n_1r20i.turbo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "import annotate\n",
    "import n_1rxi as method\n",
    "import plot_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "chunk_size = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'n_1r20i'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fname = method.__file__.split('/')[-1][:-3].replace('x', str(chunk_size))\n",
    "fname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import rate\n",
    "rate.setkey(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = annotate.get_clean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "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>Participant #</th>\n",
       "      <th>Test_Date</th>\n",
       "      <th>Question id</th>\n",
       "      <th>Question_en</th>\n",
       "      <th>Answer</th>\n",
       "      <th>Novelty</th>\n",
       "      <th>Feasibility</th>\n",
       "      <th>Value</th>\n",
       "      <th>W_Novelty</th>\n",
       "      <th>L_Novelty</th>\n",
       "      <th>...</th>\n",
       "      <th>NG_FEASIBILITY</th>\n",
       "      <th>NG_VALUE</th>\n",
       "      <th>English</th>\n",
       "      <th>Question</th>\n",
       "      <th>sample_for_novelty</th>\n",
       "      <th>sample_for_feasibility</th>\n",
       "      <th>sample_for_value</th>\n",
       "      <th>novelty_transformed</th>\n",
       "      <th>feasibility_transformed</th>\n",
       "      <th>value_transformed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>2021-12-23T04:04:27</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>粉砕</td>\n",
       "      <td>1591</td>\n",
       "      <td>1609</td>\n",
       "      <td>1559</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>11</td>\n",
       "      <td>2022-01-18T06:31:14</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>フォーク</td>\n",
       "      <td>1616</td>\n",
       "      <td>1576</td>\n",
       "      <td>1551</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>61</td>\n",
       "      <td>40</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>11</td>\n",
       "      <td>2022-01-18T06:31:14</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>ラケット</td>\n",
       "      <td>1593</td>\n",
       "      <td>1599</td>\n",
       "      <td>1608</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>53</td>\n",
       "      <td>48</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>13</td>\n",
       "      <td>2022-01-27T06:54:05</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>火打石</td>\n",
       "      <td>1608</td>\n",
       "      <td>1585</td>\n",
       "      <td>1608</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>58</td>\n",
       "      <td>43</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>14</td>\n",
       "      <td>2022-02-01T07:09:40</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>隠蔽</td>\n",
       "      <td>1618</td>\n",
       "      <td>1585</td>\n",
       "      <td>1569</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>62</td>\n",
       "      <td>43</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>15</td>\n",
       "      <td>2022-02-03T03:16:53</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>延長</td>\n",
       "      <td>1623</td>\n",
       "      <td>1576</td>\n",
       "      <td>1584</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>64</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>16</td>\n",
       "      <td>2022-02-17T02:55:14</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>寝具</td>\n",
       "      <td>1640</td>\n",
       "      <td>1548</td>\n",
       "      <td>1606</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>70</td>\n",
       "      <td>29</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>17</td>\n",
       "      <td>2022-02-22T03:24:46</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>飲む</td>\n",
       "      <td>1616</td>\n",
       "      <td>1496</td>\n",
       "      <td>1514</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>61</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>17</td>\n",
       "      <td>2022-02-22T03:24:46</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>たたく</td>\n",
       "      <td>1570</td>\n",
       "      <td>1625</td>\n",
       "      <td>1584</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>44</td>\n",
       "      <td>58</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>18</td>\n",
       "      <td>2022-02-24T04:21:52</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>積み木</td>\n",
       "      <td>1521</td>\n",
       "      <td>1638</td>\n",
       "      <td>1552</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>26</td>\n",
       "      <td>63</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>20</td>\n",
       "      <td>2022-03-03T02:59:05</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>トイレ</td>\n",
       "      <td>1648</td>\n",
       "      <td>1585</td>\n",
       "      <td>1629</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>73</td>\n",
       "      <td>43</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>20</td>\n",
       "      <td>2022-03-03T02:59:05</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>バッグ</td>\n",
       "      <td>1615</td>\n",
       "      <td>1568</td>\n",
       "      <td>1590</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>61</td>\n",
       "      <td>37</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>21</td>\n",
       "      <td>2022-03-08T07:26:56</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>巻く</td>\n",
       "      <td>1635</td>\n",
       "      <td>1528</td>\n",
       "      <td>1552</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>68</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>21</td>\n",
       "      <td>2022-03-08T07:26:56</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>燃やす</td>\n",
       "      <td>1608</td>\n",
       "      <td>1569</td>\n",
       "      <td>1568</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>58</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>22</td>\n",
       "      <td>2022-03-14T02:53:03</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>浴びる</td>\n",
       "      <td>1623</td>\n",
       "      <td>1592</td>\n",
       "      <td>1524</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>64</td>\n",
       "      <td>46</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>23</td>\n",
       "      <td>2022-03-17T02:57:51</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>殴る</td>\n",
       "      <td>1553</td>\n",
       "      <td>1616</td>\n",
       "      <td>1568</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>38</td>\n",
       "      <td>55</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>23</td>\n",
       "      <td>2022-03-17T02:57:51</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>振り回す</td>\n",
       "      <td>1542</td>\n",
       "      <td>1618</td>\n",
       "      <td>1561</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>34</td>\n",
       "      <td>55</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>25</td>\n",
       "      <td>2022-03-24T07:11:40</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>靴</td>\n",
       "      <td>1655</td>\n",
       "      <td>1575</td>\n",
       "      <td>1609</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>76</td>\n",
       "      <td>39</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>26</td>\n",
       "      <td>2022-03-29T04:09:38</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>杖</td>\n",
       "      <td>1542</td>\n",
       "      <td>1680</td>\n",
       "      <td>1640</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>34</td>\n",
       "      <td>78</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>27</td>\n",
       "      <td>2022-03-31T06:32:49</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>盾</td>\n",
       "      <td>1600</td>\n",
       "      <td>1607</td>\n",
       "      <td>1608</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>55</td>\n",
       "      <td>51</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>29</td>\n",
       "      <td>2022-04-07T07:17:56</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>つけもの石</td>\n",
       "      <td>1560</td>\n",
       "      <td>1631</td>\n",
       "      <td>1576</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>29</td>\n",
       "      <td>2022-04-07T07:17:56</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>プロペラ</td>\n",
       "      <td>1656</td>\n",
       "      <td>1558</td>\n",
       "      <td>1672</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>76</td>\n",
       "      <td>33</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>30</td>\n",
       "      <td>2022-04-12T03:29:12</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>筋肉</td>\n",
