.9 centimeters long.Then he sawed 2.3 centimeters off the end. How long is the piece ofwood now?\",\n",
       "  'Response': '6.6',\n",
       "  'Rationale': \"The carpenter bought a piece of wood that was 8.9 centimeterslong, then he sawed 2.3 centimeters off the end, so now it's lengthis 8.9 - 2.3 = 6.6 centimeters long.\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. How much more cinnamon than nutmeg did Mandy use?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The difference in the amount of cinnamon and nutmeg used is 0.6 - 0.5 = 0.1 tablespoons'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Shannon's apartment complex, 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments. What fraction of the apartments areeither 1 - or two-bedroom apartments?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': '0.2+0.3=0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt Lindsey's Vacation Wear, 0.37 the garments are bikinis and 0.23 are trunks. What fraction of the garments are either bikinis or trunks?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The fraction of the garments that are bikinis and the fraction that are trunks can be added together (0.37 + 0.23). The result is 0.6, which is 60%.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThe Montoya family spends 0.6 their budget on groceries and another 0.2 going out to eat. Altogether, what fraction of their budget doesthe Montoya family spend on food?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The Montoya family spends 0.6 of their budget on groceries and another 0.2 going out to eat. Altogether, they spend 0.6 + 0.2 = 0.8 of their budget on food'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bucket contains 3 gallons of water. If Derek adds 6.8 gallons more,how many gallons will there be in all?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'There are 3 gallons of water in the bucket. If Derek adds 6.8 gallons more, then the total number of gallons would be 3 + 6.8 = 9.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJonah added 0.3 cup of yellow raisins and 0.4 cup of black raisins to abatch of trail mix. How many cups of raisins did Jonah add in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'Jonah added 0.3 cup of yellow raisins and 0.4 cup of black raisins to abatch of trail mix. So, the total cups of raisins added is:0.3 + 0.4 = 0.7 cups'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. How much more cinnamon than nutmeg did Mandy use?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': '0.6 tablespoon - 0.5 tablespoon = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMelanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. Melanie already owns 4 games.How much did Melanie spend on video games?\",\n",
       "  'Response': '22.6',\n",
       "  'Rationale': 'Melanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. Melanie already owns 4 games so it does not matter with her total purchase of video games. The total amount spent by Melanie on video games is (Total cost) = 6.97 + 7.90 + 7.73 = 22.60'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMike bought some toys. He bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. In total, how much did Mikespend on toys?\",\n",
       "  'Response': '20.5',\n",
       "  'Rationale': 'Mike bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. So the total cost is 9.05 + 4.93 + 6.52 = 20.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn one week, Mitch's family drank 0.5 carton of regular milk and 0.1 carton of soy milk. How much milk did they drink in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The answer is 0.5 + 0.1 = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason joined his school's band. He bought a flute for $142.51, amusic tool for $8.89, and a song book for $7. How much did Jasonspend at the music store?\",\n",
       "  'Response': '158.4',\n",
       "  'Rationale': \"Jason spent $142.51 on a flute, $8.89 on a music tool and a songbook for $7. (Total cost of Jason's purchase) = 142.51 + 8.89 + 7 = 158.40\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKelly bought 0.1 pounds of peanuts and 0.4 pounds of raisins. Howmany pounds of snacks did she buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': \"Kelly bought 0.1 pounds of peanuts and 0.4 pounds of raisins. (Total cost of Kelly's purchase) = 0.1 + 0.4 =0.5\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTim has 44 books. Sam has 52 books. How many books do they havetogether?\",\n",
       "  'Response': '96.0',\n",
       "  'Rationale': \"The question is asking for Tim and Sam's total number of books. Adding the two numbers together gives 96, so the answer is 96.0\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDina made cookies. She used 0.625 cup of flour and 0.25 cup of sugar. How much more flour than sugar did Dina use?\",\n",
       "  'Response': '0.375',\n",
       "  'Rationale': 'Dina used 0.625 cup of flour and 0.25 cup of sugar.\\\\nDifference = (0.625 - 0.25) cups = (0.375) cups'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSandy went to the mall to buy clothes. She spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. How much money did Sandyspend on clothes?\",\n",
       "  'Response': '33.5',\n",
       "  'Rationale': 'Sandy spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. Sandy spent $$33.5 on clothes in total.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast Saturday, Spencer walked all over town running errands. First, he walked 0.3 mile from his house to the library and 0.1 mile from thelibrary to the post office. Then he walked 0.4 mile from the postoffice back home. How many miles did Spencer walk in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Spencer walked from his house to the library (0.3 mile), from the library to the post office (0.1 mile), and finally back home (0.4 mile). Therefore, he walked a total of 0.3 + 0.1 + 0.4 = 0.8 miles on Saturday.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMike bought some toys. He bought marbles for $9.05, a football for $4.93, and spent $6.52 on a baseball. In total, how much did Mikespend on toys?\",\n",
       "  'Response': '20.5',\n",
       "  'Rationale': 'Mike spent $9.05 on marbles, $4.93 on a football, and a baseball cost him $6.52. So Mike spent 9.05 + 4.93 + 6.52 = 20.5 in total'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlyssa has 37 blue balloons, Sandy has 28 blue balloons, and Sallyhas 39 blue balloons. How many blue balloons do they have in all?\",\n",
       "  'Response': '104.0',\n",
       "  'Rationale': 'Alyssa has 37 blue balloons, Sandy has 28 blue balloons, and Sallyhas 39 blue balloons. (Total number of blue balloons) = 37 + 28 + 39 = 104.00'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a Batman game for $13.60, and a Superman gamefor $5. Tom already owns 2 games. How much did Tom spend onvideo games?\",\n",
       "  'Response': '18.6',\n",
       "  'Rationale': \"Tom purchased a Batman game for $13.60, and a Superman gamefor $5. Tom already owns 2 games. (Total cost of Tom's purchase) = 13.6 + 5 + (2 x 0) = 18.60\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBlake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water. How much water is in the bucket?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Blake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water, leaving him with 0.6 gallons in the bucket.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company bought 5.91 tons of gravel and 8.19 tons ofsand. How many tons of material did the company buy in all?\",\n",
       "  'Response': '14.1',\n",
       "  'Rationale': 'Since the problem does not provide any context, it does not matter whether the sand is bought before or after gravel. The answer is 5.91 + 8.19 = 14.1 tons'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. What was the total amount of snowfall?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'In Yardley it snowed 0.125 inch in the morning and 0.575 inch in theafternoon. The total amount of snowfall is 0.125 + 0.575 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nEve ran 0.7 mile and walked 0.6 mile. How much farther did Eve runthan walk?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Eve ran 0.7 mile and walked 0.6 mile, so the difference is (0.7 - 0.6) = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElla owns 2 dogs. Each day, 1 dog eats 0.175 scoop of dog food andthe other dog eats 0.125 scoop. Together, how much dog food dothe 2 dogs eat each day?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'The first dog will eat 0.175 scoop each day, and the second dog will eat 0.125 scoop each day. So the total amount of food eaten by both dogs is 0.175 + 0.125 = 0.3 scoops per day'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCraig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. How many miles did Craig walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': 'To solve the problem, we can use the following steps:\\\\n1. Find the total distance Craig walked: 0.2 + 0.7 = 0.9 miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA truck carrying 4.1 pounds of sand travels to a construction yard andloses 2.4 pounds of sand along the way. How much sand does thetruck have when it arrives at the yard?\",\n",
       "  'Response': '1.7',\n",
       "  'Rationale': 'The truck loses 2.4 pounds of sand on the way to the yard. The total amount of sand when it arrives is given by 4.1 - 2.4 = 1.7 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHannah's Vegetarian Restaurant bought 0.3 poundof green peppers and 0.6 pound of red peppers.How many pounds of peppers did Hannah's Vegetarian Restaurantbuy in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Hannah's Vegetarian Restarant bought 0.3 pound of green peppers and 0.6 pound of red peppers. So the quanity of peppers Hannah's Vegetarian Restaurant bought in all is: 0.3 + 0.6 = 0.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'Janet\\'s sandcastle was 3.6 feet tall and her sister\\'s was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\\n</code>'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn one week, Mitch's family drank 0.5 carton of regular milk and 0.1 carton of soy milk. How much milk did they drink in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'In one week, Mitch\\'s family drank 0.5 carton of regular milk and 0.1 carton of soy milk. Hence, the total amount of milk they drank in a week was (0.5 + 0.1) = 0.6 cartons.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMarta picked 2 pumpkins. The first pumpkin weighed 4 pounds, andthe second pumpkin weighed 8.7 pounds. How much did the 2pumpkins weigh all together?\",\n",
       "  'Response': '12.7',\n",
       "  'Rationale': 'Martapicked 2 pumpkins. The first pumpkin weighed 4 pounds, and the secondpumpkin weighed 8.7 pounds. (Weight of all pumpkins) = 4 + 8.7 = 12.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. In total, how much money did shespend?\",\n",
       "  'Response': '34.7',\n",
       "  'Rationale': 'The total amount Mary spent on fruits is the sum of the prices for each type of fruit:\\\\nTotal cost = 11.08 + 14.33 + 9.31 = 34.72'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNicole found an orange caterpillar and a green caterpillar in her backyard. The green caterpillar was 3.06 inches long and the orange caterpillar was 1.16 inches long. How much longerwas the green caterpillar than the orange caterpillar?\",\n",
       "  'Response': '1.9',\n",
       "  'Rationale': 'Nicole found a green caterpillar (3.06 inches long) and an orange caterpillar (1.16 inches long) in her backyard. The green caterpillar is 1.9 inches longer than the orange caterpillar: 3.06 - 1.16 = 1.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJason has 18 books and he has read 9 of them. Mary has 42 books.How many books do they have together?\",\n",
       "  'Response': '60.0',\n",
       "  'Rationale': \"(Jason's books) + (Mary's books) = 18 + 42 = 60.0\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA ship is filled with 5973 tons of cargo. It stops in the Bahamas,where sailors load 8723 tons of cargo onboard. How many tons ofcargo does the ship hold now?\",\n",
       "  'Response': '14696.0',\n",
       "  'Rationale': 'The ship was filled with 5973 tons of cargo. It stops in theBahamas,where sailors load 8723 tons of cargo onboard. So,now the ship holds14696.0 tons of cargo'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.2 inches on Saturday and 0.4 inches on Sunday. How muchdid it rain on Saturday and Sunday combined?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Sum of the rainfall on Saturday and Sunday is 0.2 + 0.4 = 0.6 inches, so the answer is (A) \\\\(0.6\\\\).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWendy ran 19.8 miles and walked 9.2 miles. How much farther did Wendy run thanwalk?\",\n",
       "  'Response': '10.6',\n",
       "  'Rationale': 'Wendy ran 19.8 miles and walked 9.2 miles. To find the difference, we need to subtract the distance she walked from the distance she ran: 19.8 - 9.2 = 10.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\",\n",
       "  'Response': '25.3',\n",
