{
"cells": [
{
"cell_type": "markdown",
"id": "d185caa7",
"metadata": {},
"source": [
"# 상대 습도 공식"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0d3597ca",
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"\n",
"import cantera as ct"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0425d561",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"\n",
"plt.rc('font', family='NanumBarunGothic') # For Windows\n",
"mpl.rcParams['axes.unicode_minus'] = False\n",
"mpl.rcParams['figure.figsize'] = (3.6, 3)\n",
"mpl.rcParams['figure.dpi'] = 92 # pixel per inch of 24'' 1080p monitor"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "be0e455e-3bfb-4b48-a1ed-cbde1bb5e682",
"metadata": {},
"outputs": [],
"source": [
"water = ct.Water()"
]
},
{
"cell_type": "markdown",
"id": "566dd07e-62ac-47f4-b132-00087f43033f",
"metadata": {},
"source": [
"## 수분 부피 비율 (상대 습도, 온도, 압력)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8c54e04c",
"metadata": {},
"outputs": [],
"source": [
"def X_water (rh, T, P=ct.one_atm):\n",
" \"\"\"\n",
" Mole(Volume) fraction of water(H2O)\n",
" rh: Relative humidity in fraction\n",
" T: gas temperature (absolute)\n",
" P: gas pressure (absolute)\n",
" \"\"\"\n",
" water.TP = T, P\n",
" return rh * water.P_sat / P"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "408ba5de",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.04181267022743699"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_water (1, 30 + 273.15)"
]
},
{
"cell_type": "markdown",
"id": "87d99ee2",
"metadata": {},
"source": [
"## 수분 질량 비율"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "76e6375f",
"metadata": {},
"outputs": [],
"source": [
"def Y_water (X_H2O, LDG_dict):\n",
" LDG_dict[\"H2O\"] = X_H2O / (1 - X_H2O)\n",
" gas.X = LDG_dict\n",
" return gas.mass_fraction_dict()[\"H2O\"]"
]
},
{
"cell_type": "markdown",
"id": "20422631",
"metadata": {},
"source": [
"## 상대 습도 from 기체 수분 함량(질량)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "edc85180-df3d-4057-ac27-08f1f5f78e12",
"metadata": {},
"outputs": [],
"source": [
"def prop_from_water_mass (Tgas, mass_g):\n",
"\n",
" water.TP = Tgas, ct.one_atm\n",
"\n",
" # 수분 비율 (상대 습도 100%)\n",
" vapor_volume_percent_max = water.P_sat / ct.one_atm\n",
"\n",
" water.TPQ = Tgas, water.P_sat, 1.\n",
"\n",
" # 상대습도(%) = 수분량 / 상대습도100%수분량\n",
" rh_percent = 100 * mass_g / (water.density * 1000)\n",
"\n",
" # 수분비율(부피, %) = 상대습도 100% 수분 부피비 * 상대습도\n",
" vapor_volume_percent = 100 * (water.P_sat / ct.one_atm) * (mass_g / (water.density * 1000))\n",
" \n",
" return rh_percent, vapor_volume_percent, vapor_volume_percent_max"
]
},
{
"cell_type": "markdown",
"id": "93d3a439",
"metadata": {},
"source": [
"## 상대 습도 from 수분 부피 비율"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "bc890402-7c41-49d8-93c7-24821fbf49c1",
"metadata": {},
"outputs": [],
"source": [
"def prop_from_water_ratio (Tgas, ratio):\n",
"\n",
" water.TP = Tgas, ct.one_atm\n",
"\n",
" # 수분 비율 (상대 습도 100%)\n",
" vapor_volume_percent_max = water.P_sat / ct.one_atm\n",
"\n",
" water.TPQ = Tgas, water.P_sat, 1.\n",
"\n",
" # 상대습도(%) = 수분 비율 / 상대습도100% 수분 비율\n",
" rh_percent = 100 * ratio / vapor_volume_percent_max\n",
" \n",
" # 수분량 = 상대습도(%) * 상대습도100%수분량\n",
" mass_g = (water.density * 1000) * rh_percent / 100\n",
" \n",
" return rh_percent, mass_g, water.density * 1000"
]
},
{
"cell_type": "markdown",
"id": "85a9a35f",
"metadata": {},
"source": [
"## 수증기 분압 (온도, 상대습도)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "bcf49111",
"metadata": {},
"outputs": [],
"source": [
"def vp_from_T_rh (Tgas, rh):\n",
" '''\n",
" Vapor Pressure from Temperature and Relative Humidity\n",
" Tgas : Gas Temperature\n",
" rh : Relative Humidity in fraction 0 <= rh <= 1\n",
" '''\n",
"\n",
" water.TP = Tgas, ct.one_atm\n",
"\n",
" # 포화수증기압\n",
" p_sat = water.P_sat\n",
"\n",
" # 수증기 분압 = 상대습도 * 포화수증기압\n",
" vp = p_sat * min(rh, 1.0)\n",
" \n",
" return vp"
]
},
{
"cell_type": "markdown",
"id": "3ee6d7d5",
"metadata": {},
"source": [
"# LDG 수분 측정 Data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "939a48cc",
"metadata": {},
"outputs": [],
"source": [
"cnames = list(map(str.strip, open('220922/220922-115225_Converted.csv').readlines()[42].split(sep=',')))"
]
},
{
"cell_type": "markdown",
"id": "a041e530",
"metadata": {},
"source": [
"cnames"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3db765cd",
"metadata": {},
"outputs": [],
"source": [
"cnames[1] = 'time'"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "98ca4247",
"metadata": {},
"outputs": [],
"source": [
"def read_humidity_aps_csv (filename, trim=0):\n",
" header_size = 44\n",
" \n",
" ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
" ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
" ldg_raw['T'] = ldg_raw.apply(lambda row: (220./4.)*(row.CH2-1.) -40. + 273.15, axis=1)\n",
" ldg_raw['RH'] = ldg_raw.apply(lambda row: 25.*(row.CH1-1.), axis=1)\n",
" ldg_raw['vp'] = ldg_raw.apply(lambda row: vp_from_T_rh(row['T'], row.RH / 100.), axis=1)\n",
" \n",
" return ldg_raw"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "fe710faa",
"metadata": {},
"outputs": [],
"source": [
"def read_humidity_logger_csv (filename, trim=0):\n",
" header_size = 46\n",
" \n",
" ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
" ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
" ldg_raw['T'] = ldg_raw.apply(lambda row: (220./4.)*(float(row.CH2.replace('+',''))-1.) -40. + 273.15, axis=1)\n",
" ldg_raw['RH'] = ldg_raw.apply(lambda row: 25.*(float(row.CH1.replace('+',''))-1.), axis=1)\n",
" ldg_raw['vp'] = ldg_raw.apply(lambda row: vp_from_T_rh(row['T'], row.RH / 100.), axis=1)\n",
" \n",
" return ldg_raw"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "fec9d1c6",
"metadata": {},
"outputs": [],
"source": [
"def read_two_humidity_logger_csv (filename, trim=0):\n",
" header_size = 46\n",
" \n",
" ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
" ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
" \n",
" ldg_raw['T1'] = ldg_raw.apply(lambda row: (220./4.)*(float(row.CH2.replace('+',''))-1.) -40. + 273.15, axis=1)\n",
" ldg_raw['RH1'] = ldg_raw.apply(lambda row: 25.*(float(row.CH1.replace('+',''))-1.), axis=1)\n",
" ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
" \n",
" ldg_raw['T2'] = ldg_raw.apply(lambda row: (220./4.)*(float(row.CH5.replace('+',''))-1.) -40. + 273.15, axis=1)\n",
" ldg_raw['RH2'] = ldg_raw.apply(lambda row: 25.*(float(row.CH4.replace('+',''))-1.), axis=1)\n",
" ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
" \n",
" return ldg_raw"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "5604f316",
"metadata": {},
"outputs": [],
"source": [
"def read_two_humidity_logger_csv_v1026 (filename, trim=0):\n",
" import re\n",
" \n",
" upper_limit = re.compile(r'\\++')\n",
" \n",
" header_size = 46\n",
" \n",
" ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n",
" ldg_raw['timestamp'] = ldg_raw.apply(lambda row: pd.Timestamp(row.time + '.' + str(row.ms).strip()), axis=1)\n",
" \n",
" ldg_raw['T1'] = ldg_raw.apply(lambda row: float(row.CH2) + 273.15, axis=1)\n",
" ldg_raw['RH1'] = ldg_raw.apply(lambda row: (float(upper_limit.sub(\"100\", row.CH1[1:]))-1.), axis=1)\n",
" ldg_raw['vp1'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T1, row.RH1 / 100.), axis=1)\n",
" \n",
" ldg_raw['T2'] = ldg_raw.apply(lambda row: float(row.CH5) + 273.15, axis=1)\n",
" try:\n",
" ldg_raw['RH2'] = ldg_raw.apply(lambda row: (float(upper_limit.sub(\"100\", row.CH4[1:]))-1.), axis=1)\n",
" except TypeError:\n",
" ldg_raw['RH2'] = ldg_raw.CH4\n",
" ldg_raw['vp2'] = ldg_raw.apply(lambda row: vp_from_T_rh(row.T2, row.RH2 / 100.), axis=1)\n",
" \n",
" ldg_raw['Tamb'] = ldg_raw.apply(lambda row: float(row.CH7.replace('+','')) + 273.15, axis=1)\n",
"\n",
" return ldg_raw"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "68d59660",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_22196\\276399028.py:4: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
" ldg_raw = pd.read_csv(filename, skiprows=header_size, names=cnames, skipfooter=trim)\n"
]
}
],
"source": [
"ldg_station_raw = read_humidity_aps_csv('./220922/220922-115225_Converted.csv', )\n",
"ldg_pp_raw = read_humidity_aps_csv('./220922/220922-150245_Converted.csv', trim=500)\n",
"\n",
"ldg_station_raw_0926 = read_humidity_logger_csv('./220926/220926-102931.CSV')\n",
"\n",
"ldg_pp_0926 = read_two_humidity_logger_csv('./220926/220926-143350.CSV')\n",
"ldg_station_0926 = read_two_humidity_logger_csv('./220926/220926-160114.CSV')\n",
"\n",
"ldg_pp_1013 = read_two_humidity_logger_csv('./221013/221013-100208.CSV')"
]
},
{
"cell_type": "code",
"execution_count": 115,
"id": "cc718bfa",
"metadata": {},
"outputs": [],
"source": [
"ldg_pp_1019 = read_two_humidity_logger_csv('./221019/221019-145514.CSV')"
]
},
{
"cell_type": "code",
"execution_count": 123,
"id": "b0abe6cc",
"metadata": {},
"outputs": [],
"source": [
"ldg_pp_1026 = read_two_humidity_logger_csv_v1026('./221026/221026-111532.CSV')"
]
},
{
"cell_type": "code",
"execution_count": 124,
"id": "a9fdd208",
"metadata": {},
"outputs": [],
"source": [
"ldg_pp_1103 = read_two_humidity_logger_csv_v1026('./221103/221103-102930.CSV')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "500e1f54",
"metadata": {},
"outputs": [
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" 0.01 | \n",
" 0.00 | \n",
" 0.01 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 13:45:36.400 | \n",
" 303.275 | \n",
" 97.700 | \n",
" 4169.019855 | \n",
"
\n",
" \n",
"
\n",
"
33958 rows × 30 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" No. | \n",
" time | \n",
" ms | \n",
" CH1 | \n",
" CH2 | \n",
" CH3 | \n",
" CH4 | \n",
" CH5 | \n",
" CH6 | \n",
" CH7 | \n",
" ... | \n",
" CH18 | \n",
" CH19 | \n",
" CH20 | \n",
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" Alarm2 | \n",
" AlarmOut | \n",
" timestamp | \n",
" T | \n",
" RH | \n",
" vp | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 1 | \n",
" 2022-09-22 15:02:45 | \n",
" 0 | \n",
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" 0.01 | \n",
" 0.01 | \n",
" 0.00 | \n",
" 0.01 | \n",
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" -0.01 | \n",
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" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 15:02:45.000 | \n",
" 304.65 | \n",
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"
\n",
" \n",
" | 1 | \n",
" 2 | \n",
" 2022-09-22 15:02:45 | \n",
" 200 | \n",
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" 0.00 | \n",
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" -0.01 | \n",
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" 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 15:02:45.200 | \n",
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" 72.75 | \n",
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"
\n",
" \n",
" | 2 | \n",
" 3 | \n",
" 2022-09-22 15:02:45 | \n",
" 400 | \n",
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" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 15:02:45.400 | \n",
" 305.20 | \n",
" 72.75 | \n",
" 3463.981638 | \n",
"
\n",
" \n",
" | 3 | \n",
" 4 | \n",
" 2022-09-22 15:02:45 | \n",
" 600 | \n",
" 3.91 | \n",
" 2.30 | \n",
" 1.00 | \n",
" 0.01 | \n",
" 0.01 | \n",
" 0.01 | \n",
" 0.00 | \n",
" ... | \n",
" 0.00 | \n",
" -0.01 | \n",
" 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
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" 304.65 | \n",
" 72.75 | \n",
" 3357.719782 | \n",
"
\n",
" \n",
" | 4 | \n",
" 5 | \n",
" 2022-09-22 15:02:45 | \n",
" 800 | \n",
" 3.91 | \n",
" 2.30 | \n",
" 1.00 | \n",
" 0.01 | \n",
" 0.01 | \n",
" 0.01 | \n",
" 0.00 | \n",
" ... | \n",
" 0.00 | \n",
" -0.01 | \n",
" 0.01 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 15:02:45.800 | \n",
" 304.65 | \n",
" 72.75 | \n",
" 3357.719782 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
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" ... | \n",
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" ... | \n",
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" ... | \n",
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" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 20565 | \n",
" 20566 | \n",
" 2022-09-22 16:11:18 | \n",
" 0 | \n",
" 4.33 | \n",
" 2.25 | \n",
" 1.01 | \n",
" -0.01 | \n",
" -0.01 | \n",
" -0.01 | \n",
" 0.01 | \n",
" ... | \n",
" 0.01 | \n",
" 0.01 | \n",
" 0.01 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 16:11:18.000 | \n",
" 301.90 | \n",
" 83.25 | \n",
" 3281.698205 | \n",
"
\n",
" \n",
" | 20566 | \n",
" 20567 | \n",
" 2022-09-22 16:11:18 | \n",
" 200 | \n",
" 4.33 | \n",
" 2.25 | \n",
" 1.01 | \n",
" -0.01 | \n",
" 0.00 | \n",
" -0.01 | \n",
" 0.01 | \n",
" ... | \n",
" 0.01 | \n",
" 0.01 | \n",
" 0.01 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 16:11:18.200 | \n",
" 301.90 | \n",
" 83.25 | \n",
" 3281.698205 | \n",
"
\n",
" \n",
" | 20567 | \n",
" 20568 | \n",
" 2022-09-22 16:11:18 | \n",
" 400 | \n",
" 4.33 | \n",
" 2.25 | \n",
" 1.01 | \n",
" -0.01 | \n",
" 0.00 | \n",
" -0.01 | \n",
" 0.01 | \n",
" ... | \n",
" 0.00 | \n",
" 0.01 | \n",
" 0.01 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 16:11:18.400 | \n",
" 301.90 | \n",
" 83.25 | \n",
" 3281.698205 | \n",
"
\n",
" \n",
" | 20568 | \n",
" 20569 | \n",
" 2022-09-22 16:11:18 | \n",
" 600 | \n",
" 4.32 | \n",
" 2.25 | \n",
" 1.00 | \n",
" -0.01 | \n",
" -0.01 | \n",
" -0.01 | \n",
" -0.01 | \n",
" ... | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 16:11:18.600 | \n",
" 301.90 | \n",
" 83.00 | \n",
" 3271.843255 | \n",
"
\n",
" \n",
" | 20569 | \n",
" 20570 | \n",
" 2022-09-22 16:11:18 | \n",
" 800 | \n",
" 4.32 | \n",
" 2.25 | \n",
" 1.00 | \n",
" -0.01 | \n",
" -0.01 | \n",
" -0.01 | \n",
" -0.01 | \n",
" ... | \n",
" 0.00 | \n",
" 0.01 | \n",
" 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLLLLLL | \n",
" 2022-09-22 16:11:18.800 | \n",
" 301.90 | \n",
" 83.00 | \n",
" 3271.843255 | \n",
"
\n",
" \n",
"
\n",
"
20570 rows × 30 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" No. | \n",
" time | \n",
" ms | \n",
" CH1 | \n",
" CH2 | \n",
" CH3 | \n",
" CH4 | \n",
" CH5 | \n",
" CH6 | \n",
" CH7 | \n",
" ... | \n",
" CH18 | \n",
" CH19 | \n",
" CH20 | \n",
" Alarm1 | \n",
" Alarm2 | \n",
" AlarmOut | \n",
" timestamp | \n",
" T | \n",
" RH | \n",
" vp | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 1 | \n",
" 2022/09/26 10:29:32 | \n",
" 0 | \n",
" + 4.987 | \n",
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" + 2.138 | \n",
" + 0.008 | \n",
" + 0.001 | \n",
" + 0.001 | \n",
" ... | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 10:29:32 | \n",
" 295.245 | \n",
" 99.675 | \n",
" 2645.612154 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2 | \n",
" 2022/09/26 10:29:33 | \n",
" 0 | \n",
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" + 2.129 | \n",
" + 1.007 | \n",
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" + 0.008 | \n",
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" + 0.001 | \n",
" ... | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 10:29:33 | \n",
" 295.245 | \n",
" 99.675 | \n",
" 2645.612154 | \n",
"
\n",
" \n",
" | 2 | \n",
" 3 | \n",
" 2022/09/26 10:29:34 | \n",
" 0 | \n",
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" ... | \n",
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" - 0.01 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 10:29:34 | \n",
" 295.245 | \n",
" 99.675 | \n",
" 2645.612154 | \n",
"
\n",
" \n",
" | 3 | \n",
" 4 | \n",
" 2022/09/26 10:29:35 | \n",
" 0 | \n",
" + 4.987 | \n",
" + 2.129 | \n",
" + 1.007 | \n",
" + 2.138 | \n",
" + 0.007 | \n",
" + 0.002 | \n",
" + 0.001 | \n",
" ... | \n",
" - 0.01 | \n",
" + 0.00 | \n",
" - 0.01 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 10:29:35 | \n",
" 295.245 | \n",
" 99.675 | \n",
" 2645.612154 | \n",
"
\n",
" \n",
" | 4 | \n",
" 5 | \n",
" 2022/09/26 10:29:36 | \n",
" 0 | \n",
" + 4.987 | \n",
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" + 2.138 | \n",
" + 0.007 | \n",
" + 0.002 | \n",
" + 0.002 | \n",
" ... | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" - 0.01 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 10:29:36 | \n",
" 295.245 | \n",
" 99.675 | \n",
" 2645.612154 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 5103 | \n",
" 5104 | \n",
" 2022/09/26 11:54:35 | \n",
" 0 | \n",
" + 4.996 | \n",
" + 2.159 | \n",
" + 1.009 | \n",
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" + 0.006 | \n",
" + 0.001 | \n",
" + 0.001 | \n",
" ... | \n",
" - 0.01 | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 11:54:35 | \n",
" 296.895 | \n",
" 99.900 | \n",
" 2930.281587 | \n",
"
\n",
" \n",
" | 5104 | \n",
" 5105 | \n",
" 2022/09/26 11:54:36 | \n",
" 0 | \n",
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" + 0.001 | \n",
" + 0.001 | \n",
" ... | \n",
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" + 0.00 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 11:54:36 | \n",
" 296.895 | \n",
" 99.875 | \n",
" 2929.548283 | \n",
"
\n",
" \n",
" | 5105 | \n",
" 5106 | \n",
" 2022/09/26 11:54:37 | \n",
" 0 | \n",
" + 4.995 | \n",
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" + 1.009 | \n",
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" ... | \n",
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" + 0.00 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 11:54:37 | \n",
" 296.895 | \n",
" 99.875 | \n",
" 2929.548283 | \n",
"
\n",
" \n",
" | 5106 | \n",
" 5107 | \n",
" 2022/09/26 11:54:38 | \n",
" 0 | \n",
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" + 0.001 | \n",
" + 0.001 | \n",
" ... | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 11:54:38 | \n",
" 296.950 | \n",
" 99.850 | \n",
" 2938.524485 | \n",
"
\n",
" \n",
" | 5107 | \n",
" 5108 | \n",
" 2022/09/26 11:54:39 | \n",
" 0 | \n",
" + 4.994 | \n",
" + 2.159 | \n",
" + 1.009 | \n",
" + 2.170 | \n",
" + 0.006 | \n",
" + 0.001 | \n",
" + 0.001 | \n",
" ... | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" + 0.00 | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-09-26 11:54:39 | \n",
" 296.895 | \n",
" 99.850 | \n",
" 2928.814979 | \n",
"
\n",
" \n",
"
\n",
"
5108 rows × 30 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" No. | \n",
" time | \n",
" ms | \n",
" CH1 | \n",
" CH2 | \n",
" CH3 | \n",
" CH4 | \n",
" CH5 | \n",
" CH6 | \n",
" CH7 | \n",
" ... | \n",
" Alarm1 | \n",
" Alarm2 | \n",
" AlarmOut | \n",
" timestamp | \n",
" T1 | \n",
" RH1 | \n",
" vp1 | \n",
" T2 | \n",
" RH2 | \n",
" vp2 | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 1 | \n",
" 2022/10/13 10:02:09 | \n",
" 0 | \n",
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" + 2.080 | \n",
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" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 10:02:09 | \n",
" 292.66 | \n",
" 97.950 | \n",
" 2217.317510 | \n",
" 292.550 | \n",
" 35.350 | \n",
" 794.769171 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2 | \n",
" 2022/10/13 10:02:10 | \n",
" 0 | \n",
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" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 10:02:10 | \n",
" 292.66 | \n",
" 97.950 | \n",
" 2217.317510 | \n",
" 292.605 | \n",
" 35.275 | \n",
" 795.801694 | \n",
"
\n",
" \n",
" | 2 | \n",
" 3 | \n",
" 2022/10/13 10:02:11 | \n",
" 0 | \n",
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" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 10:02:11 | \n",
" 292.66 | \n",
" 97.925 | \n",
" 2216.751579 | \n",
" 292.550 | \n",
" 35.275 | \n",
" 793.082957 | \n",
"
\n",
" \n",
" | 3 | \n",
" 4 | \n",
" 2022/10/13 10:02:12 | \n",
" 0 | \n",
" + 4.917 | \n",
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" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 10:02:12 | \n",
" 292.66 | \n",
" 97.925 | \n",
" 2216.751579 | \n",
" 292.550 | \n",
" 35.250 | \n",
" 792.520885 | \n",
"
\n",
" \n",
" | 4 | \n",
" 5 | \n",
" 2022/10/13 10:02:13 | \n",
" 0 | \n",
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" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 10:02:13 | \n",
" 292.66 | \n",
" 97.925 | \n",
" 2216.751579 | \n",
" 292.550 | \n",
" 35.250 | \n",
" 792.520885 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
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" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 21251 | \n",
" 21252 | \n",
" 2022/10/13 15:56:20 | \n",
" 0 | \n",
" + 4.815 | \n",
" + 2.186 | \n",
" + 1.002 | \n",
" + 1.953 | \n",
" + 2.189 | \n",
" + 1.002 | \n",
" + 0.004 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 15:56:20 | \n",
" 298.38 | \n",
" 95.375 | \n",
" 3057.571525 | \n",
" 298.545 | \n",
" 23.825 | \n",
" 771.323885 | \n",
"
\n",
" \n",
" | 21252 | \n",
" 21253 | \n",
" 2022/10/13 15:56:21 | \n",
" 0 | \n",
" + 4.815 | \n",
" + 2.186 | \n",
" + 1.002 | \n",
" + 1.953 | \n",
" + 2.189 | \n",
" + 1.002 | \n",
" + 0.004 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 15:56:21 | \n",
" 298.38 | \n",
" 95.375 | \n",
" 3057.571525 | \n",
" 298.545 | \n",
" 23.825 | \n",
" 771.323885 | \n",
"
\n",
" \n",
" | 21253 | \n",
" 21254 | \n",
" 2022/10/13 15:56:22 | \n",
" 0 | \n",
" + 4.815 | \n",
" + 2.186 | \n",
" + 1.002 | \n",
" + 1.953 | \n",
" + 2.189 | \n",
" + 1.002 | \n",
" + 0.004 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 15:56:22 | \n",
" 298.38 | \n",
" 95.375 | \n",
" 3057.571525 | \n",
" 298.545 | \n",
" 23.825 | \n",
" 771.323885 | \n",
"
\n",
" \n",
" | 21254 | \n",
" 21255 | \n",
" 2022/10/13 15:56:23 | \n",
" 0 | \n",
" + 4.814 | \n",
" + 2.186 | \n",
" + 1.002 | \n",
" + 1.953 | \n",
" + 2.189 | \n",
" + 1.002 | \n",
" + 0.004 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 15:56:23 | \n",
" 298.38 | \n",
" 95.350 | \n",
" 3056.770065 | \n",
" 298.545 | \n",
" 23.825 | \n",
" 771.323885 | \n",
"
\n",
" \n",
" | 21255 | \n",
" 21256 | \n",
" 2022/10/13 15:56:24 | \n",
" 0 | \n",
" + 4.814 | \n",
" + 2.186 | \n",
" + 1.002 | \n",
" + 1.953 | \n",
" + 2.189 | \n",
" + 1.002 | \n",
" + 0.004 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-13 15:56:24 | \n",
" 298.38 | \n",
" 95.350 | \n",
" 3056.770065 | \n",
" 298.545 | \n",
" 23.825 | \n",
" 771.323885 | \n",
"
\n",
" \n",
"
\n",
"
21256 rows × 33 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" No. | \n",
" time | \n",
" ms | \n",
" CH1 | \n",
" CH2 | \n",
" CH3 | \n",
" CH4 | \n",
" CH5 | \n",
" CH6 | \n",
" CH7 | \n",
" ... | \n",
" Alarm2 | \n",
" AlarmOut | \n",
" timestamp | \n",
" T1 | \n",
" RH1 | \n",
" vp1 | \n",
" T2 | \n",
" RH2 | \n",
" vp2 | \n",
" Tamb | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 1 | \n",
" 2022/10/26 11:15:42 | \n",
" 0 | \n",
" +++++++ | \n",
" 17.044 | \n",
" + 5.234 | \n",
" 36.731 | \n",
" 17.050 | \n",
" + 3.691 | \n",
" + 20.1 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-26 11:15:42 | \n",
" 290.194 | \n",
" 99.0 | \n",
" 1919.649103 | \n",
" 290.200 | \n",
" 36.731 | \n",
" 712.499514 | \n",
" 293.25 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2 | \n",
" 2022/10/26 11:15:52 | \n",
" 0 | \n",
" +++++++ | \n",
" 17.056 | \n",
" + 5.235 | \n",
" 36.706 | \n",
" 17.050 | \n",
" + 3.691 | \n",
" + 20.5 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-26 11:15:52 | \n",
" 290.206 | \n",
" 99.0 | \n",
" 1921.109731 | \n",
" 290.200 | \n",
" 36.706 | \n",
" 712.014570 | \n",
" 293.65 | \n",
"
\n",
" \n",
" | 2 | \n",
" 3 | \n",
" 2022/10/26 11:16:02 | \n",
" 0 | \n",
" +++++++ | \n",
" 17.056 | \n",
" + 5.234 | \n",
" 36.681 | \n",
" 17.044 | \n",
" + 3.691 | \n",
" + 20.0 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-26 11:16:02 | \n",
" 290.206 | \n",
" 99.0 | \n",
" 1921.109731 | \n",
" 290.194 | \n",
" 36.681 | \n",
" 711.259078 | \n",
" 293.15 | \n",
"
\n",
" \n",
" | 3 | \n",
" 4 | \n",
" 2022/10/26 11:16:12 | \n",
" 0 | \n",
" +++++++ | \n",
" 17.056 | \n",
" + 5.234 | \n",
" 36.706 | \n",
" 17.056 | \n",
" + 3.691 | \n",
" + 19.8 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-26 11:16:12 | \n",
" 290.206 | \n",
" 99.0 | \n",
" 1921.109731 | \n",
" 290.206 | \n",
" 36.706 | \n",
" 712.285392 | \n",
" 292.95 | \n",
"
\n",
" \n",
" | 4 | \n",
" 5 | \n",
" 2022/10/26 11:16:22 | \n",
" 0 | \n",
" +++++++ | \n",
" 17.063 | \n",
" + 5.234 | \n",
" 36.650 | \n",
" 17.063 | \n",
" + 3.691 | \n",
" + 19.5 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-26 11:16:22 | \n",
" 290.213 | \n",
" 99.0 | \n",
" 1921.962213 | \n",
" 290.213 | \n",
" 36.650 | \n",
" 711.514294 | \n",
" 292.65 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 17110 | \n",
" 17111 | \n",
" 2022/10/28 10:47:22 | \n",
" 0 | \n",
" +++++++ | \n",
" 20.431 | \n",
" +10.030 | \n",
" 30.325 | \n",
" 19.763 | \n",
" + 4.251 | \n",
" + 18.7 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-28 10:47:22 | \n",
" 293.581 | \n",
" 99.0 | \n",
" 2372.696223 | \n",
" 292.913 | \n",
" 30.325 | \n",
" 697.348572 | \n",
" 291.85 | \n",
"
\n",
" \n",
" | 17111 | \n",
" 17112 | \n",
" 2022/10/28 10:47:32 | \n",
" 0 | \n",
" +++++++ | \n",
" 20.431 | \n",
" +10.031 | \n",
" 30.338 | \n",
" 19.763 | \n",
" + 4.251 | \n",
" + 18.7 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-28 10:47:32 | \n",
" 293.581 | \n",
" 99.0 | \n",
" 2372.696223 | \n",
" 292.913 | \n",
" 30.338 | \n",
" 697.647518 | \n",
" 291.85 | \n",
"
\n",
" \n",
" | 17112 | \n",
" 17113 | \n",
" 2022/10/28 10:47:42 | \n",
" 0 | \n",
" +++++++ | \n",
" 20.431 | \n",
" +10.031 | \n",
" 30.338 | \n",
" 19.763 | \n",
" + 4.252 | \n",
" + 18.7 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-28 10:47:42 | \n",
" 293.581 | \n",
" 99.0 | \n",
" 2372.696223 | \n",
" 292.913 | \n",
" 30.338 | \n",
" 697.647518 | \n",
" 291.85 | \n",
"
\n",
" \n",
" | 17113 | \n",
" 17114 | \n",
" 2022/10/28 10:47:52 | \n",
" 0 | \n",
" +++++++ | \n",
" 20.431 | \n",
" +10.030 | \n",
" 30.313 | \n",
" 19.769 | \n",
" + 4.251 | \n",
" + 18.7 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-28 10:47:52 | \n",
" 293.581 | \n",
" 99.0 | \n",
" 2372.696223 | \n",
" 292.919 | \n",
" 30.313 | \n",
" 697.332228 | \n",
" 291.85 | \n",
"
\n",
" \n",
" | 17114 | \n",
" 17115 | \n",
" 2022/10/28 10:48:02 | \n",
" 0 | \n",
" +++++++ | \n",
" 20.438 | \n",
" +10.031 | \n",
" 30.275 | \n",
" 19.769 | \n",
" + 4.251 | \n",
" + 18.8 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-10-28 10:48:02 | \n",
" 293.588 | \n",
" 99.0 | \n",
" 2373.721861 | \n",
" 292.919 | \n",
" 30.275 | \n",
" 696.458061 | \n",
" 291.95 | \n",
"
\n",
" \n",
"
\n",
"
17115 rows × 34 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" No. | \n",
" time | \n",
" ms | \n",
" CH1 | \n",
" CH2 | \n",
" CH3 | \n",
" CH4 | \n",
" CH5 | \n",
" CH6 | \n",
" CH7 | \n",
" ... | \n",
" Alarm2 | \n",
" AlarmOut | \n",
" timestamp | \n",
" T1 | \n",
" RH1 | \n",
" vp1 | \n",
" T2 | \n",
" RH2 | \n",
" vp2 | \n",
" Tamb | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 1 | \n",
" 2022/11/03 10:29:40 | \n",
" 0 | \n",
" +++++++ | \n",
" 15.681 | \n",
" + 4.368 | \n",
" 44.388 | \n",
" 15.788 | \n",
" + 3.064 | \n",
" + 16.7 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-03 10:29:40 | \n",
" 288.831 | \n",
" 99.0 | \n",
" 1759.950724 | \n",
" 288.938 | \n",
" 44.388 | \n",
" 794.523446 | \n",
" 289.85 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2 | \n",
" 2022/11/03 10:29:50 | \n",
" 0 | \n",
" +++++++ | \n",
" 15.669 | \n",
" + 4.368 | \n",
" 44.250 | \n",
" 15.788 | \n",
" + 3.064 | \n",
" + 16.7 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-03 10:29:50 | \n",
" 288.819 | \n",
" 99.0 | \n",
" 1758.598163 | \n",
" 288.938 | \n",
" 44.250 | \n",
" 792.053314 | \n",
" 289.85 | \n",
"
\n",
" \n",
" | 2 | \n",
" 3 | \n",
" 2022/11/03 10:30:00 | \n",
" 0 | \n",
" +++++++ | \n",
" 15.681 | \n",
" + 4.368 | \n",
" 44.119 | \n",
" 15.800 | \n",
" + 3.063 | \n",
" + 16.8 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-03 10:30:00 | \n",
" 288.831 | \n",
" 99.0 | \n",
" 1759.950724 | \n",
" 288.950 | \n",
" 44.119 | \n",
" 790.315287 | \n",
" 289.95 | \n",
"
\n",
" \n",
" | 3 | \n",
" 4 | \n",
" 2022/11/03 10:30:10 | \n",
" 0 | \n",
" +++++++ | \n",
" 15.694 | \n",
" + 4.368 | \n",
" 44.044 | \n",
" 15.813 | \n",
" + 3.064 | \n",
" + 16.7 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-03 10:30:10 | \n",
" 288.844 | \n",
" 99.0 | \n",
" 1761.417028 | \n",
" 288.963 | \n",
" 44.044 | \n",
" 789.628511 | \n",
" 289.85 | \n",
"
\n",
" \n",
" | 4 | \n",
" 5 | \n",
" 2022/11/03 10:30:20 | \n",
" 0 | \n",
" +++++++ | \n",
" 15.706 | \n",
" + 4.368 | \n",
" 43.913 | \n",
" 15.813 | \n",
" + 3.064 | \n",
" + 16.6 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-03 10:30:20 | \n",
" 288.856 | \n",
" 99.0 | \n",
" 1762.771492 | \n",
" 288.963 | \n",
" 43.913 | \n",
" 787.279920 | \n",
" 289.75 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 8648 | \n",
" 8649 | \n",
" 2022/11/04 10:31:00 | \n",
" 0 | \n",
" +++++++ | \n",
" 13.088 | \n",
" + 7.448 | \n",
" 44.381 | \n",
" 13.219 | \n",
" + 0.927 | \n",
" + 12.4 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-04 10:31:00 | \n",
" 286.238 | \n",
" 99.0 | \n",
" 1488.041004 | \n",
" 286.369 | \n",
" 44.381 | \n",
" 672.813732 | \n",
" 285.55 | \n",
"
\n",
" \n",
" | 8649 | \n",
" 8650 | \n",
" 2022/11/04 10:31:10 | \n",
" 0 | \n",
" +++++++ | \n",
" 13.088 | \n",
" + 7.023 | \n",
" 44.313 | \n",
" 13.225 | \n",
" + 0.766 | \n",
" + 12.2 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-04 10:31:10 | \n",
" 286.238 | \n",
" 99.0 | \n",
" 1488.041004 | \n",
" 286.375 | \n",
" 44.313 | \n",
" 672.046179 | \n",
" 285.35 | \n",
"
\n",
" \n",
" | 8650 | \n",
" 8651 | \n",
" 2022/11/04 10:31:20 | \n",
" 0 | \n",
" +++++++ | \n",
" 13.081 | \n",
" + 7.021 | \n",
" 44.281 | \n",
" 13.213 | \n",
" + 0.605 | \n",
" + 12.1 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-04 10:31:20 | \n",
" 286.231 | \n",
" 99.0 | \n",
" 1487.360060 | \n",
" 286.363 | \n",
" 44.281 | \n",
" 671.034693 | \n",
" 285.25 | \n",
"
\n",
" \n",
" | 8651 | \n",
" 8652 | \n",
" 2022/11/04 10:31:30 | \n",
" 0 | \n",
" +++++++ | \n",
" 13.075 | \n",
" + 7.021 | \n",
" 44.313 | \n",
" 13.200 | \n",
" + 0.605 | \n",
" + 12.2 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-04 10:31:30 | \n",
" 286.225 | \n",
" 99.0 | \n",
" 1486.776613 | \n",
" 286.350 | \n",
" 44.313 | \n",
" 670.949593 | \n",
" 285.35 | \n",
"
\n",
" \n",
" | 8652 | \n",
" 8653 | \n",
" 2022/11/04 10:31:40 | \n",
" 0 | \n",
" +++++++ | \n",
" 13.081 | \n",
" + 7.021 | \n",
" 44.300 | \n",
" 13.194 | \n",
" + 0.604 | \n",
" + 12.2 | \n",
" ... | \n",
" LLLLLLLLLL | \n",
" LLLL | \n",
" 2022-11-04 10:31:40 | \n",
" 286.231 | \n",
" 99.0 | \n",
" 1487.360060 | \n",
" 286.344 | \n",
" 44.300 | \n",
" 670.489889 | \n",
" 285.35 | \n",
"
\n",
" \n",
"
\n",
"
8653 rows × 34 columns
\n",
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert(axe1, twin, ldg_station_raw)\n",
"axe2.plot(ldg_station_raw.timestamp, 100*ldg_station_raw.vp / (ct.one_atm + gas_pressure / 1000. * 997 * 9.80665))\n",
"axe2.set_ylim(ymin=0, ymax=5)\n",
"axe2.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "69b2df79",
"metadata": {},
"source": [
"## 9보일러 전단 데이터 (22-09-22 15:00~ )"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "ddc35389",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert(axe1, twin, ldg_pp_raw)\n",
"axe2.plot(ldg_pp_raw.timestamp, 100*ldg_pp_raw.vp / (ct.one_atm + 0.4 * 997 * 9.80665))\n",
"axe2.set_ylim(ymin=0, ymax=5)\n",
"axe2.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "2fd8d3e0",
"metadata": {},
"source": [
"## 부스터 후단 데이터 (22-09-26 10:30~ )"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "840a5dce",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert(axe1, twin, ldg_station_raw_0926)\n",
"axe2.plot(ldg_station_raw_0926.timestamp, 100*ldg_station_raw_0926.vp / (ct.one_atm + 0.4 * 997 * 9.80665))\n",
"axe2.set_ylim(ymin=0, ymax=5)\n",
"axe2.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "0811f247",
"metadata": {},
"source": [
"## 9보일러 전단 데이터 (22-09-26 14:30~ )"
]
},
{
"cell_type": "code",
"execution_count": 173,
"id": "73b4b0aa",
"metadata": {},
"outputs": [],
"source": [
"def plot_convert_two (axe, twin, axe2, ldg_station_raw):\n",
" axe.plot(ldg_station_raw.timestamp, ldg_station_raw.RH1, ':', label=\"상대습도 %\")\n",
" axe.plot(ldg_station_raw.timestamp, ldg_station_raw.RH2, ':')\n",
" twin.plot(ldg_station_raw.timestamp, ldg_station_raw.T1 - 273.15, label=\"온도 'C\")\n",
" twin.plot(ldg_station_raw.timestamp, ldg_station_raw.T2 - 273.15)\n",
" # twin.plot(ldg_station_raw.timestamp, (ldg_station_raw.CH3 - 1) * 25.)\n",
" axe.set_ylim(0, 100)\n",
" twin.set_ylim(0, 50)\n",
" axe.tick_params(axis='x', labelrotation = 45)\n",
" \n",
" axe2.plot(ldg_station_raw.timestamp, 100*ldg_station_raw.vp1 / (ct.one_atm + 0.4 * 997 * 9.80665), label='수분량 %')\n",
" axe2.plot(ldg_station_raw.timestamp, 100*ldg_station_raw.vp2 / (ct.one_atm + 0.4 * 997 * 9.80665))\n",
" axe2.set_ylim(ymin=0, ymax=5)\n",
" axe2.tick_params(axis='x', labelrotation = 45)\n",
" \n",
" axe.legend(loc='lower left')\n",
" twin.legend(loc='lower right')\n",
" axe2.legend()\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "88d45629",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert_two(axe1, twin, axe2, ldg_pp_0926)\n"
]
},
{
"cell_type": "markdown",
"id": "b3361c08",
"metadata": {},
"source": [
"## 9보일러 전단 데이터 (22-10-13 10:00~ )"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "f00a50bf",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert_two(axe1, twin, axe2, ldg_pp_1013)\n"
]
},
{
"cell_type": "markdown",
"id": "4bc37594",
"metadata": {},
"source": [
"## 9보일러 전단 데이터 (22-10-19 15:00~ )"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "8683d6fa",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert_two(axe1, twin, axe2, ldg_pp_1019)\n",
"axe2.set_xlim(pd.Timestamp(\"2022.10.19-15:00\"), pd.Timestamp(\"2022.10.21\"))\n",
"axe1.legend()\n",
"axe2.legend()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "2cc55e94",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ldg_pp_1019.timestamp, ldg_pp_1019.CH3.apply(lambda row: (float(row[1:]))))\n",
"plt.plot(ldg_pp_1019.timestamp, ldg_pp_1019.CH6.apply(lambda row: (float(row[1:]))))\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "8993dcdb",
"metadata": {},
"source": [
"## 9보일러 전단 데이터 (22-10-26 15:00~ )"
]
},
{
"cell_type": "code",
"execution_count": 139,
"id": "a0cc8692",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert_two(axe1, twin, axe2, ldg_pp_1026)\n",
"axe2.set_xlim(pd.Timestamp(\"2022.10.26-10:30\"), pd.Timestamp(\"2022.10.28-11:00\"))\n",
"axe1.legend()\n",
"axe2.legend()"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "86b0758a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ldg_pp_1026.timestamp, ldg_pp_1026.CH3.apply(lambda row: (float(row[1:]))))\n",
"plt.plot(ldg_pp_1026.timestamp, ldg_pp_1026.CH6.apply(lambda row: (float(row[1:]))))\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "1fea9115",
"metadata": {},
"source": [
"## 9보일러 전단 데이터 (22-11-03 15:00~ )"
]
},
{
"cell_type": "code",
"execution_count": 174,
"id": "60d26b0a",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axe1, axe2) = plt.subplots(2, 1, figsize=fig_dim, sharex=True, dpi=fig_dpi)\n",
"twin = axe1.twinx()\n",
"\n",
