3hr-energy-data-structure/Coolant/4열연공장 냉각수 사용량 - 냉각 열량.ipynb
Yeongdo Park e3e8d9e0f5 more data
2023-03-17 16:38:57 +09:00

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}
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib widget"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d429237b",
"metadata": {
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"text/plain": [
" 공정 ROUTING 작업일자 작업실적 SLAB번호 소재두께 소재폭 소재길이 \\\n",
"0 4A1 01_KHH12 2022-01-01 A SU79197 051 244 1706 6540 \n",
"1 4A1 01_KHH12 2022-01-01 A SP12289 521 250 1504 8380 \n",
"2 4A1 01_KHH12 2022-01-01 A SP12285 511 248 1504 11770 \n",
"3 4A1 01_KHH12 2022-01-02 A SZ61312 101 250 1358 8310 \n",
"4 4A1 01_KHH12 2022-01-02 A SZ61308 101 250 1352 8300 \n",
"... ... ... ... ... ... ... ... ... \n",
"177368 4A1 01_KHH12 2022-12-31 A SB65027 541 250 1403 9980 \n",
"177369 4A1 01_KHH12 2022-12-31 A SB60035 051 250 1251 7530 \n",
"177370 4A1 01_KHH12 2022-12-31 A SU96204 021 250 1662 8550 \n",
"177371 4A1 01_KHH12 2022-12-31 A SU96204 031 250 1662 8720 \n",
"177372 4A1 01_KHH12 2022-12-31 A SU96206 541 250 1633 8890 \n",
"\n",
" 재료번호 코일두께 코일폭 코일길이 소재중량 실평중량 장입소재온도 추출소재온도 RM출측온도 \\\n",
"0 HTA000070 3.200 1432 582 21460 21730 324 1203 1019.0 \n",
"1 HTA000220 4.035 1500 508 24900 24830 40 1178 997.0 \n",
"2 HTA000250 4.225 1380 727 34010 34080 9 1163 965.0 \n",
"3 HTA005420 2.000 1120 1202 22020 22060 7 1221 1083.0 \n",
"4 HTA005530 2.000 1086 1251 21990 22240 0 1221 1071.0 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"177368 HTM161930 4.200 1243 649 27620 27530 1 1183 1008.0 \n",
"177369 HTM161960 2.300 1219 831 19060 18950 5 1190 1007.0 \n",
"177370 HTM163910 11.450 1567 200 28420 29060 537 1228 931.0 \n",
"177371 HTM163970 11.450 1567 198 28470 28920 610 1225 962.0 \n",
"177372 HTM163990 11.300 1509 205 27980 28410 446 1218 967.0 \n",
"\n",
" FM출측온도 권취평균온도 냉각열량 \n",
"0 908.0 615.0 5.817119e+09 \n",
"1 860.0 594.0 6.703678e+09 \n",
"2 822.0 542.0 9.736417e+09 \n",
"3 890.0 639.0 5.908010e+09 \n",
"4 885.0 638.0 5.910098e+09 \n",
"... ... ... ... \n",
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"177371 869.0 620.0 7.940425e+09 \n",
"177372 872.0 616.0 7.765066e+09 \n",
"\n",
"[177373 rows x 20 columns]"
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},
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}
],
"source": [
"df_coils = pd.read_csv('./2022-4HR-PRODUCTION.CSV', delimiter='\\t', parse_dates=['작업일자'], thousands=',')\n",
"df_coils['냉각열량'] = (df_coils['추출소재온도'] - df_coils['권취평균온도']) * 461 * df_coils['소재중량']\n",
"df_coils"
]
},
{
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"id": "51d7f57d",
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" <td>698584</td>\n",
" <td>588944.0</td>\n",
" <td>510498.0</td>\n",
" <td>364650.0</td>\n",
" <td>3.733058e+12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-28</th>\n",
" <td>94996</td>\n",
" <td>495688</td>\n",
" <td>3423330</td>\n",
" <td>1343.800</td>\n",
" <td>463222</td>\n",
" <td>283224</td>\n",
" <td>8750770</td>\n",
" <td>8763250</td>\n",
" <td>25213</td>\n",
" <td>458315</td>\n",
" <td>380908.0</td>\n",
" <td>338496.0</td>\n",
" <td>239828.0</td>\n",
" <td>2.301107e+12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-29</th>\n",
" <td>145301</td>\n",
" <td>828135</td>\n",
" <td>4942500</td>\n",
" <td>2895.712</td>\n",
" <td>774010</td>\n",
" <td>381089</td>\n",
" <td>13748490</td>\n",
" <td>13836280</td>\n",
" <td>120729</td>\n",
" <td>703920</td>\n",
