show_chart.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>P1</th>\n",
       "      <th>P2</th>\n",
       "      <th>Age</th>\n",
       "      <th>P3</th>\n",
       "      <th>P4</th>\n",
       "      <th>P5</th>\n",
       "      <th>P6</th>\n",
       "      <th>P7</th>\n",
       "      <th>총가계지출</th>\n",
       "      <th>식료품비</th>\n",
       "      <th>...</th>\n",
       "      <th>교육비</th>\n",
       "      <th>세금</th>\n",
       "      <th>자가소비액</th>\n",
       "      <th>기타소비지출</th>\n",
       "      <th>E1</th>\n",
       "      <th>E2</th>\n",
       "      <th>E3</th>\n",
       "      <th>E4</th>\n",
       "      <th>E5</th>\n",
       "      <th>E6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M</td>\n",
       "      <td>20대_후</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>4090000</td>\n",
       "      <td>1190000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>78000.0</td>\n",
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       "      <th>1</th>\n",
       "      <td>M</td>\n",
       "      <td>50대_후</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>500000</td>\n",
       "      <td>188000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>111110111111</td>\n",
       "      <td>10000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M</td>\n",
       "      <td>40대_후</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>1750000</td>\n",
       "      <td>117000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>523000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1101101111</td>\n",
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       "      <td>0</td>\n",
       "      <td>111101101111</td>\n",
       "      <td>101101101111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F</td>\n",
       "      <td>60대_초</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>43001000</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42985000.0</td>\n",
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       "      <td>111111111111</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M</td>\n",
       "      <td>30대_후</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B은행</td>\n",
       "      <td>4911000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15000.0</td>\n",
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       "      <td>111111111111</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>473225</th>\n",
       "      <td>F</td>\n",
       "      <td>40대_초</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>473226</th>\n",
       "      <td>M</td>\n",
       "      <td>20대_후</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>796000</td>\n",
       "      <td>126000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>111111111110</td>\n",
       "      <td>111111111000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473227</th>\n",
       "      <td>F</td>\n",
       "      <td>40대_후</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>B은행</td>\n",
       "      <td>1322000</td>\n",
       "      <td>253000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>111111111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473228</th>\n",
       "      <td>M</td>\n",
       "      <td>60대_후</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>1122000</td>\n",
       "      <td>193000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>111111111111</td>\n",
       "      <td>110101111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473229</th>\n",
       "      <td>F</td>\n",
       "      <td>50대_초</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B은행</td>\n",
       "      <td>650000</td>\n",
       "      <td>105000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11001001000</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>473230 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       P1     P2   Age  P3  P4  P5  P6   P7     총가계지출       식료품비  ...  \\\n",
       "0       M  20대_후  29.0   1   1   0   0  A은행   4090000  1190000.0  ...   \n",
       "1       M  50대_후  59.0   1   0   0   0  A은행    500000   188000.0  ...   \n",
       "2       M  40대_후  49.0   1   1   0   0  A은행   1750000   117000.0  ...   \n",
       "3       F  60대_초  60.0   1   1   0   0  A은행  43001000    14000.0  ...   \n",
       "4       M  30대_후  39.0   0   1   0   0  B은행   4911000        0.0  ...   \n",
       "...    ..    ...   ...  ..  ..  ..  ..  ...       ...        ...  ...   \n",
       "473225  F  40대_초  40.0   0   1   0   1  B은행    575000     9000.0  ...   \n",
       "473226  M  20대_후  29.0   1   1   0   0  A은행    796000   126000.0  ...   \n",
       "473227  F  40대_후  49.0   1   1   1   0  B은행   1322000   253000.0  ...   \n",