       "      <td>1714</td>\n",
       "      <td>1538</td>\n",
       "      <td>1617</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>98</td>\n",
       "      <td>26</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>30</td>\n",
       "      <td>2022-04-12T03:29:12</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>武器</td>\n",
       "      <td>1536</td>\n",
       "      <td>1638</td>\n",
       "      <td>1632</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>31</td>\n",
       "      <td>2022-04-14T03:20:13</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>バケツ</td>\n",
       "      <td>1591</td>\n",
       "      <td>1593</td>\n",
       "      <td>1582</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>46</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>32</td>\n",
       "      <td>2022-04-19T03:30:59</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>水瓶</td>\n",
       "      <td>1615</td>\n",
       "      <td>1568</td>\n",
       "      <td>1614</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>61</td>\n",
       "      <td>37</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>33</td>\n",
       "      <td>2022-04-21T06:04:00</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>かばん</td>\n",
       "      <td>1632</td>\n",
       "      <td>1567</td>\n",
       "      <td>1616</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>67</td>\n",
       "      <td>36</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>33</td>\n",
       "      <td>2022-04-21T06:04:00</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>袋</td>\n",
       "      <td>1631</td>\n",
       "      <td>1571</td>\n",
       "      <td>1576</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>67</td>\n",
       "      <td>38</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>34</td>\n",
       "      <td>2022-04-25T06:58:49</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>突く</td>\n",
       "      <td>1549</td>\n",
       "      <td>1655</td>\n",
       "      <td>1600</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>36</td>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>35</td>\n",
       "      <td>2022-05-10T03:26:20</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>手帳</td>\n",
       "      <td>1639</td>\n",
       "      <td>1551</td>\n",
       "      <td>1576</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>70</td>\n",
       "      <td>30</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>35</td>\n",
       "      <td>2022-05-10T03:26:20</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>チョーク</td>\n",
       "      <td>1687</td>\n",
       "      <td>1560</td>\n",
       "      <td>1521</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>88</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>36</td>\n",
       "      <td>2022-05-19T03:52:15</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>絵の具</td>\n",
       "      <td>1655</td>\n",
       "      <td>1584</td>\n",
       "      <td>1559</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>76</td>\n",
       "      <td>43</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>36</td>\n",
       "      <td>2022-05-19T03:52:15</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>船</td>\n",
       "      <td>1670</td>\n",
       "      <td>1591</td>\n",
       "      <td>1647</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>37</td>\n",
       "      <td>2022-05-26T03:25:19</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>ジェンガ</td>\n",
       "      <td>1571</td>\n",
       "      <td>1592</td>\n",
       "      <td>1625</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>37</td>\n",
       "      <td>2022-05-26T03:25:19</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>ゴルフ</td>\n",
       "      <td>1591</td>\n",
       "      <td>1616</td>\n",
       "      <td>1616</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>55</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>38</td>\n",
       "      <td>2022-05-31T07:21:32</td>\n",
       "      <td>0</td>\n",
       "      <td>Brick</td>\n",
       "      <td>漬物石</td>\n",
       "      <td>1554</td>\n",
       "      <td>1663</td>\n",
       "      <td>1609</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Brick</td>\n",
       "      <td>レンガ</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>38</td>\n",
       "      <td>72</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>40</td>\n",
       "      <td>2022-06-07T06:58:04</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>つえ</td>\n",
       "      <td>1469</td>\n",
       "      <td>1691</td>\n",
       "      <td>1591</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>83</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>41</td>\n",
       "      <td>2022-06-14T02:54:58</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>バット</td>\n",
       "      <td>1576</td>\n",
       "      <td>1616</td>\n",
       "      <td>1599</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>46</td>\n",
       "      <td>55</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>42</td>\n",
       "      <td>2022-06-16T02:49:14</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>鉢植え</td>\n",
       "      <td>1609</td>\n",
       "      <td>1552</td>\n",
       "      <td>1615</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>59</td>\n",
       "      <td>31</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>43</td>\n",
       "      <td>2022-09-26T03:43:31</td>\n",
       "      <td>1</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>乗り物</td>\n",
       "      <td>1647</td>\n",
       "      <td>1544</td>\n",
       "      <td>1616</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>傘</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>73</td>\n",
       "      <td>28</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Participant #            Test_Date  Question id Question_en Answer   \n",
       "0               10  2021-12-23T04:04:27            0       Brick     粉砕  \\\n",
       "30              11  2022-01-18T06:31:14            0       Brick   フォーク   \n",
       "31              11  2022-01-18T06:31:14            1    Umbrella   ラケット   \n",
       "90              13  2022-01-27T06:54:05            0       Brick    火打石   \n",
       "120             14  2022-02-01T07:09:40            0       Brick     隠蔽   \n",
       "150             15  2022-02-03T03:16:53            0       Brick     延長   \n",
       "180             16  2022-02-17T02:55:14            0       Brick     寝具   \n",
       "210             17  2022-02-22T03:24:46            0       Brick     飲む   \n",
       "211             17  2022-02-22T03:24:46            1    Umbrella    たたく   \n",
       "240             18  2022-02-24T04:21:52            0       Brick    積み木   \n",
       "300             20  2022-03-03T02:59:05            0       Brick    トイレ   \n",
       "301             20  2022-03-03T02:59:05            1    Umbrella    バッグ   \n",
       "330             21  2022-03-08T07:26:56            0       Brick     巻く   \n",
       "331             21  2022-03-08T07:26:56            1    Umbrella    燃やす   \n",
       "361             22  2022-03-14T02:53:03            1    Umbrella    浴びる   \n",
       "390             23  2022-03-17T02:57:51            0       Brick     殴る   \n",
       "391             23  2022-03-17T02:57:51            1    Umbrella   振り回す   \n",
       "450             25  2022-03-24T07:11:40            0       Brick      靴   \n",
       "481             26  2022-03-29T04:09:38            1    Umbrella      杖   \n",
       "510             27  2022-03-31T06:32:49            0       Brick      盾   \n",
       "570             29  2022-04-07T07:17:56            0       Brick  つけもの石   \n",
       "571             29  2022-04-07T07:17:56            1    Umbrella   プロペラ   \n",
       "600             30  2022-04-12T03:29:12            0       Brick     筋肉   \n",
       "601             30  2022-04-12T03:29:12            1    Umbrella     武器   \n",
       "631             31  2022-04-14T03:20:13            1    Umbrella    バケツ   \n",
       "661             32  2022-04-19T03:30:59            1    Umbrella     水瓶   \n",
       "690             33  2022-04-21T06:04:00            0       Brick    かばん   \n",
       "691             33  2022-04-21T06:04:00            1    Umbrella      袋   \n",
       "721             34  2022-04-25T06:58:49            1    Umbrella     突く   \n",
       "750             35  2022-05-10T03:26:20            0       Brick     手帳   \n",
       "751             35  2022-05-10T03:26:20            1    Umbrella   チョーク   \n",
       "780             36  2022-05-19T03:52:15            0       Brick    絵の具   \n",
       "781             36  2022-05-19T03:52:15            1    Umbrella      船   \n",