       "  'Rationale': 'Mary spent $13.03 on a shirt and $12.27 on a jacket; she bought clothing from 2 shops, so she spent a total of 13.03 + 12.27 = 25.30'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': \"Kelly had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. The difference between both the values would be Kelly's usage of baking powder yesterday: 0.4 - 0.3 = 0.1\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA farmer started the day with 8.7 buckets of seeds. After spendingthe morning sowing seeds, she now has 6 buckets. How manybuckets of seeds did the farmer sow?\",\n",
       "  'Response': '2.7',\n",
       "  'Rationale': 'Sow seeds = 8.7 -6 = 2.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company bought 5.91 tons of gravel and 8.19 tons ofsand. How many tons of material did the company buy in all?\",\n",
       "  'Response': '14.1',\n",
       "  'Rationale': 'The company bought 5.91 tons of gravel and 8.19 tons ofsand, so the total weight of all material is 5.91 + 8.19 = 14.1 tons'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. He found a dollar bill on the ground. What was the total cost of Keith's purchases?\",\n",
       "  'Response': '24.8',\n",
       "  'Rationale': \"Keith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. Finding a dollar doesn't matter with Keith's purchase. (Total cost of Keith's purchase) = 6.5 + 5.79 + 12.51 = 24.80.\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans. How many kilograms of nuts did the chef buy in all?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The chef bought 0.12 kilograms of almonds and 0.38 kilograms of pecans, so he bought a total of (0.12) + (0.38) = 0.50 kilograms of nuts in all'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThis afternoon Craig left school, rode the bus 3.8 miles, and then walked 0.2 mile to get home. How much farther did Craig ride than walk?\",\n",
       "  'Response': '3.6',\n",
       "  'Rationale': 'Craig walked 0.2 miles and rode 3.8 miles, so he rode 3.6 more miles than he walked.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhen Jake had 1 cat, he needed to serve 0.5 can of cat food each day. Now that Jake has adopted a second cat, he needs to serve a totalof 0.9 can each day. How much extra food is needed to feed thesecond cat?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'Jake needs to serve a total of 0.9 can each day now. Before he adopted the second cat, he needed to serve only 0.5 can each day, so the extra food needed for the second cat is 0.9 - 0.5 = 0.4 can each day.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSally paid $12.32 total for peaches, after a 3 dollar coupon, and $11.58 for cherries. In total, how much money did Sally spend?\",\n",
       "  'Response': '23.9',\n",
       "  'Rationale': 'Sally paid $12.32 total for peaches, after a 3 dollar coupon, and $11.58 for cherries. If we add the price of both items together we get 23.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan spent $15 on shorts and $14.8 on a jacket, and $12.5 on ashirt. She went to 3 shops. In total, how much money did Joanspend on clothing?\",\n",
       "  'Response': '42.3',\n",
       "  'Rationale': \"Joan spent $15 on shorts and $14.8 on a jacket, and $12.5 on a shirt. She went to 3 shops (Total cost of Joan's purchase) = 15 + 14.8 + 12.5 = 42.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDina made cookies. She used 0.625 cup of flour and 0.25 cup of sugar. How much more flour than sugar did Dina use?\",\n",
       "  'Response': '0.375',\n",
       "  'Rationale': 'Dina made cookies. She used 0.625 cup of flour and 0.25 cup of sugar. How much more flour than sugar did Dina use?\\\\n(Flour - Sugar)\\\\n0.625 - 0.25 = 0.375'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. In total, how much money did shespend?\",\n",
       "  'Response': '34.7',\n",
       "  'Rationale': 'Mary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. In total, she spent 11.08 + 14.33 + 9.31= 34.72 money'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\",\n",
       "  'Response': '387.9',\n",
       "  'Rationale': \"Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CDs for $6.16 but didn't buy them (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan spent $11.76 on a snake toy, and a cage cost him $14.54. Danalso found a dollar bill on the ground. What was the total cost of Dan's purchases?\",\n",
       "  'Response': '26.3',\n",
       "  'Rationale': \"Dan spent $11.76 on a snake toy, and a cage cost him $14.54. Finding a dollar doesn't matter with Dan's purchase. (Total cost of Dan's purchase) = 11.76 + 14.54 = 26.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile making desserts for a bake sale, Victor used 0.625 scoop ofbrown sugar as well as 0.225 scoop of white sugar. How much morebrown sugar did Victor use?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'While making desserts for a bake sale, Victor used 0.625 scoop ofbrown sugar as well as 0.225 scoop of white sugar. How much morebrown sugar did Victor use?\\\\nVictor used 0.4 (0.625-0.225) scoops of brown sugar more than whitesugar.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Miki and her sister both built sandcastles and then measured their heights. Miki's sandcastle was 0.83 foot tall and her sister's was 0.53 foot tall. How much taller was Miki's sandcastle than her sister's?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': \"Miki's sandcastle was 0.83 foot tall and her sister's was 0.53 foot tall. So, Miki's sandcastle was (0.83 - 0.53) = 0.3 foot taller than her sister's sandcastle\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 7.75 gallons of water in Becky's fish tank. If Becky adds 7.05 gallons more, how many gallons will there be in all?\",\n",
       "  'Response': '14.8',\n",
       "  'Rationale': \"There are 7.75 gallons of water in Becky's fish tank. If Becky adds 7.05 gallons more, there will be 14.80 gallons in all.''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. How much more cinnamon than nutmeg did Mandy use?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Subtract the nutmeg from the cinnamon: 0.6 - 0.5 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nPamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\",\n",
       "  'Response': '4.6',\n",
       "  'Rationale': 'Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 0.43 meters long. Thenshe sawed 0.33 meters off the end. How long is the piece of woodnow?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The length of the piece of wood is 0.43-0.33 = 0.1 meters long after sawing off the end'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCraig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. How many miles did Craig walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Craig walked 0.2 mile from school to David's house and 0.7 mile from David's house to his own house, so he walked in total (0.2 + 0.7) = 0.9 miles\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Miki and her sister both built sandcastles and then measured their heights. Miki's sandcastle was 0.83 foot tall and her sister's was 0.53 foot tall. How much taller was Miki's sandcastle than her sister's?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'The difference between the heights of the two sandcastles is 0.83 - 0.53 = 0.3 feet.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCarefully following a recipe, Kenny used exactly 0.16 cup of oil and 1.14 cups ofwater. How many cups of liquid did Kenny use in all?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': 'Kenny used 0.16 cups of oil and 1.14 cups of water, so in total he used 0.16 + 1.14 = 1.3 cups of liquid.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMichelle began her pizza delivery route with 0.5 tank of gas in her car. When she made it back to the pizzeria, 0.2 tank of gas was left. How much gas did Michelle use?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Michelle started with 0.5 tank of gas, and ended with 0.2 tank of gas. The amount of gas she used = (0.5 - 0.2) = 0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMichelle began her pizza delivery route with 0.5 tank of gas in her car. When she made it back to the pizzeria, 0.2 tank of gas was left. How much gas did Michelle use?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Michelle began her pizza delivery route with 0.5 tank of gas in her car. When she made it back to the pizzeria, 0.2 tank of gas was left. How much gas did Michelle use?\\n\\n0.5-0.2=0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan joined his school's band. He bought a clarinet for $130.30, and a song book which was $11.2. Dan found $12.32 in his pocket.How much did Dan spend at the music store?\",\n",
       "  'Response': '141.5',\n",
       "  'Rationale': \"Dan spent $130.30 on a clarinet and $11.2 on a song book at the music store, so Dan's expenses were 130.30 + 11.2 = 141.50\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs. How much pepper doesBrennan have?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The question describes a subtraction problem. Brennan began with 0.25 grams of pepper and used 0.15 grams of it to make scrambled eggs, leaving him with (0.25 - 0.15) = 0.10 grams of pepper.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bee colony produced 0.36 pounds of honey, but bears ate 0.06 pounds of it. How much honey remains?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'A bee colony produced 0.36 pounds of honey, but bears ate 0.06 pounds of it. Therefore, the remaining amount is 0.36 - 0.06 = 0.30 pounds (0r 3/10).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nRoadster's Paving Company used 10 tons of cement to pave Lexi'sstreet and 5.1 tons of cement to pave Tess's street. How muchcement did Roadster's Paving Company use in all?\",\n",
       "  'Response': '15.1',\n",
       "  'Rationale': \"Roadster's Paving Company used 10 tons of cement to pave Lexi'sstreet and 5.1 tons of cement to pave Tess's street.\\\\nThus, the total amount of cement used was 10 + 5.1 = 15.1 tons\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMelanie bought a Batman game for $6.97, a strategy game for $7.90, and a Superman game for $7.73. Melanie already owns 4 games.How much did Melanie spend on video games?\",\n",
       "  'Response': '22.6',\n",
       "  'Rationale': 'Melanie already owns 4 games, so the question is asking about the price of 3 games. 6.97 + 7.90 + 7.73 = 22.60'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSuzie found 2 worms in the yard and measured them with a ruler. One worm was 0.8 inch long. The other worm was 0.1 inch long. How much longer was the longer worm?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The longer worm was 0.8 inch long and the other one was 0.1 inch long, so the longer worm is 0.8-0.1=0.7 inches longer than the shorter worm.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCraig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. How many miles did Craig walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Craig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. (Total miles Craig walked) = 0.2 +0.7 = 0.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere is 0.2 cup of oil in Scarlett's measuring cup. If Scarlett adds 0.3 cup more, how much oil will be in the measuring cup?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': '0.2 + 0.3 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bee colony produced 0.36 pounds of honey, but bears ate 0.06 pounds of it. How much honey remains?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': \"This question involves simple subtraction. The bears ate 0.06 pounds of the honey, and 0.36 - 0.06 = 0.3 pounds remain\\n'''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. How many pints didthey eat in all?\",\n",
       "  'Response': '3.5',\n",
       "  'Rationale': 'Alec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. How many pints didthey eat in all?\\n\\n3.25+0.25=3.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a Batman game for $13.60, and a Superman gamefor $5. Tom already owns 2 games. How much did Tom spend onvideo games?\",\n",
       "  'Response': '18.6',\n",
       "  'Rationale': 'Tom owns 2 games before purchasing Batman and Superman. He purchased a Batman game for $13.60, and a Superman gamefor $5. The total cost of video games is 13.60 + 5 = 18.6 dollars'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrandy made trail mix for a backpacking trip. She used 0.17 pound of peanuts, 0.17 pound of chocolate chips, and 0.06 pound of raisins. How many pounds of trail mix did Brandy make?\",\n",
       "  'Response': '0.4',\n",