       "473228  M  60대_후  69.0   1   1   1   0  A은행   1122000   193000.0  ...   \n",
       "473229  F  50대_초  50.0   1   0   0   0  B은행    650000   105000.0  ...   \n",
       "\n",
       "             교육비          세금  자가소비액  기타소비지출            E1            E2  \\\n",
       "0        78000.0         0.0    0.0     0.0             0             0   \n",
       "1            0.0         0.0    0.0  1000.0             0             0   \n",
       "2       523000.0         0.0    0.0     0.0             0    1101101111   \n",
       "3            0.0  42985000.0    0.0     0.0             0             0   \n",
       "4            0.0     15000.0    0.0     0.0             0  111111111111   \n",
       "...          ...         ...    ...     ...           ...           ...   \n",
       "473225       0.0         0.0    0.0     0.0  111111111111   10001001100   \n",
       "473226       0.0         0.0    0.0     0.0             0  110110000000   \n",
       "473227       0.0     53000.0    0.0  1000.0             0     100100011   \n",
       "473228       0.0         0.0    0.0     0.0             0     100101000   \n",
       "473229       0.0         0.0    0.0     0.0             0          1000   \n",
       "\n",
       "                 E3  E4            E5            E6  \n",
       "0       11111111110   0  111111111111    1100000000  \n",
       "1                 0   0  111110111111   10000000000  \n",
       "2                 0   0  111101101111  101101101111  \n",
       "3                 0   0  111111111111  111111111111  \n",
       "4                 0   0  111111111111  111111111111  \n",
       "...             ...  ..           ...           ...  \n",
       "473225            0   0  111111111101   10111111100  \n",
       "473226            0   0  111111111110  111111111000  \n",
       "473227            0   0  111111111111  111111111111  \n",
       "473228            0   0  111111111111  110101111111  \n",
       "473229            0   0   11001001000          1000  \n",
       "\n",
       "[473230 rows x 25 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./temp2.csv')\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Age 기준 정렬\n",
    "df.sort_values('Age', ascending=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>P1</th>\n",
       "      <th>P2</th>\n",
       "      <th>Age</th>\n",
       "      <th>P3</th>\n",
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       "      <th>식료품비</th>\n",
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       "      <th>기타소비지출</th>\n",
       "      <th>E1</th>\n",
       "      <th>E2</th>\n",
       "      <th>E3</th>\n",
       "      <th>E4</th>\n",
       "      <th>E5</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>42921</th>\n",
       "      <td>F</td>\n",
       "      <td>20대_초</td>\n",
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       "      <td>A은행</td>\n",
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       "      <td>F</td>\n",
       "      <td>20대_초</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>2454000</td>\n",
       "      <td>146000.0</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>245619</th>\n",
       "      <td>M</td>\n",
       "      <td>20대_초</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>581000</td>\n",
       "      <td>391000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>10010110000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110011000000</td>\n",
       "      <td>10000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107410</th>\n",
       "      <td>F</td>\n",
       "      <td>20대_초</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>1271000</td>\n",
       "      <td>31000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>111111111100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111111111100</td>\n",
       "      <td>100110001100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423625</th>\n",
       "      <td>F</td>\n",
       "      <td>20대_초</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>754000</td>\n",
       "      <td>134000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>100000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100100000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205384</th>\n",
       "      <td>F</td>\n",
       "      <td>60대_후</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B은행</td>\n",
       "      <td>4257000</td>\n",
       "      <td>764000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111111111111</td>\n",
       "      <td>111111110111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205381</th>\n",
       "      <td>M</td>\n",