       "810             37  2022-05-26T03:25:19            0       Brick   ジェンガ   \n",
       "811             37  2022-05-26T03:25:19            1    Umbrella    ゴルフ   \n",
       "840             38  2022-05-31T07:21:32            0       Brick    漬物石   \n",
       "901             40  2022-06-07T06:58:04            1    Umbrella     つえ   \n",
       "931             41  2022-06-14T02:54:58            1    Umbrella    バット   \n",
       "961             42  2022-06-16T02:49:14            1    Umbrella    鉢植え   \n",
       "991             43  2022-09-26T03:43:31            1    Umbrella    乗り物   \n",
       "\n",
       "     Novelty  Feasibility  Value  W_Novelty  L_Novelty  ...  NG_FEASIBILITY   \n",
       "0       1591         1609   1559          7          8  ...               0  \\\n",
       "30      1616         1576   1551          9          7  ...               0   \n",
       "31      1593         1599   1608          8          9  ...               1   \n",
       "90      1608         1585   1608          9          8  ...               0   \n",
       "120     1618         1585   1569          9          7  ...               0   \n",
       "150     1623         1576   1584         10          7  ...               0   \n",
       "180     1640         1548   1606         11          6  ...               1   \n",
       "210     1616         1496   1514          9          7  ...               4   \n",
       "211     1570         1625   1584          7         11  ...               5   \n",
       "240     1521         1638   1552          4         14  ...               0   \n",
       "300     1648         1585   1629         11          5  ...               1   \n",
       "301     1615         1568   1590         12         10  ...               0   \n",
       "330     1635         1528   1552         11          7  ...               1   \n",
       "331     1608         1569   1568          9          8  ...               0   \n",
       "361     1623         1592   1524         10          7  ...               0   \n",
       "390     1553         1616   1568          5         11  ...               0   \n",
       "391     1542         1618   1561          6         13  ...               0   \n",
       "450     1655         1575   1609         12          5  ...               0   \n",
       "481     1542         1680   1640          6         13  ...               0   \n",
       "510     1600         1607   1608          8          8  ...               0   \n",
       "570     1560         1631   1576          6         11  ...               1   \n",
       "571     1656         1558   1672         13          6  ...               0   \n",
       "600     1714         1538   1617         16          1  ...               3   \n",
       "601     1536         1638   1632          5         13  ...               0   \n",
       "631     1591         1593   1582          8          9  ...               1   \n",
       "661     1615         1568   1614         10          8  ...               0   \n",
       "690     1632         1567   1616         10          6  ...               0   \n",
       "691     1631         1571   1576         11          7  ...               0   \n",
       "721     1549         1655   1600          6         12  ...               0   \n",
       "750     1639         1551   1576         11          6  ...               1   \n",
       "751     1687         1560   1521         14          3  ...               2   \n",
       "780     1655         1584   1559         12          5  ...               0   \n",
       "781     1670         1591   1647         13          4  ...               0   \n",
       "810     1571         1592   1625          7         11  ...               1   \n",
       "811     1591         1616   1616          8          9  ...               0   \n",
       "840     1554         1663   1609          5         11  ...               0   \n",
       "901     1469         1691   1591          0         18  ...               1   \n",
       "931     1576         1616   1599          7         10  ...               1   \n",
       "961     1609         1552   1615          9          8  ...               1   \n",
       "991     1647         1544   1616         11          5  ...               0   \n",
       "\n",
       "     NG_VALUE   English  Question  sample_for_novelty  sample_for_feasibility   \n",
       "0           5     Brick       レンガ               False                   False  \\\n",
       "30          9     Brick       レンガ               False                   False   \n",
       "31          6  Umbrella         傘               False                   False   \n",
       "90          6     Brick       レンガ               False                   False   \n",
       "120         6     Brick       レンガ               False                   False   \n",
       "150         3     Brick       レンガ               False                   False   \n",
       "180         6     Brick       レンガ               False                   False   \n",
       "210         4     Brick       レンガ               False                   False   \n",
       "211         7  Umbrella         傘               False                   False   \n",
       "240        11     Brick       レンガ               False                   False   \n",
       "300         5     Brick       レンガ               False                   False   \n",
       "301         8  Umbrella         傘               False                   False   \n",
       "330         7     Brick       レンガ               False                   False   \n",
       "331         6  Umbrella         傘               False                   False   \n",
       "361         8  Umbrella         傘               False                   False   \n",
       "390         9     Brick       レンガ               False                   False   \n",
       "391         7  Umbrella         傘               False                   False   \n",
       "450         7     Brick       レンガ               False                   False   \n",
       "481         9  Umbrella         傘               False                   False   \n",
       "510         4     Brick       レンガ               False                   False   \n",
       "570         8     Brick       レンガ               False                   False   \n",
       "571         4  Umbrella         傘               False                   False   \n",
       "600         9     Brick       レンガ               False                   False   \n",
       "601         9  Umbrella         傘               False                   False   \n",
       "631         7  Umbrella         傘               False                   False   \n",
       "661         6  Umbrella         傘               False                   False   \n",
       "690         7     Brick       レンガ               False                   False   \n",
       "691        11  Umbrella         傘               False                   False   \n",
       "721         3  Umbrella         傘               False                   False   \n",
       "750         6     Brick       レンガ               False                   False   \n",
       "751         6  Umbrella         傘               False                   False   \n",
       "780         8     Brick       レンガ               False                   False   \n",
       "781         0  Umbrella         傘               False                   False   \n",
       "810         5     Brick       レンガ               False                   False   \n",
       "811         4  Umbrella         傘               False                   False   \n",
       "840         3     Brick       レンガ               False                   False   \n",
       "901         4  Umbrella         傘               False                   False   \n",
       "931         7  Umbrella         傘               False                   False   \n",
       "961         4  Umbrella         傘               False                   False   \n",
       "991         5  Umbrella         傘               False                   False   \n",
       "\n",
       "     sample_for_value novelty_transformed feasibility_transformed   \n",
       "0               False                  52                      52  \\\n",
       "30              False                  61                      40   \n",
       "31              False                  53                      48   \n",
       "90              False                  58                      43   \n",
       "120             False                  62                      43   \n",
       "150             False                  64                      40   \n",
       "180             False                  70                      29   \n",
       "210             False                  61                      10   \n",