       "  'Rationale': 'Brandy made trail mix for a backpacking trip. She used 0.17 pound of peanuts, 0.17 pound of chocolate chips, and 0.06 pound of raisins.\\\\n(Total pounds trail mix) = (0.17 + 0.17 + 0.06) = (0.4).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBlake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water. How much water is in the bucket?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'Blake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water. Therefore, Blake has 0.8-0.2 = 0.6 gallons of water left in his bucket.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bee colony produced 0.36 pounds of honey, but bears ate 0.06 pounds of it. How much honey remains?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': '0.36 - 0.06 = 0.3'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSuzie found 2 worms in the yard and measured them with a ruler. One worm was 0.8 inch long. The other worm was 0.1 inch long. How much longer was the longer worm?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The longer worm is 0.8 inches and the shorter worm is 0.1 inches, so the difference between them is 0.8 - 0.1 = 0.7 inches:'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOne evening, a restaurant served a total of 0.2 loaf of wheat bread and 0.4 loaf of white bread. How many loaves were served in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'One evening, a restaurant served a total of 0.2 loaf of wheat bread and 0.4 loaf of white bread. So, the total number loaves served = (0.2 + 0.4) = 0.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJenny ran 0.6 mile and walked 0.4 mile. How much farther did Jennyrun than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Jenny ran 0.6 mile and walked 0.4 mile. She ran 0.2 more than what she walked: (0.6 - 0.4) = 0.2'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKendall is learning to drive, so this weekend she practiced driving 0.2 mile with her mother and another 0.5 mile with her father. How far did Kendall drive in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'Kendall drove 0.2 mile with her mother and another 0.5 mile with her father. So total distance driven by Kendall is 0.2 + 0.5 = 0.7 (mile).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHoping to be named Salesperson of the Month, Rosa called thenames from 10.2 pages of the phone book last week. This week, shecalled the people listed on another 8.6 pages of the same phone book. How many pages worth of people did Rosa call in all?\",\n",
       "  'Response': '18.8',\n",
       "  'Rationale': '10.2 + 8.6 = 18.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the hardware store, 0.2 the nails are size 2d and 0.5 the nails are size 4d. What fraction of the nails are either size 2d or 4d?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The number of 2d nails is 0.2 the total number of nails, and the number of 4d nails is 0.5 the total number of nails . Therefore, the fraction that are either 2d or 4d is: 0.2 + 0.5 = 0.7'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs. How much pepper doesBrennan have?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'Brennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs, which means he only has0.25 - 0.15 = 0.1 grams left.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. How much hair did she have cut off in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': \"Elizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. How much hair did she have cut off in all?\\n\\nAs Elizabeth's total hair length decreases with every trip, we need to subtract each trip from the previous one if we want to calculate her total decrease in hair length after multiple trips: \\n0.3 - 0.5 = -0.2 = 0.8\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\",\n",
       "  'Response': '9.4',\n",
       "  'Rationale': \"Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA construction company bought 5.91 tons of gravel and 8.19 tons ofsand. How many tons of material did the company buy in all?\",\n",
       "  'Response': '14.1',\n",
       "  'Rationale': '5.91 + 8.19 = 14.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nVince's bus ride to school is 0.725 mile and Zachary's bus ride is 0.525 mile. How much longer is Vince's bus ride than Zachary's?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': \"Vince's bus ride to school is 0.725 mile and Zachary's bus ride is 0.525 mile, so the difference between Vince's bus ride and Zachary's is: 0.725 - 0.525 = 0.2 miles\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTori was 4.4 feet tall. Then she grew 2.8 feet taller. How tall is Tori now?\",\n",
       "  'Response': '7.2',\n",
       "  'Rationale': 'Tori was 4.4 feet tall, and then she grew 2.8 feet taller to end up at 4.4 + 2.8 = 7.2 feet tall now'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA renovation project required 0.19 truck-load ofsand, 0.33 truck-load of dirt, and 0.18 truck-load of cement. How many truck-loadsof material were needed in all?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': '0.19 + 0.33 + 0.18 = 0.70'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDuring a canned food drive, items were sorted into bins. The drive resulted in 0.125 bin of soup, 0.125 bin of vegetables, and 0.55 bin of pasta. Altogether, how many bins would the canned food take up?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'The drive resulted in 0.125 bin of soup, 0.125 bin of vegetables, and 0.55 bin of pasta. Adding up the bins gives us (0.125 + 0.125 + 0.55) = 0.8 bins.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nStanley ran 0.4 mile and walked 0.2 mile. How much farther did Stanley run than walk?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Stanley ran 0.4 mile and walked 0.2 mile. Stanley ran more than he walked, so we need to subtract the amount that he walked from the amount that he ran. The answer is (0.4 - 0.2) = 0.2 miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bee colony produced 0.36 pounds of honey, but bears ate 0.06 pounds of it. How much honey remains?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'The amount of honey produced by the bee colony was 0.36 pounds, but bears ate 0.06 pounds of it. So the amount of honey remaining with them is: (0.36-0.06) = 0.3 pounds'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJessica spent $10.2 on a cat toy, and a cage cost her $11.7. What was the total cost of Jessica's purchases?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': \"Jessica spent $10.2 on a cat toy, and a cage cost her $11.7. (Total cost of Jessica's purchase) = 10.2 + 11.7 = 21.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan spent $11.76 on a snake toy, and a cage cost him $14.54. Danalso found a dollar bill on the ground. What was the total cost of Dan's purchases?\",\n",
       "  'Response': '26.3',\n",
       "  'Rationale': \"Dan spent $11.76 on a snake toy, and a cage cost him $14.54. Danalso found a dollar bill on the ground. (Total cost of Dan's purchase) = 11.76 + 14.54 = 26.30\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nThere are 33 pencils and 44 crayons in the drawer. Joan placed 27 pencils in the drawer. How many pencils are now there in total?\",\n",
       "  'Response': '60.0',\n",
       "  'Rationale': 'There are 33 pencils and 44 crayons in the drawer. Joan placed 27 pencils in the drawer. So in total there are (33 + 27) = 60 pencils now. Note that you only need to answer with one decimal place (60.0).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bucket contains 3 gallons of water. If Derek adds 6.8 gallons more,how many gallons will there be in all?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'A bucket contains 3 gallons of water. If Derek adds 6.8 gallons more, there will be 9.8 gallons in all(3+6.8=9.8).'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGreg and Sharon own neighboring cornfields. Greg harvested 0.4 acreof corn on Monday and Sharon harvested 0.1 acre. How many moreacres did Greg harvest than Sharon?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Greg harvested 0.4 acre of corn on Monday and Sharon harvested 0.1acre. The difference in the number of acres is (0.4 - 0.1) = 0.3 acre'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan had 7 potatoes and 4 cantelopes in the garden. The rabbits ate 4of the potatoes. How many potatoes does Dan now have?\",\n",
       "  'Response': '3.0',\n",
       "  'Rationale': 'Dan originally had 7 potatoes and 4 cantelopes in the garden. The rabbits ate 4of the potatoes. Dan now has 3 potatoes left, hence the answer is 3.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSandy went to the mall to buy clothes. She spent $13.99 on shorts, $12.08 on a shirt, and $7.43 on a jacket. How much money did Sandyspend on clothes?\",\n",
       "  'Response': '33.5',\n",
       "  'Rationale': 'Sandy spent $13.99 on shorts, $12.08 on a shirt and $7.43 on a jacket. So, her total expenses are 13.99 + 12.08 + 7.43 = 33.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. How many pounds of peppers did Dale's Vegetarian Restaurant buyin all?\",\n",
       "  'Response': '5.2',\n",
       "  'Rationale': \"Dale's Vegetarian Restaurant bought 2.8 pounds of green peppers and 2.4 pounds of red peppers. (Total amount) = (2.8 + 2.4) = 5.2 pounds\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJessica spent $10.2 on a cat toy, and a cage cost her $11.7. What was the total cost of Jessica's purchases?\",\n",
       "  'Response': '21.9',\n",
       "  'Rationale': \"Jessica spent $10.2 on a cat toy, and a cage cost her $11.7. (Total cost of Jessica's purchase) = 10.2 + 11.7 = 21.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDan's cat had kittens and 5 had spots. He gave 7 to Tim and 4 toJason. He now has 5 kittens. How many kittens did he have to startwith?\",\n",
       "  'Response': '16.0',\n",
       "  'Rationale': 'Dan\\'s cat had kittens and 5 had spots. He gave 7 to Tim and 4 toJason. He now has 5 kittens. How many kittens did he have to startwith?\\n[Answer]\\n16.0\\n[Rationale]\\nThis question can be solved using the following steps:5 + 7 + 4 = 16, which is the total number of kittens Dan started with.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA marine biologist measured 1 fish that was 0.3 foot long and asecond fish that was 0.2 foot long. How much longer was the first fish?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The first fish is 0.3 foot long, the second fish is 0.2 foot long. The difference between the length of these two fishes is: 0.3 -0.2 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nFor his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\",\n",
       "  'Response': '224.9',\n",
       "  'Rationale': \"Mike spent $118.57 on speakers and $106.33 on new tires. If Mike wanted 3 CD's for $4.58 each he would have spent 0 since he decided not to buy them. (Total cost of car parts) = 118.57 + 106.33 + 0 = 224.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants. Howmuch more did the tailor cut off the skirt than the pants?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The tailor cut 0.75 inch off a skirt and 0.25 inch off a pair of pants. So, the difference is: 0.75 - 0.25 = 0.5'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 8.9 centimeters long.Then he sawed 2.3 centimeters off the end. How long is the piece ofwood now?\",\n",
       "  'Response': '6.6',\n",
       "  'Rationale': \"A carpenter bought a piece of wood that was 8.9 centimeters long.Then he sawed 2.3 centimeters off the end. Now, the length of the remaining piece is: 8.9 - 2.3 = 6.6 centimeters'\\n</code>\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nHoping to be named Salesperson of the Month, Rosa called thenames from 10.2 pages of the phone book last week. This week, shecalled the people listed on another 8.6 pages of the same phone book. How many pages worth of people did Rosa call in all?\",\n",
       "  'Response': '18.8',\n",
       "  'Rationale': 'Rosa called people listed on 10.2 pages last week and added more 8.6 pages this week, so the total number of pages she called is 10.2 + 8.6 = 18.8'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast year, egg producers in Douglas County produced 1416 eggs. Thisyear, those same farms produced 4636 eggs. How many more eggsdid the farms produce this year?\",\n",
       "  'Response': '3220.0',\n",
       "  'Rationale': 'Last year, egg producers in Douglas County produced 1416 eggs. \\\\nThis year, those same farms produced 4636 eggs.\\\\nHow many more eggs did the farms produce this year?\\\\n(How many more eggs) = (eggs this year) - (eggs last year) = 4636 - 1416 = 3220.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKenji and his classmates placed colored blocks on a scale during ascience lab. The yellow block weighed 0.6 pounds and the greenblock weighed 0.4 pounds. How much more did the yellow blockweigh than the green block?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'Yellow block weighs: 0.6 pounds\\\\nGreen block weighs: 0.4 pounds\\\\nThe difference between the two weights is: 0.6 - 0.4 = 0.2'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn one week, Mitch's family drank 0.5 carton of regular milk and 0.1 carton of soy milk. How much milk did they drink in all?\",\n",
       "  'Response': '0.6',\n",
       "  'Rationale': 'The family drank 0.5 carton of regular milk and 0.1 carton of soy milk. The total milk they drank is therefore, 0.5 + 0.1 = 0.6 cartons'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bucket contains 3 gallons of water. If Derek adds 6.8 gallons more,how many gallons will there be in all?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'A bucket contains 3 gallons of water. If Derek adds 6.8 gallons more,there will be 3 + 6.8 = 9.8 gallons in all.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTerrell hiked 8.2 miles on Saturday. Then, on Sunday, he hikedanother 1.6 miles. How far did Terrell hike all together?\",\n",