" <td>582733.0</td>\n",
" <td>518088.0</td>\n",
" <td>366783.0</td>\n",
" <td>3.639254e+12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-30</th>\n",
" <td>140020</td>\n",
" <td>794467</td>\n",
" <td>5100430</td>\n",
" <td>2798.850</td>\n",
" <td>741700</td>\n",
" <td>363106</td>\n",
" <td>14082060</td>\n",
" <td>14184170</td>\n",
" <td>119583</td>\n",
" <td>682533</td>\n",
" <td>566610.0</td>\n",
" <td>495518.0</td>\n",
" <td>350833.0</td>\n",
" <td>3.829102e+12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-31</th>\n",
" <td>125167</td>\n",
" <td>768152</td>\n",
" <td>4212000</td>\n",
" <td>2223.345</td>\n",
" <td>723438</td>\n",
" <td>313116</td>\n",
" <td>12489240</td>\n",
" <td>12578180</td>\n",
" <td>140120</td>\n",
" <td>606807</td>\n",
" <td>500434.0</td>\n",
" <td>449633.0</td>\n",
" <td>318872.0</td>\n",
" <td>3.284572e+12</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>351 rows × 14 columns</p>\n",
"</div>"
],
"text/plain": [
" 소재두께 소재폭 소재길이 코일두께 코일폭 코일길이 소재중량 \\\n",
"작업일자 \n",
"2022-01-01 133198 776077 4668596 2196.525 714790 386553 13160244 \n",
"2022-01-02 150863 850931 5200578 1915.722 786640 492552 14207169 \n",
"2022-01-03 146381 815456 5370756 2035.332 747682 471407 14599860 \n",
"2022-01-04 144532 784308 5453821 1796.224 713097 500201 14414210 \n",
"2022-01-05 145593 810069 5500554 2707.200 749304 399480 14805113 \n",
"... ... ... ... ... ... ... ... \n",
"2022-12-27 143838 812112 5209700 1983.168 742589 486917 14348050 \n",
"2022-12-28 94996 495688 3423330 1343.800 463222 283224 8750770 \n",
"2022-12-29 145301 828135 4942500 2895.712 774010 381089 13748490 \n",
"2022-12-30 140020 794467 5100430 2798.850 741700 363106 14082060 \n",
"2022-12-31 125167 768152 4212000 2223.345 723438 313116 12489240 \n",
"\n",
" 실평중량 장입소재온도 추출소재온도 RM출측온도 FM출측온도 권취평균온도 \\\n",
"작업일자 \n",
"2022-01-01 13218350 100600 639235 542995.0 472690.0 335887.0 \n",
"2022-01-02 14258940 108863 731615 616967.0 538411.0 385167.0 \n",
"2022-01-03 14651240 47741 706302 601415.0 522059.0 366418.0 \n",
"2022-01-04 14486080 84758 701072 596823.0 517905.0 361495.0 \n",
"2022-01-05 14889720 78689 701024 587493.0 514202.0 361771.0 \n",
"... ... ... ... ... ... ... \n",
"2022-12-27 14438400 114381 698584 588944.0 510498.0 364650.0 \n",
"2022-12-28 8763250 25213 458315 380908.0 338496.0 239828.0 \n",
"2022-12-29 13836280 120729 703920 582733.0 518088.0 366783.0 \n",
"2022-12-30 14184170 119583 682533 566610.0 495518.0 350833.0 \n",
"2022-12-31 12578180 140120 606807 500434.0 449633.0 318872.0 \n",
"\n",
" 냉각열량 \n",
"작업일자 \n",
"2022-01-01 3.408139e+12 \n",
"2022-01-02 3.731692e+12 \n",
"2022-01-03 3.899995e+12 \n",
"2022-01-04 3.855065e+12 \n",
"2022-01-05 3.968333e+12 \n",
"... ... \n",
"2022-12-27 3.733058e+12 \n",
"2022-12-28 2.301107e+12 \n",
"2022-12-29 3.639254e+12 \n",
"2022-12-30 3.829102e+12 \n",
"2022-12-31 3.284572e+12 \n",
"\n",
"[351 rows x 14 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cooling_by_dates = df_coils.groupby(['작업일자']).sum()\n",
"cooling_by_dates"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3dfd6179",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-25T06:34:30.995801Z",
"start_time": "2023-01-25T06:34:30.437637Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5f1f2dc32fd24547ae7747bb2a3ae45f",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(cooling_by_dates.index, cooling_by_dates['소재중량'], '--x')\n",
"plt.tick_params(rotation=45)\n",
"plt.grid()\n",
"\n",
"plt.twinx()\n",