"plot_convert_two(axe1, twin, axe2, ldg_pp_1103)\n",
"axe2.set_xlim(pd.Timestamp(\"2022.11.03-10:30\"), pd.Timestamp(\"2022.11.04-10:30\"))\n",
"axe1.legend()\n",
"axe2.legend()"
]
},
{
"cell_type": "code",
"execution_count": 172,
"id": "acf5e688",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PepWFUlRxNfkhDSMnhp/HBgHHbz7X/zHpj3vOsd2n+y+Cv37JKqLTY2EKvrJ6a2H4edoWwTbrq+Xqz8Oih+DvJ8KrwQjp4mei1tPtv4TffzBU8EmTm99ZFIZqjJxow0JSlZVnXTZQWWk3sNN4bV7yZ4Dz94U3nrHZAHb91sBlzL3WXvBrvh/mXgP3XQCfuxdu/YVNNbLtZ2HPHyT/r38jLX7G5n0C69945VFrnbgh8Fq44hM2sDONrp7gfYR9H7YSrDI7WmYgltWsOTbcYfgYGLNquH2zI+CaL9jP9T4ciikKPC2kwH2efbA9lpd8JNz2xrP23XURIei+xRRz77tWGaUFwxZ6wzonrBXUk6Ks/ParZaWUiDzFYk/EN56x7y8/MvD6l79juyT//jFccSzc9RvoWwZPXG8VFcAjf07//5HeNAwXaAhWUYHtwgyE5+6072NnRLdv/0X7XsqXHhyTXB5GxNK3DMRnJWLDHZwFU6orB6ttFZU9UNK685Eb31dcwWfJlYcTuH2M+KhS6i/2pY/e+b+5OquyrHQ0UHH4N0bahVaPL6t3WXjBxfMbdY+y75Vi2Pp7yg70yeva9Ln7QusJQovKdfncMZF8+Xy/gVhWlchl5GRPu8HTYqPc54iy8rZBTIGmXA+FvvTzUegN2+XqTFJWLz8afThqN7Ayxhj+M/81Zk1eaWAV3HOunc4wYxvY8uPZNi5rqvEP1HPB+EPxZcrQXfQVlFWkfQk3yUDb5j/l893W2gM7EubL9S2reCaFgVhWlXAO93rDF6o5j0ldwkRlla9cp0+xN11RFnurs6zO3C69zRkzKJTVAwvf5Ijz7maT6SvX/s99y+G6L9uD/PBlsNnh2U1MXfo63PozOw9twqxs6qyoTBx1WFa+sol3b/zuRxrFfpRpvZaV5KLnx1lWkcUdxFp/8fNYqd0DIavwhbRj4p/fJ66z04Z2+F8iDw1n5bo6nGLx/Whpgxq+XyrOsjdDH6H00w30UWUVkvRMf/Z1O1r14MI3a6+wb3l4gE3BXvRZKat//wjuPss6q49MWOhnwe3w6uN2ntl6/xNO50ijWLQLFzhSuw91KKtINy5Wf+npXeH/+7P86rGsJGdvzkgkeaCsnGPfFMMbNu48zlpZuXacvQvs+zPY6piB1ZP20Ln/wvDzK4/Z16iJdgAF7LFIs6ze9eKd7vtdcv3L3rATzuPke6y/8bbT7Pc0y2r0VHj7xei2BobTdJyy8g/Fw8+/xezVxpZNZ6qJuPWQ5XSB5++178/cUv7be2/BBR8I5e/yPOz0lcr1PXVj9Lvf1nk3pJcDexHFU4Mk4Q/3R57s10NhefBF7JP3ttOsX0vy9oJeZXb0iZ40O/8/PwlDIRySg00OgVVTUvoYY28epxzSYp9WLA2UWnBzjRwfpi7OdZXnhFp9eztFZL3/SZbbH2tsbzMvgF0hZqDKKk2BX+9dD1sfB3edac/P0iBUIklZzdga5v89Ws+8v0W/53vsubz/QpjjjRqPWQ32/rHtWt9yKjx/dyDHKav49KWEa0ktq2T+fP/zzF5tbH2xV3ETPsvRjEon7r0lUUXpUnFUYtmb9r1ruB129v//j96qJEkWxPcnB4pIbL7xjQ+G3b4T/v7KXDvy944/p9I7sr4CzHfbuKBbf1a5vU/+A9bZo3z7XWeWb3ttHhyeEppw7Rftu+ti+sfV90O54Ee3bcQ4OPZGG0A7cZ1yK+L9J8AG+8H4mZX3I43tPmdTp5z+vvq6gv3d4JKHKUF6bmNC62WTw8pXjV5psn0/9GIb3Am29wAwbDR86t/w4MVWGZkipXM8fiZ8/v5Q5nN3hMoqzbJK8gFq6EIy7pwV6+r2xC6yLC2rSicuLreak+wU6bp7V/6fJAulZDEZWPI8/PfC6O//+gHcdz488df4f1o2PTxMkdIzOrSOJm8AHzrbPpWBSB/RpVEBGDvdvu99qi3vXrufbLdXWlnlvvOj3/2ykgv3t7DCHhN/1G/qZjD7oGiOptL/Ckxat75uf8lnlrGy2vBD4WfX/bWFPcd3V7llleRXdMGdE2bZ16qb2u+FXq/bVsFqShsNTDpuqqwsfYUiLy95r/TdKSlTj7Iqy+2T4cGu1K6407Oq0ZvgInUjYKmhCxXqmn1w8L+xm8tZbXO+BR+5zGbYBHvjd42A/U+HA34TynX/v/GH7auUzM3bZ9/ycxf6JoeG/7Pxh8MuWC2WyWpedLfkoiEExUJjk/7FKcmuI9Yq6XxFlIVQUibGeIMN+QRlFQthgPAad3WWRjH981NBWaVaVs3tBnaUsnr29Xc58cowpuP3dyxgwetL6/PpuYhfR1wBvLvY+pZO3wb+dUqNlVdoWNlIWw2WlbvYUoedK9Qleavs4mXcfq//Adt1Gz42lFG6WL1hcT91CCR3CZKc7fFyAxn+jzzRJXrzmQKZx1NV05Z6LKukh45/nCKWFeG1k0sICk1SVvE6nZKpaFn58rUbWDMjh+WZEFut5pgL7mXB4nfLyu4ze5XqKn3zuej3uAJ4/h7rIH91Ltz921qaGw2Wu/AAePa28PtAuoFZWFaum1SWCiS4AZIuTPfZj44uLSDQXV7ekeSsjyuSgVgm8S5K6eZzFkQLlFXWPqvIcfIsqzt+bdcsdGVSLauEIVtXZ0TBmuTy/jFsE8uqoxzsU1cewe1fn8O6J4ajG0++8k6ZAhs5LM8ZH90i/u/J9Dca6H+vZ9jxqZvshNA1trffX3k8+ntNllXgJ3GpOtLKJf5WtBdZaWQv9j+5mGICz2eRD8uWLKuu6G8+SWEQ8Qu8XsvKj7u67ivpbWkUTtkufgq+M7ZCuS7Y51Qbc7fsTTvxeosjYfL6yefL78qKROP0Fj0clKmgrJIUdsmyCtr80oM2BbUVEi07eqr3OZgTWaasmuuz6ihlBdDTVX4SVurpqvi9ImW+o5TYIqh/Dph/Q8YXNajKsgrKdHvTTd5bUh6fVZavKDZVI5eD3hSlLLEuH3iWVfD+9qIwNYqz8pIsq/n/CD+7nEfxm8gpryUvwmWx2QMjx8OuJ5XXm/ceTiIwKhgBe+724P+auEzUsFGw7r6w8M70MoVeu0jDM/+xyur2X9oR0YV3widvLvdtbhE7DpKzi0Ws9z92WSyHn2MqyWe1+vY25cuqm8JLD4TnyI0Y+i6QuGU1+2CrIAu9sNqWYZ0+iZZVB8VZiUgOuAOYYoxZI+v6q6GrllVt+hsNjGRYrHOk0K97RdB13eZ4uPOM2iyr7pFePUvLlVWlfRgzNewG+uvHxS0f/8J0CqZ7pM1m4K/40rNStIxPaaTM27f4TTFsVLi6yqMJE6THJKz96Cd7k5zNALHWbkFQb8FOm2oWInDYHyuXefY2OH+f8Fp7OZjU/WIQKuDO1ydutMd3/Ey4wU//ExyzMZ61A/072Lf7nFVW8WkzE2bBUdfBQ3+C/14QleHI5UIl5e9rpExzfVaNsKyOB97rt1QDyedrUFZlcVYVUr7WG9bg1+XyLq0cZBGo5onkO1ZXmW27A76SicfclP7Pa/dOX7UXqSvnLKhirPswZlV4LUgA526Irh449l9w9WfDDJJTN4uWsV8ATxG6mzSeBQFsF+642+H1+dHt95xj09P4uaIODZTC2NXCbSI2qnvjg8vrbhfi+drLcqAHx374WJi4tv2cZNkmKZRKysp109w8Sr/ONba3Uf9OWVWzwMpg8lmJyFTgBOBQ4OIs666FrlqGrmvxWZU5pYu1rZYb8X/FHNS1ONgl7ykZV2cQzWyKCQo3KDN2hrXCSvnDvZE+E+sGbnGUje72twFMWscq2FK62wQHe/dI6F3q5UUPHN9pK8iMnRYms3O4LqRTdGvvCevtaz8P8yasZz2FphHEBwDio8RJI3iRQQTKf4cUy8qLs3KzFVxQaFoXPCKkAtXEWd31G5vHbIMP2nm2GZL1mf4l8EPgpUqFRCQnInkRyTegDendwDefg9M2tRkZHbf+Ilrmyk+HNylQNtu9NERsbErZ/zcTHr7cJpe79Eh4O+iiJFlhJklZDQvr7g/fioorGVNIr6vUDYg5yiPpZpzVFnPCQmXHqrtg/RshnraltJxTdCCkIiWrLNaueHs6QVnFBxHSVpfxrZtcwj4mdcNK+58QulCyrIKOTtlIrH9MB6Cs3BzFOPNvgJtSkjPWQWZnWkT2BaYAZ1VR/CSgL3it6Kdsvyx+N1pFPk1Z3XueTVB3lbegZfxp/+L98OdPht/LrKngu1um3BTscPLj18JjV4bzsh79S7n8+X+3IQxPXB+GTLiRvWq6mAXvxvW7b8YEjvMUKy1uNbkbIaI8Y34NX7HELdXIsHaCjyvfbWWVlsfyFnGoFlef2+ckH1p8e7vizsvbi+yD7Ulv4OG+88PJ6ZGuXzx0AVji5USHaAT7M7cEMxCuC/4lF55DF+oQP49JMirhz0iAaMrntfeM/lbvYFQCmZxpERkF/Bz4pKkunPxkbBe0C6jhcZvM/c+9Gfn+vjUTfCOQHAvjbtipm4fblr/t/Z5y4/s3ep8XBuCsCT87wjbHhwnjnroJLj40zFWe1g288Xtw84+j227+oX3PdYVKwhTC/y09wVMUbDwoMKmLW4rFSZhu4fCVRVL7XeBp7zK4/VdhhtGBKKtS/JdvdVRoWzsyLEha+No8uCI22dmlRobofkUWpwiO91xvJLBnrPVxubrjdYnA6FisYVksm3erVuPKWGlS9PtwL1Qj7r9qQMbQrHxWJwEXG2PmVlPYmPDKbsTKySfvt1HyD0myEqcnVMgZVewDeqI3Z3+re+x1is2o8NRNcPnR4fbNjwyH2eOOfBcasPNXw+3DRsOKt+3Il1ufrViwq6NAeIG8sygc6SsW4axdgn2MhSW89ACsuZNNU9MbdBWSLKt49yFiRQXlIjdakOHg7ZfswgUO/+LujzJl1Y/V0c6sPN3OiXxtHqVo9EevtLMFXnsizMrhK4wND7APvN5lsP4H7TZfAXz+fhvCsvIM2O90O1n73dfgv7+3v0vOyvWJ9yL8UeX9Tq99v+Ln3KcBjvaslNVmwNYi4lR7HhglIm8CHzXGpMyOzZbd1p/Cjw+cXaFEwoXt8iRF5rT1hjd7mv/HV2JJkdpxA3PEOJi0Xvh9zffDB38Jz94alPeVX0qAZLHXXmDj1/Qcq4Uwl5OvRJa8YEfNVrwDbwVdzk0Ose8uw8Nzd1pnqMtqgIQX4IS1bBrj3qXlE6M3OcwOv09/X+if2ub4oI19sNGBMHFdWHCr908SOsiroaSsesv3rdO6gQBbfzL6fe/Aar7zzFBZ+Q+IKRvCxxJcCQCTN4RRXiyZc2S/9mRUWYFdA9Dl5l8l9hD3ldW41avbD58kd4CjXZWVMSaSB0REdgbOb3ac1XE7z2LCSj3pBZIubGOCUbSYcnFJ+FK7gV75xOyaCb1h/2IsBVN68+1K9fmWmhcCUOgtj2sqFsI2bXSQTevx0oPe0t5BeyasHWSZBHb+Wpgd1V3IkzewgYCu+zF6FfjKU7ZLPCpm/k9/HxwTy5k0axf7ipTbqvwYVEvcZ5U0V80v16lEJgxXeTum7XOk6x6bWgPlAxz19moqtb0BwaEdfqajpDrWwVoRfhKyBUG0s5v4GldKTmHE+953nF6+vdrVPSInNzbk75/cpEUh3Gz70v95o4H+cLV7WhYqOLd9ReeUwfZfgB3/L9re7hE22rkBXfV+qWhZxaaidDKRqUNV7ktaaE6k654r35Z15lS/vngMXZaplpy4zGsEjDE3tyJ6veKpvuoz1jfjuOEb9t0U7UmLR+veFwTLxZ8QJf9QSret0kmKWFaxUbRUy6oQlREPFSh6cVX+pN7SSFwsPQhEFV3S7+1AJZ9VpznYK1FLOIcjbZ+Twk0ifqW4rDoVvX/PzNgGDjwXPnBafXVWoM2u0PrIVXoyuRS7mxxmMyW65HHFglUAu3zTOoAfutT6gNwwsZ86Ze414c2T5rNyymXcmuVt8Edu3lhg391FNe96O6y98O5ocrm+5dYKdH6mRMvKU1al1V7c0lQJMU6R7AkDCCtoBn7XF2KxVTXGB7UztSirtfe0MUyz5iT/3pVwjv15pH2xiSX1PqB8ayrXBRvubz9f/1US3SB1MqiUVcXrttgLiHVsPnixt3RTYFm5SbOTN7DDy/7v4KVliS2mCTEHeyyMYMcvhb/5oz1OWfmOzfiwNtjYsH9+O/w+LOjmua7AeV58i7+iy79Osfm4X5kbbQ9Eo99dN3AgT/hG4pTTQpdat8Md7Gms+X6YuYuddNwfB55jA5bX2Sv59+Fj7aKvy96A8UE2hR2/DH840H7ui2XaWHVjKz8t931/+Ddc2XSr7OlIZXXEtqvz+zsW1PZPhV57wyatM5c0FO9SqMTTsiTNv0ua7FxK1ZFyiNfa1b6PmhgdsRkxDvb5Sai43nrevk/f2uYR32B/+33mLtbSA9v+MdNg7d1Di3H+DfblGDUx/OxHvz8QRPMnpftoJe54u/Pgn6NVZluF2z0iXNq8U1lpMhxxZXVlh4+x01gqsft3o9/X3i0qyyffnbzqUrVUemiog93ynQ9smLi9YmqYQq9VRO6mLMYsK0eZMguUTldse6Vlt/3/S8ut5Mt0I3xgY6lmH2RH7yA03Tc7HPb7dXjx+SupTFgL/vcRmLkz7PF9+MilYQ4igCkb2aWi4rJdKmOACTOT29kqXPplR2QS7g7w9efhK0+XZyJQ0sk6nCA1nCSYyJ4xHWlZ5XLCnj2PsFrfc5xb2AeAHdcczRoTA5/QO6+EEeJgT1JhuX0S5/KA2DQjj1wRVOjPawuUkjOZS93A4En/wr1w+TGhJRQnHoeV1k2JmNC+89g5RoNtTllV6qb51lvPSrDOnjbtytvBFM3NPhZ9qrq6ndUyatLAV3hpFKOnwG7fDbvA8eM4bGT5/yiVaaSyivhgtBsY4bfyQ+iGG4pb0kWB81/9BFx7mHWgn7s7iZq9q8ce1J7RNluCiyaPWFaBUnrsSvjhDeENPXJCuN6aW6k2iXk3WN/Xv39kv6dmgEjp78ezcpaUVaVuWsLFkba2XqTuwNfWzGR1tZAUbqEMnMyVlXYDa2I4K9gl9wD5vndt9s3X5gHGdoOmx5KwuaDIA34bTmGA6EGfvH6YY6qwHBBreay1q827dPgVcMgfovWuu0+4Gsyrc+1kaGfZxQMqSzL9uW4JAY9OybkkfZV8SkkjC5WUVcmyWhGV2W4MphCFdiALZbXH9+379l9s+ghtx1pWDhO3KpwvapND7SKeZ88JJxVvc5x9X28f66yce7X97h/0kePhiw+nC5y4VqhAwI6mHHaxHVX7XmChuInQPWOtpeez0hTbBZ3i+d0SF2cITo1bXLTW0IKkaPmSjJiyaubSVbWgyiob3ADOtC3qr2u7z9nUzMNGhSuOQ8L5UZ9VGcW4cVht7qQkP1G1JIUB5Ltskv23Xwy7buvsUa5kPnGjTRGzxVEpbQk+zz44yI1lrHU2LRa0CrDaVnb1naQRseVerFZ3zL/jZJTmFKplNaj59K02bnDSutnU5+IF03oH6rNKphBXVqVkbf1YIvXE6iQtAAlhVHpvha7bytPLJ7UmdQO3/Yx9VeIjl9rMCdO3Lv/ND0Bda7fob06BLn46kN+ml8H0re1Kz8Xe8nmHSvX0rJSdovJpss+qTa/SfvAORNkhcV2beMqKOGkTY6shLRjOWXO9y8plVF1fDU+lkePTo5mnbBCuuBIfOYsrt3Z1Xk9eD/7v0Va3QkkjLWOr+qywOXvOnmNXQgk4rft0Ns89GZZ5IFhUwCkO5/iO51LyFZQLpBwIfvZEZ0mV8pNXO4s+oRvYSLpHwIYfCleTadduoNLeVHzgD3XLypjoMlAQVVQQTlZ2I3q7fstu2+fUaDn/QL+zqPa2HHSeXQfO9z055eRyCvnzsirRkJzi/TzdkuYKKkotjJlqM+AWVkRXHEK0G8jEteDbb6SvfPv+E2DWrnakb/IGdtu0LeBLj5eXrdea2OhA+/LZ6hgvkR2wZcJcvyTq6ZIOlKRJr4pSCyPGwQlPWp/iiHHh9gbNLR9cQywzd4bVt7VhAf31mxtxg/qxW6vMtsq1GhphWfUX4V0pbbGiVEvPSlFFVWKoW1b9Uctk3EaMgCVlaqyGRvistjwaXrgfNj8i+fe8l1FVLSslU9TB3j/9jQD6NCJuJzfA6SFJa8TVy/iZ8PEKqe/dSsrQkGWTlCGOTrfph1pyMjXCmhhoEGMrFu30l1tfv5+0I4pSCw0KXehMZbXVscnba1nqyV+WaNTk9HK14Eeru+R61dDs0AVFaThqWVn2/n/l2yatF4YrVMOIcbDnKTZC+pALs2mX/0RZ+koN/9cCyyoiv8NTAytthlpWIblcGOzp2P3k2uvZ9ngbIT1jm/7LVsusXWv/H1/JjpmWXVsUZRAxeBzs7TK/bSC5zOecaBekKPbBqptm3iRFaSrOUvfXvMyANrnDB0LsILTL6iwD8Tnl8jBt8+zb0h+rbw8LbrMxYYqSGRq6UJl2WfDAnyvY7nz4Qpt5IYs8R4oSJ2PLqjN9VlCuvNvFstrmeLvow14/anVL+mfUhPqWeFeUJDTrQj+0i89qtS3ga8+1b/ZNRWka2YYvdO4d5ZaqcrSLZQWqqJQhjoYuRNn3p3ZBiOFjYeREGDu91S1SFMUn4yk3bdJ3GgBTN4VjbrAHpNAbTXmiKErraPfpNiKyt4jcIyIvi8hzIjKAKM0BCVZFpShtSfv6rL4NHGeMmQJsA3xCRHSGrKIMObyg0AzJUlntYIy5F8AY8yJwK7BJhvUritIJtHs30BhTSookIl3AFkBCPmEQkZyI5EUkn2UbFEVpJ9rXsvL5BrAE+EvK7ycBfcFrRYPaoChKS2hzy8ohIrsBXwAO8a2tGCdjRyK7APWOK8pgpJ1DF0RkQ+Bi4DBjzLy0csaYovc/WTZBUZRW0+4+KxFZFfgr8DVjzN+zqldRlE6lDX1WIjIKuBa40BhzbhZ1KorSqbS3ZbUbsDlwrIgs8l5nZ1S/oiidRjv6rIwxV9GwdVgVRekoSj6rNuwGKoqihLR3N1BRFCVKG0+3URRFaZhDSJWVoigNQi0rRVHaGvVZKYrSSajPSlGUtqbdp9soiqJEUctKUZS2pv0zhSqKomg3UFGUTkMtK0VR2hq1rBRF6STUZ6UoSlujPitFUYYyqqwURckYtawURekk1GelKEpbo5lCFUXpDLQbqChKJ6HdQEVR2hrXDSymLcg+MFRZKYqSLaMm2fdXHsu0WjEZm2o1N0AkD/T19fWRz+db2hZFUTLgtfkw/x+w7fFVFS8UCnR1dQF0GWMKaeVUWSmK0lKqVVbaDVQUpSNQZaUoSkegykpRlI5AlZWiKB2BKitFUToCVVaKonQEXa1ugKNQSB2xVBRlEFPtvd8OyioH0NPT0+p2KIrSWnJAquZqB2XVBwwDig2WkwNWNElWq+WqTJXZaTJzWF2QSsuVlbEh9L2NliNhXuhipSjZwSBXZarMDpTZrwx1sCuK0hEMJWVlgO+SdfrC9pSrMlVmJ8qsSMsnMiuKolTDULKsFEXpYFRZKYrSEaiyUhSlI1BlpShKR6DKqkrECzxpgqzuZskayjTznLYCEWlZHGUjjq0qqwqIyEQRWV9ExpgmDZuKyKbANSIyphnyAplTRGQ7EdlQRMY1SWZLcliLyNjg1dXEczpFRLYWkTVEZFiTZG4EnC8iqzZLKYvIysE909OIY6vKKoXgZN8K/BZ4QkT2CLY37MQHMv8M/N0Ys6RRchJk3gz8ALgW+IKIDG+wzHWBb4rIWo2UkyB3I+A/wGXAYyJytIjMbLDM2djr6BTgNuDwYHsjr6MNgb8BzwBvOcXRYJmzsft3NnCjiBwlImtnKsQYo6/YC5gJLAQ+E3z/KfACMK6BMmcDTwLHN3E/VweeBT4dfP848BQwqcFyLwDeAr4JzGzSvk4J9u14YCzwNeCa4ObavEEy1wKec+c0kDkP6GngfnYDZwFf9LatBIxsoMzVguvI7ecHgDODY7teVnLUskpmJ+BSY8zpAMaYLwFPA7tD9k+owJK5DrjDGHOGq19ENhaRvURkBxGZlqXMgO2AW40xvwEwxvwOeAiYJiIbiMjUBsgEeA+4HtgHOKrR1k3ACOBRY8wZxpi3jDE/An6N7V2cICKbZClMRHLAwcBlxpgzgs1nAHOBDURkIxGZlKVMAGNMLzAKuFNEukXkX8AVwFwROSGwurJmFsG1G7ThGqzy2hM4Jqvzq8oqmXeARQCej2EJsDaUJl9nhjHmPeCzwO4isocxxojICcB52CkPZwA/EJF1spSLnU2/vYhsDCAi3wb2Bn6EtX7OEpFtsxImIvngBn3aGHMo8D1gV+DIRiqsQPkPB3YWkR3ddmPMDdj9XB60ITPlYYwpAv8FHvU2n4hV0KcClwKniMh6WckUkS4RGYlNULAytmv/HHAU8Atgc+CzIjI9K5kBo4BdYtfnXcBVQB54X9C++h7yjTINO/EF5IP3Sd62ruD9ROCUWPnhWcj05H4Ye4FfADwGbIw163cELgc+kPF+rgv8DtvFvRR7064b/LYptjvx86ANUoe8EcF7d/A+2vvtAKxP57tk3CX0zp3b358Gx3HtWLn9sf6WuruDnkw3lS0XvI8CvgPMDr7vhvWdfTRDmU7WgVhf63mxY7038E9ghyz3E9vNvAT7kNsJWAd4BPgg8ClgvrsG6pKZ5cXRqS9gTWBD/yJLKPMl4Drv+0eBY92NUKfMvHdxHwcsANaJlf8TcFZW++ltWwX75PsQ8IvYhfgd4MY6ZW4AXA38MVB844PtOa9M5gorkHsO1ndyEjAeWB+rlH8MrBErfy1wWkYyfwN8C5js76unNN25/i3wpwz389tY39wo4FfY3sE2sfJ/AU7PcD9PBMYAc4A/AC9iB2y+7pW/Hdio3nM65LuBIrIycAtwh4hsaYwxgb8hzmKsUkFEjsVeDLeZAeT6SZBZwD6hwFozWxpj5gVmvRvinw88UKusNJnBNjHGLDLG3I316WwhIuONMS4J2rvACwMdbheR9YGbsBfvf7GO2O8GYQNF1y0wxvwFa/XsBBwvImsMcDed3FnYfZ2PPW+zsb44A1yMffJ/PhiVdMwDns9I5uvARsBDIrKZsV1CCJPYuXO9ADuokoXMxcCGwP3YgZOLsdbNQbFu3xNB+Sxkvo61wB8FXgaOAHYAjjDGnBKU7wGWYq+l+sjiKdbpL6xpfAF2BHBrY6JP/uD7dljf0VFYP8AmjZJJzLrDjtI9Tczaykime9pvA9yAHbHaHTtq9jxBt2UAsrqw3ZCvun0Kjt2NsXLifT4UO+Re12gk1v93ri8jOHeLga2wjt+LsE/8r2ItyNeIWZ0ZyPwV8DawU6zsKODo4DrKWuYZwBtYa3kf7MPvPOATwJeBl4D1GyBzCbCzfx0Hn4/EKtCJ9ZxTY7QbCNYv9Fes+fzjNIWFfeoXsWbuJk2SuTO2a/QUsGmjZHplPocdzn8Q+Ec9+xlcxL8JlIPr9ozDxv6kKkBgpQzO6eHA37FOZl8Znoq1BlYPfjseuBI4N4Nzmibzx8GNvE7w/ZNYP+E9GZzT/vZzBjAZ+HRwXs9r8H6+7e3naOAb2K5oXftZkpFFJZ3+InQATwJ+ElMe+eDGWzO4sDOJG+lHprOwNsH6kmY1WqZXZuVAqYzOQN6+3uc81qKYD7w/oaxzvg/Yke/VtQu2y/y+4Psw77ezgfvc/gXnttEyf4u1LnqwXdD1gClN3s9ck/bzAYIHDrAXdVhxZbKzqqiTX0StmfEVbuQxzZbZzP3M8MaNd6F9udcC+3nf9yODYNt4u7ExVC8DqwbfnTJcAzusvlWTZd5NNqON7b6fd2J9rplfv0Pawe45eEurdxhjFgM/xI6+XSwi23u/1T0FplaZWVCtTBNQrzzjOc/jcrEKcUbQrk9hu0QTByoriCvCGGPEkgu+fxbrCL5bRNYwNlgSY8yz2FVURjZZZi+2a9RMma3YzwLWgs6eRmjAdnxhze9vYad47FxF+fHY4eBHsAGFNVscKjNSxoVDXIyNJ9ufOgcqsEG6twEHeNsi1iE2ZOIlbHd6U6zDdyGwmspsL5n9tqkRlbbbCzt0/RK223MbNhiv33gerO9mssrMTiY25ukl7KDBZnWe148Cy4B/Ax/ztse7oSdhp/fcjfXjbKEy209mv21qVMXt8sKOhjxAOMlyIjbW5AOxcjmV2XiZwAnYUdW6Ha+Bovwr1u/1T+AjvsyY3AlYK3K8ymxPmf29Wr7IaRNYE3jG2AnCOWPMayLyILCxiOyEDRa80AR+FhMcfZWZucy8MaZgjDlVRC4yxryUgfzHsRkU3sb6vj4VtOMibJaBd7x9XZzRPqvMxsmsyKBXVsaYu0TkiuBzUUQ+DhyEDQjcDDuMvA5wYlYHXGUmyiy4i7seReXqEJFhxpgVIvICdo7mHwKf/sfEZlDYSkT2x8Y4mXr2WWU2TmZNNNJsa9UL2x1Zhdj8r+C3acC04HM3NrL3b9QZlqAyGyczJndGbPungZ9537+HTUFT1/w3ldlYmQNqZyuENnSHbCDl/VjH4N3Y1Bhlk40JMiZgE+3dRxAzojLbS2YFuW50cV/gluDz+7FTTS4K5H5IZbafzAG3tdkCG7oz1tE3FzuEOj04wAuxkedrpfzPsdgZ/wN6+qvMxsmsQu7qQZlfA8dg5/4dgI2W/yIJ1p/KbK3Mel5NFdbwnbH+kbuIxoKMAe7ApsaY4W3fC/gC9cf6qMwGyaxC7tXYTAM3Y4MRD/LKdKvM9pNZ17XQCqEN2xkbL3QLQSAbYUaBsVjT9fLg+5bYuKDfUWeeHZXZOJlVyL0fO+N/IinZMlRme8msq72tFJ75zsAw7Az6iwiTvLkTMA47A/wYr3wWmT5VZoNkViF3PDa1yzHB96zmNqrMBsms5zVo5gYGw64rsFM+tgV+EQzBFoIYnzew8+BWd/9jbO5zldmGMquUuxibnXJ6INOY4M5Sme0ns14GjbIyxhgR6TbGLMLmgdoDOEdslkQ3kTaPzRedyQo1KrNxMmuUOyYruSqzcTLrRVqsLDPDRUiLyGTsmnTjselI5mPnOD0L/B+wrTHmMZXZ3jJbJVdlNvac1sOgsKy8A786djLtHGOjpPfAZjV8B3sydmjAyVaZGctslVyV2dhzWje1OLja8UUYwDYDO5/pW8H3eMKwAa1CozKbK3Mo7etQkZlZ21vdgBoO8mRSRpiwkdKPA1/ztkUWX4ifDJXZWplDaV+HisxGv1regCoP/KrYfvUf/BPgHdi/AD+IH3iV2Z4yh9K+DhWZzXi1vAFVHvxZ2NVW3sAOkQ+L/Z73Pmd1M6nMBskcSvs6VGQ249UpDvY52IUU18bOX/q9BAtvBkOqRffZRPN9q8z2lNkquSqzsee0sbRaW/bzhPDnLLmVNKZho6XLnhgqs71lDqV9HSoym/lqeQNSDvoo73O399mNZKyS9QlQmY2TOZT2dajIbMWr5Q1IOPBrY2d6H+Ft858Y8RPwB6BHZbanzKG0r0NFZqte7ZjWeHvsHLMDbJfaXGiMXbfMWPpEpMsYs0hsitXnsdkLj1GZbSlzKO3rUJHZEtpRWc0C7sXGgRwqIlQ4AS+LyDTskucqsz1ltkquymzsOW0+pg3MO/fCTv/ZPvg8CfgBdjkgf90y38StO8pWZTZO5lDa16Eis5WvtpvILCJdQNHY1VLWwC46sBlwiTHmwqBMzmQ45KoyGyezVXJVZmPPaStoO2UVJ3YC/miM+YPK7FyZrZKrMjuftg8KNcY8C5yD7Zd/WkQOUZmdK7NVclVm59OODvYyjDHPisjvgRXYBTRVZgfLbJVcldnZtH030CcY0ehTmYNDZqvkqszOpKOUlaIoQ5e291kpiqKAKitFUToEVVaKonQEqqwURekIVFkpitIRqLJSFKUjUGWlKEpHoMpKUZSOQJWVoigdgSorRVE6AlVWiqJ0BP8f1WmSMoPJlaAAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ldg_pp_1103.timestamp, ldg_pp_1103.CH3.apply(lambda row: (float(row[1:]))))\n",
"plt.plot(ldg_pp_1103.timestamp, ldg_pp_1103.CH6.apply(lambda row: (float(row[1:]))))\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "619e130a",
"metadata": {},
"outputs": [],
"source": [
"ldg_pp_1019[\"H2O %\"] = 100*ldg_pp_1019.vp1 / (ct.one_atm + 0.4 * 997 * 9.80665)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "d548edd8",
"metadata": {},
"outputs": [],
"source": [
"ldg_pp_1019[[\"timestamp\", \"T1\", \"RH1\", \"vp1\", \"H2O %\"]].to_csv('./221019/vapor1019.csv')"
]
},
{
"cell_type": "markdown",
"id": "589c354a",
"metadata": {},
"source": [
"# 압력 Data"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "ed635a3e",
"metadata": {},
"outputs": [],
"source": [
"def mmAq2Pa (p):\n",
" return p * 9.80638"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "13e193d4",
"metadata": {},
"outputs": [],
"source": [
"pressure0922 = pd.read_csv(\"./220922/Pressure/LDG_pressure_220922.csv\", sep='\\t', parse_dates=['time'], )\n",
"pressure0922['p_boiler_SI'] = pressure0922.apply(lambda row: mmAq2Pa(row.Boiler), axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "32a95518",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" time | \n",
" Boiler | \n",
" Booster | \n",
" p_boiler_SI | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2022-09-22 10:00:00 | \n",
" 215.0 | \n",
" 656.0 | \n",
" 2108.371700 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2022-09-22 10:00:15 | \n",
" 219.2 | \n",
" 657.0 | \n",
" 2149.558496 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2022-09-22 10:00:30 | \n",
" 218.7 | \n",
" 659.0 | \n",
" 2144.655306 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2022-09-22 10:00:45 | \n",
" 219.3 | \n",
" 654.7 | \n",
" 2150.539134 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2022-09-22 10:01:00 | \n",
" 216.7 | \n",
" 653.7 | \n",
" 2125.042546 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 2155 | \n",
" 2022-09-22 18:58:45 | \n",
" 186.7 | \n",
" 623.5 | \n",
" 1830.851146 | \n",
"
\n",
" \n",
" | 2156 | \n",
" 2022-09-22 18:59:00 | \n",
" 188.9 | \n",
" 620.3 | \n",
" 1852.425182 | \n",
"
\n",
" \n",
" | 2157 | \n",
" 2022-09-22 18:59:15 | \n",
" 185.1 | \n",
" 621.2 | \n",
" 1815.160938 | \n",
"
\n",
" \n",
" | 2158 | \n",
" 2022-09-22 18:59:30 | \n",
" 186.7 | \n",
" 618.5 | \n",
" 1830.851146 | \n",
"
\n",
" \n",
" | 2159 | \n",
" 2022-09-22 18:59:45 | \n",
" 188.9 | \n",
" 619.0 | \n",
" 1852.425182 | \n",
"
\n",
" \n",
"
\n",
"
2160 rows × 4 columns
\n",
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(pressure0922.time, pressure0922.p_boiler_SI)"
]
},
{
"cell_type": "markdown",
"id": "d7dc3f1e",
"metadata": {},
"source": [
"# 3제강 LDG 홀더 인입 유량 Data"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "fc70b7af",
"metadata": {},
"outputs": [],
"source": [
"flowrate0922 = pd.read_csv(\"./220922/Pressure/LDG_flowrate_220922.csv\", sep='\\t', parse_dates=['time'], )\n",