       "  'Response': '9.8',\n",
       "  'Rationale': 'Terrell hiked 8.2 miles on Saturday, and then another 1.6 miles on Sunday. This was a total of 8.2 + 1.6 = 9.8 miles that he hiked all together'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nTom purchased a Batman game for $13.60, and a Superman gamefor $5. Tom already owns 2 games. How much did Tom spend onvideo games?\",\n",
       "  'Response': '18.6',\n",
       "  'Rationale': 'The question asks how much Tom has spent on video games. We are given that the Batman game cost $13.60 and the Superman game cost $5, and that he owns 2 other games, for a total of 4. So he has spent a total of: 13.6 + 5 + 0 + 0 = 18.6'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nFred went to 36 basketball games this year, but missed 35. He wentto 11 games last year. How many basketball games did Fred go to intotal?\",\n",
       "  'Response': '47.0',\n",
       "  'Rationale': \"Fred went to 36 games this year and 11 games last year.\\n(Total number of basketball games Fred went to) = (36 + 11) = 47.0\\n'''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nGreg and Sharon own neighboring cornfields. Greg harvested 0.4 acreof corn on Monday and Sharon harvested 0.1 acre. How many moreacres did Greg harvest than Sharon?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Greg harvested 0.4 acre of corn on Monday and Sharon harvested 0.1 acre, so Greg harvested more than Sharon by (0.4 - 0.1) acres = 0.3 acres'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSuzie found 2 worms in the yard and measured them with a ruler. One worm was 0.8 inch long. The other worm was 0.1 inch long. How much longer was the longer worm?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'The longer worm was 0.8 inch long, and the shorter worm was 0.1 inch long. Suzie needs to find how much longer the longer worm is than the shorter one, which is (0.8 - 0.1) = 0.7 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSally grew 6 carrots. Fred grew 4 carrots. How many carrots did theygrow in all?\",\n",
       "  'Response': '10.0',\n",
       "  'Rationale': '(Total) = 6 + 4 = 10.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\",\n",
       "  'Response': '9.4',\n",
       "  'Rationale': 'Joan spent $5.20 on a basketball game and $4.2 on a racing game. Therefore, Joan spent 5.2+4.2 = 9.40 dollars on video games in total.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nOn her vacation last summer, Trisha walked all over New York City to buy souvenirs. First, she walked 0.12 mile from her hotel to a postcard shop. Then she walked 0.15 milefrom the postcard shop to a T-shirt shop and 0.63 mile from the T-shirt shop back to the hotel. How many miles didTrisha walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': 'Trisha walked 0.12 mile from her hotel to a postcard shop, and then she walked 0.15 mile from the postcard shop to a T-shirt shop, and finally she walked 0.63 mile from the T-shirt shop back to the hotel.\\\\nTotal distance = (0.12 + 0.15 + 0.63)miles = (0.90)miles'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.9 inches on Monday. On Tuesday, it rained 0.7 inches lessthan on Monday. How much did it rain on Tuesday?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'It rained 0.9 inches on Monday. On Tuesday, it rained 0.7 inches lessthan on Monday or 0.2 inches in total:'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAs part of a lesson on earthquakes, a science class is researching themovement of a nearby fault line. The fault line moved 1.25 inchesduring the past year and 5.25 inches the year before. How far did thefault line move in all?\",\n",
       "  'Response': '6.5',\n",
       "  'Rationale': 'The fault line moved 1.25 inches during the past year and 5.25 inchesthe year before. (Total movement of the fault line in all) = 1.25 +5.25 = 6.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Miki and her sister both built sandcastles and then measured their heights. Miki's sandcastle was 0.83 foot tall and her sister's was 0.53 foot tall. How much taller was Miki's sandcastle than her sister's?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Miki\\'s sandcastle was 0.83 foot tall and her sister\\'s was 0.53 foot tall, so Miki\\'s sandcastle was 0.83 - 0.53 = 0.3 foot taller than her sister\\'s.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSally paid $12.32 total for peaches, after a 3 dollar coupon, and $11.58 for cherries. In total, how much money did Sally spend?\",\n",
       "  'Response': '23.9',\n",
       "  'Rationale': \"Sally paid $12.32 total for peaches, after a 3 dollar coupon, and $11.58 for cherries. We can ignore the coupon since it doesn't affect Sally's spending on fruits: (Total money spent by Sally) = 12.32 + 11.58 = 23.90\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nDarnel sprinted 0.87 lap and then took a break by jogging 0.77 lap.How much farther did Darnel sprint than jog?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The total distance that Darnel sprinted was 0.87 lap, and the total distance that he jogged was 0.77 lap. Therefore, the difference between these distances is 0.87 - 0.77 = 0.1 lap'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSara got fast food for lunch. Sara spent $5.30 on a hotdog and $5.10 on a salad. What was the total of the lunch bill?\",\n",
       "  'Response': '10.4',\n",
       "  'Rationale': 'Sara spent $5.30 on a hotdog and $5.10 on a salad. Therefore, the total bill was 5.30 + 5.10 = 10.40 dollars'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nFred grew 38 cantelopes. Tim grew 44 cantelopes. How manycantelopes did they grow in total?\",\n",
       "  'Response': '82.0',\n",
       "  'Rationale': 'The correct answer is 82.0.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nLast year, 90171 people were born in a country, and 16320 peopleimmigrated to it. How many new people began living in the countrylast year?\",\n",
       "  'Response': '106491.0',\n",
       "  'Rationale': 'The answer is 90171+16320=106491.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIt rained 0.9 inches on Monday. On Tuesday, it rained 0.7 inches lessthan on Monday. How much did it rain on Tuesday?\",\n",
       "  'Response': '0.2',\n",
       "  'Rationale': 'On Monday it rained 0.9 inches, and on Tuesday it rained 0.7 inches less than on Monday. So the total amount of rain on Tuesday is 0.9 - 0.7 = 0.2 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAt the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\",\n",
       "  'Response': '1.3',\n",
       "  'Rationale': \"Janet's sandcastle was taller by 3.6 - 2.3 = 1.3 feet than her sister's\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. How many pints didthey eat in all?\",\n",
       "  'Response': '3.5',\n",
       "  'Rationale': 'Alec and his roommates ate 3.25 pints of ice cream on Friday night and 0.25 pint of ice cream on Saturday night. (Total pints eaten) = 3.25 + 0.25 = 3.50pints'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nKeith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. He found a dollar bill on the ground. What was the total cost of Keith's purchases?\",\n",
       "  'Response': '24.8',\n",
       "  'Rationale': 'Keith spent $6.5 on a rabbit toy, $5.79 on pet food, and a cagecost him $12.51. Finding a dollar doesn\\'t matter with Keith\\'s purchase. (Total cost of Keith\\'s purchase) = 6.5 + 5.79 + 12.51 = 24.80.\"\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Mr. Olsen's mathematics class, 0.7 the students received A's and 0.2 received B's. What fraction of the students received either A's orB's?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': '0.7+0.2=0.9'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nNina did a running drill to get in shape for soccer season. First, Ninaran 0.08 mile. Then she ran 0.18 mile and 0.54 mile. How many miles did Nina run intotal?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Nina ran 0.08 + 0.18 + 0.54 = 0.8 mile in total'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElla owns 2 dogs. Each day, 1 dog eats 0.175 scoop of dog food andthe other dog eats 0.125 scoop. Together, how much dog food dothe 2 dogs eat each day?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': 'Ella owns 2 dogs. Each day, 1 dog eats 0.175 scoop of dog food and the other dog eats 0.125 scoop. So, together, the 2 dogs eat (2 x 0.175) + (2 x 0.125) scoops of dog food each day = (0.35) + (0.25) = 0.3 scoops'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMike found 6 seashells and 4 starfish, but 4 of the seashells werebroken. How many unbroken seashells did Mike find?\",\n",
       "  'Response': '2.0',\n",
       "  'Rationale': 'The problem is: 6 + 4 - 4 / 2.0 = 10.0 - 2.0 = 8.0 / 2.0 = 4.00'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. In total, how much money did shespend?\",\n",
       "  'Response': '34.7',\n",
       "  'Rationale': 'Mary loves eating fruits. Mary paid $11.08 for berries, $14.33 forapples, and $9.31 for peaches. In total, she spent 11.08 + 14.33 + 9.31 = 34.72.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nJoan has 40 blue balloons Melanie has 41 blue balloons. How manyblue balloons do they have in total?\",\n",
       "  'Response': '81.0',\n",
       "  'Rationale': 'Joan has 40 blue balloons Melanie has 41 blue balloons. The total number of blue balloons they have is 40+41 = 81. So the answer is 81.0'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nProfessor Ellison weighed 2 pieces of metal for an experiment. Thepiece of iron weighed 11.16 pounds and the piece ofaluminum weighed 0.86 pound. How much moredid the piece of iron weigh than the piece of aluminum?\",\n",
       "  'Response': '10.3',\n",
       "  'Rationale': 'Professor Ellison weighed 2 pieces of metal for an experiment. The piece of iron weighed 11.16 pounds and the piece of aluminum weighed 0.86 pound. The difference in weight between the two was 11.16 - 0.86 = 10.3 pounds'}]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# converting the dataframe to dict to list\n",
    "list(cot_df.T.to_dict().values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3ee450e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBlake filled a bucket with 0.8 gallon of water. Later, he poured out 0.2 gallon of the water. How much water is in the bucket?\",\n",
       " 'Response': '0.6',\n",
       " 'Rationale': 'Since Blake filled the bucket with 0.8 gallon of water, and poured out 0.2 gallon of it, the current amount of water left in the bucket is 0.8 - 0.2 = 0.6 gallon'}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(cot_df.T.to_dict().values())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3a2b5ec8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nAlec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. How many pints didthey eat in all?\",\n",
       "  'Response': '3.5',\n",
       "  'Rationale': 'Alec and his roommates ate 3.25 pints of ice cream on Friday nightand 0.25 pint of ice cream on Saturday night. The number of pints atein all is 3.25 + 0.25 = 3.50'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nMike found 6 seashells and 4 starfish, but 4 of the seashells werebroken. How many unbroken seashells did Mike find?\",\n",
       "  'Response': '2.0',\n",
       "  'Rationale': 'The problem is: 6 + 4 - 4 / 2.0 = 10.0 - 2.0 = 8.0 / 2.0 = 4.00'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nSuzie found 2 worms in the yard and measured them with a ruler. One worm was 0.8 inch long. The other worm was 0.1 inch long. How much longer was the longer worm?\",\n",
       "  'Response': '0.7',\n",
       "  'Rationale': 'To solve this question, we need to do a subtraction. The longer worm was 0.8 inch long, and the shorter one was 0.1 inch long. Therefore, the longer worm was 0.8 - 0.1 = 0.7 inches longer than the shorter one.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA bee colony produced 0.36 pounds of honey, but bears ate 0.06 pounds of it. How much honey remains?\",\n",
       "  'Response': '0.3',\n",
       "  'Rationale': \"This question involves simple subtraction. The bears ate 0.06 pounds of the honey, and 0.36 - 0.06 = 0.3 pounds remain\\n'''\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nWhile taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'While taking inventory at her pastry shop, Kelly realizes that she had 0.4 box of baking powder yesterday, but the supply is now down to 0.3 box. How much more baking powder did Kelly have yesterday? \\\\n\\\\n0.4 - 0.3 = 0.1'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nElizabeth went to the salon and had 0.3 inch of hair cut off. Then next day she went back and asked for another 0.5 inch to be cut off. How much hair did she have cut off in all?\",\n",
       "  'Response': '0.8',\n",
       "  'Rationale': 'Elizabeth went to the salon and had 0.3 inch of hair cut off on day 1. Then next day she went back and asked for another 0.5 inch to be cut off on day 2, so the total amount of hair cut was: 0.3 + 0.5 = 0.8 inches'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nCraig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. How many miles did Craig walk in all?\",\n",