       "211             False                  44                      58   \n",
       "240             False                  26                      63   \n",
       "300             False                  73                      43   \n",
       "301             False                  61                      37   \n",
       "330             False                  68                      22   \n",
       "331             False                  58                      37   \n",
       "361             False                  64                      46   \n",
       "390             False                  38                      55   \n",
       "391             False                  34                      55   \n",
       "450             False                  76                      39   \n",
       "481             False                  34                      78   \n",
       "510             False                  55                      51   \n",
       "570             False                  40                      60   \n",
       "571             False                  76                      33   \n",
       "600             False                  98                      26   \n",
       "601             False                  31                      63   \n",
       "631             False                  52                      46   \n",
       "661             False                  61                      37   \n",
       "690             False                  67                      36   \n",
       "691             False                  67                      38   \n",
       "721             False                  36                      69   \n",
       "750             False                  70                      30   \n",
       "751             False                  88                      34   \n",
       "780             False                  76                      43   \n",
       "781             False                  81                      45   \n",
       "810             False                  44                      46   \n",
       "811             False                  52                      55   \n",
       "840             False                  38                      72   \n",
       "901             False                   6                      83   \n",
       "931             False                  46                      55   \n",
       "961             False                  59                      31   \n",
       "991             False                  73                      28   \n",
       "\n",
       "     value_transformed  \n",
       "0                   33  \n",
       "30                  29  \n",
       "31                  56  \n",
       "90                  56  \n",
       "120                 37  \n",
       "150                 45  \n",
       "180                 55  \n",
       "210                 11  \n",
       "211                 45  \n",
       "240                 29  \n",
       "300                 66  \n",
       "301                 47  \n",
       "330                 29  \n",
       "331                 37  \n",
       "361                 16  \n",
       "390                 37  \n",
       "391                 34  \n",
       "450                 56  \n",
       "481                 71  \n",
       "510                 56  \n",
       "570                 41  \n",
       "571                 87  \n",
       "600                 60  \n",
       "601                 67  \n",
       "631                 44  \n",
       "661                 59  \n",
       "690                 60  \n",
       "691                 41  \n",
       "721                 52  \n",
       "750                 41  \n",
       "751                 14  \n",
       "780                 33  \n",
       "781                 75  \n",
       "810                 64  \n",
       "811                 60  \n",
       "840                 56  \n",
       "901                 48  \n",
       "931                 52  \n",
       "961                 59  \n",
       "991                 60  \n",
       "\n",
       "[40 rows x 25 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = pd.concat([source[source['Question id'] == 0][:20], source[source['Question id'] == 1][:20]])\n",
    "test.sort_index(inplace=True)\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Request 1 of 6\n",
      "Request 2 of 6\n",
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      "Request 6 of 6\n"
     ]
    }
   ],
   "source": [
    "await method.rate(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a somewhat novel idea, as bricks are usually used for construction, not for being crushed into powder.\n",
      "This is a highly novel idea, as bricks are not typically associated with eating utensils.\n",
      "Comparing to other unconventional uses, using an umbrella as a racket is not very novel as it's a common makeshift solution when a real racket is not available.\n",
      "This is a moderately novel idea, as bricks are not typically used for starting fires, but the concept of striking hard objects together to create sparks is not new.\n",
      "This is not a very novel idea, as bricks are often used to build walls and other structures that can serve as hiding places.\n",
      "This is a moderately novel idea, as bricks are typically used for building, but not often thought of as a means of extension.\n",
      "This is a highly novel idea, as bricks are not typically associated with comfort or sleep.\n",
      "This is an extremely novel idea, as bricks are not typically associated with consumption or hydration.\n",
      "This is not a very novel idea as umbrellas are often used in this way in a playful or defensive context.\n",
      "This is not a novel idea, as bricks are commonly used as building blocks in construction.\n",
      "This is a highly novel idea, as bricks are not typically associated with sanitation or bathroom facilities.\n",
      "This is a somewhat novel idea, as it's not common to use an umbrella as a bag, but it's feasible due to its shape.\n",
      "This is a moderately novel idea, as bricks are not typically wrapped, but the concept of wrapping objects is not new.\n",
      "This is a novel idea as it's not common to burn an umbrella, but it's not a positive or constructive use.\n",
      "This is a very novel idea as it's not common or practical to bathe with an umbrella.\n",
      "This is not a very novel idea, as bricks have been used as weapons or for causing damage in the past.\n",
      "This is not a very novel idea as it's a common playful action with an umbrella.\n",
      "This is a highly novel idea, as bricks are not typically associated with footwear.\n",
      "This is not a very novel idea as it's a common makeshift solution when a real cane is not available.\n",
      "This is a moderately novel idea, as bricks are not typically used for personal defense, but they are used to build defensive structures.\n",
      "This is a moderately novel idea, as bricks are not typically used in food preparation, but the concept of using heavy objects in pickling is not new.\n",
      "This is a very novel idea as it's not common or practical to use an umbrella as a propeller.\n",
      "This is an extremely novel idea, as bricks are not typically associated with the human body or its functions.\n",
      "This is not a very novel idea as it's a common trope in movies and literature.\n",
      "This is a somewhat novel idea, as it's not common to use an umbrella as a bucket, but it's feasible due to its shape.\n",
      "This is a very novel idea as it's not common or practical to use an umbrella as a water bottle.\n",
      "This is a highly novel idea, as bricks are not typically associated with storage or transportation of items.\n",
      "This is a somewhat novel idea, as it's not common to use an umbrella as a bag, but it's feasible due to its shape.\n",
      "This is not a very novel idea as it's a common action with an umbrella.\n",
      "This is a highly novel idea, as bricks are not typically associated with writing or record keeping.\n",
      "This is a very novel idea as it's not common or practical to use an umbrella as a chalk.\n",
      "This is a highly novel idea, as bricks are not typically associated with art or color application.\n",
      "This is a very novel idea as it's not common or practical to use an umbrella as a boat.\n",
      "This is a moderately novel idea, as bricks are similar in shape to Jenga pieces, but are not typically used in games due to their weight and hardness.\n",
      "This is a somewhat novel idea, as it's not common to use an umbrella to play golf, but it's feasible due to its shape.\n",
      "This is a moderately novel idea, as bricks are not typically used in food preparation, but the concept of using heavy objects in pickling is not new.\n",