"plt.plot(cooling_by_dates.index, cooling_by_dates['냉각열량'], '-o')\n",
"plt.tick_params(rotation=45)\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "56c33088",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-25T06:34:31.027717Z",
"start_time": "2023-01-25T06:34:31.000800Z"
}
},
"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>분석년</th>\n",
" <th>분석월</th>\n",
" <th>분석일자</th>\n",
" <th>수급</th>\n",
" <th>공장</th>\n",
" <th>에너지코드</th>\n",
" <th>분류</th>\n",
" <th>에너지명</th>\n",
" <th>단위</th>\n",
" <th>에너지량</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2022년</td>\n",
" <td>01월</td>\n",
" <td>2022-01-01</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736A</td>\n",
" <td>용수</td>\n",
" <td>담수</td>\n",
" <td>㎥</td>\n",
" <td>4491</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2022년</td>\n",
" <td>01월</td>\n",
" <td>2022-01-01</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736B</td>\n",
" <td>용수</td>\n",
" <td>정수</td>\n",
" <td>㎥</td>\n",
" <td>833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2022년</td>\n",
" <td>01월</td>\n",
" <td>2022-01-02</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736A</td>\n",
" <td>용수</td>\n",
" <td>담수</td>\n",
" <td>㎥</td>\n",
" <td>4411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2022년</td>\n",
" <td>01월</td>\n",
" <td>2022-01-02</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736B</td>\n",
" <td>용수</td>\n",
" <td>정수</td>\n",
" <td>㎥</td>\n",
" <td>835</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2022년</td>\n",
" <td>01월</td>\n",
" <td>2022-01-03</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736A</td>\n",
" <td>용수</td>\n",
" <td>담수</td>\n",
" <td>㎥</td>\n",
" <td>4537</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",
" </tr>\n",
" <tr>\n",
" <th>725</th>\n",
" <td>2022년</td>\n",
" <td>12월</td>\n",
" <td>2022-12-29</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736B</td>\n",
" <td>용수</td>\n",
" <td>정수</td>\n",
" <td>㎥</td>\n",
" <td>845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>726</th>\n",
" <td>2022년</td>\n",
" <td>12월</td>\n",
" <td>2022-12-30</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736A</td>\n",
" <td>용수</td>\n",
" <td>담수</td>\n",
" <td>㎥</td>\n",
" <td>2512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>727</th>\n",
" <td>2022년</td>\n",
" <td>12월</td>\n",
" <td>2022-12-30</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736B</td>\n",
" <td>용수</td>\n",
" <td>정수</td>\n",
" <td>㎥</td>\n",
" <td>810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>728</th>\n",
" <td>2022년</td>\n",
" <td>12월</td>\n",
" <td>2022-12-31</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736A</td>\n",
" <td>용수</td>\n",
" <td>담수</td>\n",
" <td>㎥</td>\n",
" <td>12435</td>\n",
" </tr>\n",
" <tr>\n",
" <th>729</th>\n",
" <td>2022년</td>\n",
" <td>12월</td>\n",
" <td>2022-12-31</td>\n",
" <td>사용</td>\n",
" <td>4열연</td>\n",
" <td>F736B</td>\n",
" <td>용수</td>\n",
" <td>정수</td>\n",
" <td>㎥</td>\n",
" <td>5604</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>730 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" 분석년 분석월 분석일자 수급 공장 에너지코드 분류 에너지명 단위 에너지량\n",
"0 2022년 01월 2022-01-01 사용 4열연 F736A 용수 담수 ㎥ 4491\n",
"1 2022년 01월 2022-01-01 사용 4열연 F736B 용수 정수 ㎥ 833\n",
"2 2022년 01월 2022-01-02 사용 4열연 F736A 용수 담수 ㎥ 4411\n",
"3 2022년 01월 2022-01-02 사용 4열연 F736B 용수 정수 ㎥ 835\n",
"4 2022년 01월 2022-01-03 사용 4열연 F736A 용수 담수 ㎥ 4537\n",
".. ... ... ... .. ... ... .. ... .. ...\n",