"#flowrate0922['p_boiler_SI'] = pressure0922.apply(lambda row: mmAq2Pa(row.Boiler), axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "7f3f7788",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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A+wFYDeAGyBSpmwGg5rLRkJqZbzxit8Lrnl6zGR+85F6c9J3bvDqH7udToW54VgabxluE0fASx4oE6wNMQ6ZWoPn81qxGtm1gGJ/51YP43h+e8BZwDy3dEFQH1c0z9/O/93L72PyLX782LBVpfnIPi5TpwCFwbYohA25KW1VGPv2r+d506oDz3Qgh/k8IQUKIXbXPR5LzFwoh9hJCzBBCvCHRMtOyK4QQpwghZgoh9hRCnK/RrqVsTHzk1fsBACb3Fcf2Fq1pNsR0kV4X3LrQvqrU3/38fmc6IUnR9yg+rSe1PNBYsGnQvkqifnchSqZO4zf3Lc38vuiORbjigWX4/k1P4uI7nvGi/dO7ns3zEwL/dNkDeO+P77HmOc+c3Jf5/fO783RcoAqZUHO4t7v+2esjEeoJxHXdxALP/XdEd9J7yzTBNS/saHz/jeOMJqC8YblqLlVdvjGCWkvWbc25P9KFXmZO6jUVcYf2mELm/usDzx2ambxSSYv609N+Cy0ftOvU3LHHV76A3z24HHc8tRbXLjBnQehTlHee0me8zoRvXPt447uqWT++MmyA3KS4MDZuDffxFkXoz/9j00MXktub0m7HbAsWqo5I/W5lgaC7FjU74Q6PrXX3mFG8TNo1Dy93ohMUqIqIuxetw6u/dQtO+s5tmUh4Wq+5c/JCxwd6R502ocd4vAp2mtzM9liyrtgEPmHuzpnfMwyDhio01iqDrooBra3sNNlNqD60dAOeWt0cwHYMZun4Zo8AwNLnmyukvemHfoFSV/z+4ebgsmVHsWA09Y20mW9hodq5SFOCyrYpUXNa1e9lSHNSTz18V+N517STR5ZvLL9Iw2F7NJMrpk+spkmqrgpV40sVqL13mlSJvopTD98V3V0B/riS8/2Kj2/xuuKppz1JuzjxALmOz92L8u9JbQe7Tp9gpKP7bnt73O7rNG29iA3bsv7hU39wu7MmmGrwf3Fwc+7Mc+vDlqCU9Ozn1DqV1a/I59qSFLYSsFB1RMP8LxCqG7cN4g9KUMnHVbQk6byPrTCbbMfuPct4XMel8/yn0e6z0+TG96ppKWr0+yLFH5nS1QNWvilRakedpPi3qyjoc+dMyfwO6ahvUgKYz2ra7W+VhVuesQR/BrTc2SHHrUh0DXe1QRN2CZ59/ZpH8fKzb8bWgSHMUfKygfhphKs2bc88hy0DQ4WxgKImuU1TXNphoRUWqo5IZUFRWw/dAgVoLhRioxG6aLUL1A48GDHXb6WSGJ+a/7pQ9TXb9T4TsvSfTuPJ1ZtxwyNmc/TFsyfDBbtMa2qguhC64oGmUP3+jU8ayw9qwjFUkC0xaNYuKWM/uv0ZrNy0HXc+tS73jp4t0dZtsL2T1Zuygl+I4mUqTS6tVHjq7pSf3rnYq451gIWqI1Lzv2gk1KOmkz2SmlNf498ev7fx/FXz3XyqIbhOESjDERNdX3/ILo3vQ4qmWiVnVX36O03pi5YOdvVDzTUdVE21bKplWp9pE3ux785SABeNSycdbF6WQheioZvmmfb88nlG3d2UE8Jfv8ZttTNXmAbSIuvAVP+0G378F9mV1e70DCzWARaqjkhH7yLzuE8TqiFO9EkBs0tiokqunx7xVwVF6ovuonyn9YE6qH3ytfsrxz1oGDp1n+LDVLWmDY7RbwKwW+IvLWojtg0Z712c9cW6LjGpa9IbtuZnQZUNDGrmQU8X5TTVvXdy09ZzcHgpU5NAY5Ff1Wd46bfM3BtNsFB1RNP8t7/inu5849X9azbYzGBdUJfhHcftCQB4yT76kgj14x4tSKNmP6g+1W6lk4e6wN553F6YOqFXMf/9CakDmPrmtii5j2s378BCx9Qkl4F3x9CIcYeHGx/LCtvfPuCWbt2jBepMPtuyJrR4bdO8N03S2GtWvOAikH3ns6dI/21RBkB6fSqAAbug1f3jrQALVUc0Uqo8fY56IKEMulIxqb8bs5L0GpcgUhq8OWHu6O8qozZ6QBOqik+1Wxl8fEVhLvk/xAGQEHmRIizuX9JcVEV/zuff5jbr2SRUTe3FJdUudDbTw8vy2R9lSq8qdHu6unIDXawVxkzYKcnHdclQeMtRezS+63VM8599Mm7qAgtVR6QdxkWm7q6kzVTdJ4qAxsIWLp07NY+LUpcWLNuYmaSgIzThW/cp71Aa+IhFU/VF2plyJLzM/zzUmXAp0sHs2L3tWr9an/S+1CnHWw2dXM8lBYD9AzWsVEM/6SDpqzUFlcpcCap7wKSphq4ilT4FPZdXff7pMy7yqab3+KmT51qf0/tfvg8Av9zwusBC1RFdDilVaQebMamZuO2anuNiBvtMe7X50VZu3I43/fcdeMnXb2wcmz6xNyOkPvY/7tNiVfRq7o/tSgNvBKqIMssA+qfAyOsb9Q3c+K+QQ0LsmBfNSH67UW8OvM3r07J7zZqIQ3eX+cCmdXIP3k2eO/tvDm8c89kIUp/mqqIso0Md5Hq7KfpapbO1FC0Vu02Xif1bHKabTuztxntf+iIATUG7X+JT3jnhEWPzzKpgoeqILkOH0SEa1zZ9m75T8HRRGHvvdNNybkKIDF91VpgPejRNVXV9pMKli7Irwod3X1L++qGpXRK++teHAgBOOSw/6SLVvF0j8alQNeWYdhE1gmFFLiHVhXLhbYtKeab3og9oKraVCKwuTVNNaZ58sMze2N0yYcG1bv3aRIbGJIOD5mByv/RrFwaqlMdpm5Y8IeFhsgJGGyxUHeGS/K9iSr/08YTMaz6uwNysir6efOcTiCO89Y6tmmKNp0bVAlU28z8k6ZsA7JpoSpmJBEltU6E65JhmZtRUlfP9DkJ1Sn+zHi7rMKT09YCVis/+b/HywmpR1fxPBbw+WPpCD7amdSYAk5P7LTT/lXeey0tOBXcS9Wfzv4PgkmSedmwCYUoyAq903LNIpfulvzq0ydenkiX1K0IMfTjnUzWYYoRqAjwXqApZUEWhki77d/mfmytVNbW/ck21KSCaqUiqT7UhEAD09aQdP/9c0rajPsO5u7ivk6BH/Q9UypYtnJ2fkCExIRFUocGf9J76LFNuiZqDyOaS+f+AfMY2V3q6CLo+w6oVYKHqCJ+1kImA9UlnPec6dz9oihhrj3pRqOBCW7d5R0N713leoUzPtD+3sBlVmks1t3W1C4iAdZvtq9unWr2rL7u7YH0IImpobEWaKgE4Ys/pAIp9kSlSwaWvtPXNtzV9s/puCcX0mt97u+VAUTWirg+2Ko90KU3vqcFag0qF8x881h6uCyxUHeGSD6m+58eVOfxeaViUTb6Ov8+gzfz3p/Snp9bi2K/diDdqW76oy/ul024bWnzObPfjKbRAVRpdv/1J91XuVZ5vMiw6np7fPpj3CRchdWvcrfqklWKpOX13ic/6Lw+V/l2f2W2666W3uwvnv1fu5L7fbPfMAiFUi0v6KrcH+inTW8+vz9rU793Mf+WdN7Ykz57bfUaY37cOsFCtAQTgx6cf1/j9guconNVUCf/8ugMA2M0oFaHJ9CH5nu/58T0Amut2pqzVbbI3bcveu84n3F0h6eyooEURZZ/pc+uz6UhqR7dtk6IK2zQX94I/NgNMjUEAciKBLGOgo3xP/fDqOqk2pOXOOe2I3DnX3GpbmyEi9HR3YWB4pNJCOzbLSzX/XfuIrZWqGTetBgtVRzSEgWPbmjGpr7FgsZP5pLRs3bH/vpfvDQDYdZr7aOyjeaaC4egkhcgVbzjUvEyhunReOlU1VpKOLgDedsyeyjk3LupVaodvrO9gqO3yDcW+cSJgRdE1BJx6uNSKTbmrKu732d01qeoBBv+rycdbTi57bTqYPLbCf11W3VWjHwfQiP4X56naaavndpnWHmlVLFRd4RSoSq+VF/cHOPoJWXOJSO7mOnNSL5as3xq8sZxKz8b4228/EgBw5F4znGgdZ5kKq6bQpFqXGsFVhZ+/+d+kA8j8zHTOvWvkVw0o9iqhb91vfoqytq1LFocpFS27VGESTCmaEELZqdCuGqKetkRkzkYwwYXDpfOWONXDB4SmpuriU81G/2Wt1XbVdCWwUB1zSDtnmjvn65PS/WNdXdRMkq5hUd60U6VbcZsW5XCikxBSTepN2iCQj976BqryQbHJ/eWLctigrtegC7BDd5/eyF/1nW6cQk0fSiPUxn2VFNbqDKgXn3kt/l5biclUrN+wI6nLWgRAfpAzpa2FLIJj4rrzlP7M8SmJn7lIWcjkqcKc7eEroOsEC1VHNLWYovSa7DmflBS1pJoXmPJ1SRxX6+DjIxVC8pk9tR8Terty6136Qu2AaWexPbVgH7DCwyXYYeKpajdAU6NTqzQx0S6rLtRM1AzKlE1d1s31ax5eYbmyCd3fTiDnfdV0qO34X14v/fkumQg2EAHX/uMJAGRASX3+MxNfaJF7RW3Tej9Q6/rddxyFGz/z6szatq0AC1VHuORD6iN8um6ob0qKybGfmndVk5ut1n9yYtqEXmwbHK6URqPuOJuutmSL/sfAFIdZOSakVUnn9jc0OjW3tNv9uZu2olEH4VRAFwlVAuGIPWeU8tLp6354IvctgKyBKlBDmLpMI7XVDQCmTezJ8SIQJvR2Y9qEHuf80jSDIs29VWfH7T9nCvafM9UpoFsnWKg6IkQWNDRVD0FIlOWVCiFXTTUE6mifbsfx8YD5/2knmj6xF/slCzbriwYTEfZUVocKnVGlopFAXpLkbkM6hum+R6JmVNrFp2gaDFXzf1Kf3fxX38GZpx7kUOss/S4D76BAlcg+47QNV5n+qVoVAiJn7fX1dGN4RFjdFKqykvaDwYiLqccGC1VPFAaqkv9pE3LdgRXQRnCDBG/4x8qCDgZ/mKmOehndXXDLwjWFfMqgr0yk4mtvOUypT5hpqt5falZ/4/flKUgZJESai+Xk63RNsiPAbU9Uex4AMKlX1rNsW+WpE3rhO/+DSC7aov4OXa5SpdG0kCqutqZYenqwsS/xa5e5WDKPJDUqLBkGrQQLVUc0oo4O7TNtQKEvWhVw6fcex6BDKELMcnt+Y174qz8P2GUqXrX/zoU0yniqzyjVVOc7zJU38bQHdMofSmZeesn5SYmbYv7SjVYhlb6Horn8JvpAfudT34EYSDVJlYasR8iGkir0zAoV6c6xptW7ZJ0MdHT6bSRVWag6wuWlWYNYHoKDQBle6XfXSG4IouWQKt9t1UzvJ7QTmDTx0Gm9aSk99ahM2w/jRZmdBtSdZlWeKXzvSb+aQEEDcdbnicJ1d71oUf54U1Mtdm2pftOmxluPchEDLFQ9UThNNfnfaD9aTl0h3ZJG4pweU8rHfDz2QK/fT+w1OqvU11YXU0L565TNC6vymqCkPS0uWdm/x1Go2u4lY/6X5qnq7youMgJVPZ68xebCNeXmfy4lT8k5bhewUHWELT8udpk8DYnUDHPVOryaWGD9ijr0O47bK3utwWxXj7vzNBwLdSE0tObkPWnUCcDfHi8XRX69RbiqZd6TLKCsXdDgpQaTJlg2qGu874L1UTPkFS1OR9H6riYaSnUTmu7C3UhXodbsCyL3nHtLg7D5+rP5PwbgZv5nrw150eqsERU9jv4xFa5aloCIsp6qWrWjXyTTlCZqwqNMkJXziJ+apfv7VC07FX5l5jiB8KmTZU6nixwq29DRV5jlzf/m3lMugVIVzWdM1i21/eqWdWnpJl2/q6aq9A2TVdEuYKFaA0K0MZNZBDSFz6pkXdY/P/u8cz2+mWzNsU9mvyqLdpn8j7HsYIoJyhoA/iEgM5qRYyVNxzu5PVsHfa1clYdPgLK7i5KtadQUouI6NH5rB9YWLElYVC6Fav77uIykJtlEOtV6z5kT4QvdP5urY/I/jcnZUr+MM6oM59oFLFQ9UdyB8+Zj/mgYUh9cugCFtQaKthwSQT73PXK5uHQjOddyKtKGT2jud6SnvvgIKzOPJt6XbPoWCpuAV314rho1kb5HVXo8yyW/HF41EAHHa+umNn2qxWUz01RVmojja9eDVPkBtthNZhrk2hksVB3hYh43F1RJy6TH/SSHidVpx8rVmHRzuphQwr/kMqFcW2U6Ys4nSfmOkltP1Z9JQqh5aP85U9Df0+U8k0Y1b9X/6fFs1Lr4vesuny4io3BIqaTpXwfvZl7VP9QNQyB8Xcn/hWJyBz9j9VDA4JcpogRt9YEmZIBtvCtD3nKrwULVEz5tKyQiqWsHjcaiLc7rRMvA3jX6H9uqMgWBZH18TXfz9b3dXd6Vtt1zUzNSzjnS1u9Lr286OOrQrzvQcSsV9fmp6xjIvFk3aZU1/5UfFv++L2Sbtmuj+spTufophWzWH0f/OxB6MMMEgxKVOV6EMu3Ihb+tFmVljI3WZRZYyXlSrtGj/6EamS2LwIuG9tv2bClA28sFUjRN1hUzJ+fXESjjq/Nwrbt+37aofRVk06oS7TLHw1I/tbwmVdmn2sHw6RR69L9SSlUFV4KPPzBnCjtzUZBzf1COUON+tCLeLExauCe1fJZGvqe6D2bZEr6CLFcnx0HDxicTbPd6LFmBWkVTNQ0oGUU49/zLYds5gs3/DobrHlWAobM6wDbdUY96utHKUzKVVzUBn7ZZ1lmlplpiekYIVJl++/E0l85qf8WRadvgp3d6m6lb5nt2gZ414k4jG1grE4YhUC2gkLzivPXXhipqAhaqjnBJ5M+vZereM0wjuEorROt11bJM52ObVbqGHTLgSDp6+aDaSBqWZ2v2/rpB18D1GT+uE0Jc7y+z9oClTAwBFBaoat67agFZ3WQFPGxBLT2rpB3AQtURMcwgd152n6orL98gixYPq9QNSfmS18D8BxwVVgFh4OVPO/lfYZApG/zK2pHvU8n6P7N0XNYA1s/rQq8siOSKovsqmwhi9vk3zmZotANYqHqiqGlZTUEP+nrjqJKC5BP9b5TxCEyUzRk3Bar0ugVPMa0SqNJ9v/rx9DSVv0PdOrFN/Mi9x1xwSOPtrSHn242zpaL/Vg5UmWptvHehaO+p9llST6Fc007C0wYWqo7wCVjkgjEOZWxCLKdBegWqyhtgPmfTmXw5f6K8b1Hn70mzjsBE3g9q0ow83RQWJ4JrgM7X/M8Q12j41DybhRLvOat10dtCUD2Tq8eE+U9ExxLRSiK6TDv+LiJ6iohWE9GVRDRbOTeLiC5Pzi0iotNHo2xMuDSuGMEGO3/HaLChkbkIhJiNUhXQOQ0sYMAx8jD8diWV69RW7ZK8NSNX8986iAa+iExeKhI/pqPVkTH/RX7BEyBGoMpel9JbFgbrr8a+VhVeQpWI3gjgfwDcqx0/AsB5AN4CYDcAzwG4WLnkAgDrk3OnAvguEb1kFMrWAHvzsm26V8UfpXdqr0CVQQMoizr78MmZsEVBvFidIGIErcxNo1mtbjS1301XQzrQmG/c7nsuhsn/2aThRMLaPklpyZUfu+lh5lwidiZN90qWRLzWEA895ZdkcB+AIwB8HoC6kc6HAVwmhFgAAER0FoBVRLQ7gAEAbwWwpxBiGMDjRPRzAGdACudaygohlnveWwn8fUsxlv5r0IoUMCijH5MPwSAsGv/dfbcqGlfnfM/kTKtsIMn6FN3KNJ+f+Z17m/8l53X+ufLkTiNDT6PZFO7+7UF3LelU9Ikgdr+1Wp9yHq2Gl6YqhFglhDBt0H0sgHnKdesALAJwNICjACwTQqxUrp8H4Jiay+ZARF1E1E1E3fDW0suviRGoyvFt/HfVXAwNuUiD1DjFmO5nCiqY6pXl74aYPrRcSlXqp0vPOwSqbGjSKoi+RASR/c2FpNRJmtXdNCqtlI59yrKtfsKg1VarT52IFaiaA0DfGW1NcrzoXJ1lTTgLwFDycVtbTUNInmgMBOWpGrTOvMluJlglL7HBX+ERL/qfCmf/+jVo5OppJqb6JV1hzaPUVNW8sM3axCGJ+zltLcDqkEKvWTzKjCoobQHCqny4jTRZzbkdZWssoUoA9BVmRxL6RefqLGvCVyBdHj0A+izXGKE2Cl94RexNERiVlgdfH4FQFgiIhXxHCqRjSCFyDlRZBB0aglAVVPljhfUq0Wydk/+duGWvV8uogSu/PFVhLFDZpVr4wovrKdC8N1P7bCPLH4C/T9WG9QBmasdmJse3F5yrs2wOQoiGAPaP6pZfr0aNfXlYTTDtf5V8QeM5nZ+HdlMmaLImX3Ks8T/1owX6VCPC5jV0cvloNBrHLalkrk3CO9uDsrQzC2yX0bBdoWQ/hCyoosXoGvXVXTgut5rLGlHotRtiaarzARyZ/iCiyQDmAngo+exDRNOU649OjtdZthbEFmqucBV2GZPL0KlsEXtf320h7wYJJQBRpIZU4pE/F0rDFlzyoZ1Pz3LzJedMYjd2hY9Pdb84Q5hpVtZUG3UxC9siHsVZJaKtclSBeEL1EgAfIqLDiagXwDcA3COEeFoIsQzAzQDOJqJeIjoEwEcB/KTOspHuqwGbNqMit6RZhLfdnHXiZsplynrxyf6OOhCYbLXgAFCmeJOsJ51M2Ub0OdEuDdX1WflfXm85n/wvNf89b0gGqpqFCP7abo6mUpdKM6pQfD9lz0RA5DMF2lFFTRBFqAoh7gRwJoBrIQNFBwJ4t3LJBwDsB2A1gBsAfEEIcfMolI2GkOh/47iLKW3JcfXhny9TLohNq/XL4+XwVIAkfe1/KGIEqvTcxzwTd83dNqnBZv7HSo3LDlj5+qh1cKKHYo09FOpzzC0y4+G3zpn/8Hfl1Y0gn6oQ4kuGYxcCuNBy/QoApxTQq6VsHRjtPFXf5mI2rYTyzVyZnIDxNsuFVXCaOmqznD8fIN+RqnSsXMTecPPWeuoCSBuV8ma9uU3kNXD/+7EE/73epS0AFOZTNT3H/LGyZS2FaG4OqB5LC7WXSOW5/85w0TCsWkkUU9rf7HFpbPb0Fj+YqlUUqS1bmahO2PyXevAjs/K/s081pWUZvJwDVW7XCcu1PrsW2NLsVJO7ylvSg2b6wF92rwJxXWp1g4WqI5r7/fiUcYfNdVDF1xkm1N2FnbB8b1Jq0rKZ3P6aqt/1frTzrhBvcz33zM1unTJqzoEqs/WvpVS5PzTTfZI84Q0T20z0XxOqLtXMbVGN9hO0LFQjwjXSGwKXQJmsQ3K9p09Nb5dhgQnz/ZvoBWvEqZCymLohZqo+TVKlUOZT1Z0e1vekacX6A6myWlhTizM/lNI2o11h0iSraaqOMQkbF5F/LmM+UDUu4NBA7eZ/eAOotPK/g3CzznRyZ5PQMWg4BeZ/o5wnnwadKKlfxYEq9Xio7zdXThPgNjhPS1YnKmTKe7gQRPZ7PlAV9qxN9yiyDoAs/cCBvJ12UgVYqDojRBPy2UQvH6hIaWj8A1qefSqq0iFLBIy5vPLdcD4jlLRjoZplmZskaPzS1EtVa/QdZGxar37f5XQcL1R42hCSpQHog0oVxSAboMu9w5JnLFOqbOfg12hHASxUIyI0gdsFrltjNK5XU1gs18hEbN2P6O+Ha9LS6kD5jpQ758UljivFukVymqeqXNs014tpur7zmMFLoCCIQ+4DsX7W5LoIqm5m0LbQRrl/XSg3Gfv51QEWqo4IFQLhhXT+rqzywZbiGSk2OuHI+WeR71yhA44+AywGbB3VxYS2uk9E9n8+4GjxY2p0SpEJVFHmu/seVcL4XX1XlYQYZQ30/L26v83cACjaTlFloeqKstE0OZu9ujE6l7dI5ymWbpc1UNTgMhqZ7mZwYJRZ/apUG0q1w2pOVVugCnAf9OyCLlsneT7bicuQ13qz9+261XiVxXCaNCRC/cE6/RjwmYjSPG4YqNNBC4Kj/2MZroneRcj7CjVfZ0gSdoFPtTEMWDqmO4/8sYzWlvMNJOcCdeKYwYm8Zp2Hs9tF88/azpfSc7ZM7Hx8cl1N39Up0kG+/JSOQgswLP2XnnFg0W4C1AQWqo4IiYpHbQCu7gddWdYSt22J3g02ARqfnXf2cOZcwIBTdL3Ps7aZ2nm57x6osglmVz97FX+8aYAhy/FSFPk1K0AVnDntvSxQJYQhpar5n6P/HQqXROpcZ9WOh/HVaHkSczb/c2Z5vEiAcQprxX5gKx+SnaG/2wYNNdhj0/YtNEt9qo51K4O6Kr49I6LENeMQhAtpDeq9F92OyzPOWX9RQpb1gIXqKMDHP2lafFn9H9SYCrSPvFAoLGJnYTL/1QwEqwvCl0/1zmTzGWou1eRcmPQvm6YaK3ndNjDa9oUqo2Jcmd+NiBMEDFp5QBC46VNtP5cAC1VHuAgb6/S7CC3S11xWNcKsz6y4s/tAp+ti1uk+4tAnk1tQxYOerjXbeeTLlNYrvV4JpMjj6TMxc23WSfOhe/BUSavlvQeuXAZJtYElm4lgX3jHSkeY7zFh0mbGPwtVZzQDRfZrcgtRRHjdvgEkk1/Qfq2ilWj8YihSGT+alY8fo9FIqcrMAEP+WLY+yTvXfH7N8zAed61TGYoen+ugrs+oapRXBHy0pQqDT6JRF8dLWwYWqjXCR0C5dj7vxkQlprdNWHhyKrxHk5shUCza2HgFqnLP2txVCXCyUEz1KKtnqR/TkZ9Kk7RjzntUqd+F+fqQQdZquWkDkUsmSG7QUiyBdltPlYWqKxxefMOs8QxKeLD3SO0x+9Ts0fOseerER00ah6kT5Rt71WdTNviEdP6cpopmp/feTdUhoKnyaPzO+XkdA1XIr4qf1iNaMDAwUGVCke/dLMxT60873sa6KgtVR1TaziSCLe1uyuW1rcLrkW20vsK7CE2lwr4tcai/r5q8yHr1dD01YwI7PhBX90lZO/JNqTK5KvTfZY84Y/5DfzqJ+R+SH+1Ix68tZO+SZ1SNceS0qAhmSc4/69m2iYr8gflz4cn/RhWkyScX/GiUDOKXD1TF71qZYI/lmrxbQzvfaBP24F1VGN+ZGmQrM//LBoxI5nWaM+2Tk1s2GIsyAi0AC1VHuIym1oWYK/BtCKMKnTE7ndSCALNcaN+twjvDxjXma6FVZv67JBCVdVQDD2dFTc9TtVgC5XTcLhMqba2MOovJFUKYrYqgducoPIsGmuaxeH2qbrBQdYRqyvoibiS9zFeXvb40+m+5PjQqn6WVnst3VFM5Jz6W41WUqaKE8mDNvSR1rTxQ5c8441Mld1eOPjgar4nmVM0rH00efsI//d9miioL1ajQJJRP2lBdJliZ+W+6PhaK6hxsBlsCF9rpYhJpHfS66K4QNb+ypKa6NlY+o8qNXimEJSCI8GfsvNusLx0yWzRFU6ObmQLJtdq9CsOxVoOFqiN81zMFqmsbJgSltmTKm6POVRepNqdN5fnr53zRoFWhI9nM0magKtuR1TI2Wnq1GrTS443/5naUFzRucElD8pmmavazh1kvufpodxUStGTzfwzBaUZVeq1HmTLoye6err3iIEABvSqzcEydxZYkH9pP9fuKqatkfcDJMcd6ltWjbCzwnexh4+mjvZW5KoKfbX5EybqCND6m1lhmVQgR17qKARaqEaFHevXjVeAqhIxahlXL0sMAzS9uu6m63ZgouDJ0kkGVjmTaglk9rsJ1YLTRKtoMMQaEGqnK1Ee5xo9iMa+KsIjvUp515H7XBRaqjvDVWDJlHK4tzVv0EHY52gXR/7wp7O/mSK+3LSOYPVaRzyh0p2zQrcQdo/3OuRK0400emhtGTzmLpHsX+dQV5qU0HC6zklUDl0JxE4WZ//mL20xRZaHqCpe8ylz6TMDbzne+9LifEMrM27ZpqjB05uBot4G3ImFsaUzefLTn0eDp4fN27dRZn6rbgy9N/i+pZ+7ZlcCiqGZMd9eMkbReee06kk+18WzM2rsxUGUIdjXrWq8VEAoWqhFRl4Nf0nKsQ65gwbUGjSxUuy5bZzavibnz0WkBcf1oRVughPNJzf+EhyUoZq2T6/u2PHfVHeHzjE3XVp0QUraDQIgVyOb/mIC7JhTSCOtsJLomYjqZzx8NcTNYjheY06EDThWZWjqBIFPf/DFjfazuEzdLIE/f/Q4LU9fyVSjlnQskpceda1TMyxp8MgWqrO0zX892AQtVR4RE/xvHffywJS3E1wwtNP8Mh2NuHZ1Z1CVn/od1hVKBGND1C83/smpacqFs+pivkC6DsFwb6mYpqleInx3ICk9jO3FQWEwCuF21VRaqNSKGiapnFJTGHPRgUUElTA3Tp8o2DThv6sbrADEoWacTi/Q8Gsd9t+/I0bJpWnWlMeXqU27+51bM0utSIUiarYvOIEvfiYZpokObqaosVB3R7CwFvkODDwlwa4ylmovjdblyFu3AxlcNLvlAXYlKp2Uyp4PzVK2BKn8aeqdOD5vq5BwgLKlHyCSSIgjhokyXBKpU37jpPQZnaiTlVetEFAxqBXXL7Rgh1PtqL6nKQtURLpqii0+xlI+Vf8ojwNeZKSKMx10isaEQgLfGVgpn36QDKYskJHLfTbVZLT3olR5PaZrpFWUehEAN3HsFqgoGwBgoXI/Y4+XFGpTqAAvVGlDWgcJo+mkLepDBBAFVa9D5eGrXJvM/w1xzS1TVfrTjPh3f7vsWmSucXKqWetjM/zJ6esDLBea5/03NrnTCSO63bnHFQVoXH/+6LeVPIK8JtwtYqDrCyfzWzUoP+rEW2Mh38uKCufsJbKDFAQiROSrrFcjHI+fSFbr5adLgY+Wpuvo9XJ6PbVV8nY7PwuY+rqIy5KyTEiWjyO1iGmzaVVtloeqIEK0z2G+oQNeqQkk1p03mjwGmoEQQl8wv9f6t+ZrBHTVcPcnRsDzcTKJ5CU2bW0OfEmujZ8vjDUWIxtuoi0WTjBGoyg+vfq4tfQKBSqddwEI1IqzrRHo0xmirVDloy0UmlNvMJLN/1sTVI6urhKeZQ5VpnTY/aIaPs9sl69bIBWtSchZ6ZVtZqyhLL0vP+Zj/xYHY0ippdPP9wbgIdsG7KzLxm24Kv3rVDRaqjnDxNcaKmhr5u/Zui7bl64v1XujEcL1JgOS0k9Dkf2ugysEXrPuRLbRcAlW+Aaa4QZ8CPo7XFdGNHaiyze4qaqO2Pdfa1fQHWKg6wy+Xzr9MeSOpJqCF9j+lZVuxyYtog5Z2Xk3+14MfkZP/q3R8vaNmTctq9bRpZfndVIPYIKWaO6IGmcpol5wPdQnl3QgpHYtFV8Cgca3qkhHauTYBC9WIiDFtzq41ZXmU0nGI/5tzEv34GHnnXJUFfDxpR0n+twhm08DTCK6UBpayg4W+joCtDnk65rqZaZSbv1I7LAvuaW4cywOqvkh1iX/dWDf92vygxOZ/hyOkXUVZUCWl5SlUXM3sEJ9q5vqicwbz36lgAS2bduJCzmbemmaFldF1DTDpqyyVBr4qal/qkFr1XRZtdxIDIa4gNv9rBBHNIqLLiWg1ES0iotPr4SP/FyYva9eGLEdn5+/WyayaUfpfGA4izH+mBzhs1r8xIOYR8TUhZ/4HUUnLatqlKBa4LvXSUl5zgUOdXoHnxApb0C5T3knjVWmqro8sraqCTJ9AQ9rxorrl6mI41y7oaXUFIuACAOsB7AZgLoA/EdGjQoh762BW1LBsTvVq/LJBFd+GXVROGI7H9E9lgiU18lHhNIA1zOas9qifB9zfoS7DjK4EA68yekVwuVcy1KGITpF57gvb/mfW4JORSPZnNgDXnupqRwtVItoZwFsB7CmEGAbwOBH9HMAZAKIKVa8ZLp6mXrZsMVxpeQfLNAETZYtqQ+J8Lmjhbf5nO2qTbriQNg08Nh+pK2yCo2w9iJC7MN16doWwir7QSFMDc+/c1ccCw/vItKn20lU7WqgCOArAMiHESuXYPACfNl1MRF1otlsv10f63hav3YJvXPuY8Zpn1m7JXJvitifWYPOOoUL69y1e78T/oaUbrPwB4LEVL2TLJbf7n9c9ju4uwoqN2xvnvn/TkxgZyWrCKTZuGyzkAwB3L1rX+H7urU9hzQs7jNedf9vTeGjphkx9Ulzz8AosSp6bC+5d/LzxeNrJvnLVo5g2sSc3sKnm43Prt2WOpbhuwUosWb8V2wdHcuc2bDE/j5XK85T0ZclL7lyM3y9YiWXPb8scT3H30+sy9Jas26rRyfIx8R5uvDu7UCEijAhz+RSLled/5fzl2LB10Ej3u39YiP7ebisdHem70mt3/SMrs8eTL1c9tBxPrdmcuXbH4LCRxtrNAzjnuoXOdRlNdLpQnQNgjXZsTXLchLMAfDGE0fSJvQCA5Ru348I/Liq+dpK8duakPgDA/c8+j/ufNQuDfFlZ5qBdp+LxlS9gz5kTAQAzkuNPrNqMJ1ZttpZPMSOpw4xJvVi5aTsuuuOZ3DW/vGdJ7vqeLsKU/h5s3jFUep8qLp33XI7WzOT/r+9bqtxf9tztT67F7U+udeaTIi2fYqcp/Vi8bisu//NSS4k8pjeekXy2dzy1Fnc8Jeuy8xR5rK+7C5P6uvFCwfPo6SJM7u9JaEma//fg8sw1Myb2Zs7PX7oR85duzFxDBEybmK1TiqJ3MUN7FipmTurFxm2Dzu/y1oXN7qS2IQD46V3POtGw1W/GpD6s3TyAO59elzme9pOitpC+q4m93ejv6cLGbYO45M7FGTrtAooRmW4ViOg9AD4lhDheOXYSgEuEEHsZrtc11YGhoSF0d7uNvvcsWocl67cWXtPX04W/OGgOpk7oxeDwCG56bDVe2D7oRH/qhF6cdPAc9HZ3YdmGbbhn0TqcMHc2Zk/thxACtz2xxqoNqth1+gScMHc2AODZdVsw75msFrxm8w70dXc1Bgoiwglzd8Yu0yYAAB5ZvhGPLt/kVOcdQyPo6+5qaFZ9PV046eBdMKW/B6s3bcftT67FSNLGZk/tx4kHzAYRYdvAMG56fBW2DQw78VExa3IfXnPgHHR3NfWXZRu24b7F66VPUAk4pdBnOPV2E15z4BxMn9iL7YPDuOmx1dg60LQmjthzBg7cdSoAYMGyjXhshf15vHjOFBzzopkAgPVbBnDrwtUNLVLy6sJrD5yD6ZN6MTQ8glsWrsGGrQM5OnvvNBnH7zsLALB1YAg3PbYaT67ejKn9PYWC4/h9Z2HvnSYDABat2YyB4REctOu0xm+XAX1oRKa99XbLZzptYi9OOmgOerq7sPT5rbjr6XUlFMxQ39XitVtwb2KRTerrwUkHz8GE3m5sGxjGjY+twvZBe1t42X47Ya9ZkwBIa23hyheM53wwPDyMnp4eAOhJ3IdR0OlC9RQAPxBCzFWOnQbgC0KII0vKdgMY8hGqDAZj7KAuodrpKVUPAdiHiKYpx45OjjMYDMaoo6OFqhBiGYCbAZxNRL1EdAiAjwL4SWtrxmAwxis6Wqgm+ACA/QCsBnADpOl/c0trxGAwxi062qdaBexTZTDGN9inymAwGB0AFqoMBoMREZ2e/F8Zw8PRtH4Gg9FBqKvvj2eh2gUA/f39ra4Hg8FoLboARJOw41moDgHoAzDieH0XgAHPMiFgPsxnLN1Lu/PpgpQF0TBuhaqQaQ9u80eRWRBjJGakkPkwn1bwYD4NRK8PB6oYDAYjIlioukMA+DLq21WC+TCf0eTBfGrCuE3+ZzAYjDrAmiqDwWBEBAtVBoPBiAgWqgwGgxERLFQZDAYjIliojgKo3bZ7rIgxeD+19gMiGpVNlIhoVPLOiWg2Ee05GrxGE7HaNQvVmkBE05NPj6gxxSJZwrB2ENHORHQwEU2r+X52IaKXEtE+RNRXXiKYz/5E9PHk/YzUJViJ6CgAV2m7U9TB5zAAlxDRbnUOekR0KOTC8B8gibqe2y5E9AoiOpSIZtbBI+EzI2nb/bHaNQvVGpA08NsB/AbAo0T0ISLarwY+BwL4PBHtH5u2xucwAHcAuADAQiJ6fXI8auclosMTPmcD+BOA99bEhwD8DMAXAHyOiHrrEKzJc7sCwA1CCLedFMP4HArgOgDPANiYCocantthAK4BsBjAyQAmCiGiTztN+NwK4OsArgbwKSKaUAOfwyHb2Y8A3EREHyCiuSXFyiGE4E/ED4BdADwN4BMApgP4HICrkhd3TGRePwWwEcDnAexX0/3sB+A5AH+f/P4OgGUAZkbmsz+AJQA+kfz+HIAnAPTXdF9fBfBLAN8A8DXIhYoBoCsS/cMBPJXeT43trRfAhQD+STk2BcCkyHwOhxSmH0l+/y/koERI8t0j8dk74fOx5PcHk/40O/L97JnwSdvbmwGcl/TTg6rQZk01PiYCeEQIca4QYqMQ4psAfghpFXyWiAp3efXEdgC/B3AqpDkWXRsGcCKAXwsh/h8ACCH+GcAiAK8D4mhDiYb4dgC/EUKcmxw+F8BjAA4hosOIaHZVPhoeB7ArgDsB7A7gLCKaICJoXolWdS2Au4QQ56bPiIiOIKI3ENGriGiPqnwAQAgxCGAygLuTfdpuAXA5gMeI6LOJFlsJiSV0NYBzhBA/Sg7fCDmQC5FIpUh4BYA7hBDnA4AQ4ieQG3nuQUSHENHukfi8GMn7SfhcBSlk/xLAh6v0JRaq8dEP4DVEdEJ6QAhxPaRWuQPA6VUFROLL2gnAIiHEuyC1rpMS2rEF62YAKxO+qY9zE4C5QGNhmkpIBNn9AB5RDv8H5GDxLQC/htzc8aCqvBQ8AGCdEOJqAL+CFKwfJ6JTiOgdVQgLIbYD+CSA1xHR64UQgog+C+BiyGmU5wL4OhEdUIVP0g4mQi6MNAPSXF4CuW/bfwE4BsAniWivKnwAHAHgs8qAB0jBfRIRvbMibR0jAF5JREcAABF9EcApAL4J2YcuJKKXR+AzCcBrtXdwD4D/A9AN4PiEv7/SUJdZMt4+kANUV/L9PyHNo7naNW+B9OEEuwESPun04onK8bdC+iO/jAiuAADdyf/ZyrHURP4PAGdr10+oyKdfOTYZwJcAHJ78PhnSP/2eKs/NcOxWAMdCWhcvhXTTjAB4b3Le26xNOmR6T+8A8GdIYfAopHDqBXBC0j7eHKkd/DWkv/tiAFOVa06B1ChfFbGdk3J//wK50abx+Qa2gwMhd0NeBjmY7gBwYHLuKEhXx/eS5xjyftI+ujuAn0P6708EcACABQD+CsDfAXhS7V8+H9ZUK4KI9iWiQ4XUttJR7RrINRrPIKK902uFEL8D8DyA0yvy6UrobVNo/xbS31lJY1X4DBMRCSHWKDzSdSe3AThSKfMeAO/zyUQw8Nmh8NkC4CtCiIeTczcCWA/Z4EPvpxGIombq0WIAByTPcQaA10C6A/Ygoj6R9D7f+0l+kxDi15A+utcAeIsQ4iEhxKAQ4nbIJefeXOV+AHQlmtRDkO/kVAANc18I8XsALwB4dyif5HvjvQqJdLm8xwF8lIj2EYFuE/25CSEWAvh3SCXhMgDnCSEWkszSeBDAcgBHJM8x5P2MJHyWQ/bTPQBcCjko/UIIcaUQ4gIAayBdBN5goVoBRDQDwB8B3EVExykN44+QWs9cyMilamI8AWBpVT5qpDo1URTBeiKATxDRPhX5CEtEfD2kRgYi+giA/wbwJ+G4hqUjn7TDpAPVs5CBnyr3M0JEXcrgcAuA2UR0EmTH+gSkJnQoZJAxlM+wUu8LARwnhHiCiHoUAfUkgAcr3s9wIuSegWxvCwCcppn7CxNelfiY2oGQrpNrITVy73xfnU9yjIQQK4UQ8yAtiGOJaJbyzrYCWEYe6XYmPkn9L4N8568EcLoQ4uzk+n4AWxJe/qiisvNHANK8+ilkhPyl2rm3A7gEUvv5N0iTdi2AQ2PwgWJyQTGFALwLMsXGO2Jaxif5/QpIv+AHIH14R9bBJzk2GcCHEj6xnltqap4KOcCtB/DO5NgkBGQ2FN2P+m6S3x+EDPYdELm9vTN5LxcDOAPSPF8B4OAa388nAdzoS9/x/bwMwPWQmSCvgxSAS5G4hSLwMWYuQFqSDwDYOeieQh8GfwQgfWTXQKZR/aeloR8A6aP5HYCLAgWQlQ/sgnVKjXxOhPQ9Lq/5fj4E6V+7F8BRNb2f8wC8LfneHbsdaPfzGkif99M13s9hAD4CqbleXOf7SX7PhFQadjMJqAj38w/JvcwH8Ica7qdbuW4igDMhA7Pe76dBJ7Qgf5ovIvk/G8C3TQ0jOV8pn6+IDwyCNZRXCZ/u5D72hRwkgvP5XO4HwCEADgKwy1h4P5B+6L8B8OJRuJ+uUbiftK0F5xK73A+kv3smlCBcXfcD4A0I0OwzvKoU5k9OoM0yvLCeUeITK2m9kI9ybtpo8BmF5xaknbbx/YxWexuV54ZIkwtGq/8IwUK1yksyvmjlhS0C8Ermw3yYz9jno354OxUHJDNK3pD8/K0QYlnJ9bMgE7FPAHAcgB3C4UEzH+bDfNqfTyliSuix+IF0/C+DTBtaAuAXAPYWBaNgcm4mgDnMh/kwn7HDx6kuMYmNtQ+kifAAmos77AY5lfJLzIf5MJ/xxcf1w8n/xZgJYLEQ4nwi6hZCrIBMrk/nJcd6fsyH+TCf9ufjBBaqxVgBuS4qRHO20HoARyQzOjKLLaQzm5gP82E+Y5KPG1qhHrfzB9J0OAzA0drxdDGRF0OuZqMm2u/PfJgP8xl7fEI+tTPopA+kufAI5JzwBQA+b7hmJ8j5+3OS3x+DnPExg/kwH+YzdviEfmol3kkfAPtArlp0OqTj+52Qa3y+RLtuVwCrIeeIfwAy4ngU82E+zGfs8KnyqZ1Bp3wAnAbg28rvOZBzmt9uuPZqyDUdF8NzLjLzYT7Mp/35VPlwoKqJ6UiWlkuWH1sNuZBHGkFUt//dH8CHAbxJCDGf+TAf5jPm+ARjVPYJ7xBchub6iV2QiwhvhTQ3kPxO8RUA9wghnmY+zIf5jEk+wWChisaItyX9DrmsHSAd3Y29mIjoU8n37zMf5sN8xiafqmDzH40Xka6eL0TikAGwAdLhDSL6BORC039iPsyH+YxdPlXBQhUAyVkYgohmEtG+yqltANYS0Qch9815gxDiPubDfJjP2OVTGWKUImLt+kFz64a9IffyOVk5dwSkiRG0UjvzYT7Mp7P4xPi0lHmrPwB6k/8vgtwZ8gva+RmQZsRhzIf5MJ+xzSfWZ1ysp0pEBwF4P+QOnfcLIa5Qzr0Ycv+aS4QQ30yOpVtAjyQmh+suocyH+TCfNudTN8a8T5Xk3uW3Qr6oFQD+lYi+TkQHJpecA+AK9UUJIUZEcx/zEZ0m82E+zKcz+YwKWq0q1/kB0Ae5o+SnlWN7Q+5Ncx7kkmHqbopB+9QwH+bDfNqfz2h9xrSmKoQYgPS3dAMAEU0QQjwL4GbIXTo/JhKTIR35mA/zYT5jk89oYUwLVZJrKS4BsCcRzRFCbCei3SFNhe8B+Cciegsg/TLMh/kwn7HLZ7Qw5mZUJS9jHwCbADwK4FwAlwM4kIiWA3glgF8IIa4korkAjobcw575MB/mM8b4tAJjSqgS0eEArgfwZwBHQqZZ/BDASQDeA2AigKuFEL9NikyAXHSB+TAf5jPG+LQMrXbqxvoAmArgjwA+kfx+BYD/gJwX/H5LmX8B8FXmw3yYz9ji08pPyysQ7UYAgjQPXqYcmwngDMgo4ke1az8N6cc5lPkwH+Yztvi08tPyCkS5CfnwpwC4G8CZ2rmJAP4OwH1IprYBeClkIvHRzIf5MJ+xxafVn5ZXIOrNAG8AsBbA27Tju0L6bM5UXuAU5sN8mM/Y5dOqT8srEPVmZIrYv0HuWfPm5Fg6FfczAG6CkkTMfJgP8xm7fFr1GVPRfyHnAJ8PoB/A14hoihDi0uT0EORGYOlq4cyH+TCfMcynZWi1VK/jAxlh/ATkOou/hdyCYTUi+2aYD/NhPu3PZ7Q/Y3qVKiI6AsCJyc8bhBALmQ/zYT7jk89oYUwLVQaDwRhtjOm5/wwGgzHaYKHKYDAYEcFClcFgMCKChSqDwWBEBAtVBoPBiAgWqgwGgxERLFQZDAYjIlioMhgMRkSwUGUwGIyIYKHKYDAYEcFClcFgMCLi/wN2Vlavko1KvgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(flowrate0922.time, flowrate0922.converter1+flowrate0922.converter2)\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "0d1e10e4",