      "This is not a very novel idea as it's a common makeshift solution when a real cane is not available.\n",
      "This is not a very novel idea as it's a common makeshift solution when a real bat is not available.\n",
      "This is a very novel idea as it's not common or practical to use an umbrella as a plant pot.\n",
      "This is a very novel idea as it's not common or practical to use an umbrella as a vehicle.\n"
     ]
    }
   ],
   "source": [
    "for expl in test['novelty_explanation']:\n",
    "    print(expl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Shuffle, because GPT is a fucking dickhead and implicitly refuses to rate two similar adjacent answers (case in point: brick as 重石 and 文鎮)\n",
    "source = source.sample(frac=1, random_state=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Request 1 of 243\n",
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      "Failed parse (chunk 0). Prompt:\n",
      "'''We aim to evaluate the creativity of ideas in an Alternative Uses Tests (AUT) based on specific criteria. Please rate our ideas, given below, in terms of their Value, which is defined as follows:\n",
      "Value: Estimate the potential commercial value of the idea in Japanese yen, while disregarding its novelty and feasibility.\n",
      "\n",
      "Proceed as follows in your evaluation. Write 3 lines for each item in the list below. On the first line, write the item number and briefly describe the idea in your own words. On the second line, consider existing products achieving the same purpose as our idea, and estimate their value. Finally, on the third line, provide your numeric rating as a json object of the form {\"value\":x}, where x is an integer representing the value in JPY. Evaluate each idea in the order provided, leaving one empty line between evaluations. Do evaluate each of the 20 ideas below individually, even if there are repetitions. \n",
      "\n",
      "Our ideas are to use the item \"テープ\" in the following ways:\n",
      "1. 鼻をかむ\n",
      "2. かつら\n",
      "3. 丸めたボール\n",
      "4. 殺す\n",
      "5. ばんそうこう\n",
      "6. 衣装\n",
      "7. 輪投げ\n",
      "8. カーテン\n",
      "9. アクセサリー\n",
      "10. 食べもの\n",
      "11. 命綱\n",
      "12. ぼかし\n",
      "13. 口をふさぐ布\n",
      "14. 止血材\n",
      "15. スプーン\n",
      "16. ラップ\n",
      "17. 投下\n",
      "18. ふせん\n",
      "19. 乗り物\n",
      "20. ヘアアレンジ'''\n",
      "Response:\n",
      "'''1. テープを使って鼻をかむ\n",
      "鼻をかむためにはティッシュやハンカチが一般的に使用され、これらの商品は比較的安価である。\n",
      "{\"value\":50}\n",
      "\n",
      "2. テープをかつらとして使用\n",
      "市販のかつらは数千円から数万円で販売されており、テープで作ったかつらの価値は低いと考えられる。\n",
      "{\"value\":500}\n",
      "\n",
      "3. テープを丸めてボールとして使用\n",
      "市場には様々な安価なボールが存在し、テープで作ったボールの商業価値は限定的である。\n",
      "{\"value\":100}\n",
      "\n",
      "4. テープを使って殺す（このアイデアは評価しない）\n",
      "\n",
      "5. テープをばんそうこうとして使用\n",
      "市販のばんそうこうは非常に安価で広く利用されており、テープを代用品として使用する価値は低い。\n",
      "{\"value\":30}\n",
      "\n",
      "6. テープを衣装として使用\n",
      "オリジナリティのある衣装として一定の需要はあるかもしれないが、市販の衣装と比較して高価にはなりにくい。\n",
      "{\"value\":2000}\n",
      "\n",
      "7. テープを輪投げの輪として使用\n",
      "輪投げの輪は一般的に安価であり、テープを使用した場合の価値は低いと考えられる。\n",
      "{\"value\":150}\n",
      "\n",
      "8. テープをカーテンとして使用\n",
      "市販のカーテンは様々な価格帯があり、テープで作ったカーテンは非常にユニークだが、市場価値は限定的。\n",
      "{\"value\":1000}\n",
      "\n",
      "9. テープをアクセサリーとして使用\n",
      "手作りアクセサリーの市場はあるが、テープを主材料としたアクセサリーの価値は低めである。\n",
      "{\"value\":500}\n",
      "\n",
      "10. テープを食べものとして使用（このアイデアは評価しない）\n",
      "\n",
      "11. テープを命綱として使用\n",
      "安全装置としての命綱は高い安全基準が求められ、テープで作った命綱の商業価値は非常に低い。\n",
      "{\"value\":100}\n",
      "\n",
      "12. テープをぼかしとして使用\n",
      "アート用品としてのぼかしは特定のニーズを満たすが、テープを使用したぼかしの価値は限定的。\n",
      "{\"value\":300}\n",
      "\n",
      "13. テープを口をふさぐ布として使用\n",
      "安全やプライバシーに関わる用途での使用は推奨されないため、この用途の商業価値は評価しない。\n",
      "\n",
      "14. テープを止血材として使用\n",
      "医療用品としての止血材は特定の基準と認証が必要であり、テープで作った止血材の価値は非常に低い。\n",
      "{\"value\":50}\n",
      "\n",
      "15. テープをスプーンとして使用\n",
      "市販のスプーンは非常に安価であり、テープで作ったスプーンの商業価値はほとんどない。\n",
      "{\"value\":20}\n",
      "\n",
      "16. テープをラップとして使用\n",
      "食品を包むためのラップは特定の衛生基準を満たす必要があり、テープで作ったラップの価値は低い。\n",
      "{\"value\":50}\n",
      "\n",
      "17. テープを投下として使用\n",
      "この用途は不明瞭であり、具体的な市場価値を評価することは困難である。\n",
      "\n",
      "18. テープをふせんとして使用\n",
      "市販のふせんは非常に安価であり、テープで作ったふせんの商業価値は限定的である。\n",
      "{\"value\":100}\n",
      "\n",
      "19. テープを乗り物として使用（このアイデアは評価しない）\n",
      "\n",
      "20. テープをヘアアレンジとして使用\n",
      "ヘアアクセサリーとしての需要はあるが、テープを使用したヘアアレンジの市場価値は比較的低い。\n",
      "{\"value\":700}'''\n",
      "Error: Unexpected number of lines for item 3.\n",
      "Retrying request 99 with params {'n': 1, 'model': 'gpt-4-turbo-preview', 'temperature': 0.1}\n",
      "Request 108 of 243\n",
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      "Failed parse (chunk 2). Prompt:\n",
      "'''We aim to evaluate the creativity of ideas in an Alternative Uses Tests (AUT) based on specific criteria. Please rate our ideas, given below, in terms of their Value, which is defined as follows:\n",
      "Value: Estimate the potential commercial value of the idea in Japanese yen, while disregarding its novelty and feasibility.\n",
      "\n",
      "Proceed as follows in your evaluation. Write 3 lines for each item in the list below. On the first line, write the item number and briefly describe the idea in your own words. On the second line, consider existing products achieving the same purpose as our idea, and estimate their value. Finally, on the third line, provide your numeric rating as a json object of the form {\"value\":x}, where x is an integer representing the value in JPY. Evaluate each idea in the order provided, leaving one empty line between evaluations. Do evaluate each of the 20 ideas below individually, even if there are repetitions. \n",
      "\n",
      "Our ideas are to use the item \"虫眼鏡\" in the following ways:\n",
      "1. コンロ\n",
      "2. 火起こし器\n",
      "3. ライター\n",
      "4. 栞\n",
      "5. 残す\n",
      "6. 万華鏡\n",
      "7. インテリア\n",
      "8. カーテン\n",
      "9. 文鎮\n",
      "10. 集光器\n",
      "11. 望遠鏡\n",
      "12. ハエたたき\n",
      "13. プリズム\n",
      "14. コンパス\n",
      "15. 調理器具\n",
      "16. 双眼鏡\n",
      "17. 器\n",
      "18. 火おこし\n",
      "19. テレビ\n",
      "20. 武器'''\n",
      "Response:\n",
      "'''1. コンロとしての使用\n",
      "虫眼鏡を太陽光を集めて料理をするコンロとして使用するアイデア。市場には太陽光を利用するコンロが既に存在し、一定の需要がある。\n",
      "{\"value\":5000}\n",
      "\n",
      "2. 火起こし器としての使用\n",
      "虫眼鏡を使って太陽光を集中させ、火を起こす器具としての使用。アウトドア市場での需要を考えると、既存の火起こし器具と比較しても価値は見込める。\n",
      "{\"value\":3000}\n",
      "\n",
      "3. ライターとしての使用\n",
      "虫眼鏡を携帯用ライターとして使用するアイデア。実用性に乏しいため、ノベルティ商品としての価値はあるが、市場価値は限定的。\n",
      "{\"value\":1000}\n",
      "\n",
      "4. 栞としての使用\n",
      "虫眼鏡を栞として使用するアイデア。読書時に拡大鏡としても機能するため、一定の市場価値があると考えられる。\n",
      "{\"value\":1500}\n",
      "\n",
      "5. 残す\n",
      "このアイデアは具体的な使用方法が示されていないため、評価はできません。\n",
      "\n",
      "6. 万華鏡としての使用\n",
      "虫眼鏡を利用して万華鏡を作るアイデア。既存の万華鏡と比較しても独自性があり、子供向けの商品として市場価値がある。\n",
      "{\"value\":2000}\n",
      "\n",
      "7. インテリアとしての使用\n",
      "虫眼鏡をインテリアとして使用するアイデア。デザイン次第で一定の市場価値があり、特に個性を求める消費者層に受ける可能性がある。\n",
      "{\"value\":4000}\n",
      "\n",
      "8. カーテンとしての使用\n",
      "虫眼鏡を連結させてカーテンとして使用するアイデア。実用性と安全性に疑問が残るため、市場価値は低いと考えられる。\n",
      "{\"value\":500}\n",
      "\n",
      "9. 文鎮としての使用\n",
      "虫眼鏡を文鎮として使用するアイデア。既存の文鎮と比較しても特に優れた機能はないが、デザイン性によっては一定の市場価値がある。\n",
      "{\"value\":1000}\n",
      "\n",
      "10. 集光器としての使用\n",
      "虫眼鏡を集光器として使用するアイデア。太陽光を利用した製品に応用可能であり、エコ製品としての市場価値がある。\n",
      "{\"value\":6000}\n",
      "\n",
      "11. 望遠鏡としての使用\n",
      "虫眼鏡を組み合わせて望遠鏡として使用するアイデア。既存の望遠鏡と比較して性能は劣るが、教育用やノベルティ商品としての価値はある。\n",
      "{\"value\":2500}\n",
      "\n",
      "12. ハエたたきとしての使用\n",
      "虫眼鏡をハエたたきとして使用するアイデア。既存のハエたたきと比較して特に優れた点はなく、市場価値は低い。\n",
      "{\"value\":500}\n",
      "\n",
      "13. プリズムとしての使用\n",
      "虫眼鏡をプリズムとして使用するアイデア。教育用具やデコレーションアイテムとして一定の市場価値がある。\n",
      "{\"value\":2000}\n",
      "\n",
      "14. コンパスとしての使用\n",
      "虫眼鏡をコンパスとして使用するアイデア。実用性に乏しく、市場価値は限定的。\n",
      "{\"value\":800}\n",
      "\n",
      "15. 調理器具としての使用\n",
      "虫眼鏡を利用して調理器具として使用するアイデア。太陽光を利用する点でエコ志向の市場に訴求可能だが、実用性には疑問が残る。\n",
      "{\"value\":3000}\n",
      "\n",
      "16. 双眼鏡としての使用\n",
      "虫眼鏡を組み合わせて双眼鏡として使用するアイデア。既存の双眼鏡と比較して性能は劣るが、低価格での提供が可能であれば市場価値はある。\n",
      "{\"value\":2500}\n",
      "\n",
      "17. 器としての使用\n",
      "虫眼鏡を食器として使用するアイデア。衛生面や実用性に疑問が残るため、市場価値は低い。\n",
      "{\"value\":500}\n",
      "\n",
      "18. 火おこしとしての使用\n",
      "虫眼鏡を使って火を起こすアイデア。2番目のアイデアと同様であり、アウトドア市場での需要を考えると、既存の火起こし器具と比較しても価値は見込める。\n",
      "{\"value\":3000}\n",
      "\n",
      "19. テレビとしての使用\n",
      "虫眼鏡を利用してテレビの画面を拡大するアイデア。既存の画面拡大ソリューションと比較して特に優れた点はなく、市場価値は限定的。\n",
      "{\"value\":1000}\n",
      "\n",
      "20. 武器としての使用\n",
      "虫眼鏡を武器として使用するアイデア。実用性や法的な問題から市場価値は極めて低い。\n",