"725 2022년 12월 2022-12-29 사용 4열연 F736B 용수 정수 ㎥ 845\n",
"726 2022년 12월 2022-12-30 사용 4열연 F736A 용수 담수 ㎥ 2512\n",
"727 2022년 12월 2022-12-30 사용 4열연 F736B 용수 정수 ㎥ 810\n",
"728 2022년 12월 2022-12-31 사용 4열연 F736A 용수 담수 ㎥ 12435\n",
"729 2022년 12월 2022-12-31 사용 4열연 F736B 용수 정수 ㎥ 5604\n",
"\n",
"[730 rows x 10 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_water = pd.read_csv('./2022-4HR-WATER.CSV', delimiter='\\t', parse_dates=['분석일자'], thousands=',')\n",
"df_water"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6df185f1",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-25T06:34:31.041624Z",
"start_time": "2023-01-25T06:34:31.028552Z"
}
},
"outputs": [],
"source": [
"water_supplement = df_water.pivot(index='분석일자', columns='에너지명', values='에너지량')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "cff65a35",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-25T06:34:31.070738Z",
"start_time": "2023-01-25T06:34:31.046458Z"
}
},
"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>에너지명</th>\n",
" <th>담수</th>\n",
" <th>정수</th>\n",
" </tr>\n",
" <tr>\n",
" <th>분석일자</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2022-01-01</th>\n",
" <td>4491</td>\n",
" <td>833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-01-02</th>\n",
" <td>4411</td>\n",
" <td>835</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-01-03</th>\n",
" <td>4537</td>\n",
" <td>815</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-01-04</th>\n",
" <td>4434</td>\n",
" <td>825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-01-05</th>\n",
" <td>4441</td>\n",
" <td>838</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-27</th>\n",
" <td>2515</td>\n",
" <td>823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-28</th>\n",
" <td>2876</td>\n",
" <td>796</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-29</th>\n",
" <td>2248</td>\n",
" <td>845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-30</th>\n",
" <td>2512</td>\n",
" <td>810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-31</th>\n",
" <td>12435</td>\n",
" <td>5604</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>365 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
"에너지명 담수 정수\n",
"분석일자 \n",
"2022-01-01 4491 833\n",
"2022-01-02 4411 835\n",
"2022-01-03 4537 815\n",
"2022-01-04 4434 825\n",
"2022-01-05 4441 838\n",
"... ... ...\n",
"2022-12-27 2515 823\n",
"2022-12-28 2876 796\n",
"2022-12-29 2248 845\n",
"2022-12-30 2512 810\n",
"2022-12-31 12435 5604\n",
"\n",
"[365 rows x 2 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"water_supplement"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c5788888",
"metadata": {
"ExecuteTime": {
"end_time": "2023-01-25T06:34:31.215376Z",
"start_time": "2023-01-25T06:34:31.070738Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d163bd0ba75e43fe87b75fcf4dfedc71",
"version_major": 2,
"version_minor": 0
},
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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(water_supplement.index, water_supplement['담수'])\n",
"plt.plot(water_supplement.index, water_supplement['정수'])\n",
"plt.plot(water_supplement.index, water_supplement['담수']+water_supplement['정수'])\n",
"plt.axhline(4000)\n",
"plt.axhline(2000)\n",
"plt.tick_params(rotation=45)"
]
},
{
"cell_type": "markdown",
"id": "b000513a",
"metadata": {},
"source": [
"월말 냉각수 사용량 피크 = 에너지부에서 월간 아더량 분배되어서\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.12"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}