       "      <td>60대_후</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B은행</td>\n",
       "      <td>2302000</td>\n",
       "      <td>344000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>111111111111</td>\n",
       "      <td>100010000001</td>\n",
       "      <td>100000000</td>\n",
       "      <td>0</td>\n",
       "      <td>111111111111</td>\n",
       "      <td>100000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76751</th>\n",
       "      <td>F</td>\n",
       "      <td>60대_후</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>B은행</td>\n",
       "      <td>1290000</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>111111111111</td>\n",
       "      <td>100000010000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111110000001</td>\n",
       "      <td>100110000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76662</th>\n",
       "      <td>M</td>\n",
       "      <td>60대_후</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A은행</td>\n",
       "      <td>1428000</td>\n",
       "      <td>838000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111100000000</td>\n",
       "      <td>0</td>\n",
       "      <td>110000000000</td>\n",
       "      <td>10000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236614</th>\n",
       "      <td>F</td>\n",
       "      <td>60대_후</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B은행</td>\n",
       "      <td>3056000</td>\n",
       "      <td>77000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>111011111111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111111111111</td>\n",
       "      <td>111111111111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>473230 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       P1     P2   Age  P3  P4  P5  P6   P7    총가계지출      식료품비  ...      교육비  \\\n",
       "42921   F  20대_초  20.0   1   0   0   0  A은행   321000  182000.0  ...      0.0   \n",
       "107368  F  20대_초  20.0   1   1   0   0  A은행  2454000  146000.0  ...  39000.0   \n",
       "245619  M  20대_초  20.0   1   1   0   0  A은행   581000  391000.0  ...      0.0   \n",
       "107410  F  20대_초  20.0   1   1   0   0  A은행  1271000   31000.0  ...      0.0   \n",
       "423625  F  20대_초  20.0   1   1   0   0  A은행   754000  134000.0  ...      0.0   \n",
       "...    ..    ...   ...  ..  ..  ..  ..  ...      ...       ...  ...      ...   \n",
       "205384  F  60대_후  69.0   0   1   0   0  B은행  4257000  764000.0  ...      0.0   \n",
       "205381  M  60대_후  69.0   1   0   0   0  B은행  2302000  344000.0  ...   4000.0   \n",
       "76751   F  60대_후  69.0   0   0   0   1  B은행  1290000   36000.0  ...      0.0   \n",
       "76662   M  60대_후  69.0   1   0   0   0  A은행  1428000  838000.0  ...      0.0   \n",
       "236614  F  60대_후  69.0   0   0   0   0  B은행  3056000   77000.0  ...      0.0   \n",
       "\n",
       "             세금  자가소비액  기타소비지출            E1            E2            E3  E4  \\\n",
       "42921       0.0    0.0     0.0             0             0             0   0   \n",
       "107368      0.0    0.0     0.0             0             0             0   0   \n",
       "245619      0.0    0.0     0.0             0   10010110000             0   0   \n",
       "107410      0.0    0.0     0.0             0  111111111100             0   0   \n",
       "423625      0.0    0.0     0.0             0        100000             0   0   \n",
       "...         ...    ...     ...           ...           ...           ...  ..   \n",
       "205384      0.0    0.0     0.0             0             0             0   0   \n",
       "205381      0.0    0.0  1000.0  111111111111  100010000001     100000000   0   \n",
       "76751   44000.0    0.0     0.0  111111111111  100000010000             0   0   \n",
       "76662       0.0    0.0     0.0             0             0  111100000000   0   \n",
       "236614  61000.0    0.0     0.0             0  111011111111             0   0   \n",
       "\n",
       "                  E5            E6  \n",
       "42921              0             0  \n",
       "107368             0             0  \n",
       "245619  110011000000      10000000  \n",
       "107410  111111111100  100110001100  \n",
       "423625  100100000000             0  \n",
       "...              ...           ...  \n",
       "205384  111111111111  111111110111  \n",
       "205381  111111111111  100000000000  \n",
       "76751   111110000001  100110000000  \n",
       "76662   110000000000   10000000000  \n",
       "236614  111111111111  111111111111  \n",
       "\n",
       "[473230 rows x 25 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import platform # pyplot 한글 깨짐 문제\n",
    "\n",
    "# 조건 행 추출, num 나이 앞 자리수\n",