"metadata": {},
"source": [
"# LDG 발열량 계산 방법"
]
},
{
"cell_type": "markdown",
"id": "052c4ab6",
"metadata": {},
"source": [
"## 기상데이터 - 공기 수분량"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "a2517c6f",
"metadata": {},
"outputs": [],
"source": [
"weather0922 = pd.read_csv('./220922/Weather/202209-weather-GY-second.csv', sep='\\t', parse_dates=['time'])\n",
"#display(weather0922[weather0922.isna().any(axis=1)])\n",
"weather0922.temperature.interpolate(inplace=True)\n",
"weather0922.precipitation.interpolate(inplace=True)\n",
"weather0922['vp'] = weather0922.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
"weather0922['XH2O'] = weather0922.apply(lambda row: row.vp/100/row.atm_sea, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "b9c44503",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" time | \n",
" temperature | \n",
" precipitation | \n",
" wind_direction | \n",
" wind_speed | \n",
" atm_post | \n",
" atm_sea | \n",
" rh | \n",
" radiation | \n",
" sunshine | \n",
" vp | \n",
" XH2O | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2022-09-01 00:01:00 | \n",
" 22.6 | \n",
" 0.0 | \n",
" 115.8 | \n",
" 0.6 | \n",
" 1000.1 | \n",
" 1010.2 | \n",
" 84.1 | \n",
" 0.0 | \n",
" 0 | \n",
" 2301.857877 | \n",
" 0.022786 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2022-09-01 00:02:00 | \n",
" 22.6 | \n",
" 0.0 | \n",
" 147.7 | \n",
" 0.4 | \n",
" 1000.1 | \n",
" 1010.2 | \n",
" 84.0 | \n",
" 0.0 | \n",
" 0 | \n",
" 2299.120829 | \n",
" 0.022759 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2022-09-01 00:03:00 | \n",
" 22.6 | \n",
" 0.0 | \n",
" 178.8 | \n",
" 0.6 | \n",
" 1000.1 | \n",
" 1010.2 | \n",
" 84.1 | \n",
" 0.0 | \n",
" 0 | \n",
" 2301.857877 | \n",
" 0.022786 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2022-09-01 00:04:00 | \n",
" 22.6 | \n",
" 0.0 | \n",
" 187.6 | \n",
" 0.8 | \n",
" 1000.1 | \n",
" 1010.2 | \n",
" 84.1 | \n",
" 0.0 | \n",
" 0 | \n",
" 2301.857877 | \n",
" 0.022786 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2022-09-01 00:05:00 | \n",
" 22.6 | \n",
" 0.0 | \n",
" 168.1 | \n",
" 0.3 | \n",
" 1000.2 | \n",
" 1010.3 | \n",
" 84.3 | \n",
" 0.0 | \n",
" 0 | \n",
" 2307.331975 | \n",
" 0.022838 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 41074 | \n",
" 2022-09-30 00:55:00 | \n",
" 18.2 | \n",
" 0.0 | \n",
" 248.4 | \n",
" 0.0 | \n",
" 1005.6 | \n",
" 1015.9 | \n",
" 87.7 | \n",
" 0.0 | \n",
" 0 | \n",
" 1829.219195 | \n",
" 0.018006 | \n",
"
\n",
" \n",
" | 41075 | \n",
" 2022-09-30 00:56:00 | \n",
" 18.2 | \n",
" 0.0 | \n",
" 196.8 | \n",
" 0.0 | \n",
" 1005.6 | \n",
" 1015.9 | \n",
" 87.3 | \n",
" 0.0 | \n",
" 0 | \n",
" 1820.876120 | \n",
" 0.017924 | \n",
"
\n",
" \n",
" | 41076 | \n",
" 2022-09-30 00:57:00 | \n",
" 18.2 | \n",
" 0.0 | \n",
" 229.7 | \n",
" 0.0 | \n",
" 1005.6 | \n",
" 1015.9 | \n",
" 87.2 | \n",
" 0.0 | \n",
" 0 | \n",
" 1818.790351 | \n",
" 0.017903 | \n",
"
\n",
" \n",
" | 41077 | \n",
" 2022-09-30 00:58:00 | \n",
" 18.2 | \n",
" 0.0 | \n",
" 242.1 | \n",
" 0.0 | \n",
" 1005.5 | \n",
" 1015.8 | \n",
" 87.2 | \n",
" 0.0 | \n",
" 0 | \n",
" 1818.790351 | \n",
" 0.017905 | \n",
"
\n",
" \n",
" | 41078 | \n",
" 2022-09-30 00:59:00 | \n",
" 18.2 | \n",
" 0.0 | \n",
" 210.3 | \n",
" 0.4 | \n",
" 1005.5 | \n",
" 1015.8 | \n",
" 87.4 | \n",
" 0.0 | \n",
" 0 | \n",
" 1822.961889 | \n",
" 0.017946 | \n",
"
\n",
" \n",
"
\n",
"
41079 rows × 12 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" time | \n",
" temperature | \n",
" precipitation | \n",
" wind_direction | \n",
" wind_speed | \n",
" atm_post | \n",
" atm_sea | \n",
" rh | \n",
" radiation | \n",
" sunshine | \n",
" vp | \n",
" XH2O | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2022-10-01 00:01:00 | \n",
" 19.3 | \n",
" 0.0 | \n",
" 103.4 | \n",
" 0.3 | \n",
" 1006.2 | \n",
" 1016.4 | \n",
" 77.7 | \n",
" 0.00 | \n",
" 0 | \n",
" 1736.075993 | \n",
" 0.017081 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2022-10-01 00:02:00 | \n",
" 19.3 | \n",
" 0.0 | \n",
" 111.9 | \n",
" 0.3 | \n",
" 1006.2 | \n",
" 1016.4 | \n",
" 77.8 | \n",
" 0.00 | \n",
" 0 | \n",
" 1738.310325 | \n",
" 0.017103 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2022-10-01 00:03:00 | \n",
" 19.3 | \n",
" 0.0 | \n",
" 90.2 | \n",
" 0.3 | \n",
" 1006.2 | \n",
" 1016.4 | \n",
" 78.0 | \n",
" 0.00 | \n",
" 0 | \n",
" 1742.778989 | \n",
" 0.017147 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2022-10-01 00:04:00 | \n",
" 19.3 | \n",
" 0.0 | \n",
" 78.2 | \n",
" 0.9 | \n",
" 1006.2 | \n",
" 1016.4 | \n",
" 78.2 | \n",
" 0.00 | \n",
" 0 | \n",
" 1747.247653 | \n",
" 0.017191 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2022-10-01 00:05:00 | \n",
" 19.2 | \n",
" 0.0 | \n",
" 74.5 | \n",
" 0.9 | \n",
" 1006.2 | \n",
" 1016.4 | \n",
" 78.3 | \n",
" 0.00 | \n",
" 0 | \n",
" 1738.615298 | \n",
" 0.017106 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 44614 | \n",
" 2022-10-31 23:56:00 | \n",
" 12.6 | \n",
" 0.0 | \n",
" 300.0 | \n",
" 0.7 | \n",
" 1012.3 | \n",
" 1022.9 | \n",
" 61.1 | \n",
" 15.26 | \n",
" 31020 | \n",
" 889.480624 | \n",
" 0.008696 | \n",
"
\n",
" \n",
" | 44615 | \n",
" 2022-10-31 23:57:00 | \n",
" 12.6 | \n",
" 0.0 | \n",
" 297.2 | \n",
" 1.0 | \n",
" 1012.3 | \n",
" 1022.9 | \n",
" 60.8 | \n",
" 15.26 | \n",
" 31020 | \n",
" 885.113289 | \n",
" 0.008653 | \n",
"
\n",
" \n",
" | 44616 | \n",
" 2022-10-31 23:58:00 | \n",
" 12.6 | \n",
" 0.0 | \n",
" 326.6 | \n",
" 1.3 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.7 | \n",
" 15.26 | \n",
" 31020 | \n",
" 883.657511 | \n",
" 0.008640 | \n",
"
\n",
" \n",
" | 44617 | \n",
" 2022-10-31 23:59:00 | \n",
" 12.7 | \n",
" 0.0 | \n",
" 307.4 | \n",
" 1.1 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.6 | \n",
" 15.26 | \n",
" 31020 | \n",
" 888.009154 | \n",
" 0.008682 | \n",
"
\n",
" \n",
" | 44618 | \n",
" 2022-11-01 00:00:00 | \n",
" 12.7 | \n",
" 0.0 | \n",
" 214.7 | \n",
" 0.1 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.4 | \n",
" 15.26 | \n",
" 31020 | \n",
" 885.078431 | \n",
" 0.008653 | \n",
"
\n",
" \n",
"
\n",
"
44619 rows × 12 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" time | \n",
" temperature | \n",
" precipitation | \n",
" wind_direction | \n",
" wind_speed | \n",
" atm_post | \n",
" atm_sea | \n",
" rh | \n",
" radiation | \n",
" sunshine | \n",
" vp | \n",
" XH2O | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2022-11-01 00:01:00 | \n",
" 12.8 | \n",
" 0 | \n",
" 282.1 | \n",
" 1.6 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.0 | \n",
" 0.0 | \n",
" 0 | \n",
" 885.000165 | \n",
" 0.008653 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2022-11-01 00:02:00 | \n",
" 12.8 | \n",
" 0 | \n",
" 291.8 | \n",
" 1.1 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.1 | \n",
" 0.0 | \n",
" 0 | \n",
" 886.475165 | \n",
" 0.008667 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2022-11-01 00:03:00 | \n",
" 12.8 | \n",
" 0 | \n",
" 289.6 | \n",
" 1.6 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.5 | \n",
" 0.0 | \n",
" 0 | \n",
" 892.375166 | \n",
" 0.008725 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2022-11-01 00:04:00 | \n",
" 12.8 | \n",
" 0 | \n",
" 284.5 | \n",
" 1.6 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.2 | \n",
" 0.0 | \n",
" 0 | \n",
" 887.950166 | \n",
" 0.008682 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2022-11-01 00:05:00 | \n",
" 12.7 | \n",
" 0 | \n",
" 275.9 | \n",
" 1.3 | \n",
" 1012.2 | \n",
" 1022.8 | \n",
" 60.5 | \n",
" 0.0 | \n",
" 0 | \n",
" 886.543793 | \n",
" 0.008668 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 8690 | \n",
" 2022-11-07 00:55:00 | \n",
" 9.0 | \n",
" 0 | \n",
" 20.6 | \n",
" 0.6 | \n",
" 1013.2 | \n",
" 1024.0 | \n",
" 70.5 | \n",
" 0.0 | \n",
" 0 | \n",
" 807.566837 | \n",
" 0.007886 | \n",
"
\n",
" \n",
" | 8691 | \n",
" 2022-11-07 00:56:00 | \n",
" 9.0 | \n",
" 0 | \n",
" 315.4 | \n",
" 1.7 | \n",
" 1013.2 | \n",
" 1024.0 | \n",
" 70.6 | \n",
" 0.0 | \n",
" 0 | \n",
" 808.712322 | \n",
" 0.007898 | \n",
"
\n",
" \n",
" | 8692 | \n",
" 2022-11-07 00:57:00 | \n",
" 9.0 | \n",
" 0 | \n",
" 233.7 | \n",
" 0.5 | \n",
" 1013.2 | \n",
" 1024.0 | \n",
" 70.7 | \n",
" 0.0 | \n",
" 0 | \n",
" 809.857807 | \n",
" 0.007909 | \n",
"
\n",
" \n",
" | 8693 | \n",
" 2022-11-07 00:58:00 | \n",
" 9.0 | \n",
" 0 | \n",
" 260.8 | \n",
" 1.6 | \n",
" 1013.2 | \n",
" 1024.0 | \n",
" 70.6 | \n",
" 0.0 | \n",
" 0 | \n",
" 808.712322 | \n",
" 0.007898 | \n",
"
\n",
" \n",
" | 8694 | \n",
" 2022-11-07 00:59:00 | \n",
" 8.9 | \n",
" 0 | \n",
" 254.0 | \n",
" 1.3 | \n",
" 1013.2 | \n",
" 1024.0 | \n",
" 70.6 | \n",
" 0.0 | \n",
" 0 | \n",
" 803.265902 | \n",
" 0.007844 | \n",
"
\n",
" \n",
"
\n",
"
8695 rows × 12 columns
\n",
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather0922.time, weather0922.rh)\n",
"axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "981f8e83",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.rh)\n",
"axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "40830101",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.rh)\n",
"axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 147,
"id": "7ea27051",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.rh)\n",
"axe.set_xlim(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "49ae67ba",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather11.time, weather11.rh)\n",
"axe.set_xlim(ldg_pp_1103.timestamp.iloc[0], ldg_pp_1103.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "7e74b90a",
"metadata": {},
"source": [
"### 대기 온도"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "834ac5cc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather0922.time, weather0922.temperature, '-o')\n",
"axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "0f829d1f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.temperature)\n",
"axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "a11babab",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.temperature)\n",
"axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"id": "cd06afe4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, '9, 10, 11 월 광양 기온')"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots(figsize=(12, 4))\n",
"\n",
"axe.plot(weather0922.time, weather0922.temperature)\n",
"axe.plot(weather10.time, weather10.temperature)\n",
"axe.plot(weather11.time, weather11.temperature)\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"\n",
"fig.suptitle(\"9, 10, 11 월 광양 기온\")"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "6031b210",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 6, figsize=(12, 4), sharey='row')\n",
"\n",
"axe = axes.ravel()[0]\n",
"axe.plot(weather0922.time, weather0922.temperature, '-o')\n",
"axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"\n",
"axe = axes.ravel()[1]\n",
"axe.plot(weather0922.time, weather0922.temperature, '-o')\n",
"axe.set_xlim(ldg_pp_0926.timestamp.iloc[0], ldg_pp_0926.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"\n",
"axe = axes.ravel()[2]\n",
"axe.plot(weather10.time, weather10.temperature)\n",
"axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"\n",
"axe = axes.ravel()[3]\n",
"axe.plot(weather10.time, weather10.temperature)\n",
"axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"\n",
"axe = axes.ravel()[4]\n",
"axe.plot(weather10.time, weather10.temperature)\n",
"axe.set_xlim(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"\n",
"axe = axes.ravel()[5]\n",
"axe.plot(weather11.time, weather11.temperature)\n",
"axe.set_xlim(ldg_pp_1103.timestamp.iloc[0], ldg_pp_1103.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"\n",
"# fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "f702ecba",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 130,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.temperature, label=\"광양시기상관측소\")\n",
"axe.plot(ldg_pp_1026.timestamp, ldg_pp_1026.Tamb - 273.15, label=\"#9수봉변\")\n",
"axe.set_xlim(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"axe.legend(frameon=False)"
]
},
{
"cell_type": "code",
"execution_count": 131,
"id": "bd1708e6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 131,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather11.time, weather11.temperature, label=\"광양시기상관측소\")\n",
"axe.plot(ldg_pp_1103.timestamp, ldg_pp_1103.Tamb - 273.15, label=\"#9수봉변\")\n",
"axe.set_xlim(ldg_pp_1103.timestamp.iloc[0], ldg_pp_1103.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)\n",
"axe.legend(frameon=False)"
]
},
{
"cell_type": "markdown",
"id": "c0d67e40",
"metadata": {},
"source": [
"### 대기 수분량 (부피 비율)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "120b4798",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather0922.time, weather0922.XH2O, '-o')\n",
"axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 109,
"id": "1d9f1269",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.XH2O)\n",
"axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "32da81f5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.XH2O)\n",
"axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "markdown",
"id": "cf20df4e",
"metadata": {},
"source": [
"### 대기압(해수면)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "5fbfb827",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather0922.time, weather0922.atm_sea * 100, '-o')\n",
"axe.set_xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "59c5b0a2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.atm_sea * 100)\n",
"axe.set_xlim(ldg_pp_1013.timestamp.iloc[0], ldg_pp_1013.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"id": "673f9aad",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather10.time, weather10.atm_sea * 100)\n",
"axe.set_xlim(ldg_pp_1019.timestamp.iloc[0], ldg_pp_1019.timestamp.iloc[-1])\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "1dad10da",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"axe.plot(weather0922.time, weather0922.atm_sea * 100, '-o')\n",
"axe.set_xlim(pd.Timestamp(\"22-09-22 10:00:00\"), pd.Timestamp(\"22-09-22 22:00:00\"))\n",
"axe.tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "cffec2f9",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "710fa93d",
"metadata": {},
"outputs": [],
"source": [
"components = \"CO2\tN2\tCO\tH2\tO2\".split()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "7a9a2b05",
"metadata": {},
"outputs": [],
"source": [
"raw_array = np.array('''\\\n",
"16.56 \t27.21 \t55.53 \t0.49 \t0.21 \t1686.00\n",
"15.48 \t30.60 \t52.94 \t0.63 \t0.35 \t1612.00\n",
"18.79 \t33.18 \t47.18 \t0.48 \t0.36 \t1434.00\n",
"15.49 \t31.89 \t51.76 \t0.53 \t0.33 \t1573.00\n",
"18.49 \t34.21 \t46.43 \t0.63 \t0.24 \t1415.00\n",
"13.65 \t25.77 \t59.58 \t0.77 \t0.22 \t1815.00\n",
"16.99 \t31.78 \t49.77 \t1.23 \t0.24 \t1531.00\n",
"14.28 \t23.85 \t60.21 \t1.27 \t0.39 \t1847.00\n",
"12.25 \t22.05 \t63.99 \t1.34 \t0.38 \t1963.00\n",
"15.41 \t29.06 \t53.90 \t1.27 \t0.36 \t1657.00\n",
"16.00 \t31.37 \t51.35 \t0.94 \t0.34 \t1572.00\n",
"17.65 \t32.70 \t48.61 \t0.72 \t0.32 \t1484.00\n",
"18.66 \t35.03 \t45.32 \t0.63 \t0.36 \t1382.00\n",
"14.87 \t27.54 \t56.60 \t0.56 \t0.43 \t1719.00\n",
"15.69 \t28.18 \t55.08 \t0.65 \t0.39 \t1677.00\n",
"14.05 \t27.17 \t57.95 \t0.53 \t0.31 \t1760.00\n",
"16.56 \t35.68 \t46.51 \t0.88 \t0.37 \t1424.00\n",
"17.93 \t36.32 \t44.47 \t1.02 \t0.27 \t1366.00\n",
"17.80 \t33.39 \t47.38 \t0.96 \t0.47 \t1453.00\n",