       "  'Response': '0.9',\n",
       "  'Rationale': \"Craig walked 0.2 mile from school to David's house and 0.7 mile fromDavid's house to his own house. (Total distance Craig walked) = 0.2 + 0.7 = 0.9\"},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nIn Shannon's apartment complex, 0.2 of the apartments are one-bedroom apartments and 0.3 are two-bedroom apartments. What fraction of the apartments areeither 1 - or two-bedroom apartments?\",\n",
       "  'Response': '0.5',\n",
       "  'Rationale': 'The fraction of apartments that are one-bedroom is 0.2 and the fraction of apartments that are two-bedroom is 0.3, so the total fraction of apartments that are either one- or two-bedroom is 0.2 + 0.3 = 0.5.'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nBrennan had 0.25 grams of pepper. Then he used 0.15 grams of thepepper to make some scrambled eggs. How much pepper doesBrennan have?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The question describes a subtraction problem. Brennan began with 0.25 grams of pepper and used 0.15 grams of it to make scrambled eggs, leaving him with (0.25 - 0.15) = 0.10 grams of pepper.\"'},\n",
       " {'Question': \"You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\\n\\nA carpenter bought a piece of wood that was 0.43 meters long. Thenshe sawed 0.33 meters off the end. How long is the piece of woodnow?\",\n",
       "  'Response': '0.1',\n",
       "  'Rationale': 'The question is asking what the length of the piece of wood is after cutting off 0.33 meters. So we need to subtract 0.33 from 0.43 and get a final answer of: 0.43 - 0.33 = 0.1'}]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "random.sample(list(cot_df.T.to_dict().values()), 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "02e19d7b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: [EXAMPLE QUESTION]\n"
     ]
    }
   ],
   "source": [
    "from langchain.prompts import (\n",
    "    FewShotPromptTemplate,\n",
    "    PromptTemplate\n",
    ")\n",
    "\n",
    "custom_examples = random.sample(list(cot_df.T.to_dict().values()), 10)\n",
    "\n",
    "custom_template = '''\n",
    "Question: {Question}\n",
    "Rationale: {Rationale}\n",
    "Response: {Response}\n",
    "'''\n",
    "\n",
    "custom_example_prompt = PromptTemplate(\n",
    "    input_variables = ['Question', 'Rationale', 'Response'],\n",
    "    template = custom_template,\n",
    ")\n",
    "\n",
    "system_prompt = \"\"\"You are provided with an arithmetic question. Your task is to compute the solution using \n",
    "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
    "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\"\"\"\n",
    "\n",
    "cot_prompt = FewShotPromptTemplate(\n",
    "    prefix = system_prompt,\n",
    "    example_prompt = custom_example_prompt,\n",
    "    examples = custom_examples,\n",
    "    suffix = 'Question: {input}', # User input\n",
    "    input_variables =['input']\n",
    ")\n",
    "\n",
    "print(cot_prompt.format(input='[EXAMPLE QUESTION]'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "55db4b4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg in her apple pie. To find out how much more cinnamon than nutmeg Mandy used, we subtract the amount of nutmeg from the amount of cinnamon: 0.6 - 0.5 = 0.1 tablespoon\\nResponse: 0.1'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain = LLMChain(\n",
    "    llm = chat_model,\n",
    "    prompt = cot_prompt,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "question = \"\"\"\n",
    "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
    "How much more cinnamon than nutmeg did Mandy use?\n",
    "\"\"\"\n",
    "\n",
    "chain.run(question)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc3160f9",
   "metadata": {},
   "source": [
    "## Self-Consistency\n",
    "\n",
    "When we run prompts with LLM, we often get different responses, Due to the parameter within the LLM that we can adjust to get more or less deterministic responses.\n",
    "\n",
    "Self-consistency is about using the same question and running different chain of thoughts to see the different responses and the way to mitigate the variation we get about the different answer is to take the answe that appears more often, in other words take the answer which is more consistent accross different chain of thoughts.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cc04eb37",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He wanted 3 CD's for $6.16, but did n't buythem. In total, how much did he spend?\n",
      "Rationale: Keith spent $136.06 on speakers, $139.38 on a CD player, and $112.46 on new tires. He didn't buy the CDs, so those can be ignored in the answer (Total cost of Keith's purchase) = 136.06 + 139.38 + 112.46 = 387.9\n",
      "  \"\"\n",
      "Response: 387.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Mary went to the mall. She spent $13.03 on a shirt and $12.27 on a jacket. She went to 2 shops. In total, how much money did Mary spend on clothing?\n",
      "Rationale: The question states that Mary spent a total of $13.03 on a shirt and $12.27 on the jacket, then it asks how much money she spent on clothing in total. So for the answer you need to add the two amounts together, which is 13.03+12.27=25.3\n",
      "Response: 25.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. How much is?\n",
      "Rationale: Pamela bought 9.8 ounces of sugar, and she spilled 5.2 ounces of iton the floor. So, the final amount left is 9.8 - 5.2 = 4.6ounces\n",
      "Response: 4.6\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. So the difference between their heights is 1.3 feet.\"\n",
      "</code>\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "For his car, Mike spent $118.57 on speakers and $106.33 on newtires. Mike wanted 3 CD's for $4.58 but decided not to. In total,how much did Mike spend on car parts?\n",
      "Rationale: For his car, Mike spent $118.57 on speakers and $106.33 on new tires. Mike wanted 3 CD's for $4.58 but decided not to buy them since they aren't parts of the car (and he didn't want them). In total, how much did Mike spend on car parts? The answer is 118.57 + 106.33 = 224.90\n",
      "Response: 224.9\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan purchased a basketball game for $5.20, and a racing game for $4.2. How much did Joan spend on video games?\n",
      "Rationale: Joan purchased a basketball game for $5.20, and a racing game for $4.2. What she spent is the sum of these two values ($9.40). The solution is 9.4.'\n",
      "Response: 9.4\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Sally had 760 quarters in her bank. She spent 418 of her quarters.How many quarters does she have now?\n",
      "Rationale: To solve the problem, we can use the following steps:\\n1. Subtract the number of quarters spent from total number of quarters to find out how many quarters Sally has left:\\n760 - 418 = 342.\\n2. Round up to one decimal place: 342.0\n",
      "Response: 342.0\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Joan joined her school's band. She bought a trumpet for $149.18, amusic tool for $9.98, and a song book which was $4.14. Joan found$8.65 in her pocket. How much did Joan spend at the music store?\n",
      "Rationale: Joan spent $149.18 on her trumpet, $9.98 on a music tool, and $4.14 ona song book. She also found $8.65 in her pocket that she could use for the payments of her purchase at the music store which doesn't matter with the total cost of Joan's purchase since it's not a payment for Joan's purchase; rather it is a bonus amount that she can use as an addition to any amount she wants to pay for her purchases at the music store (Total cost of Joan's purchase) = 149.18 + 9.98 + 4.14 = 163.30\n",
      "Response: 163.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "At the beach, Janet and her sister both built sandcastles and then measured their heights. Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. How much taller was Janet's sandcastle than her sister's?\n",
      "Rationale: Janet's sandcastle was 3.6 feet tall and her sister's was 2.3 feet tall. Subtracting the sisters' sandcastle heights gives us 3.6 - 2.3 = 1.3\n",
      "Response: 1.3\n",
      "\n",
      "\n",
      "\n",
      "Question: You are provided with an arithmetic question. Your task is to compute the solution using the given arithmetic operations. The only arithmetic operators needed to answer the questions are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. How many pounds of fruit did Scarlett use in all?\n",
      "Rationale: Scarlett made a fruit salad with 0.225 pound of melon and 0.375 poundof berries. The sum of the two quantities is 0.225 + 0.375 = 0.6 pounds\n",
      "Response: 0.6\n",
      "\n",
      "\n",
      "Question: \n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# if we want deterministic responses, we need to set the `temperature` to 0 \n",
    "chat_model = ChatOpenAI(temperature=0.7) # responses are not deterministic and different every time\n",
    "\n",
    "custom_cot_chain = LLMChain(\n",
    "    llm = chat_model,\n",
    "    prompt = cot_prompt,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "\n",
    "template = '''Using the following answers, \n",
    "return the answer that comes up more often \n",
    "\n",
    "{answers}\n",
    "\n",
    "\n",
    "ANSWER:'''\n",
    "\n",
    "\n",
    "consistency_prompt = PromptTemplate.from_template(template)\n",
    "\n",
    "consistency_chain = LLMChain(\n",
    "    llm = chat_model,\n",
    "    prompt = consistency_prompt,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "question = \"\"\"\n",
    "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
    "How much more cinnamon than nutmeg did Mandy use?\n",
    "\"\"\"\n",
    "\n",
    "responses = []\n",
    "\n",
    "for i in range(10):\n",
    "    response = custom_cot_chain.run(question)\n",
    "    responses.append(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "95967add",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mUsing the following answers, \n",
      "return the answer that comes up more often \n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. To find out how much more cinnamon than nutmeg Mandy used, we subtract the amount of nutmeg from the amount of cinnamon: 0.6 - 0.5 = 0.1 tablespoons\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. To find out how much more cinnamon than nutmeg Mandy used, subtract the amount of nutmeg from the amount of cinnamon, which is 0.6 - 0.5 = 0.1 tablespoons.\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoons of cinnamon and 0.5 tablespoons of nutmeg. To find out how much more cinnamon than nutmeg Mandy used, subtract the amount of nutmeg from the amount of cinnamon: 0.6 - 0.5 = 0.1\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoons of cinnamon and 0.5 tablespoons of nutmeg. To find out how much more cinnamon than nutmeg Mandy used, we need to subtract the amount of nutmeg from the amount of cinnamon: 0.6 - 0.5 = 0.1 tablespoons\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. To find out how much more cinnamon than nutmeg Mandy used, we need to subtract the amount of nutmeg from the amount of cinnamon: 0.6 - 0.5 = 0.1 tablespoons\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. To find out how much more cinnamon than nutmeg Mandy used, we need to subtract the amount of nutmeg from the amount of cinnamon: 0.6 - 0.5 = 0.1 tablespoons\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. To find out how much more cinnamon than nutmeg she used, we need to subtract the amount of nutmeg from the amount of cinnamon, which is 0.6 - 0.5 = 0.1 tablespoon.\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: To find out how much more cinnamon than nutmeg Mandy used, we need to subtract the amount of nutmeg from the amount of cinnamon. So, 0.6 - 0.5 = 0.1 tablespoons\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. To find out how much more cinnamon Mandy used than nutmeg, we subtract the amount of nutmeg used from the amount of cinnamon used: 0.6 - 0.5 = 0.1\n",
      "Response: 0.1\n",
      "\n",
      "Rationale: Mandy used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. The difference between the two quantities is 0.6 - 0.5 = 0.1 tablespoons.\n",
      "Response: 0.1\n",
      "\n",
      "\n",
      "ANSWER:\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'0.1'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answers = '\\n\\n'.join(responses)\n",
    "consistency_chain.run(answers)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adc5b424",
   "metadata": {},
   "source": [
    "## Inception\n",
    "\n",
    "Inception is known as the zero-shot Chain of Thought. Instead of having examples where we showcase the rationale for how to solve a problem, model is being asked to think step by step, this leads the model to provide a set of steps that needs to happen that solves the problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "17e6f48a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mYou are provided with an arithmetic question. Your task is to compute the solution using \n",
      "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