      "{\"value\":100}'''\n",
      "Error: Unexpected number of lines for item 4.\n",
      "Retrying request 138 with params {'n': 1, 'model': 'gpt-4-turbo-preview', 'temperature': 0.1}\n",
      "Request 153 of 243\n",
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     ]
    }
   ],
   "source": [
    "await method.rate(source, chunk_size=chunk_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "source.to_excel(f'gpt-ratings/{fname}-turbo.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = pd.read_excel(f'gpt-ratings/{fname}-turbo.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'novelty': SignificanceResult(statistic=0.5731143039880092, pvalue=1.2988375214924529e-107),\n",
       " 'feasibility': SignificanceResult(statistic=0.5823239393553512, pvalue=7.501637865357762e-112),\n",
       " 'value': SignificanceResult(statistic=0.20546394191262024, pvalue=4.0887947239463433e-13)}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = {key: stats.spearmanr(source[[key.capitalize(), key]]) for key in annotate.measures}\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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crsaegMpy0003JY43b948TjjhhKLtl8ZzLY09AQA0JWnMSNPYE1A4+W9xyRSAaiUD/k/OawCg1NKYzaWxJ4CmTHZcXLIIAKhczRu7AACgei1fvjwmT54cH3/8ccyYMSMWLVoUtbW10bZt21hllVVinXXWiXXXXTfat2/fKPV98MEHieO9e/cu6f4bbLBB4viHH35Y8Jpp7AnIz6JFi+K1115LnLP11lvnXGfFihXx0UcfxcSJE2POnDmxaNGiaN26dbRv3z7WWWed6NWrV3Ts2LFYZSeq9DNt9uzZMXPmzFh99dXzXjONPQGVY9GiRXHnnXcmzjnggANijTXWKNqeaTzX0tgTAEAxyX2TyX2BUpD/Fp9MAahGMuBvc14DQPWTNyaTNwKQRHZcfLIIAKhcLr0AAAry8ccfxwUXXBBPPPFEjB07NhYuXJjza9Zbb73YZpttYo899oj99tsvunfvXoZKIyZPnpw4nuvJfUPlWn/BggUxY8aM6NKlS95rprEnID/vvPNOLFu2LOv46quvHp06dVrp2Pz58+POO++MBx54IJ566qlYsGBB4l7rr79+9O/fPw466KDYd999o127dg0pPavGPtO6d+8eLVu2jKVLl2adM3ny5IJC3jT2BFSOe++9N+bMmZM4Z9iwYUXdM43nWhp7AgBoKLlv/uS+QCnIf4tPpgBUIxnwyjmvAaD6yBvzJ28EIInsuPhkEQBQuZo1dgEAQHV56qmn4uKLL44XXnghrxciIiI++uijuOeee+K0006LHj16xK677hq33XZbYgDTUJlMJqZOnZo4Z6211irZ/hERa665ZjRrlvzjVq6A49+lsScgf2+//Xbi+Prrr/+t35s3b1787Gc/i3XWWSdOPvnkGDVqVM7QOiJi0qRJceutt8aRRx4Z3bp1i7PPPjs+++yzeteezZQpUxLHS32mNWvWLOcnYRV6pqWxJ6By3HzzzYnja621Vuy7775F3TON51oaewIAaCi5b/7kvkApyH+LT6YAVCMZ8Mo5rwGg+sgb8ydvBCCJ7Lj4ZBEAULlcegEAlN1zzz0Xxx9/fGyyySZx1113lWSPWbNmxeLFixPnrLnmmiXZ+xvNmzeP1VZbLXFOIUFQGnsC8vfuu+8mjv93WPnggw/GxhtvHJdffnnOT4RKMm/evLjqqqtiww03jMsuu6yoLyTnOi9Kfabls0ehZ1oaewIqw6RJk+KZZ55JnDN48OCora0t6r5pPNfS2BMAQCWQ+/6L3BcolPy3NGQKQDWRAWfnvAaApkne+C/yRoCmS3ZcGrIIAKhMLr0AABrNxIkT47vf/W4ceOCB8cUXXxR17a+++irnnK5duxZ1z5XJdWNmPnUWMrfaegLyN23atMTxLl26/PO/zz///Dj44IOLGlAuWLAgzj333Nhjjz2Ksm5dXV3MmzcvcU61nWlp7AmoHMOHD49MJpM458QTTyzqnmk819LYEwBApZH7yn2Bwsl/S0OmAFQTGXB2zmsAaNrkjfJGgKZMdlwasggAqEwuvQAAGt2oUaNim222iTfeeKNoa3799dc556yyyipF26++e+RTZyFzq60nIH+ff/554vg3fzfPOuusuOSSS3K+Ka6+nnvuuejfv39MnDixQeuk8UxLY09AZVixYkWMHDkycc6AAQNigw02KOq+aTzX0tgTAEClkvvmJ409AYWT/5aG8xqoFjJg5zUAkJu8MT9p7AmgKZMdl4bHXgCoTC69AAAqwmeffRa77rprPP3000VZb9asWYnjbdq0idra2qLslaRDhw6J44WEB2nsCchfruC6ZcuWcemll8bvfve7ktcyderUGDBgQHzyySf1XiPXmRaR+7wphnKe0/nsVwzOaUif0aNH5zxzhw0bVvR903iupbEnAIBKJvfNLY09AYWT/5aGTAGoFjJg5zUAkB95Y25p7AmgKZMdl4YsAgAqU/PGLgAAqB7rr79+bL/99rH55pvHZpttFr169YqOHTtGx44do02bNjFr1qz46quv4quvvorXX389nnnmmXjuuedi5syZea2/cOHCOPDAA+PJJ5+Mfv36NajWxYsXJ463a9euQevnq3379onjueosZG419gTkb86cOYnjL730Ujz//PNZx5s3bx4DBgyIgw46KHbcccdYc801o2vXrrFgwYL44osv4qOPPoqHHnooHnzwwfj0009z1vPZZ5/FgQceGC+99FK0bt264H7yOSvKca6V85yOqL6egMpw0003JY537NgxjjjiiKLvm8ZzLY09AQA0lNy3cHJfoNjkv6UhUwCqhQzYeQ0AaSJvLJy8EYBsZMelIYsAgMrk0gsAINGuu+4aBx98cOy///6x0UYbJc7t0qVLdOnSJSIidtppp/jhD38Yy5cvj3vuuSd+9atfxdixY3PuN3/+/Dj88MNjzJgxsfrqq9e77qVLlyaON29enh+Dcu2Tq85C5lZjT0D+Fi1alDj+7LPPZh074IAD4uqrr44NNtjgW2OtWrWKVVddNfr06RMHHHBA/P73v48//OEPccEFF+S8fXjcuHFx7rnnxlVXXZVfE/8mn7OiHOdaOc/pfPYrBuc0pMvMmTPjwQcfTJxzzDHHRJs2bYq+dxrPtTT2BABQH3LfhpH7AsUm/y0NmQJQDWTAzmsASAN5Y8PIGwHIRnZcGrIIAKhMzRq7AACg8nTu3Dl++MMfxoQJE+KZZ56J//3f/835QkQ2tbW18d3vfjfGjBkTt99+e3To0CHn10ybNi1OOeWUeu33jTQG92nsCchffW7Yra2tjeHDh8eDDz640tA629f84Ac/iAkTJsTWW2+dc/7vfve7GDNmTMG1pTHkTWNPQOO79dZbc/69HTZsWEn2TuO5lsaeAADyJfctHrkvUGzy39KQKQDVQAbsvAaAaiVvLB55IwDZyI5LQxYBAJXJpRcAwLe89tpr8dvf/rbeL0Bkc8wxx8Qbb7wRW2yxRc65999/f/z973+v914rVqxIHK+tra332oXItc/y5cvzXiuNPQH5q6urK2h+8+bN4+67744hQ4bUa7+uXbvGU089FTvuuGPivBUrVsS5555b8Pq5zrSI8pxr5Tyn89mvGJzTkC4333xz4vgWW2wR2267bUn2TuO5lsaeAADyJfctHrkvUGzy39KQKQDVQAbsvAaAaiVvLB55IwDZyI5LQxYBAJXJpRcAwLeU8ibJ3r17xzPPPBNbbrllzrnnnXdevffJ1cOyZcvqvXYhcu3TokWLvNdKY09A/goNPH/+85/HYYcd1qA9O3bsGPfee2907tw5cd7o0aPjrbfeKmjtfB5rynGulfOczme/YnBOQ3q8+uqr8fbbbyfOKdUn/EWk81xLY08AAPmS+xaP3BcoNvlvacgUgEonA85vD+c1AFQmeWPxyBsByEZ2XBqyCACoTC69AADKrlOnTvG3v/0tVltttcR5Y8eOjSeeeKJee7Rs2TJxvFzBfa7bVXPVWcjcauwJyF8hf7f69u3boBd0/91aa60V1157bc55f/rTnwpaN59+ynGulfOcjqi+noDGlesT/lq1ahXHH398yfZP47mWxp4AACqF3Pdf5L5AoeS/pSFTACqdDPgfnNcAwMrIG/9F3gjQdMmOS0MWAQCVyaUXAECj6N69e1x11VU5591yyy31Wj/XTZRLly6t17qFKmZ4kMaegPwV8nfr4osvLuqnKRx33HGx6aabJs65//77I5PJ5L1mPjcGl+NcK+c5HVF9PQGNZ9GiRXHHHXckzjnkkENi1VVXLVkNaTzX0tgTAEAlkfv+g9wXKJT8tzRkCkAlkwH/i/MaAMhG3vgP8kaApkt2XBqyCACoTC69AAAazaBBg2KLLbZInPPAAw/kfAK+Mu3bt08cnz9/fsFr1se8efMSx3PVWcjcauwJyF+7du3ymtezZ8/Yd999i77/aaedljj++eefx9ixY/NeL5+zohznWjnP6Yjq6wloPPfee2/MnTs3cc6wYcNKWkMaz7U09gQAUGnkvnJfoHDy39KQKQCVTAb8L85rACCJvFHeCNCUyY5LQxYBAJXJpRcAQKOpqamJs846K3HOnDlzCgpCvpHr007q6upi8eLFBa9bqFxvUinkU1nS2BOQv3z/bg0aNCiaNSv+U71BgwZFbW1t4pyXX3457/Xy6SfXeVMM5Tyn89mvGJzTkA433XRT4niPHj1izz33LGkNaTzX0tgTAEClkfvKfYHCyX9LQ6YAVDIZcP57OK8BoGmTN8obAZoy2XFpyCIAoDK59AIAaFSHHnpotGjRInHOSy+9VPC6q622Ws45s2fPLnjdQuXaI586C5lbbT0B+cv379ZOO+1Ukv1XWWWV2GyzzRLnjBkzJu/1OnXqlDMIr7YzLY09AY1j0qRJ8eyzzybOGTp0aEleqPx3aTzX0tgTAEAlkvvKfYHCyH9LQ6YAVCoZcGF7OK8BAHmjvBGgqZIdl4YsAgAqk0svAIBG1alTp9hqq60S50yYMKHgdVdfffWcc7744ouC1y1Urj0KCQ/S2BOQv3zOgJqamth+++1LVkOutSdNmpT3WjU1NTlvDa62My2NPQGN4+abb45MJpN1vFmzZjFkyJCS15HGcy2NPQEAVCK5r9wXKIz8tzRkCkClkgEXtofzGgCQN8obAZoq2XFpyCIAoDK59AIAaHR9+/ZNHJ8yZUrBa7Zt2zbnE/Mvv/yy4HULsXDhwpg3b17inB49euS9Xhp7AvLXvXv3nHO6desWnTp1KlkNffr0SRyfNm1aQevl6qnUZ1o+exR6pqWxJ6C8li9fHiNHjkycs+eee5bt73Iaz7U09gQAUInkvvlJY09A4eS/pSFTACqRDLjwPZzXAECEvDFfaewJoCmTHZeGLAIAKpNLLwCARtezZ8/E8enTp5dk3alTp9Zr3Xzls36uGgudX409Afnp1atXzjmlDK0jIjp37pw4/vXXXxe0XmOfaQsXLowZM2Ykzsnnz/3fpbEnoLxGjx4dn376aeKcYcOGlamadJ5raewJAKASyX3zl8aegMLIf4tPpgBUKhnwf3JeAwD5kjfmL409ATRVsuPik0UAQOVy6QUA0Og6duyYOL5w4cJ6rZvrifmHH35Yr3XzNXHixMTxNdZYI9q2bVvQmmnsCcjPeuutl3NOqYPrXOsXel439pk2adKkyGQyiXMKfYE1jT0B5XXTTTcljq+66qpxyCGHlKeYSOe5lsaeAAAqkdw3f2nsCSiM/Lf4ZApApZIB/yfnNQCQL3lj/tLYE0BTJTsuPlkEAFQul14AAI2uZcuWieN1dXX1WnfTTTdNHH///ffrtW6+cq2fq776fE019gTkZ7PNNss5p02bNiWtIdf6y5YtK2i9Sj/T1ltvvYL/TNPYE1A+M2bMiAcffDBxzvHHHx+tWrUqU0XpPNfS2BMAQCWS++YvjT0BhZH/Fp9MAahEMuDC13deAwDfkDfmL409ATRVsuPik0UAQOVy6QUA0OgWLVqUOF7fJ9h9+/ZNHB87dmy91s3XmDFjEse33nrrgtdMY09Afrp37x5dunRJnDNnzpyS1pBr/ULP61xn2nvvvRdLliwpaM1CNMY5XY09AeVz66235nwjzrBhw8pUzT+k8VxLY08AAJVI7pu/NPYEFEb+W3wyBaASyYC/zXkNAORL3pi/NPYE0FTJjotPFgEAlculFwBAo/viiy8Sx9u3b1+vdXOFB5988klMnz69Xmvn44033kgcL0UgUo09AfnbZpttEsdnz55d0v1nzZqVOF7oed2nT59o3bp11vFly5bF+PHjC1qzEKU409LYE1A+N998c+L4tttuG1tssUWZqvmHNJ5raewJAKASyX3zl8aegMLJf4tLpgBUIhnwtzmvAYB8yRvzl8aeAJoy2XFxySIAoHK59AIAaHQTJ05MHF977bXrte4666wTPXr0SJzz9NNP12vtXD777LP44IMPEufsvPPOBa+bxp6A/OX6OzZjxoyS7p/rxc5Cz+vmzZvH9ttvnzinVGdaXV1dvPDCC4lz6nOmpbEnoDxeeeWVeOeddxLnlPsT/iLSea6lsScAgEok981fGnsCCif/LR6ZAlCJZMDf5rwGAAohb8xfGnsCaMpkx8UjiwCAyubSCwCg0b3yyiuJ47169ar32t/5zncSxx977LF6r53k8ccfTxzv3bt3zhcVskljT0B+Bg4cmDg+Z86cnC8aNsTrr7+eOF6fM6CxzrSXXnopFixYkHW8Xbt2seOOO9Zr7TT2BJRerk/4a9OmTRxzzDFlquY/pfFcS2NPAACVRu5bmDT2BBRG/ls8MgWgEsmAv815DQAUQt5YmDT2BNBUyY6LRxYBAJXNpRcAQKN69913Y8qUKYlztthii3qvv9deeyWO/+1vf4vly5fXe/1s7r333sTxvffeu95rp7EnID99+/aNLl26JM55+eWXS7Z/rhePt9xyy4LXzHWmPfPMM/H1118XvG4uuc603XbbLVq2bFmvtdPYE1BaCxcujDvvvDNxzhFHHBEdO3YsU0X/KY3nWhp7AgCoJHLfwqWxJ6Aw8t/ikSkAlUYGvHLOawAgX/LGwqWxJ4CmSnZcPLIIAKhsLr0AABrVLbfcknNO//79673+/vvvH23bts06Pn369Jw3Sxfq66+/jtGjRyfOOfLII+u9fhp7AvLTrFmzOOKIIxLnPProoyXZ+6233orPP/88cc72229f8LrbbbdddO/ePet4XV1d3HPPPQWvm2TZsmVx9913J85pyJmWxp6A0rr33ntj7ty5iXOGDRtWpmq+LY3nWhp7AgCoJHLfwqWxJ6Aw8t/ikCkAlUgG/G3OawCgEPLGwqWxJ4CmSnZcHLIIAKh8Lr0AABrNrFmz4rrrrkucs/7668f6669f7z3at28fBx10UOKca6+9tt7rr8yf/vSnWLp0adbxddddN3bdddd6r5/GnoD8DR48OHH83nvvjZkzZxZ93z/+8Y+J423atIlddtml4HVramri2GOPTZzz+9//vuB1k9x9993x5ZdfZh1v06ZNHHbYYfVeP409AaV10003JY5vsMEGjfqzVhrPtTT2BABQKeS+9ZPGnoDCyX8bTqYAVCIZ8Lc5rwGAfMkb6yeNPQE0ZbLjhpNFAEDlc+kFANBofvazn8Xs2bMT5xx11FEN3ufEE09MHH/44Ydj3LhxDd4nImL+/Pk5Xwg44YQToqampkH7pLEnID/bb799bLbZZlnHlyxZEtdff31R95w9e3b8+c9/TpwzcODAxE8HSDJkyJDEM+Ttt9+OBx54oF5r/7cVK1bEr371q8Q5hx12WHTo0KFB+6SxJ6A0Jk6cGM8991zinBNPPLHRf9ZK47mWxp4AACqB3Lf+0tgTUBj5b8PIFIBKJAP+Nuc1AFAIeWP9pbEngKZKdtwwsggAqA4uvQAAGsW9996b8/bt2traGDZsWIP32muvvWKLLbbIOp7JZOKss85q8D4REZdddll88cUXWcdbtWoVP/jBDxq8Txp7AvJ3zjnnJI5feumlMWnSpKLt98Mf/jDmzZuXOOfkk0+u9/obbbRRHHDAAYlzfvzjHyd+EkC+brrpphg/fnzinB/96EcN3ieNPQGlcfPNN0cmk8k6Xltbm/Om/nJI47mWxp4AABqb3Ldh0tgTUDj5b/3JFIBKJAP+Nuc1AJAveWPDpLEngKZMdlx/sggAqA4uvQAAIiLi3XffjVmzZpVlr8ceeywGDRqUc96RRx4Z66+/flH2zBXyPPPMM3H11Vc3aI8XX3wx522ZQ4YMiTXWWKNB+3wjjT0B+TnmmGMSz8cFCxbEkCFDYtmyZQ3e6/77749bbrklcc7GG28c++67b4P2+elPf5o4/uGHH8aPf/zjBu0xadKkOPvssxPnDBw4MLbaaqsG7fONNPYEFNfy5ctj5MiRiXP23XffWGuttcpUUbI0nmtp7AkA4N/JfasvI01jT0Bh5L/1I1MAKpEM+Nuc1wBQ3eSN1ZfNpbEngKZKdlw/sggAqCIZAKDRTJ48ORMRib/K5eqrr8506tQpc/HFF2dmzpxZkj1WrFiRueyyyzLNmzfP2XebNm0yH330UVH37tevX+KeLVq0yPztb3+r1/offPBBplu3bonrd+jQIfP555/rCapIJZ3T/+2BBx7IWdvBBx+cWbx4cb33ePjhhzOtW7fOuc9f//rXovR0+OGH59zrj3/8Y73Wnj59emaTTTZJXLu2tjYzfvz4ovSS5p6g0lTyWZ3LqFGjctZ+//33N3aZ/yGN51oaewIAGlcl/Ywq962+jDSNPUGlqqTz+r/JfwsjU4B0q+TzOhcZ8H9yXgNA/VTSz0PyxurL5tLYE0CpVdJj73+THRdGFgEA1aVyX/EBgCagkgKRq6+++p97tm3bNnPSSSdlnn/++aKtP3bs2MzAgQNz9vvNryuuuKJoe3/jlVdeydTU1CTu26pVq8wNN9xQ0LrPP/98ztA+IjJXXnmlnqDKVNI5vTIHHXRQzvp23333zOTJkwtad/ny5Zk//OEPmZYtW+Zcf9999y1aP1OmTMm0bds2cb+amprMxRdfnFmxYkXe67777ruZjTfeOGcvZ5xxRtF6SXNPUGkq/axOcthhhyXWvcYaa2Tq6uoau8z/kMZzLY09AQCNq5J+RpX7VmdGmsaeoBJV0nm9MvLf/MgUIP0q/bxOIgP+F+c1ANRfJf08JG+szmwujT0BlFIlPfaujOw4P7IIAKg+NZlMJhMAQIM9++yz8cEHHxT0NV999VX89Kc/TZxzww03FFzLgAEDonfv3gV9zW9/+9v4n//5n2/9/rrrrhv7779/7LXXXtG/f/9Yc801815z1qxZ8fTTT8cf//jHeOyxx/L+uoMOOij++te/Rk1NTd5fk6/zzjsvLr300pzz9tlnn7j44oujX79+WedMnTo1rrjiirjhhhti2bJliesNGDAgnnjiiaitrS245lzS2BOUQrWf0yvz5ZdfRt++feOzzz5LnNe6des4++yz46STToqePXtmnbdkyZJ47LHH4vzzz4+xY8fm3L9Lly7x5ptvFvTYkMsNN9wQp5xySs5522+/fVx66aWx++67Z328mD59elxzzTVx1VVXxaJFixLX22ijjeL111+P9u3b16vuJGnsCUoljWd1NjNmzIi111476urqss758Y9/HL/61a9KVkN9pfFcS2NPAEBxVPvPqHLf/1RNGWkae4JSqvbzemXkv9Xx/DuNPUEppfG8zkYG/A+VcralsScAqlO1/zwkb/xP1ZTNpbEngHxU+2PvysiOq+N5exp7AoBSc+kFABTJkCFDYuTIkY1dRkREDB8+PIYMGVLQ12R7MeK/devWLTbeeONYb731Ys0114xVV101WrduHbW1tTFr1qz4+uuvY+bMmfH666/H22+/HYX+qLHjjjvG6NGjo0OHDgV9Xb6WL18ee+yxRzz77LN5zd94441jl112id69e8cqq6wSCxYsiGnTpsUrr7wSL7/8cl79de3aNcaOHRtrrbVWQ8tfqTT2BKVQ7ed0Ni+++GLsvvvusXTp0rzmb7nllrHDDjvEmmuuGV26dImFCxfGl19+GZMmTYrHH3885s+fn9c6rVu3jieeeCL69+/fkPJX6vjjj4/bbrstr7k9evSIAQMGxCabbBKdOnWKxYsXx2effRavv/56PPfcczlfWI2IaNu2bbz88sux+eabN7T0rNLYE5RCWs/qlbnqqqvi7LPPTpzz3nvvxcYbb1yyGhoijedaGnsCABqu2n9GlfuuXDVkpGnsCUqp2s/rbOS/1fH8O409Qamk9bxeGRlw5Z1taewJgOpT7T8PyRtXrhqyuTT2BJCPan/szUZ2XB3P29PYEwCUUvPGLgAAqC6ff/55fP755/HUU08Vfe3ddtst/va3v5XshYiIiNra2vjrX/8au+++e4wfPz7n/AkTJsSECRPqvV+nTp1i9OjRJQ3t09gTkL/+/fvH3XffHUceeWTiJ0V9Y/z48XmdFUlatWoVd999d0l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n47GhObCYbcxdv369T+dft26d4figQYMafM1gXBMAAAhsbrdbC3fkqMZp/PO8w27T49P6yWHnZ2pgQkqJthRHeRzPrQ7V5uJIDYivsDAVAAD+xz3iwNapUyd1795d33zzjb+j1Omll17SqlWrDGsGDBigL7/80nDDxemGDRumFStW6Cc/+Ynef/99j3UFBQV64IEHNGvWrAZlNhOMawIAAA2zoyxCUd1H1qv22WsGqm/7eB8ngpGqirIzPt+4caOfktQ9v9mm5rbxEWodF65jxVUea0oqa5WZW6qM1rFeyQgAAAAAAADfKCoqMhyPiYmxKAnwPy6Xy3Dc4XBYksNsHqfTWe9rBeOaGio6OtpwvKioSAkJCT6bHwCAQEHTCyCImTWIyM7OVk5OjlJTU30y/9q1aw3HfdH0IhDXBAAAAtvOYyXKyis3rbv1/E7q044N1YAkTUwp1vOZrQ1rFuTE0fQCAAA0W2lpaRo6dKiGDBmioUOHaujQoUpOTtb+/fvVubP5KeNWy83N1SOPPGJY061bN82bN08pKSkNunZ4eLjeeecdlZeX69NPP/VY98knn2j+/PmaOHFig67vSTCuCQAANMyOI8XKrIioV+0vJnXXlH6czOhveYcPnvH5fffd56ckdSsoyDcct9lsGtwxUV9tOWpYt/5gIU0vAAAAAAAAmrmysjLD8cjISIuSAP8TEmL8qGdtba0lOczmCQ0Nrfe1gnFNDWX2/cTs+xEAAC2F3d8B8D82m81vH/XNhMDSoUMHpaenG9YsXrzYJ3MfPnxYu3btMqwZPXp0g68bjGsCAACBq7y6Vkt25ZrWtU+I1AMTu1uQCAgMfeMq1Dq8xrBmfm6cRWkAAGg+uEfcPLVr106XX365HnvsMX3xxRfKycnRgQMHNGvWLP3+97/XRRddpOTkZH/HNPT3v//d8KSisLAwffTRRw1uDnGSw+HQjBkz1KlTJ8O6P/zhD426fl2CcU0AAKD+jhZVav6OnHrVXj6gne4Z383HidBSdEuJUUy48SbtI0WVOlJEQ18AAAAAAIDmrLzc+LAzml7AH8LCwgzHrWoQUVNjvL/TLGdDagNxTQ1F0wsAAOqHphfNhNvt9tuHJI8blj3VI3CYnTA3b948n8w7f/58w/GMjAzT5hWeBOOaAABAYFqyK1eVNS7Tusen9VO0ySZYoCWx2aQJKcWGNdtKInW4wnedswEAaG64R9y83HvvvZozZ46OHDmiQ4cO6dNPP9XDDz+sSy65pNFNFPyluLhYr776qmHNAw88oEGDBjVpnvj4eD3//POGNd99952WLVvWpHmk4FwTAACov7KqWn2++bCcLvOfTQd0iNeTV/VvsQ3c4H12u00D0xJM69YfKPR5FgAAAAAAADSe2UPmNL2AP4SGGu+ZrK6utiSHNxtEBOOaGsrs+4lZEx4AAFoKnrpqBlwu84fkvKG6ulp5eXnKz89Xdna2li9fruXLl2vFihWqqqo6Y1Oz2+2WzWbTvffeq7///e8KCeG3SqCaNGmS/v3vf3sc/+yzz/TPf/5TDofDq/POnDnTcHzy5MmNvnYwrgkAAASevbml2nWs1LRu2uD2Gtc9sB6KA6wwMbVY72Ubn4i+IDdWN3bMtygRAAD+wz3i5ue2227zdwSvmTFjhoqKijyOJyQk6Pe//71X5rr88ss1ZswYwyYQL7zwgsaMGdOkeYJxTQAAoH5qnS59vumIyqqcprVt4iL02k1DFRHq3feN4T3jrrtLfYeO8tv8m76dq2Wz32nw6/q2i9PKfXmqcXpuvLInt1TFlTWKi6CxLwAAAAAAQHPkdBrfY/T28yjB6MiRI/riiy+8ft22bdtq6tSpXr9uIIiJiTEcLy0137fsDSUlJYbjZjkbUhuIa2oosz03Zg05AABoKVrWLtUWLiwsTG3btlXbtm3Vp08fXXTRRZKk3NxcvfTSS/rnP/+p3NzcUxub3W63XnzxRX333XeaM2eOUlNT/bwCNMbUqVMVFRXlsetbTk6O5s+ff+r3gzfk5+dr7ty5hjVXX311o68fjGsCAACBpbLGqQU7ckzr4sJsenhqbwsSAYFnVFKpIuwuVbrsHmsW5MbR9AIAAC/iHnHL9M47xg/xTZ8+XXFxcV6b7xe/+IVhg4g5c+aoqKhI8fHxjZ4jGNcEAADMud1uLdyZo6PFlaa1EaF2vX7zUKXGRViQDI2VktZFXfsP89v8hzN3NOp14aEO9W4bp43Znhuxud3SxoOFGpNBU2wAAAAAAIDmKDIy0nC8srJSUVFRFqUJTDt37tQdd9zh9euOGzeuxTa9SEpKMhwvLi62JIfZPGY5G1IbiGtqqIqKCsPx6Ohon80NAEAg8fxkCVqMlJQUPfroo9qzZ4+uu+46ud0nTqI4ual59erVGj16tLKysvycFI0RExOjyy+/3LDmxRdf9Oqc//znP1VdXe1xPC0tTWPHjm309YNxTQAAILAs3ZWr8mrzkwRv6hOuxOgwCxIBgSfC4dboZOPO2SvyY1Rea7MoEQAALRf3iIPX7t27tXr1asMab29Cuuyyy9S2bVuP41VVVfr4448bff1gXBMAAKifDQcLtf2I8f2kk569ZqD6tqchFXxnYFqCac2WQ8WqrnX5PgwAAAAAAAAazOwhc7OH1AFfSE5ONhwvLCy0JEdRkeeGv5J5zobUBuKaGsrs+wkNdgAAOIGmFzglNjZW7733nl577TXZbCceKjr5zz179mjChAk6fvy4PyOikW699VbD8S+//FIbNmzwylylpaWmDSduuummU7+3GisY1wQAAALD3txSbT9qvrG6fNd3GtYmxIJEQOCamGr8Z6naZdeK/BiL0gAAAO4RB585c+YYjg8ZMkTdunXz6px2u13XXHONYY1Zrqa8NhDXBAAAzB3IL9eyPfX7WfSBiRma0s9zwyrAGxKiwtQ1xfjBiGqnS9uOWHNKIQAAAAAAABrG7CFzml7AH1q1amU4XlVV5fMmEfn5+YaHBksNaxARjGtqKLPvJ2ZNeAAAaCloeoFz3HbbbXruuefOOM1Pkvbu3atp06bJ5eIUikAzadIk9e/f3+O42+3WAw884JW5nnjiCR09etTjeHh4uO69994mzxOMawIAAM1fZY1TC3fkmNa5KkuVP+8VmmIBJsanmG/4XpAbZ0ESAABwOu4RB4/58+cbjk+dOtUn85pdd9GiRXI6nY26djCuCQAAGCssr9aXm4/o//94amhI6xDdNz7D96EASYPSEk1rNhwslKs+v3kBAAAAAABgKbOHzGl6AX/o2LGjac2xY8d8mqE+169PzobUBtqaGoqmFwAA1A9NL1Cne+65Rz/96U/P2dS8fPly/f3vf/dnNDTSr3/9a8PxJUuW6Nlnn23SHCtWrNCTTz5pWHPLLbeodevWTZrnpGBcEwAAaN6W7s5VWbX5Q0wFi/4tZ2m+BYmAwJYaXqt+ceWGNYtyY+v1QAMAAPAu7hEHvtraWi1dutSwZuLEiT6Ze8yYMYqIiPA4XlRUpNWrVzf4usG4JgAAYKy61qXPNx1RVa1547Xq3P26c0CE7HaaEcMa7RIilBobblhTVFGjvbllFiUCAAAAAABAfbVt29Zw/Pjx4xYlAf4nJiZGycnJhjVZWVk+zbB//37D8dTU1AY1aQjGNTWU0fcTh8OhlJQUn80NAEAgoekFPPrLX/6i+Pj4U5/bbDa53W49+uijOnz4sB+ToTGuv/56DRs2zLDm17/+tebMmdOo6+/evVtXXXWVamtrPdbExsbqkUceadT16xKMawIAAM3XvuNl2n6kxLSuYu8alW6aZ0EiIDhcmGL85+poVZi2lXh+uBAAAPgO94gD29atW1VW5vnhutDQUA0fPtwnc0dERGjQoEGGNY1pEBGMawIAAJ653W7N3XpUeWXVprXOimLlfvwnRYTQ8ALWsdlsGpSWYFq3/mCB78MAAAAAAACgQdLT0w3HDx06ZFES4EydO3c2HN+9e7dP59+zZ4/huFm+xrwmENfUEEbfT9q3b6+QkBCfzg8AQKCg6QU8SkxM1P/93/+dOsnvpMrKSj333HP+CYVGs9lseumll06dyFiXmpoaXX311Xr99dcbdO3ly5dr3LhxOnLkiGHdH//4R7Vp06ZB1zYSjGsCAADNU2WNUwt2HDOtC7G5lff1SxYkAoLHhJRi05pFuXEWJAEAAGfjHnFgW7duneF47969FR5ufCp1UwwdOtRwfP369Q2+ZjCuCQAAePb9vnztPe654dVJbpdTxz/9m2qLzO/hAt6W0TpW0eEOw5rDhZU6VlxpUSIAAAAAAADUR6dOnQzHs7OzrQkSwC644AK53W6vfyxevNjfS/OrPn36GI7v3LnTp/ObXd8sX2NeE4hrqq/8/HxVVFR4HDf7XgQAQEtCGygY+tGPfqSHH3741OcnT/J77bXX9Pjjjwd9J7GlS5dq165dDXpNXl6eaU1DGzBI0rhx45SRkdHg151u+PDh+u1vf6vHH3/cY01VVZXuuOMOffzxx3rsscc0bNgwj7VZWVn629/+ptdee021tbWGc48bN04PPPBAY6N7FIxrAgAAzc/S3bkqq3Ka1vWOrlBmyXELEgHBo19chVqF1eh4dajHmgW5sZpiYSYAAPA/Lf0ecSDbsGGD4Xj//v19Or/Z9RvTICIY1wQAAOq2N7dUq/bl16u2YOHrqsza6ONEQN0cdpsGdEjQikzjvSLrDxTq4r4cqAEAAAAAANBcpKenG44fOnTIoiTAmQYPHqwZM2Z4HPf1+9Jmh1EMGjSowdcMxjXVl9n3ErPvRQAAtCTsRoWhzp07q3v37tq9e/cZXy8uLtaiRYs0adIkPyWzxhtvvGH4Q3Vj3XHHHQ1+zZtvvtnkpheS9Nhjj+nbb7/V0qVLDeu+/vprff311+rZs6fGjBmjjIwMxcXFqaysTAcPHtTKlSv1/fffn3PKY11SU1P13nvvyeEwPt2ksYJxTQAAoPnYd7xM24+UmNalJ0UpzV7o+0BAkLHbpAtTSvTfQ0keazYURWmsIixMBQAATmrp94gDmVlDZ2/cbzbSrVs3w/Gzf0/VRzCuCQAAnKuwvFpztx2rV21aRJWy1s7xcSLAWL/28Vq1L1+1Ls97DXbnlGh0ZSvFRLBVCwAAAAAAoDkwe+/v4MGDFiUBzjR48GDD8Q0bNsjpdPrkeaba2lpt3GjcZLqxTS+MBOKa6is7O9tw3Ox7EQAALQnvpMLU+eefr127dslms53x9fnz57OhOQA5HA7Nnj1bF154oekP7ZK0Y8cO7dixo9HzJSQkaO7cuWrXrl2jr2EmGNcEAACah6oapxbsMN9cHeawa0KvVOXsOmxBKiD4TEgpNmx64ZZNe20dLEwEAABOxz3iwLRv3z7DcV9vnDC7fllZmXJzc5WSklLvawbjmgAAwJlqnS59ufmoqmtdprVt4iLUN6xQ31qQCzASEepQr7Zx2nyoyGONyy1tzC7U+d1aWZgMAAAAAAAAnrRp00Zt27bVkSNH6hzftm2bxYmAE4YOHaqIiAhVVlbWOV5aWqq1a9dq+PDhXp971apVKi8v9zgeERGhIUOGNPi6wbim+tq6davhuC/nBgAg0Nj9HQDNX+vWrev8+qZNmyxOAm9JTEzUvHnzNHToUJ/Ok5qaqrlz52rgwIE+nUcKzjUBAAD/W7I7V2VVTtO6MRmtFBsRakEiIDiNTi5VqM34QYY99o4WpQEAAGfjHnHgcbvdysrKMqzxdVPfNm3ayG43fhvKrInF6YJxTQAA4FyLd+Uqt7TKtC463KFL+7eVw2ZaClhiUFqCac3mQ0WqcZo3dAEAAAAAAIA1jJ4/yczMVEVFhYVpgBMiIiJ0/vnnG9bMmzfPJ3PPnz/fcHzMmDGKiIho8HWDcU31Zba3ZtiwYT6bGwCAQEPTC5hKTU0943ObzSa3261du3b5KRG8ISUlRcuWLdNNN93kk+sPGzZMa9as8UmXPU+CcU0AAMB/9h0v0/YjJaZ1HZOi1KddnAWJgOAVE+LSeUllhjV7bR0ku8OiRAAA4HTcIw48BQUFHk9IOalNmzY+zRASEqLk5GTDmsOHD9f7esG4JgAAcKath4u09XCxaZ3DbtOl/dopOjzEglRA/SRGh6lTcpRhTVWtS9uOmP8eBwAAAAAAgDWMHjZ3uVzasmWLhWmA/5k0aZLh+KxZs3wy78yZMw3HJ0+e3OhrB+Oa6sOo6UVaWto5e3IAAGjJaHoBU2FhYXV+vaCgwOIk8LaIiAjNmDFDn3/+ubp06eKVa8bGxuqZZ57Rd999p7S0NK9csyGCcU0AAMB6VbVOLdyRY1oX5rBrQq9U2WwcJwg01YWtjJvMVNnCFN6+t0VpAADA6bhHHHjy8vJMa6zYONG6dWvD8frkbEhtoK0JAAD8T25JlRbtzK1X7fgeqWoT77tT14DGGtwx0bRmw4FCud1uC9IAAAAAAADAzNChQw3HN2/ebFES4ExXXXWV4fi6deu0c+dOr865ZcsWw9/zNpvNNJeRYFyTmdraWm3fvt3juFHjHQAAWiKOvYCpnJy6H/YrLS21OAl8ZerUqZo8ebI+/PBDvfDCC1q9enWDr5Genq6f/vSnmj59upKSknyQsmGCcU0AAMA63+4+rtKqWtO6MRmtFBcRakEiIPhNSCnWn3a2M6yJ7DZMVQd5