"17.05 \t34.60 \t47.43 \t0.59 \t0.33 \t1444.00\n",
"17.04 \t31.96 \t50.12 \t0.49 \t0.39 \t1523.00\n",
"13.39 \t24.66 \t61.07 \t0.52 \t0.36 \t1853.49\n",
"'''.split(), dtype=np.double).reshape((-1,6))\n",
"\n",
"fractions = raw_array[:,:-1]\n",
"\n",
"fractions[:,2] += 100. - fractions.sum(axis=1)\n",
"\n",
"fractions /= 100.\n",
"\n",
"HV_CV_Lower = raw_array[:,-1]"
]
},
{
"cell_type": "markdown",
"id": "ffb96702",
"metadata": {},
"source": [
"## 이론 공연비"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "9d2fd74d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1.326894 , 1.26174255, 1.12046175, 1.23214995, 1.1116317 ,\n",
" 1.4299908 , 1.20542115, 1.4486055 , 1.5407244 , 1.29944925,\n",
" 1.23167265, 1.16198685, 1.07941395, 1.3435995 , 1.3116204 ,\n",
" 1.38059025, 1.11330225, 1.0724931 , 1.131201 , 1.1302464 ,\n",
" 1.18919295, 1.45266255])"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(fractions[:,2:4].sum(axis=1) / 2. - fractions[:, components.index('O2')]) * ( 1 + 3.773)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "1d6d94a7",
"metadata": {},
"outputs": [],
"source": [
"gas = ct.Solution('gri30.xml')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "a3884f2c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'for frac in fractions:\\n gas.Y = {x: y for x, y in zip(components, frac)} \\n print({elem: gas.elemental_mole_fraction(elem) for elem in gas.element_names})\\n print(sum([gas.elemental_mole_fraction(elem) for elem in gas.element_names]))'"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''for frac in fractions:\n",
" gas.Y = {x: y for x, y in zip(components, frac)} \n",
" print({elem: gas.elemental_mole_fraction(elem) for elem in gas.element_names})\n",
" print(sum([gas.elemental_mole_fraction(elem) for elem in gas.element_names]))'''"
]
},
{
"cell_type": "markdown",
"id": "9309e9b9",
"metadata": {},
"source": [
"## 생성 엔탈피, MJ / kmol (298.15 K, 1 atm)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "50884b08",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'O2': 1.634333196302546e-08,\n",
" 'N2': 0.0014299020481404884,\n",
" 'H2': 1.3281769137764726e-08,\n",
" 'C': 716.6759156716466,\n",
" 'CO2': -393.5077576704113,\n",
" 'H2O': -241.82462162536495,\n",
" 'CO': -110.52936976271478,\n",
" 'CH4': -74.5995744749737,\n",
" 'C3H8': -103.85333587295308}"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{comp: gas.species(comp).thermo.h(273.15+25) / 1e6 for comp in '''\n",
"O2\n",
"N2\n",
"H2\n",
"C\n",
"CO2\n",
"H2O\n",
"CO\n",
"CH4\n",
"C3H8'''.split()}"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "3c86d089",
"metadata": {},
"outputs": [],
"source": [
"h_dict = {comp: gas.species(comp).thermo.h(273.15+25) for comp in components}"
]
},
{
"cell_type": "markdown",
"id": "41dd9344",
"metadata": {},
"source": [
"### CO 발열량"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "812ba6eb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3019.350799684347"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dhCO = gas.species(\"CO\").thermo.h(273.15+25) - gas.species(\"CO2\").thermo.h(273.15+25) # J / kmol\n",
"gas.TPX = 273.15, ct.one_atm, \"CO:1\"\n",
"kmol_in_Nm3_CO = 1000. / (22.4 * 1000) # 1 000 mol / 22.4 x 1000 L\n",
"dhCO * kmol_in_Nm3_CO / 4184"
]
},
{
"cell_type": "markdown",
"id": "b9da5c3b",
"metadata": {},
"source": [
"### LDG 저위 발열량 - 정압, 정적"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "16aa0dfb",
"metadata": {},
"outputs": [],
"source": [
"def hf(species_name):\n",
" gas.TPX = 273.15 + 25, ct.one_atm, \"{}:1\".format(species_name)\n",
" return gas.enthalpy_mole\n",
"\n",
"def uf(species_name):\n",
" gas.TPX = 273.15 + 25, ct.one_atm, \"{}:1\".format(species_name)\n",
" return gas.int_energy_mole\n",
"\n",
"hO2 = hf(\"O2\")\n",
"hCO = hf(\"CO\")\n",
"hH2 = hf(\"H2\")\n",
"hCO2 = hf(\"CO2\")\n",
"hH2Og = hf(\"H2O\")\n",
"\n",
"uO2 = uf(\"O2\")\n",
"uCO = uf(\"CO\")\n",
"uH2 = uf(\"H2\")\n",
"uCO2 = uf(\"CO2\")\n",
"uH2Og = uf(\"H2O\")\n",
"\n",
"water.TP = 273.15 + 25, ct.one_atm\n",
"hH2Ol = water.enthalpy_mole\n",
"\n",
"dhCO = hCO + hO2/2. - hCO2\n",
"\n",
"dhH2l = hH2 + hO2/2. - hH2Ol\n",
"dhH2g = hH2 + hO2/2. - hH2Og\n",
"\n",
"duCO = uCO + uO2/2. - uCO2\n",
"duH2g = uH2 + uO2/2. - uH2Og\n",
"\n",
"HV_CPl = []\n",
"HV_CVl = []\n",
"for frac in fractions:\n",
" gas.TPX = 273.15, ct.one_atm, {x: y for x, y in zip(components, frac)}\n",
" kmol_in_Nm3 = gas.density / gas.mean_molecular_weight\n",
" kmol_in_kg = 1./gas.mean_molecular_weight\n",
" '''print(\"LDG\", {x: y for x, y in zip(components, frac)})\n",
" print(\n",
" (\n",
" gas.mole_fraction_dict()[\"CO\"] * dhCO\n",
" + gas.mole_fraction_dict()[\"H2\"] * dhH2g\n",
" ) / 4184 * kmol_in_Nm3\n",
" )''' # J / kmol\n",
" HV_CPl.append((gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2g)/4184*kmol_in_Nm3) # J / kmol\n",
" HV_CVl.append((gas.mole_fraction_dict()[\"CO\"] * duCO + gas.mole_fraction_dict()[\"H2\"] * duH2g)/4184*kmol_in_Nm3) # J / kmol\n",
" # print((gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2)/gas.mean_molecular_weight/4184) # J / kg"
]
},
{
"cell_type": "markdown",
"id": "986f5fc2",
"metadata": {},
"source": [
"### 정압 발열량과 질량 분석기 발열량 비교"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "7079e99f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(sorted(HV_CV_Lower), sorted(HV_CV_Lower), ':')\n",
"plt.plot(HV_CV_Lower, HV_CPl, 'x')"
]
},
{
"cell_type": "markdown",
"id": "543f98dc",
"metadata": {},
"source": [
"### 정적 발열량과 질량 분석기 발열량 비교"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "6b02caaf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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xwDFhG/pDM3sGmEgQMK8AZrj7BwBmdhtQbGZ93X1zE8sncliRGucXs1bz2Y79PDj+NMyMY9c9B6//WHNVU1STAp27FwN1G37Ux4LMa4Ha5ulpwCZ3L4o6bRFwQ/h6JPBE1HtsM7P1wHDgc4HOzDKA2gJoZoc02faySn6/5DPKKqpZV1rGifmdNFc1xbVEZ8QYYI+7zwuP84HSmHNKw/TG5Me6DfhpHMopaapX53Y8/v2RtM/KDIIcwDk3N3yBanJJryVqRNcBD0cdG1ATc05N1HsfLj/WHQQBOgvIaVZJJW28vrKYX77+Ud3xiGO7MbhvlwSWSFpTXGt0ZjYAGAX8S1TydqBbzKndwvTG5B/E3euC4qGa0JLGYqZz7dxXyY2/e489FdVczF/pm1126BqcpJx41+iuA6a7+/6otOVAPzOL/vM5PEwHWAYMq80ws1yCntnliByJqK0HAbp2zOEX3xnGn0atpO+8Kdp6MA3FrUZnZp2ASwlqdHXcfZOZzQbuNrMfEgSxK4GLw1OmAzPDntgPgbuAhe6+Ll5lkzRTMIltZZV0L5wc9FoVTOL8slfg/f/WdK40Fc+m6/eBBQ0EqAkEY+NKgDJgirvPBnD3+WZ2K1AIdAbeAS6JY7kk1cU0VcsqqvnavIGMqZ7A7YU3YW/+HMq2KsilMc11leRXz34Nzyz4mLwPnuKCTfcHtbr8wcGGNZJSNNdV0kfBJCojTnZUU/XSzNdh0y+D/OjpXKrRpSUFOkl65VURvrX4ZM6o+TemFE7GloR7q+Iw5j5N5xIFOkl+7bMz+fLAXszL/DbVNfPJLlkZZNQGOdB0rjSnKVSSlNydol3ldcf/cf5J/GHECrK3rYbcXhyYJRilYFLwHE/TudKOanSSHKJ6VqsjNdz8x/eZ/WEJr1z/RY7+6Fky18wic83rh195RDW5tKRAJ8khak+HzFETqR0sEHlnGrwzBTCtPCINUqCT5FAwiYg7mWHP6n+Pu5zy+VPpOuc2GHB+8KWVR6QBGkcnSeH5hZ/y5LwNzDxjFR1fvxnyTw56VjUIOK01dhydOiOkzaupcV5bUcT60r3M7fLNMMitDL4ryEkjqOkqbV5GhvGr8cNZsXkXZ29/6fN7OijYyWGoRidt0rKNO7ny6SWUVwWtkbyO2UGQq53qdc2C4HvUKiUiDVGNTtocd+fOP69kySc7+N3ijVx2dr9657OqZ1UaS4FO2hwz48FLhvPnZZu59MzjgkTt6SDNoF5XaRO2l1Uyfd4G/v28gWRmaOVoaRytXiJJ5brn32X+um10bp/NpC/1T3RxJMWoM0LahCnfGMzYoX24uOALiS6KpCA1XSUhIjXOX1cU8fVTjtImR3LENGBY2rSbXljGNc+9y7MLP010USQNKNBJy5p7T73j3C4aeQw/zHuTf9o6vfXLJGlHgU5aVtTWg+tK99Yln739Jf694nF65fdNYOEkXTQ50JnZSDMrMrMZMemdzOzXZrbJzLaa2StRed3N7EUzKzGz9WZ2Wcy1481sbZg/08x6HflHkjYlXOzSCycz/YH/5LUPttQN/jVNyJdW0qThJWY2FrgPWFxP9svAfKA/UMnB+7tOBbYDfQj2dZ1nZivdfbGZnQo8BowGVgEPEWyNeEHTPoq0WQWTWP7ZLm5f9jP2zvob7F6rVUekVTWp19XMehMErJ8Ag9x9fJh+LvADd7+4nmt6AkXAMe5eFKY9AHRw96vM7EEgx92vDvN6AMXAse6++TDlUa9rG7a/MkKHnAP/LlW/OoPsbR9q60GJmxbpdXX3Ynevqifr+8AcM3vNzIrNbLaZ1Y76PA3YVBvkQouAEeHrkeFx7XtsA9YDw+srg5llmFlmGOT0jLGNmru6hNH/M5slH28PEhZNC/ZziF51RKSVxCtQDASuAm4BjgX+BhSGwSgfKI05vzRMpxH5sW4DqsOvymaXXFrER8V72Lq3kjc/Kj14Qr5WHZEEiNcUsF7AY+6+FMDM7gCuA84k2I6pJub8Gg4E2cPlx7oDuDN8nYGCXZvh7nWDfyeN7s8pffMOXlpJq45IgsSrRrcbeK/2wN2rgU+BvgTP9LrFnN8tTKcR+Qdx9xp3j4Tt8dgAKQmycfs+Ln78HdaWBENIzIyzT+x56FVHtPWgtJJ4BbqlwPG1B2aWAxxH8KxtOdDPzLpEnT88TAdYBgyLujaXoGd2OZI0Ziz+lEUbtvPInLUHZ5xzc8M1toJJQb5IC4tX0/UZ4EkzmwtsJGhargXedXc3s9nA3Wb2Q4IgdiVQ20M7HZhpZs8AHwJ3AQvdfV2cyiat4IbzBtK1Qw7fP/u4RBdF5HPiUqNz97eAe4E5wGfAIOBCPzB2ZQLB+LoSYBYwxd1nh9fOB24FCgk6IU4CLolHuaTllFdFuOOVlZTsLgcgKzODSV/qT7ssDfORtkerl8jhzb0nmMoV1QT9xazV/Gr2Wn529Dt8b2iumqCSEFp4U+Jj7j1Q+iGs+FNwHAa7q885gXPf/zHDt82BjvclrnwijaABt3JoHXsEQW7IhXjhZMrnTw2SX57IiD1zsCHjNDxE2jw1XeXwFk3DCyfzSuQMvpG5kIxOvWFvEQwZBxdNT3TpJI01tumqQCeNsvftx+j4f7dARjYZNZXQ6Si4aXWiiyVpTisMS7Ot2rKbyupgTHan0VdjnXoHQS6zHewt1hQuSRoKdFKvv64o4puPzOP2V1YECS9MwPYWBTW5SCUMuVDzVSVpKNBJvQYd1ZncnEz65LXHX5gAK14KnsndtDqYuhV2UCjYSTLQ8BKps2t/FV3aZ2FmHNcjl7k3nUveB9PhrZcO7niInpQ/5ELNV5U2T4FOAFixeRdXPv13Lin4Atd9ZQAAeR2zw0n599U/KR+CfA0WljZOgU4AqI44pXsreG/jLmpqnIyMcK/VQwUxjZ+TJKHhJWnsoIAGfLBpF4P7dDkoTaQt0/ASOaRd+6qYMH0xv1+ysS7tlKPzFOQkJSnQpanlm3by9ppSpr21nqqI1i+V1KZndKmunpVHAEYP6MXMglWc2KmC7MwvJ6hwIq1DNbpU17EHFE6mZuE0fvn6R8xZXRKkL5rG0GU/o0NeQ3sQiaQO1ehSUXQtLqzJWeFktlVNYFG7LL50/MdkrntDm0hL2lCgS0VhLQ6oC3YG3Fl4E9SAraP+sXEiKUqBLhWFAcwLJ7N5536OPv//AcG+kkCwibSCnKQRBboUtST/W7xctYLb599GZM3zZJZ+GGTkD4aSVcH8VAU7SRPqjEhRI47txq5TLmN35xPJLF0FeNBcvWZB8GxOk/EljahGl0I2bt8HwBe6dyQjw3jwhCXY6tp9VqMGAkdPyo8+FklRTQ50ZjYS+Asw193Hh2lnAG8BO6JO3eDuZ4X53YFpwGhgL3C7uz8V9TPHAz8DugDvAFe4e+kRfaI0tbpoDxc/voDendvzx2vOJnfZb7DCyTDgqzDg/OCkmA4KQCuPSFpoUqAzs7HAfcDimKzOwF/d/Z8buHQqsB3oQ7CB9TwzW+nui83sVOAxgiC4CngIeBK4oCllS3fH98zlhF6dGNi7EzlLn4TXflT/8JH6gp1IimvSpH4z600QsH4CDIqq0Y0D/sXdL63nmp5AEXCMuxeFaQ8AHdz9KjN7EMhx96vDvB5AMXCsu28+THnSelJ/eVWE8qoIXTvmALC/MkKHnMwGZ0MAwXM5La0kKaJF9nV192IAs89N/O4M7G7gstOATbVBLrQIuCF8PRJ4Iuo9tpnZemA48LlAZ2YZHHjglLadKcW7y5n41BI6tcvi6SsKyM7MCIIcaGklkRjxChSdge+Z2RYz+9jMfm9mQ8K8fCD2eVtpmN6Y/Fi3AdXhV2WzS56kOuRkUlZZzd6Kanbvr0p0cUTatHgFumeB3u7eBxgFrAXmmlk+Qe0rdnmMmqj3Plx+rDsIaqJZQE7zi5483L1upZEu7bN55oozeOEHZ9GjU7sEl0ykbYtLoHP3Xe5eHr4udfdbCXpgv0zwTK9bzCXdwnQakR/7XjXuHgnb42mzvlBFdYRbX3qfG373HrXPVY/u2oH22en3bFKkqVryGVc2sBNYDvQzsy5RecPDdIBlwLDaDDPLJeiZXU46m3vPQQN6d+2r4o1VJfxt7VZ2vvlYkC8ijRKXQGdm/2FmJ1ugnZndA+wH3nL3TcBs4G4zyzazwcCVwG/Cy6cDl5vZUDPLBu4CFrr7uniULWnVTswPg11+l/Y8cdnpzB69lm5zbw3yRaRR4jUzYgvwPHA0UA68DZzv7hVh/gSCsXElQBkwxd1nA7j7fDO7FSgk6NR4B7gkTuVKXgWT+PunOxlRODnoYi6YxKmbX4A3b9XySiJNpM1x2qjSPRWce99cxlW/yh3Z07H8k4PJ+ApyInUaO45Oga4Ne2NlMRkZ8JXZF0LJymDlkWsWJLpYIm2GdgFLQh9s2sXvFn9ad3ze4N58ZffMoCYXvbySiDSJVi9pI3btq+KSx9+hrLKawX3yGHpMXhDUCicfaK7WHoOaryJNoEDXRuR1zObHXx9EyZ4KhvTt8vkgB1peSeQIKdAl0M59lazcvJuzT+wJwPfOPO5A5r5t9Xc8aHklkSZTZ0RriVlRZF9lNV9/8G2Kd5cz50tr6ZNdphVFRJpInRFtTcwA4I45WfzzsL7c0nMeR82bogHAIi1ITdfWUjCJGg/2V60dAHxD3lvYjocxjY0TaVFquraUmKZqRXWEa559lxM+mcEt/r9Ybi8o26oBwCLNoKZrosU0VXMyM+iem0NOZnjLy0oh/2QFOZFWoKZrS4naRNoAK5jEXccsJGvFtKDpqv1VRVqNAl28xDRV3Z1H9p5DVc4kflg4GXvz52SXbaVuf1UNABZpNQp08VLbVIW6jocln+yg3/5qyPSgqQoHglx4HqBgJ9LCFOjiJSZoZRZM4rGBS2n/yZMYBrk9g86Hhq7TAGCRFqNe1yNVz5aCb68pZd1fHuCynQ+HvaqlgH1+rqp6WkXiokW2O5QosU3VGucXsz7ilNKyYBH5uqaq5qqKJJoC3ZGKCVoZBZOYfsoy8kp/E/Sq1tXoGrhOTVWRVqOma1PENFc37dzP+y/dx9c++QXWqTfsDffoju1VVVNVpEWo6doSopqrPmoi1z3/Lks/HcHKvJ50jA1yoKaqSBuhQNcUUYHLgLvGXUzljMvosKsUcjpBZVnD16ipKpIwTZ4CZmYjzazIzGY0kD/WzNzMJkSldTezF82sxMzWm9llMdeMN7O1Yf5MM+vV5E/SCiqqI/wh8+v4mHuhcDInPzeKYbtmY0PGwa2bgiZq1LSvOgWTtASTSAI1KdCZ2VjgWWBxA/m5wINA7A4uU4HtQB9gDHC/mY0KrzkVeAy4MMzfSLA1Yptz7XPvctMLy3iu5nyofSbX6Si4aHpwQsGkhoOdiCRMU5uuS4BTgZ8Ag+rJvx14Eehdm2BmPYFxwDHhw8IPzewZYCJBwLwCmOHuH4Tn3wYUm1lfd9/cxPK1qMu/eDzFuysYW/6XA0Fub/HB81XVVBVpc5pUo3P3Ynevqi/PzIYBFwD/FZN1GrDJ3Yui0hYBI8LXI8Pj2vfYBqwHhjfwPhlmlhn2uLb46isfbNpV9/rsE3rycsEqus29Neh0uGl1/TU4NVVF2pS4BAozyyBonl7v7vtjsvOB2AFlpWF6Y/Jj3QZUh1+VR1rmxrircBXf+NXfePX9LUHComlkvFrPhjVqroq0afHqdb0GWOPus+rJM6AmJq2GA0H2cPmx7gDuDF9n0ILB7pSj8+jSPosOOeEYPW1YI5KUmh3ozKw3cCNwRgOnbAe6xaR1C9Mbk38Qd68LimbW1OIe1q79VeR1yAbgn4f1ZfSJPemWmxNkHqo5qjFyIm1WPJquJxF0Pqwxs51mthP4V+BRM3sbWA70M7MuUdcMD9MBlgHDajPCntsBUfktY+49n2tq/mnpJr54z2w+fu3BIB8OBDkRSVrNDnTu/pa757p719ovYB5wjbuPdvdNwGzgbjPLNrPBwJXAb8IfMR243MyGmlk2cBew0N3XNbdshxSz1DlA6Z4Kvln9Kse981PtyiWSQlprZsQEgrFxJUAZMMXdZwO4+3wzuxUoBDoD7wCXtHiJYpY6p2ASE9v/H2RP165cIikmrSf1r9qym/97+i6u3f9rLP/kYA8HBTmRpKFdwBrh5fc2c9+O0RS3Px5KVmpXLpEUlfqBrp5Oh1qTu7/FvC88Ru/yDQfvyiUiKSX1A11Up8Pu8ipuemEZxbvLYdE0Ml/9EUeXvh08k7tmgQb+iqSo1F+mKWpppfkrivjD6hGcXvIi40sf4qCtB2POPehYRJJa6gc6qAtYXyuczMKux5NfugEGfBUGnK9ZDiJpIL16XR89K+x0GBw0VUUkqanXNdaiaUFngzodRNJOejRdYzepqT0GPYcTSQOpH+jq24lLnQ4iaSX1A52WVhJJe+nVGSEiKUWdESIiIQU6EUl5CnQikvJSojMiEmmwaS4iKayxv/vJHugyANq1a5focohIYmUADUa9ZA901UAOn99FLJ5qdxpr6fdJNbpvR0b3rekyCGJBg5I60HkwNqbeDbXjJWqnsZpDdV/LwXTfjozu2xE57H1SZ4SIpDwFusNz4PbwuzSe7tuR0X1rAUk9M0JEpDFUoxORlKdAJyIpT4FORFKeAp2IpLy0DHRmNtLMisxsRgP5Y83MzWxCVFp3M3vRzErMbL2ZXRZzzXgzWxvmzzSzXi38MVpdQ/fNzDqZ2a/NbJOZbTWzV6LydN/quW9m1sHMHjKzDWa2xczmmdk5Uflpf9/iKe0CnZmNBZ4FFjeQnws8CMTunjMV2A70AcYA95vZqPCaU4HHgAvD/I3Aky1Q/IQ5zH17GSgF+gO9gDuj8nTf6r9vtwGjgAJ37wNMA14xsx5hflrft3hLu+ElZtab4D/QT4BB7j4+Jv8+gpHWvYG57j7dzHoCRcAx7l4UnvcA0MHdrzKzB4Ecd786zOsBFAPHuvvmVvpoLaqh+2Zm5wI/cPeL67lG963h+/YGMNPdH4o6dycwFlhNmt+3eEu7Gp27F7t7vdPGzGwYcAHwXzFZpwGbav/ThRYBI8LXI8Pj2vfYBqwHhsen1Il3iPv2fWCOmb1mZsVmNtvM+od5p6H71tB9+yNwmZkdZ2ZZZnYtQUB8D923uEvqua7xZGYZBM2F6919f9ScQ4B8gqZZtNIwvTH5qWwgwS/m5cBKgppLoZkNQfetQe7+qJnlAx8TTOLfCJzn7mVhuu5bHKVdje4QrgHWuPusevKMz68kUcOB+3e4/FTWC3ja3Ze6ewVwB8Ev3JnovjXIzK4meMY2EOgMPErwB6Izum9xpxoddc9RbgTOaOCU7UC3mLRuYXpj8lPZboLmFgDuXm1mnwJ90X07lFuAie6+Jjy+38wuBr5N8HxO9y2O9BcgcBJB58MaM9sZPhT+V+BRM3sbWA70M7MuUdcMD9MBlgHDajPCntsBUfmpbClwfO2BmeUAxxE8M9J9a1gesC8mrQzoiu5b/Ll7Wn4RdDjMOET+XGBC1PFfgUeAbGAwwTORr4R5ZwNbgaFh/oPAW4n+jK1x34AvAWsJhpZkAz8nGEpR26Ov+1b/fZsBzCZo+hvwXaAcGKr7Fv8v1egabwLBL3MJMAuY4u6zAdx9PnArUEjwH/Ik4JLEFLN1uftbwL3AHOAzYBBwoYe/kei+NeRqgj8Q7xI0VW8ELnL398P8Cei+xU3ajaMTkfSjGp2IpDwFOhFJeQp0IpLyFOhEJOUp0IlIylOgE5GUp0AnIilPgU5EUp4CnYikPAU6EUl5CnQikvL+P3EAB5p8BFvIAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(sorted(HV_CV_Lower), sorted(HV_CV_Lower), ':')\n",
"plt.plot(HV_CV_Lower, HV_CVl, 'x')"
]
},
{
"cell_type": "markdown",
"id": "12e74081",
"metadata": {},
"source": [
"### 분석기 열량 기준 이론 정압, 정적 발열량 차이"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "76c19f15",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_22196\\891169795.py:2: MatplotlibDeprecationWarning: Passing the linefmt parameter positionally is deprecated since Matplotlib 3.5; the parameter will become keyword-only two minor releases later.\n",
" plt.stem(np.arange(len(HV_CPl)), HV_CVl- HV_CV_Lower, ':')\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.stem(np.arange(len(HV_CPl)), HV_CPl- HV_CV_Lower)\n",
"plt.stem(np.arange(len(HV_CPl)), HV_CVl- HV_CV_Lower, ':')"
]
},
{
"cell_type": "markdown",
"id": "01bb418b",
"metadata": {},
"source": [
"## LDG 조성 Data"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "d023d019",
"metadata": {},
"outputs": [],
"source": [
"LDG_comps = \"H2\tCO\tN2\tO2\tAR\tCO2\".split()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "d6a19fe9",
"metadata": {},
"outputs": [],
"source": [
"X0922_0000 = pd.read_csv('./220922/Composition/LDG_composition_220922-0000.csv', sep='\\t', parse_dates=['Time'])\n",
"X0922_1126 = pd.read_csv('./220922/Composition/LDG_composition_220922-1126.csv', sep='\\t', parse_dates=['Time'])\n",
"X0922_1317 = pd.read_csv('./220922/Composition/LDG_composition_220922-1317.csv', sep='\\t', parse_dates=['Time'])"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "467ac168",
"metadata": {},
"outputs": [],
"source": [
"X0922 = pd.concat([X0922_0000, X0922_1126, X0922_1317])"
]
},
{
"cell_type": "markdown",
"id": "e3d3c90f",
"metadata": {},
"source": [
"### NOVA IR 연료분석기"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "3322b2c5",
"metadata": {},
"outputs": [],
"source": [
"X1013_raw = pd.read_csv('./221013/13_10_2022_11_34_44.csv', parse_dates=[['Date', 'Time']])\n",
"X1013_raw['CO %'] = X1013_raw['CO ppm'] / 10000\n",
"X1013_raw['HV kcal/Nm3'] = (X1013_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
" + X1013_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "d9478620",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date_Time | \n",
" | \n",
" O2 % | \n",
" Air ratio | \n",
" Exc.Air % | \n",
" CO2 % | \n",
" CO ppm | \n",
" CO @0%O2 ppm | \n",
" CO @0.0%O2 ppm | \n",
" CO @0.0%O2 mg/Nm3 | \n",
" ... | \n",
" Cooler °C | \n",
" T-Hose °C | \n",
" In1 | \n",
" In2 | \n",
" In3 | \n",
" In4 | \n",
" AUX_tc °C | \n",
" Status | \n",
" CO % | \n",
" HV kcal/Nm3 | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2022-10-13 11:34:45 | \n",
" --- | \n",
" 0.69 | \n",
" 1.03 | \n",
" 3 | \n",
" 12.34 | \n",
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" 560088 | \n",
" 562239 | \n",
" 702236 | \n",
" ... | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
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\n",
" \n",
" | 1 | \n",
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" ... | \n",
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" --- | \n",
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" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
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\n",
" \n",
" | 2 | \n",
" 2022-10-13 11:34:47 | \n",
" 0 | \n",
" 0.49 | \n",
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" 2 | \n",
" 12.84 | \n",
" 562813.313 | \n",
" 574070 | \n",
" 576172 | \n",
" 719639 | \n",
" ... | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
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\n",
" \n",
" | 3 | \n",
" 2022-10-13 11:34:48 | \n",
" 0 | \n",
" 0.49 | \n",
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" 2 | \n",
" 13.23 | \n",
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" 588948 | \n",
" 591105 | \n",
" 738290 | \n",
" ... | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
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\n",
" \n",
" | 4 | \n",
" 2022-10-13 11:34:49 | \n",
" 0 | \n",
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" 2 | \n",
" 13.39 | \n",
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" 595500 | \n",