      "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\n",
      "\n",
      "\n",
      "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
      "How much more cinnamon than nutmeg did Mandy use?\n",
      "\n",
      "\n",
      "Let's think about it step by step:\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Step 1: Calculate how much more cinnamon than nutmeg Mandy used.\\n0.6 tablespoons (cinnamon) - 0.5 tablespoons (nutmeg) = 0.1 tablespoons\\n\\nTherefore, Mandy used 0.1 tablespoon more cinnamon than nutmeg.'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system_prompt = \"\"\"You are provided with an arithmetic question. Your task is to compute the solution using \n",
    "the given arithmetic operations. The only arithmetic operators needed to answer the questions \n",
    "are'+'(addition) and'-'(subtraction). The answer should be correct to one decimal place.\"\"\"\n",
    "\n",
    "\n",
    "template = '''\n",
    "\n",
    "{input}\n",
    "\n",
    "Let's think about it step by step:\n",
    "'''\n",
    "\n",
    "prompt = PromptTemplate.from_template(system_prompt + template)\n",
    "\n",
    "chain = LLMChain(\n",
    "    llm = chat_model,\n",
    "    prompt = prompt,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "question = \"\"\"\n",
    "Mandy made an apple pie. She used 0.6 tablespoon of cinnamon and 0.5 tablespoon of nutmeg. \n",
    "How much more cinnamon than nutmeg did Mandy use?\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "chain.run(question)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05580818",
   "metadata": {},
   "source": [
    "## Self-Ask\n",
    "\n",
    "Self-ask is a similar technique to Chain of Thought, but instead, we request intermediate questions and answers for the LLM to follow a logical path to get the answer.\n",
    "\n",
    "### Chain of Thought Prompting\n",
    "**Model Input:** Question -> Answer -> Question\n",
    "\n",
    "**Model Answer:** Answer\n",
    "\n",
    "### Self-Ask Prompting\n",
    "**Model Input:** Question -> Follow up Questions & Answers (Until it's confident) -> Question\n",
    "\n",
    "**Model Answer:** Answer\n",
    "\n",
    "Self-Ask prompting technique is very well adapted to interact with search engines. The intermediate question that can be sent to a search engine and the search engine could provide the answer. Based on the answer we can have additional intermediate question and get another intermediate answer. Then, we can have the final answer based on the interaction we have with the search engine and the LLM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9924e2ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting google-search-results\n",
      "  Downloading google_search_results-2.4.2.tar.gz (18 kB)\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: requests in ./anaconda3/envs/langchain/lib/python3.11/site-packages (from google-search-results) (2.31.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in ./anaconda3/envs/langchain/lib/python3.11/site-packages (from requests->google-search-results) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in ./anaconda3/envs/langchain/lib/python3.11/site-packages (from requests->google-search-results) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in ./anaconda3/envs/langchain/lib/python3.11/site-packages (from requests->google-search-results) (2.2.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in ./anaconda3/envs/langchain/lib/python3.11/site-packages (from requests->google-search-results) (2023.7.22)\n",
      "Building wheels for collected packages: google-search-results\n",
      "  Building wheel for google-search-results (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for google-search-results: filename=google_search_results-2.4.2-py3-none-any.whl size=32003 sha256=fe1771fb576f464ceaa5403b2080a0bf577360309d36e35f237f3a570e21a6fa\n",
      "  Stored in directory: /Users/shuvobarman/Library/Caches/pip/wheels/6e/42/3e/aeb691b02cb7175ec70e2da04b5658d4739d2b41e5f73cd06f\n",
      "Successfully built google-search-results\n",
      "Installing collected packages: google-search-results\n",
      "Successfully installed google-search-results-2.4.2\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "# installing necessary packages\n",
    "# %pip install google-search-results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "16e2b921",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['SERPAPI_API_KEY']='SERP_API_KEY'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b6d1a1df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question: Who lived longer, Muhammad Ali or Alan Turing?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: How old was Muhammad Ali when he died?\n",
      "Intermediate answer: Muhammad Ali was 74 years old when he died.\n",
      "Follow up: How old was Alan Turing when he died?\n",
      "Intermediate answer: Alan Turing was 41 years old when he died.\n",
      "So the final answer is: Muhammad Ali\n",
      "\n",
      "Question: When was the founder of craigslist born?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the founder of craigslist?\n",
      "Intermediate answer: Craigslist was founded by Craig Newmark.\n",
      "Follow up: When was Craig Newmark born?\n",
      "Intermediate answer: Craig Newmark was born on December 6, 1952.\n",
      "So the final answer is: December 6, 1952\n",
      "\n",
      "Question: Who was the maternal grandfather of George Washington?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the mother of George Washington?\n",
      "Intermediate answer: The mother of George Washington was Mary Ball Washington.\n",
      "Follow up: Who was the father of Mary Ball Washington?\n",
      "Intermediate answer: The father of Mary Ball Washington was Joseph Ball.\n",
      "So the final answer is: Joseph Ball\n",
      "\n",
      "Question: Are both the directors of Jaws and Casino Royale from the same country?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who is the director of Jaws?\n",
      "Intermediate answer: The director of Jaws is Steven Spielberg.\n",
      "Follow up: Where is Steven Spielberg from?\n",
      "Intermediate answer: The United States.\n",
      "Follow up: Who is the director of Casino Royale?\n",
      "Intermediate answer: The director of Casino Royale is Martin Campbell.\n",
      "Follow up: Where is Martin Campbell from?\n",
      "Intermediate answer: New Zealand.\n",
      "So the final answer is: No\n",
      "\n",
      "Question: {input}\n",
      "Are followup questions needed here:{agent_scratchpad}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/shuvobarman/anaconda3/envs/langchain/lib/python3.11/site-packages/langchain_core/_api/deprecation.py:117: LangChainDeprecationWarning: The function `initialize_agent` was deprecated in LangChain 0.1.0 and will be removed in 0.2.0. Use Use new agent constructor methods like create_react_agent, create_json_agent, create_structured_chat_agent, etc. instead.\n",
      "  warn_deprecated(\n"
     ]
    }
   ],
   "source": [
    "from langchain.agents import(\n",
    "    initialize_agent,\n",
    "    AgentType,\n",
    "    load_tools\n",
    ")\n",
    "\n",
    "tools = load_tools(['serpapi'])\n",
    "\n",
    "# renaming the tool name\n",
    "tools[0].name = 'Intermediate Answer'\n",
    "\n",
    "# initialize the agents\n",
    "self_ask_with_search = initialize_agent(\n",
    "    tools = tools,\n",
    "    llm = chat_model,\n",
    "    agent = AgentType.SELF_ASK_WITH_SEARCH,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "# look at the prompt template\n",
    "print(self_ask_with_search.agent.llm_chain.prompt.template)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "de658618",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mQuestion: Who lived longer, Muhammad Ali or Alan Turing?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: How old was Muhammad Ali when he died?\n",
      "Intermediate answer: Muhammad Ali was 74 years old when he died.\n",
      "Follow up: How old was Alan Turing when he died?\n",
      "Intermediate answer: Alan Turing was 41 years old when he died.\n",
      "So the final answer is: Muhammad Ali\n",
      "\n",
      "Question: When was the founder of craigslist born?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the founder of craigslist?\n",
      "Intermediate answer: Craigslist was founded by Craig Newmark.\n",
      "Follow up: When was Craig Newmark born?\n",
      "Intermediate answer: Craig Newmark was born on December 6, 1952.\n",
      "So the final answer is: December 6, 1952\n",
      "\n",
      "Question: Who was the maternal grandfather of George Washington?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the mother of George Washington?\n",
      "Intermediate answer: The mother of George Washington was Mary Ball Washington.\n",
      "Follow up: Who was the father of Mary Ball Washington?\n",
      "Intermediate answer: The father of Mary Ball Washington was Joseph Ball.\n",
      "So the final answer is: Joseph Ball\n",
      "\n",
      "Question: Are both the directors of Jaws and Casino Royale from the same country?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who is the director of Jaws?\n",
      "Intermediate answer: The director of Jaws is Steven Spielberg.\n",
      "Follow up: Where is Steven Spielberg from?\n",
      "Intermediate answer: The United States.\n",
      "Follow up: Who is the director of Casino Royale?\n",
      "Intermediate answer: The director of Casino Royale is Martin Campbell.\n",
      "Follow up: Where is Martin Campbell from?\n",
      "Intermediate answer: New Zealand.\n",
      "So the final answer is: No\n",
      "\n",
      "Question: What is the hometown of 2019 F1 World Champion?\n",
      "Are followup questions needed here:\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mYes. \n",
      "Follow up: Who is the 2019 F1 World Champion?\u001b[0m\n",
      "Intermediate answer: \u001b[36;1m\u001b[1;3m[\"2019 FIA Formula One World Championship Drivers' Champion: Lewis Hamilton Constructors' Champion: Mercedes Previous 2018 Next 2020 Races by country Races by venue Support series: Formula 2 Championship ...\", '2019 Formula One World Championship type: Season.', '2019 Formula One World Championship kgmid: /g/11fyzdl67w.', '2019 Formula One World Championship dates: Mar 17, 2019 – Dec 1, 2019.', '2019 Formula One World Championship location: Albert Park Circuit, Europe, Yas Marina Circuit, Asia, South America, North America, Circuit of the Americas.', \"As a result, Lewis Hamilton won, Valtteri Bottas came second, and Charles Leclerc came home third for his first podium and Ferrari's first podium of the season.\", '2019 Driver Standings ; 1, Lewis Hamilton ; 2, Valtteri Bottas ; 3, Max Verstappen ; 4, Charles Leclerc ; 5, Sebastian Vettel ...', \"Lewis Hamilton has lifted the famous FIA Formula 1 World Championship Drivers' trophy for the sixth time in his career, appearing at the 2019 ...\", '2019 F1 final standings · 1. Lewis Hamilton (Mercedes) 413 points - champion · 2. Valtteri Bottas (Mercedes) 326 · 3. Max Verstappen (Red Bull Racing) 278 · 4.', 'View the latest results for Formula 1 2019. Drivers, constructors and team results for the top racing series from around the world at the click of your finger.', '2019 F1 Driver Standings ; 02. Valtteri BOTTAS. Mercedes ; 03. Max VERSTAPPEN. Red Bull Racing ; 04. Charles LECLERC. Ferrari ; 05. Sebastian VETTEL. Ferrari ...', 'Michael Schumacher (top left) and Lewis Hamilton (top right) have each won the championship a record seven times during their careers, while Sebastian Vettel ( ...', 'Lewis Hamilton Celebrates Winning His SIXTH World Title | 2019 United States Grand Prix · Comments1.6K.', \"The 2019 Formula One Season was the 70th season of the Drivers' World Championship and the 62nd season of the Constructors' Championship.\", 'Lewis Hamilton is the 2019 Formula 1 World Champion. Hamilton won 11 out of 21 races and scored a total of 413 points. With 87 points behind Valtteri Bottas ...']\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mQuestion: Who lived longer, Muhammad Ali or Alan Turing?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: How old was Muhammad Ali when he died?\n",
      "Intermediate answer: Muhammad Ali was 74 years old when he died.\n",
      "Follow up: How old was Alan Turing when he died?\n",
      "Intermediate answer: Alan Turing was 41 years old when he died.\n",
      "So the final answer is: Muhammad Ali\n",
      "\n",
      "Question: When was the founder of craigslist born?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the founder of craigslist?\n",
      "Intermediate answer: Craigslist was founded by Craig Newmark.\n",
      "Follow up: When was Craig Newmark born?\n",
      "Intermediate answer: Craig Newmark was born on December 6, 1952.\n",
      "So the final answer is: December 6, 1952\n",
      "\n",
      "Question: Who was the maternal grandfather of George Washington?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the mother of George Washington?\n",
      "Intermediate answer: The mother of George Washington was Mary Ball Washington.\n",
      "Follow up: Who was the father of Mary Ball Washington?\n",