    "def col_by_age(num):\n",
    "    temp_df = df[(df['Age'] == num * 10) | (df['Age'] == num * 10 + 9)]\n",
    "    \n",
    "    return temp_df\n",
    "\n",
    "# ratio, label 구하기\n",
    "def get_ratio(df):\n",
    "    # get_ratio\n",
    "    food = df.loc[:, \"식료품비\"].sum() / len(df)\n",
    "    furniture = df.loc[:, \"가구/가사용품비\"].sum() / len(df)\n",
    "    clothes = df.loc[:, \"의류/신발비\"].sum() / len(df)\n",
    "    medical = df.loc[:, \"보건의료비\"].sum() / len(df)\n",
    "    leisure = df.loc[:, \"교양오락비\"].sum() / len(df)\n",
    "    traffic = df.loc[:, \"교통/통신비\"].sum() / len(df)\n",
    "    education = df.loc[:, \"교육비\"].sum() / len(df)\n",
    "    tax = df.loc[:, \"세금\"].sum() / len(df)\n",
    "    spend = df.loc[:, \"자가소비액\"].sum() / len(df)\n",
    "    etc = df.loc[:, \"기타소비지출\"].sum() / len(df)\n",
    "\n",
    "    # total = 식료품비 ~ 기타소비지출까지 합\n",
    "    total = food + furniture + clothes + medical + leisure + traffic + education + tax + spend + etc\n",
    "\n",
    "    food_ratio = food / total * 100\n",
    "    furniture_ratio = furniture / total * 100\n",
    "    clothes_ratio = clothes / total * 100\n",
    "    medical_ratio = medical / total * 100\n",
    "    leisure_ratio = leisure / total * 100\n",
    "    traffic_ratio = traffic / total * 100\n",
    "    education_ratio = education / total * 100\n",
    "    tax_ratio = tax / total * 100\n",
    "    spend_ratio = spend / total * 100\n",
    "    etc_ratio = etc / total * 100\n",
    "    \n",
    "\n",
    "    ratio_array = np.array([food_ratio, furniture_ratio, clothes_ratio, medical_ratio, leisure_ratio, traffic_ratio, education_ratio, tax_ratio, spend_ratio, etc_ratio])\n",
    "    ratio_sort_des = np.argsort(ratio_array)[::-1]\n",
    "    return ratio_array, ratio_sort_des\n",
    "\n",
    "# 원형 차트 그리기\n",
    "def draw_pit_chart(ratio, labels, ageStr):\n",
    "    plt.rc('font', family='Malgun Gothic') \n",
    "    # draw_pie_chart\n",
    "    ratio = ratio\n",
    "    labels = labels\n",
    "    colors = ['#ff9999', '#ffc000', '#8fd9b6', '#d395d0', 'lightgray']\n",
    "    wedgeprops={'width': 0.7, 'edgecolor': 'w', 'linewidth': 5}\n",
    "\n",
    "    plt.figure(figsize=(15, 15))\n",
    "    plt.pie(ratio, labels=labels, autopct='%.1f%%', startangle=260, counterclock=False, colors=colors, wedgeprops=wedgeprops)\n",
    "    plt.title(ageStr +  \" 지출 분야 top 5\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 20대\n",
    "_20_df = col_by_age(2)\n",
    "label_array = np.array([\"식료품비\", \"가구/가사용품비\", \"의류/신발비\", \"보건의료비\", \"교양오락비\", \"교통/통신비\", \"교육비\", \"세금\", \"자가소비액\", \"기타소비지출\"])\n",
    "ratio_array, ratio_sort_des = get_ratio(_20_df)\n",
    "draw_pit_chart(list(ratio_array[ratio_sort_des])[:5], list(label_array[ratio_sort_des])[:5], \"20대\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 30대\n",
    "_30_df = col_by_age(3)\n",
    "label_array = np.array([\"식료품비\", \"가구/가사용품비\", \"의류/신발비\", \"보건의료비\", \"교양오락비\", \"교통/통신비\", \"교육비\", \"세금\", \"자가소비액\", \"기타소비지출\"])\n",
    "ratio_array, ratio_sort_des = get_ratio(_30_df)\n",
    "draw_pit_chart(list(ratio_array[ratio_sort_des])[:5], list(label_array[ratio_sort_des])[:5], \"30대\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 40대\n",
    "_40_df = col_by_age(4)\n",
    "label_array = np.array([\"식료품비\", \"가구/가사용품비\", \"의류/신발비\", \"보건의료비\", \"교양오락비\", \"교통/통신비\", \"교육비\", \"세금\", \"자가소비액\", \"기타소비지출\"])\n",
    "ratio_array, ratio_sort_des = get_ratio(_40_df)\n",
    "draw_pit_chart(list(ratio_array[ratio_sort_des])[:5], list(label_array[ratio_sort_des])[:5], \"40대\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 50대\n",
    "_50_df = col_by_age(5)\n",
    "label_array = np.array([\"식료품비\", \"가구/가사용품비\", \"의류/신발비\", \"보건의료비\", \"교양오락비\", \"교통/통신비\", \"교육비\", \"세금\", \"자가소비액\", \"기타소비지출\"])\n",
    "ratio_array, ratio_sort_des = get_ratio(_50_df)\n",
    "draw_pit_chart(list(ratio_array[ratio_sort_des])[:5], list(label_array[ratio_sort_des])[:5], \"50대\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 60대\n",
    "_60_df = col_by_age(6)\n",
    "label_array = np.array([\"식료품비\", \"가구/가사용품비\", \"의류/신발비\", \"보건의료비\", \"교양오락비\", \"교통/통신비\", \"교육비\", \"세금\", \"자가소비액\", \"기타소비지출\"])\n",
    "ratio_array, ratio_sort_des = get_ratio(_60_df)\n",
    "draw_pit_chart(list(ratio_array[ratio_sort_des])[:5], list(label_array[ratio_sort_des])[:5], \"60대\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.3 64-bit",
   "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": "3.10.3"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "fb4569285eef3a3450cb62085a5b1e0da4bce0af555edc33dcf29baf3acc1368"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}