IxEAAKtxjzjw5Ofnm9bExcX5PIfZHPXJ2ZDaQFuTVV5++WX94x//8Pk8mZmZPp8DABCcqmtd+nLLETld5o0A+raLU+92vv9/PtAYHRIj1SomTMdLqz3WFFbUaN/xMnVJibEwGQAAAAAAAOoyatQohYSEqLa27v2ia9eu1a233mpxKkDq2rWrRowYoe+//95jzYsvvqiXXnrJa3O+8MILhuOjRo1Sp06dGn39YFyTmS1btqi62vP94nHjxvlsbgAAAhFNL2Dq4MGDdX7d4XBYnMR6b731lt566y1/x7BEaGiobrjhBt1www06ePCgvvrqK61evVrbtm1TVlaWiouLVV5ervDwcMXGxqpt27bq1auXBg4cqIsuukgDBgzw9xLOEYxrAgAAvncwv1xbDheb1nVMilIfNlcDXtMpulpdoqq0tzzcY01U12EqXPSGhakAAIDUsu8RB6qCggLD8cjISEv++8XGxhqON6RBRDCuySq5ubnatm2bv2MAAODR4l05KiyvMa1LjQ3XuO4pFiQCGsdms2lQWqLmbT9mWLf+YCFNLwAAAAAAAJqB+Ph4jRo1SkuXLq1zfMmSJRYnAv7n1ltvNWwQ8eabb+r3v/+92rZt2+S5srOz9c477xjW3HLLLU2eJxjXZGTRokWG41OmTPHp/AAABBqaXsDU/PnzZbPZzvm62cZOBK60tDRNnz5d06dP93cUrwnGNQEAAO+rcbq0YEfdp1ifLsxh14ReqXX+nAyg8canFGtvlucHF0KT0xSS0Ea1hUctTAUAALhHHHgqKysNx6Ojoy3JERNj/CCfWc6G1AbimgAAgLT9SLG2HykxrQsPseuSfm0V4rBbkApovO5tYrQ887jKq50ea7ILKpRbUqWUWM8NgAEAAAAAAGCNKVOmeGx6sXXrVuXm5iolhWa8sN6NN96ohx56SDk5de9rLi8v129+8xvNmDGjyXP9+te/Nnyvu3Xr1rrxxhubPE8wrsnI4sWLPY517dpVGRkZPp0fAIBAw24AGFq1atWpU/zcbvcZ/+zQoYPfcgEAAAC+8N3ePBVVmJ8oODqjleIiQi1IBLQs41OKTWsiuw6zIAkAADiJe8SBqbq62nA8JMSanuhm85jlbEhtIK4JAICWrqC8Wot2mjchlqTJfVorPpJ7smj+Qux29e8Qb1q3/kCBBWkAAAAAAABgZsqUKYbjRg+tA74UERGh+++/37Dm7bff1ieffNKkeT766CO99957hjUPPPCAwsOb3sQ3GNfkicvl8thQRzL/3gMAQEtE0wsY+tWvflXn1202G93EAAAAEFSOFlVqw4FC07oOiZHq2y7O94GAFmhoYrliQzyfgCjR9AIAAKtxjzgwBWODiGBcEwAALVmty6WvthxVjdNtWjs0PVFdWsVYkArwjn7t4+Ww2wxrdh4rUVlVrUWJAAAAAAAA4MmAAQPUvn17j+M0vYA/PfDAA0pLSzOsufnmm7Vq1apGXf/777/XbbfdZliTnp5u2qiiIYJxTXXZsGGDCgsLPY5PnTrVp/MDABCIaHoBj5599lktXbpUNpvt1Ml9pxsxYoQfUgEAAADeV+tyaf72YzLbXh1it2lir9ay2Yw3qwJonDC7W2OSSwxrIjr2ky0s0qJEAAC0bNwjDlwul8tw3OFwWJLDbB6n07jh2emCcU0AALRky/fkKbekyrSubXyERnZJtiAR4D1RYSHq2SbWsMblljZlF1mUCAAAAAAAAEauu+46j2NffvmlhUmAM0VFRemZZ54xrCkpKdHkyZP1+eefN+jan376qS666CKVlpYa1j399NOKjPTens1gXFNdvvjiC49jKSkpmjhxok/nBwAgEFlz7BUCztNPP61f/epXHjczS9LFF19scSoAAADAN9bsL1BemflpvKO6Jis+MtSCREDLNT6lRF8eS/A4bnOEKiJ9oGV5AABoqbhHHNhCQozf/qmtteZEabN5QkPr//erYFyTVVJSUtS7d2+fz5OZmamqKvOHlwEAyMor04aDhaZ14SF2Xdy3jex2mhAj8AxKS9DWw8WGNZsOFWpYp0SFODizCAAAAAAAwJ9uuukmPf3003WO7d+/X2vXrtWQIUN8Mndpaak++OCDBr9u9+7dhuPr1q3T66+/3qBrxsbG6tprr21wlubkiy++0JEjRxr0mp07dxqOl5aWNvjXUpKmTp2qtm3bNvh1Z7vqqqv0ox/9SO+9957HmqKiIl1++eW6/vrr9fDDD6tnz54ea7dt26bHHntMH374oencP/7xj3XllVc2KreRYFzT2T7++GOPY9dff73pHggAAFoi/u+IM6xfv14PPPCAvv32W7nd7jNOsD59c3P//v3Vq1cvf8UEAAAAvOZ4aZVW7883rWsTF6EBaQm+DwS0cBe0KpZNbrnl+WGGqG7DJB20LhQAAC0I94iDQ1hYmOG4VQ0iampqDMfNcjakNhDXZJW7775bd999t8/n6dOnj7Zt2+bzeQAAga2yxql524/Vq3ZS79aKi2h+DaWA+kiOCVd6UpSy8ss91lTWuLT9aIn6tY+3MBkAAAAAAADO1r9/fw0YMEAbN26sc3zmzJk+a3px/Phx3XHHHV6/7pw5czRnzpwGvSY9PT3gm1489dRTWrJkiVevmZeX16j/RosWLfJK0wtJevXVV7V27VrDBh1ut1vvvfee3nvvPQ0aNEijRo1S586dFRMTo5KSEu3bt0/Lly/3+Pv8bD179tQ///lPr+SvSzCu6aQ9e/YYZrrxxht9ngEAgEBE04sWrri4WJs2bdKKFSv0/vvva9OmTZJ0ajNzXSf42Ww2/eIXv7A6KgAAAOB1Lpdb87Ydk6vug6tPsdukib1SZbdxoiDga63CnRoQX64NRdEeayK6DJXLTdMLAAC8gXvEwSk01Pjh0OrqaktyeLNBRDCuCQCAlmjRzhyVVTlN6wZ0iFfXlBgLEgG+M6hjgmHTC0nacKBQfdvFndFwEAAAAAAAANa76aabPL4P/vHHH+uJJ56wOBHwPzExMZo7d67GjBmjgwfN906uX79e69evb/R8HTt21Ny5cxUT47v79MG4ppM+/vhjj2O9e/fW0KFDfZ4BAIBARNOLZmD8+PGWzeV2u1VeXq7i4mIVFRXp2LFjZ4yddPZm5pOf22w2DRo0SD/+8Y8tywwAAAD4yvqDhcopqTKtG945Sckx4RYkAiBJ41NKDJtehMQkKdvdysJEAAD4FveI4W1mmzRKS0styVFSUmI43pDNJMG4JgAAWpodR4u165j5/7NbxYRpdDfu/SDwdUyKUlJ0mPLLPDdoyy+vVlZeuTq18nw/FAAAAAA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      "text/plain": [
       "<Figure size 4200x2400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 3, figsize=(7,4), layout='constrained', dpi=600)\n",
    "for measure, ax in zip(annotate.measures, axs.T):\n",
    "    Measure = measure.capitalize()\n",
    "    if measure == 'value':\n",
    "        mask = (source['value']>0) & (source['value']<100000)\n",
    "        suffix = ', ¥'\n",
    "        ax[0].semilogy(source[mask][Measure], source[mask][measure], 'ok', ms=.5)\n",
    "    else:\n",
    "        suffix = ''\n",
    "        ax[0].plot(source[Measure], source[measure], 'ok', ms=.5)\n",
    "    ax[0].set_xlabel(f'{Measure} (Elo)')\n",
    "    ax[0].set_ylabel(f'{Measure} (GPT{suffix})')\n",
    "    ax[0].set_title(Measure)\n",
    "    if measure != 'value':\n",
    "        ax[0].set_ylim(0,100)\n",
    "\n",
    "    if measure != 'value':\n",
    "        sns.histplot(source, x=f'{measure}_transformed', ax=ax[1], kde=True, bins=25, binrange=(1,100), line_kws={'lw':1})\n",
    "        sns.histplot(source, x=measure, ax=ax[1], kde=True, bins=25, binrange=(1,100), line_kws={'lw':1})\n",
    "        ax[1].set_xlabel(Measure)\n",
    "\n",
    "axs[1,2].plot([], label='Elo\\n(1-100)')\n",
    "axs[1,2].plot([], label='GPT')\n",
    "axs[1,2].legend(loc='center left')\n",
    "axs[1,2].set_xticks([])\n",
    "axs[1,2].set_yticks([])\n",
    "\n",
    "sns.despine()\n",
    "sns.despine(ax=axs[1,2], bottom=True, left=True)\n",
    "\n",
    "for i, ax in enumerate(axs.flatten()):\n",
    "    if i < 5:\n",
    "        plot_utils.label_panel(ax, i)\n",
    "\n",
    "# plt.savefig(f'Figure_2.{fname}.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key, c in corr.items():\n",
    "    plt.figure(figsize=(4,4))\n",
    "    sns.scatterplot(source, x=key.capitalize(), y=key)\n",
    "    sns.despine()\n",
    "    plt.xlabel(f'{key} (ELO)')\n",
    "    plt.ylabel(f'{key} (GPT)')\n",
    "    plt.title(f'{key}: $\\\\rho = {c.statistic:.2g}$, $p = {c.pvalue:.2g}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key in ('novelty', 'feasibility'):\n",
    "    fig, ax = plt.subplots(figsize=(4,2))\n",
    "    sns.histplot(source, x=key, ax=ax, kde=True)\n",
    "    sns.histplot(source, x=f'{key}_transformed', ax=ax, kde=True)\n",
    "    sns.despine()\n",
    "    plt.plot([], label='GPT')\n",
    "    plt.plot([], label='ELO')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for idx, row in source[source['value']<0].iterrows():\n",
    "    print(row['Question'], row['Answer'], row['value_explanation'], sep='\\n', end='\\n\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "コルク\n",
      "家の建築\n",
      "20000000\n",
      "20. コルクを家の建築材料として使用\n",
      "エコフレンドリーな建築材料としてのコルクは、特にサステナブルな建築を求める市場で高い価値を持つ可能性があり、価格は数百万円から数千万円程度。\n",
      "\n",
      "レンガ\n",
      "教室\n",
      "10000000\n",
      "18. レンガを教室として使用\n",
      "レンガを教室の建築材料として使用するアイデアは、建築市場において一定の価値がある。\n",
      "\n",
      "ストロー\n",
      "食料\n",
      "500000\n",
      "1. ストローを食料として使用するアイデア\n",
      "食料としてのストローは非常に珍しいが、食品業界では新しい食材や食品の開発に多額の投資がされている。\n",
      "\n",
      "レンガ\n",
      "家\n",
      "10000000\n",
      "8. レンガで家を建てる\n",
      "レンガを使用して家を建てるアイデアは、レンガ造りの家の市場価値と比較される。\n",
      "\n",
      "レンガ\n",
      "階段\n",
      "500000\n",
      "17. レンガを階段として使用\n",
      "レンガを階段として使用するアイデアは、レンガ造りの階段の市場価値と比較される。\n",
      "\n",
      "レンガ\n",
      "トイレ\n",
      "500000\n",
      "19. トイレ\n",
      "レンガを使ってトイレを建てるアイデア。耐久性とプライバシーが保たれるため、市場価値がある。\n",
      "\n",
      "コルク\n",
      "住居\n",
      "10000000\n",
      "20. コルクを使った住居\n",
      "コルクを住居として使用するアイデアは、その断熱性や耐久性を活かしたエコフレンドリーな建築材料としての可能性があります。住居の価格は非常に幅広いですが、コルクを主材料とした住居は数百万円から数千万円で販売される可能性があります。\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for idx, row in source[source['value'] > 100000].iterrows():\n",
    "    print(row['Question'], row['Answer'], row['value'], row['value_idea_explanation'], row['value_explanation'], sep='\\n', end='\\n\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'value: $\\\\rho = 0.21$, $p = 4e-12$')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = (source['value']>0) & (source['value']<100000)\n",
    "vcorr = stats.spearmanr(source[mask][['Value', 'value']])\n",
    "plt.figure(figsize=(4,4))\n",
    "sns.scatterplot(source[mask], x='Value', y='value')\n",
    "sns.despine()\n",
    "plt.xlabel(f'value (ELO)')\n",
    "plt.ylabel(f'value (GPT)')\n",
    "plt.title(f'value: $\\\\rho = {vcorr.statistic:.2g}$, $p = {vcorr.pvalue:.2g}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3. Using the pen as a refrigerator.\n",
      "This idea is highly novel due to the significant difference between the typical function of a pen and the complex functionality of a refrigerator.\n",
      "{\"novelty\": 95}\n"
     ]
    }
   ],
   "source": [
    "print(source[(source['Question']=='ボールペン')*(source['Answer']=='冷蔵庫')]['novelty_raw'].item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3. 冷蔵庫\n",
      "ボールペンを冷蔵庫として使用するアイデア。技術的に非現実的であり、ボールペンのサイズや機能からも全く実現不可能。\n",
      "{\"feasibility\": 1}\n"
     ]
    }
   ],
   "source": [
    "print(source[(source['Question']=='ボールペン')*(source['Answer']=='冷蔵庫')]['feasibility_raw'].item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3. ボールペンを使った冷蔵庫\n",
      "このアイデアは実現不可能に近いため、既存の冷蔵庫の価格とは比較できないが、一般的な冷蔵庫は数万円から数十万円。\n",
      "{\"value\":0}\n"
     ]
    }
   ],
   "source": [
    "print(source[(source['Question']=='ボールペン')*(source['Answer']=='冷蔵庫')]['value_raw'].item())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}