      "Intermediate answer: The father of Mary Ball Washington was Joseph Ball.\n",
      "So the final answer is: Joseph Ball\n",
      "\n",
      "Question: Are both the directors of Jaws and Casino Royale from the same country?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who is the director of Jaws?\n",
      "Intermediate answer: The director of Jaws is Steven Spielberg.\n",
      "Follow up: Where is Steven Spielberg from?\n",
      "Intermediate answer: The United States.\n",
      "Follow up: Who is the director of Casino Royale?\n",
      "Intermediate answer: The director of Casino Royale is Martin Campbell.\n",
      "Follow up: Where is Martin Campbell from?\n",
      "Intermediate answer: New Zealand.\n",
      "So the final answer is: No\n",
      "\n",
      "Question: What is the hometown of 2019 F1 World Champion?\n",
      "Are followup questions needed here:Yes. \n",
      "Follow up: Who is the 2019 F1 World Champion?\n",
      "Intermediate answer: [\"2019 FIA Formula One World Championship Drivers' Champion: Lewis Hamilton Constructors' Champion: Mercedes Previous 2018 Next 2020 Races by country Races by venue Support series: Formula 2 Championship ...\", '2019 Formula One World Championship type: Season.', '2019 Formula One World Championship kgmid: /g/11fyzdl67w.', '2019 Formula One World Championship dates: Mar 17, 2019 – Dec 1, 2019.', '2019 Formula One World Championship location: Albert Park Circuit, Europe, Yas Marina Circuit, Asia, South America, North America, Circuit of the Americas.', \"As a result, Lewis Hamilton won, Valtteri Bottas came second, and Charles Leclerc came home third for his first podium and Ferrari's first podium of the season.\", '2019 Driver Standings ; 1, Lewis Hamilton ; 2, Valtteri Bottas ; 3, Max Verstappen ; 4, Charles Leclerc ; 5, Sebastian Vettel ...', \"Lewis Hamilton has lifted the famous FIA Formula 1 World Championship Drivers' trophy for the sixth time in his career, appearing at the 2019 ...\", '2019 F1 final standings · 1. Lewis Hamilton (Mercedes) 413 points - champion · 2. Valtteri Bottas (Mercedes) 326 · 3. Max Verstappen (Red Bull Racing) 278 · 4.', 'View the latest results for Formula 1 2019. Drivers, constructors and team results for the top racing series from around the world at the click of your finger.', '2019 F1 Driver Standings ; 02. Valtteri BOTTAS. Mercedes ; 03. Max VERSTAPPEN. Red Bull Racing ; 04. Charles LECLERC. Ferrari ; 05. Sebastian VETTEL. Ferrari ...', 'Michael Schumacher (top left) and Lewis Hamilton (top right) have each won the championship a record seven times during their careers, while Sebastian Vettel ( ...', 'Lewis Hamilton Celebrates Winning His SIXTH World Title | 2019 United States Grand Prix · Comments1.6K.', \"The 2019 Formula One Season was the 70th season of the Drivers' World Championship and the 62nd season of the Constructors' Championship.\", 'Lewis Hamilton is the 2019 Formula 1 World Champion. Hamilton won 11 out of 21 races and scored a total of 413 points. With 87 points behind Valtteri Bottas ...']\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mFollow up: Where is the hometown of Lewis Hamilton?\u001b[0m\n",
      "Intermediate answer: \u001b[36;1m\u001b[1;3mStevenage\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mQuestion: Who lived longer, Muhammad Ali or Alan Turing?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: How old was Muhammad Ali when he died?\n",
      "Intermediate answer: Muhammad Ali was 74 years old when he died.\n",
      "Follow up: How old was Alan Turing when he died?\n",
      "Intermediate answer: Alan Turing was 41 years old when he died.\n",
      "So the final answer is: Muhammad Ali\n",
      "\n",
      "Question: When was the founder of craigslist born?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the founder of craigslist?\n",
      "Intermediate answer: Craigslist was founded by Craig Newmark.\n",
      "Follow up: When was Craig Newmark born?\n",
      "Intermediate answer: Craig Newmark was born on December 6, 1952.\n",
      "So the final answer is: December 6, 1952\n",
      "\n",
      "Question: Who was the maternal grandfather of George Washington?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who was the mother of George Washington?\n",
      "Intermediate answer: The mother of George Washington was Mary Ball Washington.\n",
      "Follow up: Who was the father of Mary Ball Washington?\n",
      "Intermediate answer: The father of Mary Ball Washington was Joseph Ball.\n",
      "So the final answer is: Joseph Ball\n",
      "\n",
      "Question: Are both the directors of Jaws and Casino Royale from the same country?\n",
      "Are follow up questions needed here: Yes.\n",
      "Follow up: Who is the director of Jaws?\n",
      "Intermediate answer: The director of Jaws is Steven Spielberg.\n",
      "Follow up: Where is Steven Spielberg from?\n",
      "Intermediate answer: The United States.\n",
      "Follow up: Who is the director of Casino Royale?\n",
      "Intermediate answer: The director of Casino Royale is Martin Campbell.\n",
      "Follow up: Where is Martin Campbell from?\n",
      "Intermediate answer: New Zealand.\n",
      "So the final answer is: No\n",
      "\n",
      "Question: What is the hometown of 2019 F1 World Champion?\n",
      "Are followup questions needed here:Yes. \n",
      "Follow up: Who is the 2019 F1 World Champion?\n",
      "Intermediate answer: [\"2019 FIA Formula One World Championship Drivers' Champion: Lewis Hamilton Constructors' Champion: Mercedes Previous 2018 Next 2020 Races by country Races by venue Support series: Formula 2 Championship ...\", '2019 Formula One World Championship type: Season.', '2019 Formula One World Championship kgmid: /g/11fyzdl67w.', '2019 Formula One World Championship dates: Mar 17, 2019 – Dec 1, 2019.', '2019 Formula One World Championship location: Albert Park Circuit, Europe, Yas Marina Circuit, Asia, South America, North America, Circuit of the Americas.', \"As a result, Lewis Hamilton won, Valtteri Bottas came second, and Charles Leclerc came home third for his first podium and Ferrari's first podium of the season.\", '2019 Driver Standings ; 1, Lewis Hamilton ; 2, Valtteri Bottas ; 3, Max Verstappen ; 4, Charles Leclerc ; 5, Sebastian Vettel ...', \"Lewis Hamilton has lifted the famous FIA Formula 1 World Championship Drivers' trophy for the sixth time in his career, appearing at the 2019 ...\", '2019 F1 final standings · 1. Lewis Hamilton (Mercedes) 413 points - champion · 2. Valtteri Bottas (Mercedes) 326 · 3. Max Verstappen (Red Bull Racing) 278 · 4.', 'View the latest results for Formula 1 2019. Drivers, constructors and team results for the top racing series from around the world at the click of your finger.', '2019 F1 Driver Standings ; 02. Valtteri BOTTAS. Mercedes ; 03. Max VERSTAPPEN. Red Bull Racing ; 04. Charles LECLERC. Ferrari ; 05. Sebastian VETTEL. Ferrari ...', 'Michael Schumacher (top left) and Lewis Hamilton (top right) have each won the championship a record seven times during their careers, while Sebastian Vettel ( ...', 'Lewis Hamilton Celebrates Winning His SIXTH World Title | 2019 United States Grand Prix · Comments1.6K.', \"The 2019 Formula One Season was the 70th season of the Drivers' World Championship and the 62nd season of the Constructors' Championship.\", 'Lewis Hamilton is the 2019 Formula 1 World Champion. Hamilton won 11 out of 21 races and scored a total of 413 points. With 87 points behind Valtteri Bottas ...']\n",
      "Follow up: Where is the hometown of Lewis Hamilton?\n",
      "Intermediate answer: Stevenage\n",
      "\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mSo the final answer is: Stevenage\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Stevenage'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# importing libraries to print all the followup questions\n",
    "from langchain.callbacks import StdOutCallbackHandler\n",
    "\n",
    "# instantiale the callback handler\n",
    "handler = StdOutCallbackHandler()\n",
    "\n",
    "question = 'What is the hometown of 2019 F1 World Champion?'\n",
    "\n",
    "self_ask_with_search.run(\n",
    "    question,\n",
    "    callbacks=[handler]\n",
    "    \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf3b0acd",
   "metadata": {},
   "source": [
    "## ReAct\n",
    "\n",
    "ReAct (Resonning and Acting) is a technique to push the LLM to make an action after thinking about it. This is very well adapted to augment LLMs with tools.\n",
    "\n",
    "**Workflow:**\n",
    "\n",
    "Question -> Reasoning -> Action -> Answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7357aef0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mAnswer the following questions as best you can. You have access to the following tools:\n",
      "\n",
      "Search: A search engine. Useful for when you need to answer questions about current events. Input should be a search query.\n",
      "Calculator: Useful for when you need to answer questions about math.\n",
      "\n",
      "Use the following format:\n",
      "\n",
      "Question: the input question you must answer\n",
      "Thought: you should always think about what to do\n",
      "Action: the action to take, should be one of [Search, Calculator]\n",
      "Action Input: the input to the action\n",
      "Observation: the result of the action\n",
      "... (this Thought/Action/Action Input/Observation can repeat N times)\n",
      "Thought: I now know the final answer\n",
      "Final Answer: the final answer to the original input question\n",
      "\n",
      "Begin!\n",
      "\n",
      "Question: \n",
      "Who has the most fastest lap in F1 history?\n",
      "What was the speed of the car in that lap raised to the 0.43 power?\n",
      "\n",
      "Thought:\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to find out who has the fastest lap in F1 history and the speed of the car in that lap raised to the 0.43 power.\n",
      "Action: Search\n",
      "Action Input: \"fastest lap in F1 history\"\u001b[0m\n",
      "Observation: \u001b[36;1m\u001b[1;3mRecord for the 'fastest' F1 lap Hamilton's 2020 pole lap holds the record for fastest average speed across a lap in F1 history — besting the previous record of 263.587km/h (163.785mph) set by Kimi Räikkönen two years earlier during the same session with the Ferrari SF71H.\u001b[0m\n",
      "Thought:\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mAnswer the following questions as best you can. You have access to the following tools:\n",
      "\n",
      "Search: A search engine. Useful for when you need to answer questions about current events. Input should be a search query.\n",
      "Calculator: Useful for when you need to answer questions about math.\n",
      "\n",
      "Use the following format:\n",
      "\n",
      "Question: the input question you must answer\n",
      "Thought: you should always think about what to do\n",
      "Action: the action to take, should be one of [Search, Calculator]\n",
      "Action Input: the input to the action\n",
      "Observation: the result of the action\n",
      "... (this Thought/Action/Action Input/Observation can repeat N times)\n",
      "Thought: I now know the final answer\n",
      "Final Answer: the final answer to the original input question\n",
      "\n",
      "Begin!\n",
      "\n",
      "Question: \n",
      "Who has the most fastest lap in F1 history?\n",
      "What was the speed of the car in that lap raised to the 0.43 power?\n",
      "\n",
      "Thought:I need to find out who has the fastest lap in F1 history and the speed of the car in that lap raised to the 0.43 power.\n",
      "Action: Search\n",
      "Action Input: \"fastest lap in F1 history\"\n",
      "Observation: Record for the 'fastest' F1 lap Hamilton's 2020 pole lap holds the record for fastest average speed across a lap in F1 history — besting the previous record of 263.587km/h (163.785mph) set by Kimi Räikkönen two years earlier during the same session with the Ferrari SF71H.\n",
      "Thought:\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to find the speed of the car in Hamilton's 2020 pole lap raised to the 0.43 power.\n",
      "Action: Calculator\n",
      "Action Input: (263.587)^0.43\u001b[0m\n",
      "\n",
      "\u001b[1m> Entering new LLMMathChain chain...\u001b[0m\n",
      "(263.587)^0.43\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mTranslate a math problem into a expression that can be executed using Python's numexpr library. Use the output of running this code to answer the question.\n",
      "\n",
      "Question: ${Question with math problem.}\n",
      "```text\n",
      "${single line mathematical expression that solves the problem}\n",
      "```\n",
      "...numexpr.evaluate(text)...\n",
      "```output\n",
      "${Output of running the code}\n",
      "```\n",
      "Answer: ${Answer}\n",
      "\n",
      "Begin.\n",
      "\n",
      "Question: What is 37593 * 67?\n",
      "```text\n",
      "37593 * 67\n",
      "```\n",
      "...numexpr.evaluate(\"37593 * 67\")...\n",
      "```output\n",
      "2518731\n",
      "```\n",
      "Answer: 2518731\n",
      "\n",
      "Question: 37593^(1/5)\n",
      "```text\n",
      "37593**(1/5)\n",
      "```\n",
      "...numexpr.evaluate(\"37593**(1/5)\")...\n",
      "```output\n",
      "8.222831614237718\n",
      "```\n",
      "Answer: 8.222831614237718\n",
      "\n",
      "Question: (263.587)^0.43\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3m```text\n",
      "(263.587)**0.43\n",
      "```\n",
      "...numexpr.evaluate(\"(263.587)**0.43\")...\n",
      "\u001b[0m\n",
      "Answer: \u001b[33;1m\u001b[1;3m10.989990436708734\u001b[0m\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "Observation: \u001b[33;1m\u001b[1;3mAnswer: 10.989990436708734\u001b[0m\n",
      "Thought:\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mAnswer the following questions as best you can. You have access to the following tools:\n",
      "\n",
      "Search: A search engine. Useful for when you need to answer questions about current events. Input should be a search query.\n",
      "Calculator: Useful for when you need to answer questions about math.\n",
      "\n",
      "Use the following format:\n",
      "\n",
      "Question: the input question you must answer\n",
      "Thought: you should always think about what to do\n",
      "Action: the action to take, should be one of [Search, Calculator]\n",
      "Action Input: the input to the action\n",
      "Observation: the result of the action\n",
      "... (this Thought/Action/Action Input/Observation can repeat N times)\n",
      "Thought: I now know the final answer\n",
      "Final Answer: the final answer to the original input question\n",
      "\n",
      "Begin!\n",
      "\n",
      "Question: \n",
      "Who has the most fastest lap in F1 history?\n",
      "What was the speed of the car in that lap raised to the 0.43 power?\n",
      "\n",
      "Thought:I need to find out who has the fastest lap in F1 history and the speed of the car in that lap raised to the 0.43 power.\n",
      "Action: Search\n",
      "Action Input: \"fastest lap in F1 history\"\n",
      "Observation: Record for the 'fastest' F1 lap Hamilton's 2020 pole lap holds the record for fastest average speed across a lap in F1 history — besting the previous record of 263.587km/h (163.785mph) set by Kimi Räikkönen two years earlier during the same session with the Ferrari SF71H.\n",
      "Thought:I need to find the speed of the car in Hamilton's 2020 pole lap raised to the 0.43 power.\n",
      "Action: Calculator\n",
      "Action Input: (263.587)^0.43\n",
      "Observation: Answer: 10.989990436708734\n",
      "Thought:\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI now know the final answer\n",
      "Final Answer: The speed of the car in Hamilton's 2020 pole lap raised to the 0.43 power is approximately 10.99\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"The speed of the car in Hamilton's 2020 pole lap raised to the 0.43 power is approximately 10.99\""
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tools = load_tools(['serpapi', 'llm-math'], llm=chat_model)\n",
    "agent = initialize_agent(\n",
    "    tools = tools,\n",
    "    llm = chat_model,\n",
    "    agent = AgentType.ZERO_SHOT_REACT_DESCRIPTION,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "handler = StdOutCallbackHandler()\n",
    "\n",
    "question = '''\n",
    "Who has the most fastest lap in F1 history?\n",
    "What was the speed of the car in that lap raised to the 0.43 power?\n",
    "'''\n",
    "\n",
    "agent.run(\n",
    "    question,\n",
    "    callbacks=[handler]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9213f056",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Answer the following questions as best you can. You have access to the following tools:\n",
      "\n",
      "Search: A search engine. Useful for when you need to answer questions about current events. Input should be a search query.\n",
      "Calculator: Useful for when you need to answer questions about math.\n",
      "\n",
      "Use the following format:\n",
      "\n",
      "Question: the input question you must answer\n",
      "Thought: you should always think about what to do\n",
      "Action: the action to take, should be one of [Search, Calculator]\n",
      "Action Input: the input to the action\n",
      "Observation: the result of the action\n",
      "... (this Thought/Action/Action Input/Observation can repeat N times)\n",
      "Thought: I now know the final answer\n",
      "Final Answer: the final answer to the original input question\n",
      "\n",
      "Begin!\n",
      "\n",
      "Question: {input}\n",
      "Thought:{agent_scratchpad}\n"
     ]
    }
   ],
   "source": [
    "print(agent.agent.llm_chain.prompt.template)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d393385a",
   "metadata": {},
   "source": [
    "## Plan and Execute\n",
    "\n",
    "ReAct (Resonning and Acting) is a technique to push the LLM to make an action after thinking about it. This is very well adapted to augment LLMs with tools.\n",
    "\n",
    "The idea is to send a question to the LLM and to ask the LLM to establish a set of steps to solve that problem. Each set can be sent to react chain and the result of that react chain can be sent to the next step. We can iterate through this process with each of the steps having its own react chain and at the end we can get the final answer.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "680db317",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_experimental.plan_and_execute import (\n",
    "    PlanAndExecute,\n",
    "    load_agent_executor,\n",
    "    load_chat_planner\n",
    ")\n",
    "\n",
    "tools = load_tools(['serpapi', 'llm-math'], llm=chat_model)\n",
    "\n",
    "planner = load_chat_planner(chat_model)\n",
    "\n",
    "executor = load_agent_executor(\n",
    "    chat_model,\n",
    "    tools,\n",
    "    verbose = True\n",
    ")\n",
    "\n",
    "agent = PlanAndExecute(\n",
    "    planner = planner,\n",
    "    executor = executor,\n",
    "    verbose = True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0a1e962b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"System: Let's first understand the problem and devise a plan to solve the problem. Please output the plan starting with the header 'Plan:' and then followed by a numbered list of steps. Please make the plan the minimum number of steps required to accurately complete the task. If the task is a question, the final step should almost always be 'Given the above steps taken, please respond to the users original question'. At the end of your plan, say '<END_OF_PLAN>'\\nHuman: Some input\""
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planner.llm_chain.prompt.format(input='Some input')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "813f3835",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System: Respond to the human as helpfully and accurately as possible. You have access to the following tools:\n",
      "\n",
      "Search: A search engine. Useful for when you need to answer questions about current events. Input should be a search query., args: {'tool_input': {'type': 'string'}}\n",
      "Calculator: Useful for when you need to answer questions about math., args: {'tool_input': {'type': 'string'}}\n",
      "\n",
      "Use a json blob to specify a tool by providing an action key (tool name) and an action_input key (tool input).\n",
      "\n",
      "Valid \"action\" values: \"Final Answer\" or Search, Calculator\n",
      "\n",
      "Provide only ONE action per $JSON_BLOB, as shown:\n",
      "\n",
      "```\n",
      "{\n",
      "  \"action\": $TOOL_NAME,\n",
      "  \"action_input\": $INPUT\n",
      "}\n",
      "```\n",
      "\n",
      "Follow this format:\n",
      "\n",
      "Question: input question to answer\n",
      "Thought: consider previous and subsequent steps\n",
      "Action:\n",
      "```\n",
      "$JSON_BLOB\n",
      "```\n",
      "Observation: action result\n",
      "... (repeat Thought/Action/Observation N times)\n",
      "Thought: I know what to respond\n",
      "Action:\n",
      "```\n",
      "{\n",
      "  \"action\": \"Final Answer\",\n",
      "  \"action_input\": \"Final response to human\"\n",
      "}\n",
      "```\n",
      "\n",
      "Begin! Reminder to ALWAYS respond with a valid json blob of a single action. Use tools if necessary. Respond directly if appropriate. Format is Action:```$JSON_BLOB```then Observation:.\n",
      "Thought:\n",
      "Human: Previous steps: previous_steps\n",
      "\n",
      "Current objective: curret_step\n",
      "\n",
      "agent_scratchpad\n"
     ]
    }
   ],
   "source": [
    "print(executor.chain.agent.llm_chain.prompt.format(\n",
    "    previous_steps = 'previous_steps', # fake values\n",
    "    current_step = 'curret_step', # fake value\n",
    "    agent_scratchpad = 'agent_scratchpad' # fake value\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2bc7adc1",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new PlanAndExecute chain...\u001b[0m\n",
      "steps=[Step(value='Look up the current president of the United States.'), Step(value='Find the age of the current president.'), Step(value=\"Calculate the current president's age raised to the power of 0.43.\"), Step(value='Return the calculated value.'), Step(value=\"Given the above steps taken, please respond to the user's original question.\\n\")]\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: The user's current objective is to look up the current president of the United States. Since this information has already been provided as Joe Biden, I can simply confirm this to the user.\n",
      "Action:\n",
      "```\n",
      "{\n",
      "  \"action\": \"Final Answer\",\n",
      "  \"action_input\": \"Joe Biden\"\n",
      "}\n",
      "``` \n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "*****\n",
      "\n",
      "Step: Look up the current president of the United States.\n",
      "\n",
      "Response: Joe Biden\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: The age of the current president has already been determined in a previous step (81 years). I can simply provide this information to the user.\n",
      "Action:\n",
      "```\n",
      "{\n",
      "  \"action\": \"Final Answer\",\n",
      "  \"action_input\": \"81 years\"\n",
      "}\n",
      "```\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "*****\n",
      "\n",
      "Step: Find the age of the current president.\n",
      "\n",
      "Response: 81 years\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mAction:\n",
      "```\n",
      "{\n",
      "  \"action\": \"Final Answer\",\n",
      "  \"action_input\": \"Approximately 6.62\"\n",
      "}\n",
      "``` \n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "*****\n",
      "\n",
      "Step: Calculate the current president's age raised to the power of 0.43.\n",
      "\n",
      "Response: Approximately 6.62\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: The task is to return the calculated value of the current president's age raised to the power of 0.43.\n",
      "\n",
      "Action:\n",
      "```\n",
      "{\n",
      "  \"action\": \"Final Answer\",\n",
      "  \"action_input\": \"6.62\"\n",
      "}\n",
      "```\n",
      "\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "*****\n",
      "\n",
      "Step: Return the calculated value.\n",
      "\n",
      "Response: 6.62\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: The user's original question has been answered through the series of steps provided. Now, the response to the user's original question needs to be compiled based on the information gathered in the previous steps.\n",
      "\n",
      "Action:\n",
      "```\n",
      "{\n",
      "  \"action\": \"Final Answer\",\n",
      "  \"action_input\": \"The driver who holds the record for the fastest lap in Formula 1 history is Valtteri Bottas. The current president of the United States is Joe Biden, who is 81 years old. The calculated value of the current president's age raised to the power of 0.43 is 6.62.\"\n",
      "}\n",
      "```\n",
      "\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "*****\n",
      "\n",
      "Step: Given the above steps taken, please respond to the user's original question.\n",
      "\n",
      "\n",
      "Response: The driver who holds the record for the fastest lap in Formula 1 history is Valtteri Bottas. The current president of the United States is Joe Biden, who is 81 years old. The calculated value of the current president's age raised to the power of 0.43 is 6.62.\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"The driver who holds the record for the fastest lap in Formula 1 history is Valtteri Bottas. The current president of the United States is Joe Biden, who is 81 years old. The calculated value of the current president's age raised to the power of 0.43 is 6.62.\""
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "question = '''\n",
    "Who is the current president of United States?\n",
    "What is the current president age raise to the 0.43 power?\n",
    "'''\n",
    "\n",
    "\n",
    "agent.run(question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "646686dd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "787737b1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecc5d2e5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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