" 743780 | \n",
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" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
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\n",
" \n",
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" ... | \n",
" ... | \n",
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\n",
" \n",
" | 15824 | \n",
" 2022-10-13 15:58:30 | \n",
" 0 | \n",
" 20.34 | \n",
" --- | \n",
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" 0.41 | \n",
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" --- | \n",
" 48 | \n",
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\n",
" \n",
" | 15825 | \n",
" 2022-10-13 15:58:31 | \n",
" 0 | \n",
" 20.36 | \n",
" --- | \n",
" -100 | \n",
" 0.39 | \n",
" 1901.880 | \n",
" 0 | \n",
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" 0 | \n",
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" --- | \n",
" 48 | \n",
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\n",
" \n",
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" 2022-10-13 15:58:32 | \n",
" 0 | \n",
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" 48 | \n",
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\n",
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" 48 | \n",
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\n",
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\n",
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\n",
"
15829 rows × 37 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date_Time | \n",
" | \n",
" O2 % | \n",
" Air ratio | \n",
" Exc.Air % | \n",
" CO2 % | \n",
" CO ppm | \n",
" CO @0%O2 ppm | \n",
" CO @0.0%O2 ppm | \n",
" CO @0.0%O2 mg/Nm3 | \n",
" ... | \n",
" Sample flow l/h | \n",
" current pump load % | \n",
" Cooler °C | \n",
" T-Hose °C | \n",
" In1 | \n",
" In2 | \n",
" In3 | \n",
" In4 | \n",
" AUX_tc °C | \n",
" Status | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2022-10-26 10:58:32 | \n",
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" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 1 | \n",
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" ... | \n",
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" 52 | \n",
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" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2022-10-26 10:58:52 | \n",
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" 48 | \n",
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\n",
" \n",
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" 2022-10-26 10:59:02 | \n",
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" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2022-10-26 10:59:12 | \n",
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" --- | \n",
" --- | \n",
" 48 | \n",
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\n",
" \n",
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" ... | \n",
"
\n",
" \n",
" | 17212 | \n",
" 2022-10-28 10:47:23 | \n",
" 0 | \n",
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" ... | \n",
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" 53 | \n",
" 14.0 | \n",
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" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 17213 | \n",
" 2022-10-28 10:47:33 | \n",
" 0 | \n",
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" 494991 | \n",
" 618243 | \n",
" ... | \n",
" 59.9 | \n",
" 53 | \n",
" 14.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
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" 2022-10-28 10:47:43 | \n",
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" ... | \n",
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" 53 | \n",
" 14.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 17215 | \n",
" 2022-10-28 10:47:53 | \n",
" 0 | \n",
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" ... | \n",
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" 52 | \n",
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" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
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" 2022-10-28 10:48:03 | \n",
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" ... | \n",
" 60.0 | \n",
" 52 | \n",
" 14.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
"
\n",
"
17217 rows × 35 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Date_Time | \n",
" | \n",
" O2 % | \n",
" Air ratio | \n",
" Exc.Air % | \n",
" CO2 % | \n",
" CO ppm | \n",
" CO @0%O2 ppm | \n",
" CO @0.0%O2 ppm | \n",
" CO @0.0%O2 mg/Nm3 | \n",
" ... | \n",
" Sample flow l/h | \n",
" current pump load % | \n",
" Cooler °C | \n",
" T-Hose °C | \n",
" In1 | \n",
" In2 | \n",
" In3 | \n",
" In4 | \n",
" AUX_tc °C | \n",
" Status | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2022-11-03 09:21:03 | \n",
" --- | \n",
" 21.46 | \n",
" --- | \n",
" --- | \n",
" 0.02 | \n",
" 0.000 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 59.9 | \n",
" 52 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2022-11-03 09:21:13 | \n",
" 0 | \n",
" 21.46 | \n",
" --- | \n",
" --- | \n",
" 0.02 | \n",
" 0.000 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 60.0 | \n",
" 52 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2022-11-03 09:21:23 | \n",
" 0 | \n",
" 21.46 | \n",
" --- | \n",
" --- | \n",
" 0.02 | \n",
" 0.000 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 60.0 | \n",
" 52 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2022-11-03 09:21:33 | \n",
" 0 | \n",
" 21.46 | \n",
" --- | \n",
" --- | \n",
" 0.03 | \n",
" 0.000 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 60.0 | \n",
" 53 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2022-11-03 09:21:43 | \n",
" 0 | \n",
" 21.46 | \n",
" --- | \n",
" --- | \n",
" 0.03 | \n",
" 0.000 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 60.0 | \n",
" 53 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 8701 | \n",
" 2022-11-04 09:31:13 | \n",
" 0 | \n",
" -0.29 | \n",
" 0.99 | \n",
" -1 | \n",
" 12.53 | \n",
" 568653.500 | \n",
" 562967 | \n",
" 560806 | \n",
" 700446 | \n",
" ... | \n",
" 60.0 | \n",
" 51 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 8702 | \n",
" 2022-11-04 09:31:23 | \n",
" 0 | \n",
" -0.29 | \n",
" 0.99 | \n",
" -1 | \n",
" 12.49 | \n",
" 568608.938 | \n",
" 562923 | \n",
" 560753 | \n",
" 700380 | \n",
" ... | \n",
" 59.9 | \n",
" 52 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 8703 | \n",
" 2022-11-04 09:31:33 | \n",
" 0 | \n",
" -0.29 | \n",
" 0.99 | \n",
" -1 | \n",
" 12.44 | \n",
" 567972.438 | \n",
" 562293 | \n",
" 560144 | \n",
" 699619 | \n",
" ... | \n",
" 60.0 | \n",
" 52 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 8704 | \n",
" 2022-11-04 09:31:43 | \n",
" 0 | \n",
" -0.29 | \n",
" 0.99 | \n",
" -1 | \n",
" 12.41 | \n",
" 567513.875 | \n",
" 561839 | \n",
" 559756 | \n",
" 699136 | \n",
" ... | \n",
" 60.1 | \n",
" 51 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
" | 8705 | \n",
" 2022-11-04 09:31:53 | \n",
" 0 | \n",
" -0.29 | \n",
" 0.99 | \n",
" -1 | \n",
" 12.41 | \n",
" 567392.125 | \n",
" 561718 | \n",
" 559746 | \n",
" 699123 | \n",
" ... | \n",
" 60.0 | \n",
" 52 | \n",
" 5.0 | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" --- | \n",
" 48 | \n",
"
\n",
" \n",
"
\n",
"
8706 rows × 35 columns
\n",
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(X1019_raw['Date_Time'], X1019_raw['O2 %'],)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "8270ac11",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ryAm81i6Pl+teXcbeyloeOmd/evk20Gqtue+TdTzyxaZWj/XNxqImt/113moyk+PweDTDe6dyz2kTGJXb8prwLUWVHPfg1yTF2fn+pqPISI5j7s+7ueeDNXh8S0b2VbqaTeXZMy2BvplJgFnOY1OKAdnJ9EpP4NqjRtSvVW+0aXVgdnKrr7d4f9Ygj272cf6KwnabrdXjtPS6Tk10QBlUOj1sL64CTLaeSP0f8G8WrnR6qHSafQJTBmdZdn6lFAkOGzUuT90xv1hXAJgUqY3P097ztjsQ8HXQ3wNe0Fo/3eju54C5vmxAa4G7gB+01pt8z50P3K2Uug7Tyb8cOLs9zxVCCCGE6Cye/mYL76/YA8CJD3/DzGE92FflYue+KjYVmnSS4/tl0Ds9keyUOGrdXmYM68HI3mnUur18t7GIsho3fTMTyUyK54t1BcxfW0BJlQuApdtLuO+TdTx5wQEttuHDleb81S4PJz/yDVv3VjV5TGKcjWHZKRRVOMlOiae02oXbY2YpCstrGzx20VazSCMrOY7LDx1mju1sOOI8oI2NufFtZA3y3xxquv2UgM26GwsqsNsUOaktb162Wl3lX5eHCt+m5dQQ0nm2dQ7/HgqlFLtKzGbkjqRIDaaFR2My/fRTSl0WcPs8rfVlSqmbgQ+ANOB74NyAx1yEqQ1QAFQCt2qt5wNorb9r47lCCCGEEJ3CRyvrkyQWltfyzrL6TOg5qQk8feEBTByQ2eLzDxzasCjUWVMH4PVqqlweyqpdzLhnPlt9+elbsnp3Wd33gUHAn0/cjzOm9Ccp3k6Co/nF/PsqnZT7Mt84PR6cbs3ri3fw7LdbWbhpb10g4H+MX1sZeuLaKCjm9prbHbbQIoFU32bdrXvNtfF4dYtVjsPBHwhUOz1szC9vcJtVEhw2SrWZVVmyvZgPVuShFBw5utn8Ou3S7kBAa/0u9dl6mrv/CeCJFu7bA5wQynOFEEIIITqDylo3y3aUAPDzbcfy5pKdxDlsJMXZ6ZWWwLQh2SF1Dm02RWqCg6Q4Ow6bqqvk25L1vo4oQHK8nb6ZSew/IJOLZw5ps3OclRJPVkp8g9uuTB3Gs99urRuBBpMdJ1B7A4GWZgT8S4NsIS6lSfQFNv7rf/R+oXeOQ5FUt2TKUzc74WyheFqo6oINl4erXloCwHFjcslu9PcKhuywFUIIIYSwgH8JzYT+GWQkx3HxwUMsPb7dpuidnsiukmrKa1ykJTYtluX1atbnV+CwKb698Ui8WtMnI6lD5+2RmoBNQUHAkqGK2kYzAq1UFYa26wi4fbc77CEGAr5O8neb9gIweVDjPDThlRRvAp1qpxebMkuDhvdKtfQc/qJiG/LLKa40S7r+fV7Hym6FuBJLCCGEEEIEWrmzFLC+AxjIX7SrqMLZ7P37qsztbq+md3pih4MAMAFIRlIcJVUuPF7TYa8IcmmQUoo4u8LVwii5/7ihzgj48+wv2mKCsckDIxsI+GckthRV1BU2S24pl2qo5/AFO6t8S7+G90zFEeqmCh+ZERBCCCGEsMD3W8xo9P6t7AHoKP8G1MpGI/J+/gBh6mBrO8KZyfHsq3JRXuMiMzmect/5pw3Jxq4UfdsRcMTZbS3uEfBnM3KEuK4/odGSq/36pId0nFAFznOs3G0CQqsDAX+wk19mloa1NQvTHhIICCGEEEJYwOU23cExfTPCdg5/BdsqZ/N54v2bZa3eqJqeZJYhlVabQMA/I/DCJdNa3HjcWJzdRo3L1ex9/hkBe6iBgKPhyHhGUtNlU+GUm2HSxCqlyKw7t7Wblf1/0zx/INDGLEx7yNIgIYQQQggL+PPXt5bjv6NS4lufESiuNDMCvdISLT2vv2PtT2NaUF5LvMPW7iAATCDg1fWd/kAdDQQCA58xEZ4NgPqZmopad92sR58Ma/8G/mvtT++antjx8XwJBIQQQgghOqigvIa8shr6ZSZZnj8+ULJvRqCoon7j7uJtxdz01grKalzs9mX2mTjA2lkJf6ezvMZdlw0n2Kw49RuGmz5v5z7T7lADgRpX/QzJ3sraVh4ZHv5lQFVOd91sTZLlewRMt72gzPx+Gckdn/WQpUFCCCGEECHQun5ke8m2fQBMCXO2Gv/I+e6S+hSif3xjOZsKK+mVlsBmX42Bfpkd3yQcyJ+hqLzGRY3bdHSDXZri7+Q3NyPgD54aFzNrr9yA0fdpQ3q08sjw8Le/qtZTt+E5yeLlWf5Zjy2+v3FaQscDAZkREEIIIYQI0uJtxex/52d8k6d8P0cmEOiRYrIGBabZ9Fcs3lJUWReQtFa0LBTpSaajW1bjotZlRvT9I9Tt5Q8E3M0EAv5kQUNCrJLbM6CKsL+4WCQl+5dsOd0s3xnezcL+pUdW7AORQEAIIYQQIkh3f7CW0moXr28xnTF/IBDutJX+kW//UpjA5TnbiqvYU1pDTmoCOQEdYyuk180IuOvOHWxH1B8IeFvZIxBqHYGUgOVYFbXNb6QOp3iHjTi7orLWU3ftUy1Ywx+o8fXOSQu9kJifLA0SQgghhAhS4Kj2uU9+z5LtJWQmxzG6T/g2CkP9chP/OvSSqvp6Amv2mPzy/bKsXRYE9XsEyqpd1PqCj8aZetpiVy3PCPhvs4dYRyAtoNM9sX/4sja1JiXBQWl1fVakYDZSt0fjGRgr9qLIjIAQQgghRJACN6R+v9kUsTp2TG/iOljgqS1J8Q0DgeKAQMA/O9A/DIGAf49AmRUzAtr6rEGBneJIpw71S4l3oLXJHJRm8WwA1BctCzxfR0kgIIQQQggRJH8azUDXHT0y7OcNTFMJsK+yaTv6W7xRGBruEdjrS1Ea9IxAK5uFrVwalJXc8SUzoQjcE2D1RmGAhEYzAskW7IWQQEAIIYQQIgha67qOuN/Ll06nbxg64I1lBBT2goZLg/zCszTINyNQ7a4b0Q/MXNQejnYEAnZbaF3TwBH4SPwdmpMcEIxYvVEYms7AxFsw+ySBgBBCCCFEEKqcHhqvbumf1fEqr+3ROBDY18zMRDiXBpXXuKj1LQ0KtlaBrZVAwO01y5pC3SOQnVI/C9A/OzqBQGC2IqsrO0PDpUGZyXGoEK9VINksLIQQQoguz+3x4tUmu0tjpdUuvt+8l8LyWhIcNmrcXvZVOtm6t5J4u43UBAdlNS7+cOwoeqUnNpkNgIZ57MPJHwiU1QUCzcwIZFoflNQvDXJT4/JvFg6us+toJX1oR/cIxNltvHzpdPZVuepmLyItOWDNfnO/Y0cFLg2yYn8ASCAghBBCiC7O6fZy5D8XEGe38envDmVvpZPXf9rBe8v3ALB1b2Vd57Y12SkJ3HjC6LpAIC3RQXmNmx6p8c0GGOGQHqWlQQ0KioW4WdhfaKu5zcJuj2+PQIiBAMCM4TkhP9cKKQHLgcJRXTow8LKqarEEAkIIIYTo0jYUlLNzXzUAl7+wmKXb9zVYUhNvt3HoyJ70TksgOyWeBIeN5AQHw3qmsrWoks/W5PPDlmKW7ywBTPVYgEkDMunhzOf0oydF7Hex2xRpvjSVWmvKa0xQ0js9gfwyk8koHJ3QlHg7NmVmIuoDgeCCH/9GYH+nP5DHFxzYQ9wsHAsC9wiM6m19GtnA623VZmQJBIQQQgjRpa3ZU173/fy1BQDMGp/LudMGMiQnhR4pCa2OsM6Z1Jfpd33O3goz+l7lNJ3vlHg7R+RoDo7wSHR6UhzltW4qnR7KfbMTPdPqA4FwUEqRnhRHWbWLaldolW1bmxHwdLCOQCyocdYXMstMtn55UuD1DjW7UmMSCAghhBCiS1vrK7RltykuPXgI04Zkc+ToXu3ebOlPR+mvHeBfl59s0TrtYGUkxbGrpJrSahfr80yQM2diX1bvLuOXBw4K23nTEh2UVLnqqigHOyrdWvpQ/5r6jiwNirbJg7J4a+kuADLCHAgEFi7rCAkEhBBCCNGlrckzgcAbVxzE/gOzgn5+vMNGRlIcxZVOvF5NkW9moNrlgcjsEW7AP9pcWuWq61QfObo3cyb2Iyc1fDn0/RtU/ZtWqwJGwNuj1c3Cno5tFo4FfTPrXwzhKGoWuDRoQj9rqidL+lAhhBBCdGnr8spRCkZ2YN12j9R4vBpKql34JxJ6hLHT3ZrGKUQBeqTEk5uRiCOMlY39I9LFvkBoSE5KUM9vdWmQ7vyBQG56/SbtAWFIJ9tws7A1Y/kSCAghhBDCUl+tL+ThzzfgdLediSfcKmvdFFU4yU1PbFB9Nlg9fHnq91bUUu0bCe+dHoXpAAIDAWddBqOO/G7t5R+RLvZVFk4JsrKtf117aTO1DzqaPjQWDOtlAiOlYGzfdMuPn9ggfahsFhZCCCFEjNFac91ryyiudNIjNYHzpg+Manu2F1cBHR+h7ZGSAEBRhbMua45VmVuC5a+iu2ZPOeU1buIdtoikL/X/vnsr/Xskgvv9txaZv0VzWzPq9wh03jHqBIedz35/KJW1HnqkJlh+/MCCYlZVLu68V1sIIYQQMeGnrcU8/PkGXB4vBeW1dSPGS7fvi3LLYGNBBVA/Whsq/zKgDQXlZm8A0QsE/Oddl2faYtXocFvqlgb5Nk0nxQU3njyunxklb67WlsdfWbgTzwgADO+VxsQBmWE5duBm4TSLiqbJjIAQQgghOuT8p36g1u1lVG4afTPr10nnldVQ7CveVVRRy2WHDKVXhJfT1AUCPVM7dBz/RteNBRV1nVWrijoFa78+pkNdWldd2JoMMm3xByD+jnywo9KtZg3qApuFwy0hYNant0WVrCUQEEIIIUTIvF5NrW8vQFmNm+SATumaPWUc9+BXFJabEeQ3Fu/k0fOnkJ0ST0ZSHLkWdWZas7HQPyPQsUBgfP9MYBsFZbV1WXuS4uw0resbfmN8688Xbt4LwOhc64tXNaespmHAYWUg4O0Cm4XDzRZwbXJSrNmoLoGAEEIIIUK2u7S67vvSaleDter+NJtTB2eRm5HEvJ93c+6T3wO+nP6HDOF3R48MujBVMPzVgId3cEZgYn+TrnFPWU1d9du0RAd7O3TU0ATOukDwhb1CNWVQNp+tKaj7OdgZEf/6f7e36SbyrlBHIBL+fOJ+fLgyj8mDgk+D2xwJBIQQQggRsi1FlXXfl1Y560b/A/3p+NEcMDgbl9vLR6vyADMq/PiXm/nfjzuId9iYPqQHUwZlMX1oNnalyEyOx+PVuDxenB4vbo/GYVfE2214vJr5awsYmJ3MUfu1XBhsT2k1O4qryUmNp1+jznOwBmSbzcZ5pdV1GYSS4+1RCQTi7DZ6piXUXevAbDLhlJ7UsNuYEmQKy9ZmBJpkDfL6ahTY6oON9KrtsPpdGHIoJGfDnp/h8UPhyD/DoTeYB234DJa+AEfcDD1HBdW+zuDSQ4Zy6SFDLTueBAJCCCGEqFPldLN0ewm7S6qpcXspq3axcNNeeqYlcMyY3qQnxqHR7CmtITc9kXeX7a57bkm1q9lCSpN8myd/NXMwH6/O46jRvbh51n5c++oyVuwqBWDuz7uZ+/PuJs9ty20njeHig4c0e9+WQhOkpCfGNVhWEYrEODsp8Xbyy2oZkuOuuy1aJg/M5ONV+QDsq4zMHoHMpPrlKD3TEoK+po6WAgGtGVm7itMdn2JXh5sg4KmjIG8F/OJNGHo4APvteR217me46nsTCCjf9fcHDeV58O7VUJEHs+4L4TfsfiQQEEIIIQRfbyjk8S838+2mIpqp9wTA20t3tXqMRVuKOXRkzwa3HTm6V12Rq+lDe/DlH44gNyOReIeNeb89mH2VTlxeLz9t3cdX6wtZubsUt0fj9HhJcNiJtyvi7DYcdkVlrQen24vL66Wy1k1+WS1PfLW5QSDw3vLd3PD6cg4YnMVpk/sBcMiInA5cmXrm9/Cwp7QGiF7WIIAhOamACQSmDrFmmUhbeqbVp8TsGUJ6zERt0od6PF7TaU/tbXKJlu7gL+V/xWvX1CjMLMCxf4eXz4KCNXWBQGHaeHrby1ApvcwBe4+Fc14x/wIk58A5L0FNKaT2bNoA0YQEAkIIIUQ35vVq7v5wDU9+vQWA1AQH+w/MZGhOCulJcSTHO+iZlsCaPWXkl9VQVuMm3m4jJzWeSqeHRN+egNcX7yQ7Jb4ux/6tJ42htMrJedMHNTjfwB4N8/ln+ZbZzBrfh1nj+7S73dVOD/vd9lGT9eZvL9lFtcvD1xuKGO7bIGxVpiJ/1pb8MhMIWJXLPRTDetanQ+2VFplMTDkBlZR7pbczEHBWQlwy7NvKVUtm43AcQ3qJggcvNB38056EzIE8lngx0ysXMNZbA6TA4Jlw3QpIzKg71OZexzJuzr/rCxEoBaNn1Z/L7oD+B3T8F+1GJBAQQgTPWQmOJIhU4ZeaMijeBH0mmTf+ikKo2gtZgyEuOpU9hTWKK51orcNSfEe0zePV/PaVJXywIo/UBAdXHTGMXx44KOgc5VuLKnl98U6qnB7KfCkt+2clcUkLS3askBRvJyMpjr2VTtweb92sw5a99XsWlu0oAaBXmjWvr1G5aRSU11LjMsFHYhQDgUNG1I9450YoJWv/gKJsQ3LaWZfh23/B6rlwwMXYvS4ceChMGwNTL4Pt30GCyXj0DkfyiOsgVqXUd/xJzg6toW4nPHMc2Bxw6aehHaObkIJiQoj20xre+z3c1RdKttbfvuD/4KH9Yddi8LihdKe53euBRU+aLwCPC1a9DUUbwD+K56qGL+6Gr+6rv23zl3D/WCjZbn5e+Aj89xSoKTE/b/ocHp0O3z4Y3t9XhFWt28PkOz9lyt8+qxtFFpH1yqLtfLAij9z0RF6/4iCuOnx4SIWK/CPj1U4Pq/eUAZHJ/pKbnojW9dmJgAablf2BQG+LOsqpCQ3HT6O5NCg3I5GTJ/Vlvz7pHDu2d0TOGZgRKqe9wXvBaihcA73H8v7Y+3nUfbLJEHTMHXDQb6C2HDDvB2DRvgtHPOSvMl9dxZL/wgPj4fM7zM8bPoX3r4fFz5vPUY8b1n4A6z8J6rASCAgh2k8pyB1nvt/wmfk3fzUsuMuMzm9eAPcOhWUvm/uclbDiDfjpGfOzzWHetP59AOxeYm5zJMK6D0ywkLfc3LbqbSjbCZ/can7et9UEAd8+ZH4eexqMPgm2fgOVRVBVDNsWhvd37yRKq1088sVGnvp6M97mynfGkD0lNXXf/+nN5VFsSfezbW8lT329mf/7aC0AD54zqa5IVSj8aSQrne66TndmsjV5zluT4MuWsy1gFqDaWR9U+vc6tHsZSxuyGuVuj7NHtxv1r3P258NrD4nItfa74KBBJDhsHL1fO4OPs16A3y6BflPYnTODcpLNe5PdAePPgKRMAGpcXuLsyro6Atcshd+ttOZY4Va8BZa9AqWN9uDUlNV/X7bHbIKedL75edBM87m3bysoG3hd8PHN8P7vgzq1LA0SQrTN7TQjLAAHXAzjz6ybzqX3GLi9xIz2b18IGqgoMM8p3mzeoEYcax6rFEy5EMp2QXpfc9u+LWZN54AD6zd8HX4THHUbJPk2wJ30AMx+EOJ86f8c8WZDmN89g8zmsNv2Nkg11x39e/6GurXePdMSOHlSv6Ce/+3GIv712QZevmx63VKLcPFXRQUor3GH9VyioatfXsLKXaaTccFBgzhwaI8OHS8l3oFNmb+jv7hYWmL4uxj+DrD/9eN0e+vy0QfqbdEa+sANsoGj493JHSeP469zxraYsrUJpaDHMKB+lsjVTB2BGpfH2hmWjODe+6Jqxw/wzhVwzJ0w8xrzGfr2FZDSE0551HyuTToPsgaBw/8a1DD2VNi5yHz+aQ1puTBgelCnDvp/qVJqCvA+sEBrfY7vtiTg/4DZQCKwGbhFa73Ad3828CRwCFAB/FVr/XzAMc8B/gakA98Dl2itC4NtmxAiTF46HQYfCodcb/YFJDSqYqmU6ZwPPQx+s6g+E0TfSXDxhw0fO/ZU8+WXPdR09AOlNRppim+4ubCJwQeDswLctW0/tovbWFBR9/3KXaVBBwLnP/UDAGc+vpC3r5rZobZorVm4aS9lNW6mDs6iwgWPfLGR5TtL6Z2eyAvfb6t77Jo9Za0cSViprMZVFwQcMCiLv8we2+Fj2mwm739xpbNuRD4hAh3lkb1S+Wp9IXt8Rc2qnE0Dyni7ra4ScEflBOw1GNreNfJdULuDgEY0JkgLfJ8CsyzI7dVR3XMRVcOPBnt8/QBZYqYZJNv0OUw8G4YdCZkDIPOc+ufEp8BhNzQ8zsUfBX3qoAIBpdSJwH3Aj43uug2YCkzTWhcqpS4C5imlBmut9wKPA8VAH2AE8K1SarXW+kel1ATgMUyQsAZ4CHgGE1QIIaKtugS2fA17lsPMa8HWxhR0Wm5EmtVA4OxAN+fy1I+GFgeZW9zlqR+lW7q9hFveXsHts8cGPfKpteaBzzbw0OcbGt3jANY3+5w9pTV8v3lvh0emRduWbS8BYHy/DF69/MAO59f3y04xgYA/o04kRsz959hZ4g8Emu41cXq8IXdcG/j+McbviyeBbFw4SG+mXoJoZMl/4buHYeZ1sP/51Po2WTfes1FQZvZ1WLWpG4APb4TdS+GMpyGjv3XHDYeUHLg1YPzbEQ/nvgoZA0Ib3Hp+DuStbtdDg50R+AmYANwCjA64fSrwin8UX2v9nFLqQWC0UmodcCrQX2vtAdYqpV4ALsUEFJcAr2qtVwIopW4D8pVSfbXWwVcWEUJYKzEDfvMTlGyrXx4kYlZgZ35flbOVRza1NaBCLMBLP2xn5vCcdqV09Ho1//p8A//6fAM9UuLZW2nOnZMaz6jcNHbtqya/pJLU5ERSExycM3UABw3rQVpiHA9/voG3lu7inCe+573fHsy4fhltnE10xJLt+wA4YXyupcu/sn3LdAp8m3UTHOEf3c32r9n3xb/+QCA53l73/fQhIWaeCeR2wmd/ZZK7mv+Lm8E4tZVHU54K/XhFG8xSjswBZsmj12s21CakQebAjrc3VuzdBEXrzfp1oI+vurPL3XBp0A9bis39GRZmPypYDTu+h+p9sRsIvH2F+fsf/VdIbLRHpyNVkSsLobKgXQ8NKhDQWudDs1NCbwGXKKXeBXYBv8bMACwDDgJ2aa3zAh6/CPid7/spwNMB59irlNoM7A9IICBEtCkFOcPNV6xyVZuZi8SMbr80KHB9dHFlcIHAhkbT9QBXvWQ2dY/OTeOj6w5t9nmPfLGRez9eV/ezPwhIS3Tw5Q1HkJLgQGvN3LlzmTPnqCafIf88ayI/bdvH9uIqXlm0nSE5KaQkODh3WhfqEMWQxdtMIDB5oLVFqLJSGo6QR2JGoH+W6ViW1ZiOpn9pUG5GIpt9VYX7+R7TIdoDJ/wf5UW76PXNPHqrfUyMMxs7411lsOkLGDSj+XTGBWvgoxth3zb49ZfmfWrZS/DNA3DR+2ZpI8ALp/oGXnyLLnYvgycOg6t+gF6jTbDw4R9Nh/Go28xjNn4OH98C/abAKY+Y2779l8ngdvw99UtNouWo2+Ggq+vWtcfZzf/9xvs4/MHpoB4WLrea/aDJXBergZWrxiTTcCRYXwX5Vx+CioM7U9t8qCU7ebTWjyqlegFbASewAzhaa13pu73xev9CwFcWjrbub0ApZQP8nyI23/nRLZVBFJbwX1+5zuEn1zoE7/8etexl9DmvwKgT2v20rnitG8wI+HL0t9c3G8xb8XnTBvDyoh0N7lubV47H422yjGTNnrIGQcC9Z0xg1vhckuPrP14C36Nbas9NJ4zmypeWUFbt4m/vrwHgzCn9rcsg0o20dq1dHi9Ltu0jzq4Y3y/d0td+duOMOjYV9v9b/g3Jq3eXobWmstYEAgOykusCgWE9UzreDkciTL6AFK259ouBpKoazui1P9rj4riV16JWetDXrTBLORY/j3rvWvSch2H/X0KP4TD8aNQnf0Zv/wFGHGMyvyx+zmRaGzQTyneb2YCeo81MgdcDb/8aBejqfeY2Z4XJwJYzAo70ZVQr2oAqXIOe/WB9iqSv7zedy+3fN9yP1RbtNdnbhhwCvcb4jr/eZHqbcBb0mWjO8dlfzMDQpF/UF/ZqiVJmwyuA1nWbhZ1uT4O/iT/r09H79WrxbxX0+3VWQA2LWHyPt8fBFd+YNNnKZm0bEzPQnvalZFah/OdQSv0FGB2wWfhKzCzAmcA24DfA5ZglQ3OAa7XW0wKefxTwnNZ6gFJqg+/+DwLu/9p3f91MQaNz3x5425tvvond3k03mAgRRnZPDYeu/yv56RNZ3e+ctp8QJSPz3qHvvh9Z1e9sCtMnRLs5UXXvcjs7K82HbZJdc880D/nVkJ0AcW0M0F670HSqfjHcw9SemkoXFNbAAyvN7XdPdZPcaPjo6zzFG1vsDErV/G6cp81+QUt2VsK9yxse/O8HuEmVZdiW+rFQ8eJGO8PTNb8da23thhc32vix0LzI4mya+6aHvzbE9gr45woH/ZI1f5zoYc0+xX/W2jkgx8tPRaYtvx3jZngHV5ulVe+iPMlsvP8mT/Fdvo3LRnvISoDRu9+gb8mPzN/vHlCK1JpdHLjpfgrTxvDzwEsAcHiqUdqNy57adufZJ85dTmptHmVJA/HYEnB4qulbsgiPLYFdWQcCkFqzmzhPNbWOdKoSeoL2klu6lKK0Mbjtwc+EHLjxPnqXL+f98Y/hdqSQU76amRvvYWW/c9nU83iSnQUcs/oGKuJ78eXoO3Dbg5uBXVGseGqdnek9vZw33AxaeDXcuthOhUs1+x4jQuPxeDj99NMBHL6l+c2y6nLfBFyqtfbvDLtfKXU2cAaQBzSef8zCLB3C929r9zd2B3Cn73sb4Jw9ezYOh7xywklrzbx585g9e7Y1m65Ei2LqWm/+ErV8F2kDxzF8zpzotqVVpm0HBfmsmLrWFnl081dQaZb4VHsU7+7ry/y1BZw8sS8PnjOp1edeu9CMx/z+nOMa5Eufe/+XbCqs5KhjjqNno818e77aDFvWMml4P04+ueXjt3WtS6qc3Lv8swa3bU4Yzp9PGtNqm0VTrV3r+/7xBVDNLw8fy5yDBlt63vIftvHjO6aAU3ZqInPmHGXp8ZtTWF7LP1d8TnJqGnPmHEri6nxYu5ihgwfym5P6sDa/nMsPGRL8/29npVm7rWzw7tWotS+hL50P/SYT+E5orjWM+PXzzPGfw1kBiz0MGjiDQf0mW/a7GmcDZk11y04J/fDfbkX/UMSsU882v3vZAegv8xjbcxRjp50EgJ44gJSiDcwaNdUsPdr2HfTdv2kVYK8bHpsJvfaDM58DIH1dAU+t+4k+/fozZ84kAH7cWkzF998zoV8G55zWcqayoN+vV7wBq9+BAy6BYUeEcDE6sW8exLPizXY91KrecwZQ1ei2SiAT+AQYrJRK11r788PtD/irx/wMTAReAlBKpWAyCzVbXUZrXTfv7X8hKKW6zId4rJNrHTkxca2HHgbXLEO5qts9itUZxcS1tsi6fBMEpCY4qKh1M3+t2TD2pW/ZT0u/596K+mqs2Y0qhvo3fXq0bvJ8/6a/8f0y2nUNW7rWzRVEeu2nndxqQWrLjnB5vJRWuxpUUdXNXIdY1Phal1a52LGvmqQ4OxccNNjy3yEntX59fGZSfESukT9g3VflRCmF25c1K95h4/DRvTh8dLOrjNv2/u9NcafTnoDBh8Cqt1G7foL+zXfBG1zrhDSY8dvQzmslV3V97ZXWLH4Ohh9j8u4ffK1pu803fZjRD+b8q+HjR51QvwTzjUtg5Rtw/htmyVOg8jwoWmfSYvquTbzvvcTtNf+HnG4vt/qCx2PH9u7Qe0gTRetg7Xsm9aY6su3HR5LXAy+eZpaSnXi/9Yk4KvJQec12o5uwKhD4ELjDNwtQBJwLzMAs+dmllJoP3K2Uug7Tyb8cf1gLzwFzfZmE1gJ3AT9orTdZ1DYhRKiUguwhbT8uFnhc5qubbxbOSU2gqKKWM6b059Uft3PBQYP578KtlFS5qHJ6SElo/m1/1W4zTnP0fk07TnUb/DxNl5LWuP1ZWjr2cdLcB3tFrZtPVuVx7NgopKT1GXGLqYPx/MXTKCir4Z1lu/hxi9nYmJJgr8udf9ToXtxxyjhS4u0xGyTs2GfG61ITHWFpY2DGl4wIpdaMs9tIS3BQUuVCa123Rya+I8uFa8tNgaeaUrM3YNK55qszuX8MVOTDnwvrO/XNyV8F866F9H5w3QpTuKq1xzc2YJq5XnHNvO9m9Ic/bITa+hohdQXFfH+nZ7/dwrr8cgBOm2xxZp9J55sgIHuYtce1woZPzP6QvpPDk43vkD/AtCvgzqFtPtSqQOBKTEGxJUA8ZrPwmVrrFb77L8LUBijAzBTcqrWeD6C1/k4pdTPwAZCGKSjWyf7HCdHFbP0GFtxjKvwO7lhRqYhY+z68eh5MvgDmPBzt1kSV/4P2xhNG85c5ZjT9i7UFbCiooNrVdiAwoX9m02P6UkwGbkT2q3aa2xLb2oDQDv0yk9hVUk3fjER2l5pc9Je/sJit95zY4WN31IXPLKr7PsFhw2FT7Ktysa/KZKt5a+ku3lq6i1G90zh0ZA6ZyfGcMC6XoT3bztoRKQXl5poeMjwnLMcfmF3fGcywqIBXe2SlxFNeXEV5rRunb4YqztGBQCchzWTqKVwLKZ20rkVyD7M0p6ak6ZKdQPGpcOBVkDU4tKrs039tvpqjFKT2NF8+cb5MUv5BhW82FgHm/37fTAuyOwXKHhK7A1mjToDr15kimOGQ2hOS2pc2N6RAQGv9l0Y/78OM8rf0+D1Ai6k8tNZPAE+E0hYhRBh8+y9I7QXPzTLTxMf+Ldotal1iJqT0MqN33Zy/cqctYMQ3Mc58wNe4mt8v5nR7We8blRvZO63J/f7gonHKP6ifEfCfoyPuPWMCbyzeyW+OHM6R//yyw8cLh8d/OYXDR/UkwWHH7fFSXuMmr6yG3722jB3FVazLL68b4Xz9px18/LtDW82n73R7ueuDNXy4cg9nTOnP0JxUkuLtrNpdypo95WwqNEu9slPiyUiKIyc1Aa9XU+X0UOv2MDA7mb2VTspq3EwZmMWM4T0Y0EK6zF37TNGt3lbmag8QWL03yYLXQ3tlJcexvdhkyXLWzQh0MDCNSzSV0TurK75u3+OyBsHxd4e3LQH8fxf/32mn7zU577cHR6wNMSMaxTebITtshRBNDTsKPvqT+b5kR+uPjQWDZ8INjavYdk/+vnrgyg//aH2Nq+mI/vy1+Vz90lKqfUFC/2Y6kXGtzAj4gwsrZgRmDM9hhm+0Ot5hqxvdjbTKWjcfr8pjTN+GBX7ev+ZgxvatTz/jsNvISoknKyWej647FK01S3eUsDG/gns+WsvWvVX8tHUfM1sYgddac/kLP7Fgndm/8cgXLa+I3ba38Ta8pr5aX8gDn5kibn9qZo/15779IkNzLMzVHiBwuVHvdAsrxLbBv79kX5UrYGlQiK9Hrxec5Safv2ib22lSn6JMUBFowf/B9oUm1alvb4W/tkSt24vWmi1FldhtisxwLCXb8SMsexGGHArjTrf++LFs6zfw5T/b9VAJBIQQTR14hZnuLdsVvqlLERb+jNCBCyNamxH4x0fr6oIAaGFGwO5f19t0RsA/k5BocRXZJbcew7jbP67bnxBJY2//uMlt7VmepJRi8sAsJg/MYm1eOc98u4U83xKn5ryxeCcL1hWSnujg2LG57CiuYnCPFKpcHvpmJHL0mN4MyEomwWEjr6yGKqeHfZVO7HZFgq+ju624in6ZSVTWunlvxR7eX76HogonedX151m4aS+LtxWzz1foLZzLlV6/4iBeWLiNSw5ue22yVfz1C/ZVOgOWBoUYCBSth0enw5iT4az/WtXE2ONxw39PhtGzzNKgUPeM5C2Hp44ym41/8UbD+3b9BJu/gCNurrupbkbA7aXQV4Ha49VN6pNYYt9WsxHakRhbgcC+rfDcSbDfHDj+rvCco6oYNn3erodKICCEaJ5SsVuWXbTCdNZVO5YGebyajQHVhJVqvhqsw+Zf19t0hD7Fv0nY4s/x1AQHfTIS2VNaQ5XT3eHNyB0xY1jw68T9aVYLK5oPpLfvreKGN0xWj7tOG89JE1qvAJuV0vyGwhkB358wvg8O21LeXbabClf9H+SGN36uW4IRb7cxoX/4RrunDs5m6uD2rU22in9J0r4qZ10RsZBnBMr3mAJYKT3bfmws+/gWWPoCnPoEjDq+6f07F8G2b8DjNJV/Q5WSY1KH9mhmQ+4p/4GSbdBzVN1N/vcXp9vLVt8s15GhZnZqy6CD4KwXmm9bNBWsgdIdULU3fOcYfDBcNh/unNrmQyUQEEI0VLzZfPUaC+l9ot2a9qncCw/tb0rJX/lNtFsTVa3PCDTsyJdVu3B7NUNzUvjs94e1OCoX72h5RsA/W5CZZH3mi5zUBPaU1lBU7mRgj+h9XL182YFBP6cuEChvGghorTnr8YWAWVJ1vIVZkfyj4xWmwC41Lk9dEAAwJCelbqlXV5EVsDQoPcm8TkqrXaEdbNgR8IcNnX8m1Osx2XycFc3fP+BAuORTk2mtI7IGw+ULGt62bxskZZqN1o02W9cFAh4vK3aVAs3PQloio39sDmaNOgFu2Azu6rYfG6rkbEhoX8Dftd4NhBAdt2YevHg6/PxytFvSfo4Es67X6452S6LO31UPnOlP8q3fr240I1BcZZaKZKXEtzo1Xzcj4G06I+DxbUqwh2FqPy3RdOrmr823/NitmTwws+77d64OLWuWPxAoaCYQ+HHrPvLKzJKhVy47sC4rkxX89Q4qfP27xh3iPpldb0N9VsDSIH+wOqQj+yCUMpuFO7Nj/wa3FcP4M5q/32YzqT/DkRVu3jVwz0DYvazJXf5AwOXx8v1mMyI+aUCm9W2IdSk9YiZIkUBACNFQj+Ew9jToMynaLWm/+BTzoXf199FuSdRp3f6lQf4141ltpHp0tFJHIJyBwA9bTIH5v8xbHfIx1uaVUez7PdtryfYSAN69embInZQevs5pcWXTQGDxNlOH4LzpA9l/YFZIx29J3YyAb2lQflnDPQpdbTYA6l+/+6rqswYlhLpHwNt8Zq1Ox+6IXBFIZxWU7amfjkzzLXN76UxY9XaDhwbuEfD/PxidG6YZgbLd8PmdsOSF8Bw/llUUwFtXtOuhXe8doauqKoZtC81/OICijfDTs/DVfWZZhBBWGX0inPksDD8q2i1pP6W6dOXjYHh100vRYiDgy4Gf1UxV30BxtpazBoUzELj3jAl13wduul2xs5TBN77PfxdubfG5bo+XSXd8wvEPfs3kOz9t1/m+WFfAm4t31v08vl/oa+lTffUaKmqbdiyX7TAdoIPDkM+/PhAwP1c5G57/wKGdNC9+K7LrlgY5qfUtf2tur0u7PDwZ/jEUaltYUtMVeL2mk/7RzW0/tj3+fQDcPxrcvv+jpz4G/Q6AygJTVTiAPxDYU1pTF6AH1p+wVGURfH0frHwzPMcP1fvXw7Mnwt4w1s31OGHFa+16qAQCncWPT8Ozx5tKgWCi/Q9ugG3fmbV4QgiBmRFo3CVvc0aghY2ofq1lDfLfZA9DIBZYUfjAuz+nymmWfs3+t9kHctu7qxh84/t4m6lv8P6KPZRU1S+LqXW3PtJbWu3iV8/+yPWv/1x3W0cymaT6ljVV1jZcrlbr9vDNhiLi7IqDR1gfCPRoZo9AoGkR3sgbCXXpQytdATMCIWax8nrAVWNmGTuzDZ/BwwfA/GZqwJTvMZVt25lVpk05I82eMlfAmvfzXoOLPjADSwFsNtUg1XBmclx4MgaBWXpz0gMd2wwdDruXmY3a4Ry8SukJ5/2vXQ+VzcKxyOOG7/4FWUNg3GnmtrKdkNYHdi02lfIyB8HRt4OygfYCkSveIrqw2gpf2fNJMbN+sd2enwNFG+A3P0JC7FRzjTRNw2VB0HIdgX3+PQJtzQjYW9sjYG6zhyHNZ2qCg/vOnMgffJ3zF7/fxuWHNs0Akl9eQ5+MhvUP3lyyq8HPlbWeVjuHgdmTAF66dHqozQbqZwQaH3f+mgIqnR4OGZFDeqL1udMzfPnYq93m7+EPBGZP7Ms1Rw5nRLg2ZkZRVkr90iD/vpKEUOta/G6l+Qzu7DOMXjfs3QClu5rel9ITLp1v3WbVC95p+HNthals3ML+g8D3odz0MO7FSM6GAy4O3/FDde4rJmNQehg/Yx0JMOKY9j00fK3oovZtMyMFKb6RnA9uMKmgZlwDI4+tXyPnqob4EKe7Vr8Dn98BjiQYfIgpFT37Xw0fo5Sp+AqmaMbmBSZFWO740M4pBMD6j+DNS0x+47M72brKigJT2MZV1a0DAXTTTJ7+HP+NR4frNgu3tUfA1sqMgO8zPRwzAgBnTOlPbnoiv3j6B+76YC0zhjUdRV+0pZiTJ/VrcFtNoyUxW4oqyE5peTS88Vr6UFKGBvKvUQ9cq75oSzFXvrQEgFnjw5ORyz8T4V+RVFZtpgZ6piZ0ySAAArMGOent61h2qLKwvQt0jYYeDn/cAvHNvBc64usKfFnO44K7+5mBy+vXtvnwa44aEZ52xLLUXuYrRsjSoNZoDZ/9Bd642HxfngePzYSfX6nv8A+aAVu/hn1bzM/OSvhrJrx4Wv1x1n8M8//e/vOOPwPOex1m/cMEAW1Z8y588TfY83PbjxUdt+od+Pc0k2ITzN/8sZnwztWdf6NZ5kBTeGXCWdFuSfAu+Rhuye/8+b87yMwINLytbmlQo+UxJZW+PQJtLg1quY6Af0bAFsZPk4NH5DCun6nye7Yv7Waga19dVrdsyK/K1fDnp77e0uo5AjcU/+cXk5vMqgRLKUVGUlxdBdXAlKEAJ04ITyCQ4puJqPH9qff49lZ4mpnN6SoS4+wkxdnZV+WqWwIW8oxAVxGXaEbEHdan9W2W1+NbVlUFGQNNINCGo/frHbaAGDBVj79/DH56JnzniGWf39muh3Xz/yltUAp6jYHVc+HtX5v1+Ck5sPpdU30QYPRJcP4bMPUy87OzAuLT6gOF2nJ45VxT2KMtBWvqnzfyWJh8QfvaOfJ4kyqs7+Tgfj/Rfm6n+dtoDUueh6J1UF1i7iveDPkrTbVAWydfojVgGpzxDOw3O9otCV5ihvnw6+xT+h1k9gg0vAYtZf0pbufSoHj/HoFm1uL7Nws7whkJAM9caArjVDqbD7bv/8S8J28tquSUR75l5a6yBvdP6J/Z6vFX+nKa3zJrP44fZ03nJCXevB/Uur11I/NgNiGHY1mQOacJBPbWmr9Zsq8NXTFbUKCs5Dicbm/dvpCQ9ggs/x/8Yxh884DFrYsx8/8O865tftlQKN79DdyRDRs/M+/Dv1sBl3/R4sNvOmE0cXbFFYeFu/q0ho9uhC/vDfN52qmyCGrKTEXnD/8U/vO1p9+JLA1qm81ultwcfiNkD61fs+9nj2u4DistF26uzzpBQhrM+I1ZC+b1tjxstu5DeOUcsxTogneD61AOPth8ifDY+g28cCrMuhemXARnvwTvXGE2SAH0Hgc37YTCdVFtphDQ/IyAf2mPu1FHvsQXCGSntJU+tOUZAf9633AtDfLrlZ7IoluO4qY3V/D52gIANt81i4fmb+DBzzbw1Ddb+GDFHnaX1jT7fP9+iJb4sx45LNzr4J+JqXZ6qAjYNHzTrNGWnaOxwOxNLo+3bvNsbkYnz4vfhqyUeHaX1tTVZwgpfWhVMVQVWdyyKKkphZfPNmv1z3mp4X0rXjerGA670ZpzJWaYmVjddKCgOZcfOpRfHDiobvYqbOzxcMSfYyOhiqsG/jnK7Ov0OE1AEG6z7oUbT2/zYRIItGXc6earI465o/X781aYDb85o8yyoM4+qtzV7Flu/uP611rGJ8NZ/62/XykT8PU/AL7+p9mvMeu+BmXVO4XyfJPJIHcC5HTCdZtf3AXrPoBZ/4SBHdvo2Zl5tW4aCLTQkS+ubN+MQGt1BHaVmA2H4dgs3FivtESevmgq5TUukuLs2GyKa48awY7iat5csrNBEJCbnsj9Z02k1u3lV8/9SEFZ8wGC327f7zGhf+gpQxsLXJLlL+w1Y1iPZvc5WKlnWgKF5bVUuzw43R1Mp9lJ+F/D/hmBzDb2vTTrwCvM5lLdyZd4gukEb18I6f2a3veLN2HHIusqxx/3d/PVTkqp8AcB5kRw2A3hP097lO82CTj2bYX+0+DEf4b/nGNObtfDJBBoicdt0nX2nwrH3x2+82htqrhWFMCN2yExPfhjVBWbDlBCOoyZY30bu7uDroLhR4O3HaXYC9bClq/MpvLOFgjsWWb2w0w4B057PNqtCV7pLhNUd5URvRBpDbZGkUBLMwL+OgL+TDMt8dcRcDYzI5CTGk9RhZOkuMgNYKQFLKtRSvHPsyby91PHAeZ3tdtU3Rp//5Kf5ir8BvpiXSEAA7OtSxuZFF8/I1BYYc7fOK9/OGSnxJtAwOmp+5t19aVBgR3/pDg7yfEhdm8itaY+3ByJcPUi0y9orMcw8xUO6z6C1y8yS5tn/SM85+iMsofCtT/D/w2GnYsga3C0W1RHAoGWVBbCzh/NRtCOyl9lNvL2n9p0pNVVDf2mmPXmoQQBYNr67tUwYLoEAuHSc2T7HnfYH002p3C9yYZTWi5MvtC8jjqjo2+HI26C5PCOtsa6VpcGBYzoe72akionGUlxdTMGLWltRsAfXIQrFXh7JbYQiPRKTwCaZgUKVB3QOc9Jta4j6M9cU1ThxOO7dj3TEiw7fkuSfdeiyhkwI9DFA4HA4DC7jc3v3YJS0RmM8rQecEfcmnmmfzXpvNhYbXHc3WYmJi6p7cd2lKt96WElEGhJSg5c8a1ZEtJRK98y1e1m3dc0EIhPNjllOyK1N8y81kScwlr+bFFJme37j9sZl9T49ZkIcx6KditCF0Pp2KKqmfShdR35gBmBshoXXt126lDz/FbqCHg0joAR+FjTIyUBu021OiOwwjdrMKhHsqW/R1mNmXGpdXuo9qVu7ROBtfr+DcJVTnddNeiwLQ2q3Asp0a9WPKhHfbruHqEGc08dY3Lr/+qjrpuCeO41JrvPMXdY93f7+TX46E8w/Qqzn3LMye3eLxB2H98MJdth7ClmCW8wijdDUpb5ArPP8+eXzWDTqOPNbR/+yawAOP1Jc3yPyyzJGnBgw9kld61ZrjXpXEt+rXZpZ7DRtYcIOsIeB7njoJ8FmXgGzYADrzabSsMhKdP8p55yUXiO353VlpnS6Y8eGPlza202GPnfUL1ek7lq20Jzm8dt0qL99Kx5I/I/Z89yKNtTf5z81bD0JXM7mOdt+NQsKRNdjkY36cz6M/oEduT9y4LaSh0KENdKHQG3V1u6wdZqdpsiOyWe8hp3i9WF/Wk9t+2tsvTcEwdkAlBe466r4dDSzIWV0nxLvcqq3eHdI/Dza/D8SVC9z/pjB+ng4fUzgf0yQxxtzV9lkj509qrCfh/80SS68P99vF5Y9bZJgW7p76jNqLsr4P9PrAwMTL7QDJSqEP7fLXrSLOUpWGN+ttngy3/Ae9fVPyZnBGz81GzOBrNC4/nZJitToJfPhrv6mtdYjJFAIBKGHwXH3wWDDmp4u8dtctLvWhKVZrWL2wnOFj4c9yyHtR907Ww5rhpTOj2nnUuDijbCm5eZTcPB2PMzPHYw5K0EQGkPvP97+HtvUyESzJvs/y6AFf8zb7J2Byx6Cj66qX4jc0UBvHoefPLn+mOvfR/evQr2bvQdpxLm/tZkqSrbXf+4wvUmyOisAcK6D82H3s+vRrslUaV1+7IGtXejMARUFm62joAOe+rQjvJXm62ocbfxyPCc97M1+XV7AyIRCPj3fBSW14Z3aVDBatPJXPmW+fnn10yyBK/HvBC3fdc0O0rhOrOOvKKw/javF0oDsu15XFC8pemocuDPXg9s/dYMdABj+6Zz+4EOLh1Zww3HDK8/Tv7qlj/DGvvTFrhmWex0Yjtqx/ewab5JYw6mI3vFN3D2iybVslXGnwm372s7MUo0HPoH0672Fnj1d+ihvkDrzh/rb+t/AIw+sf7nhAzzuvQHCwCpuU33FCplPsuToz971lhsv3tH04o3TIduy1fhO0dFHrx+oemUddTGz2H56+YN1Uovn2UKpgHp1dtNh9J/ju3fw6vnwoJ76t+gV71tPhTauTYt5qX1hqu+g/Nfb9/jXZWmo775y7YfG/ihlr8K8leYTUTmTlj+mvl27ybzb96Khm9SWptpxiP/XD/Fu/EzU/vC66r/G4yZY97Q/G9Ae342+wEy+jecKv3+EbNB3vf37nTK95gPPX+Nj27Kq3UzS4PMW70nYES/pJ01BMzzm99sbG7zNkhZGYv868fLWwgETp7UF4DnfjXV0vP6r/dbS3axNs90iB0RuFapvqVBD36+oW6zcFhmBAYeaGqO9B5n3pvevhy+/ZdZi+2qMsU0P7vdDCj57VoMr5wNC/9df9viZ8woauVe8/Pc38JDk+DpY+qDig//ZEZj/Yo2wHOz4NsHAbNp/FdF9/Ln7RcztIevk1tRAI8dBG/8qn2/jyMBMprJstNZnfwoXL7ALB/2yxoEo2dZex6bvT54+vJeeGC8GeTsbGpK4cEJMO863+freXBbMez/y/rHnPFMw4w/E86E24vr08in94U/rIPTn2p47F++DX8uaPi3iBGyR6AlO38yHbphR3b8WLXlsP0HE5EOmmFGUGwOk092ykUmeuyo934HJdtg5HGhbzpubO8m2PyFyQ88/BiSawtRa1+GkSeYzuXgmaaDOfTwhm8Crkqz4bQrvaG2V/YwOP9N82bQGq3hzUugzyQ48CpIyoZD/2jqSABaOeD6daaj7r+2gw6CWwNG0ZQyG5MD7X+++QrUc5QZBfIbcqj5cMhfDR/eCH0nwbTLzIf5qBNNdeHOaPRsU1SvrWvfxZnNwg07m/a6GQHTKfxmQxFXvmRmItuzR8A/I9A4a5DXq/HqyHRuOyI1wXSM88tqGJzTdEmEf6YgzeIiX6dO7sdT35iKxv4ZGE8zwZTVBvUwv+OWosq6GYiwBAKjTjBfYEb4D7zapEcEM9v47YNmxHT796Y+TmovGHaUWT/t39OjNSx90azHXvysbwT3TjMKO/tf9Rs8l7xgvp92mamYW7UXBs5ouOS291ioyKdul4xS0HN0wwGU7iQ3TMuRW1NZCKXb62eyo23XErPPb9CMtusJ7F5m1vJX76v/3LVyg3GMzjRJINCSA68wKSN7j+n4sUp2wEunw6CD4Vfvw+LnYMH/wZyHzRudFSacbdazW8mRCMfdZSJYpRiw7zv0hLNQo08y9/ce27CDCSawKdsJu5d0jUDA7fQtw2lnByEhFUYc3fbj9iyDlW+apThTLjQbj/ybj/wzBYFBQDhUF8OyF6G21Hy4+r86q9Se5quba25pUFyjEf3b3l1Zt2SkPXsE6rMONQwEPL7XaqzPCPhzy/s37DbmnylIT7T2I3Fs3wwOG9mTL9cXssdX46B/VvizhZwzbQC3zTVrkdfsMZ8LYc8alNrTLIH1yx4GV/8I6z+ET2+Dr+4z6STTesMlHzd87rmvNdzsn9oTfru44WOm/9qkpEzONj8PngkXf9jwMY0/T9P7wtU/tK/9a983s9tTLoSpl7bvOZ3NNw+ameVDfm8+v61StAFeOdcknDjtSTjqtvZ/Zobbgrthwydw6XzoP6X1xw49DG7Y0PFiX64aExDFp9S/XmOYBAKN7VluUj9mDbYuz2tqLxh/FvTaz/zsrDJRppX/UY68xbpj+WX0g4OuNt9rzY+Df8Ock09uvXM6/XLz795N8MwJ0GMonPyI9W2LlOWvmmnqQ/4AR91q3XH77g9XfmdGHhKtK2AUlF5j4JxXIHNAdM4vwqbx/1B7o/Shm4vq0yIHt0eg4Wi2f3Q71mcEJg/MYtXushaXBpX7qv6mWhwIQH2WoDxfIBCJPQJxdhtH9fXy+e76zn9YZgR2LzPvYX33bzraarOZtMuOeJN1xb/eujGlTHDQlqNvD72dJTtg7XuQMQD2O6n5xxRvhrzlMbHx2TKLn4et38DMa8z137zAzPIfdJXFJ1Kwd4N5DdhssZVxaegRkNKr/dWFE9KCzy7U2E9Pm2xFR/zZFDTLX22W3Q49As56vmPHDgMJBAItfh7mXQPTr4QT7rHuuCk5JrWU35G3mHzz6z40m6YGHRS9zmAwghmddiTA9u+sn6WIhpSewf19vrzXlG8/6cHWi9NYOSITiuTshmtFizaaCtfZQ81G5M6meDN8cTf0Gg2HXN/247WGovWkVe8wmwq7QCEh7Ruhb7w0KC4g/WdNo1Hx9uS19+8RcDVa1uKfYYhEVeGO8G/abTEQ8KX5tHppENRv3PWnL41EIACQGtfwb5UQjkDgy3/Auvfh4o/NfoHmWDmoFqp9W+GjG2H0SS0HAtMuh/3mdJ2MQWCWV634n0mdmTseTrrfvM/3HG3tebIGww2bY/PatTfo2f6D+Uy2IojJGAC5EyDZl3bUVW2WiLtbr24eLZ3w0z6M/OsIE9PNZpHE9PDtgv/8r/Ddw+b7c17p+Oad4s0mhWSvMe0bXWmPn181HcP9ZtdnpWmvtD5w5ULrSphHy+QLzFcwVr4JhWvM9Ghao/0fWps3576TY6+z/b9fmiwg16+37jUUSbUV5kNvyGHtCwTctfDYTGbYksBzYRcJBMy/Lc0ILN1ews599RlUhuakMH1o21PXdelHGy8N8ugG98eq9CT/ZuGm1cG11hRV1BLvsJESb30nPaPRHoywdMibkdro7SUsMwKDDjKDPiktLMn77mFT0OnYv8MAazdiB6XnKDj8JrN0pSWOBLORtiuZ/msYc0r97509NDz1huyO+oQV715tkl+c8UznqW3krISXzzQpRq/9ueP7LMfMaVjctf8Us+nYG/6q4qGIsZ5IlM28xny5nfC3nmY6yapAIH+V2dw06GDflGlARJ49pOPH/+7fZjrqjGdg3OkdPx7AV/ealJPDjwk+ELDZrdlf0Rkdc4fZKNVcaffCtSYTxoDpcMknkW9bY5/fYTrEx/3dbFxOzIhMxcNwyB5iNmq3Vlhsw2emwz/oYBPkpvZme9L+jIhrZ2q5GOcfA248I+BfHz6sZyord5lZupMm9OHf57WvTop/j0HjOgL+zcexvkegtRmBkioXNS6v5cXE/DyNrlnkZgQa/pzgCMN5GycraGzvRrPc1llu/bmDkdrLFLrqbnLHt7wkK1wK18HupbFTUKxkh9ksnD3ErM5oTvU+k6jDZrcu2Upj/pTfMSg2WxVtSsF5r1tbKvuVc01Wnxt3mI5g9T64Jc+6Tle/KeaYaRaOwB94pcnl3NJ/HtG8kce2fF9thcmY0bimRLT88LhZFnPc3+HUx6Ldmo5JSGt7o/ant0HBqvqNY79byZq5cxmhYntEm5Lt5u+U3rfV9wxv3dKghrcnxNUvDSqtNqPiwazrj2uhsnBn2SPgX/JT1syMwO5Sk2Y3XBV/B/ZoGGT2Tm97KZYVGi8N8i9RiqjDbjQDa4mZkT93sF6/yCzhOO3J8HUGo2nXEjNDM+oEmHCW9cf/78lmUOnc10zglx4jyUK+exgWPQ6nPWVSfTYnoz+c85K1wYu71qTQ9VcljmESCATatdgUKHEkmOw3DgvfsIcfZWYEvG5Tga+y0GTlsUpzaSM7KjBzQij/QT651YwMnPp4580g9PI5sOMHuHCuNSMrA6aajBmxMlpy0oNmhqq5VDNdjbvWrJUdMK1pxfD3fmeWbF3wbmwEvrXl5j3CP7X+7UPw45Mw/Qo44f/Mbc8cbwL/M54xf7t921A//48xKpkiRpnHeFxQsJp4j1n25Pbqunz204a0v7BN3R6BRkuD/HsGOvOMwJ4Ss263b0Z4ZsLSG+07CMc+hOYEzgjE2VV4lgblrzLvHT1HNz/amd4ndgYY1r4Ppbt8n+3NLAPcudikvbQyXWS0bfsO1rwHw480NRVWvWWWq4YjENjzs+nbJGfXLxOKBb3HwMjj27fc1arPwPI8+Ocos1T7qoWw7BX46h8m+UoMZqSSQCDQi6fXZwwYfZK1ndeTHqj//g/rzAd0JDpe6z8xef4d8Savs7PSlMSOhLzlpjhVVVHnCwR2LTGRvLvGvCaCWTqy9RtT2Gvk8S1voIuVTnfgCEnZHhP8doJ0Z83S2mRqsNnh2L81vd+RYDbpN2fvRshfCWW7oh8I7F4Kz84yAcsF75rbhh5ukgv4l/15vSZQ2L7QFLdJzobyPTgW/I2xtsv5SvkCgS/+Dt88QPyZptqyx+PlzytOYJRjBhkJ95nHVBWba9fKh7d/RqDJ0iBfYBDrMwLpdYFA/YzAu8t2kVdaQ7JvX0CfzPDMCCQ12neQFobMRM0J3COQHB+mc756vkmMcON2sMd4wov5fzN7oPab3fzetQveMfsEu8gyQcAEat8/YmZLp1xklk6G67P40s9jJ2VooCkXma+WVJeYQaDcCdbtjUvMMDMi/iKeZTvNPs4YLbQqgYCf1mbd9vqPzFqxBXfBxPNMruJwsPo/TG2FyYwQn1K/56CmzGwA7TUGLptvRhWXvQznvGiKSrUmb6WJ8AdMCz1wOOFe8DhNOtbOpHAd/PcUs1/kgndMpyuYjvvOH+GbB0wgERgI7F5m3ggGTIvNUacHfBkTbtwe7ZaERilY9KSZaWsuEGjN7IdMsGzl0rr2KlxnZiMnnWd+7jXWfJAkZprNZTa7yXQSmO3EZoNT/mP2nPhfm2W78Aw6BLVRo1DmdbvxM8idgN1bC8QR76kmRVcwzraVuDhfCtFFT5hc2794y8xcNqOlOgL+wCAso80WSq9bGmRmBJxuL9e+ugyAQ0aYwK9PmGYEUhMafszGhTufv0+8HWwKvJq6YMdyAw806YetnN0Ol8kXmE5fSzP9ne1zqj2GHGZm5HPHm+AnnMk7/Nfv5XPMv+e9Gr5zWWnnj/DSGWZTtVWpPeOS4Per638++Ho44JLYDJSQQKCeUnDea+b7L+6GL+8xFQutCgSqis3UXFrv8KwZ2/o1vHKOCV78U7GVhdB/qhnhdFWbwi7DjzIjjqvnmo5uS1Vk138E8+80G19zrg2tTT1Hhva8aNuxyBTZKs8zPwebEWXYUeZv3L9RloxVb5lg7IxnYNxp1rS1o5b/z4xUHHCJCRhjMf1bME79T/OdkrLdZkRw/Jkw7Iim92cPic4sjasGnjwK3NUw4ljzf9URD9cubzuL0YCpDTOxjDsd16hT+N+tH9FHYV63/oJ/bg/wEWXeeC7t+xberd9xQ1oPMzO5/mNT/bX/AS2eqn6PQMMZAVfdjEBsBwJ1ewR8+yMKK+r3f329oQiAvmGaEcgOKNg2pJmqxuGUGGenyukJ30rEU/8TpgOHwYFXRrsFkddzZOQ/hzfNB1sMdS1rykxfKCmr+dnuhHQTBAw9PHxtsNlieqY9hv5aMWTMHLOObqCFGzq//D/44T9w5K2w5L9m9iGwtkBHpfUxMxmBo/c9hsFF74HHbdZvXvuzuf1/F8Lqd8wIY0uBQP+pplz8gOnWtbGzGHmcGR1N7xva8/tMMF+N1VaY0bORx3WsfVZa8l8TRO43B678pu3Hx7rxZzR/+9r3YdlLYI9vPhCIlHUfws+vwJx/mw2JcYmmCJ+y0SDpZ4ipTFtKHxrn66h7NOzzJLHYO5lbklLMCNXlX5iBAv8mZHet+fAMqNLsaClrkO/nuBifEWi8R6C4wtnkMbnp4ZkRCAwEUhIiOxNoAjgPzkYzOaKR2gp4+9cmH/5xf492a8JjxRtmyev+54enhs0Xd8HOn+DM50L/7AyHpS/CxzfBkX+GQ29oev/A6eYrHPyrCWJlKXALJBDw87igdCfUlJgMHf2nmsJEVskZAQNnmO9LtllfYKXvJNPpb07jTVwH/MpkDmitqMjQw8xXR6x8y+SQnnJheKNtq6X2MkHV7iXwlwwzvXrh3I4fd8ZvTXXMWBp1n3qpCQJaS7nZFfiX3fSZ1Pz9O380xZGGHAIzQ5wBa47W5ss/Yv7zq7D6XZOSd/IvzW1H3WbZ6RLjbGy6a1ZdYTE/m02hlOnI17o9vscGdEr9QUBVsVn3bbM3eD9pqY6Av4MZF+N7BJLj7dhtqm6PwN7KphnhxvQNT6aYwOscH6FlQX7+rE62cHREtDbLUeOSO0fdkcL1Zo9AnwlN89tXF5vKw63VGeiMSnaY2ipZQ8xI/bKXzHtcOAKB3Uth0+dwxM2mPxIr0vtCvwMgNcKv0ScON8uB/7ABvn3QfMac9ED0C4k2QwIBv33b4N9T6n+eeR3kjrPu+FMvNV9eryny4Wmaxs5Sm780G4MHH9w0FVqkOuWF68xymEEzOlcgAKYq8n9PNt/XlAT33OoSM+obn2o6e+V5ZvlNr/1ir4L02FPMv16vSfNnj4v50YtWLX3JXOuDrm44FRufAtMua/l5zkrY+Kk1VSX9Vr0N8/9uPhj9S8EO+g2MmtVyddMOUkphBu+b/g0dNoXHq6lxmc57YnOj+HFJZmNbYgY4qyDebJyMr9ss3DAQ8AcGkVr3HiqlFKkJDsprXHi9muLKhjMCz188LSLtGNbTwtdXO/irSMeFo/KzuwYemgRpfeH6NdYf32orXjeZW2bdB9MaBQIpveBXH8Xm3q2OKNtlasWMmmWKLA4+xGyKDYdj7jRF23qOCs/xQzX2lPrPuca8HtjwqRn0tXpw1pEISZlm2WfBapN90NN0JjIWSCDgZ7OZXPy15WZZ0IhWcsF39DwJadYfV2uzB8FdbV7QPz1tRh7PfwNGHBPcsQrXm8h++NEdyzA04SyzmSzW3hjaMv/vZtam9zjzBjrt8uCe76oy5ex7jzOBwLoP4b3rTCcwVqed922BhydD/2lw6afRbk3olr5ogrgJZ5lAIG+FCfKHH22W4bSk7/6mtkBHprRrK0zWEX9WDu2FvRvM0it/INB4XX8EOWw23F5vXeew2cJWcUlw+jNmECSgXkFLS4P8PzvC0dG0WHqSg9JqF5VOd11RNb/pQ8K7fvfU/fvxzrJd/OLAyFauPWlCH95ZtptT9w9Dphiv23xmJsdAut326DcFpvyq+c+juMTYqe1ipazBpqpzj2FmD1Ar+4A6rNdoqCiEd64yqw2OuCl857LKvq3wytlmJujXX1l77Is/qv/+1MfNcsuM/taewyISCPhlDzWZdQDWfWR9CkGvx4wUQ3hy7Hrd8M+RptT7Db5qwPaE5nPfF6wxndM+E5vPEvLprWaz8BG3tJxusT16DOucmRiWv2qWh924I7TCMsk9zLXLGGB+Tu1tAssBkRl1DMqOH2HPMtMBTusT/dSZHXXgFWafQIpvffuiJ8w+iFn3tT4jkJhhCoyFaus38NKZZv/Hmc+Z20adCJcvaHk5UoQ5bIpql5datxnFT2hpXX8zgYq/o9+4oJh/hiDSS15CkZoQB1RTUesmKb6+vfeeMSHs1X7vO3Mid506vkkq0XC74+SxHDs2l+PH5lp/8IS0+s/MzmDU8earO0nLhRm/idz5qveZ/YcDD4qdQMDjBlclKHvzM77jzqjPtBguqb1ievlt0O/eSqkpSqk8pdSrjW5PVUr9Rym1SylVpJSaF3BftlLqTaVUgVJqs1LqwkbPPUcptdF3/1ylVE+iadTx1o9ib/0a7h0K942AJ480nRMr2eNMh8O/7n/yL81m5LRmPgDyV8HnfzXZQpoz616Td7et8vFWKs+D7T/U73bcsQien206WGDue+ro+joPtRXw0U1mHZ5/mdWyl+HhA+CpY8x/fjAjwg+Mh72bzM9aw38OhkdbGf2Z/S849YnQZ278+eonnWt+Hj0Lzn8dxpwc2vHCac278MEfzHW9fi2c+0q0W9QxY06GqZfULwsae5rZ77PfHGvPU7gOVr1T/3PuBPN/0BZX/xqOSzQzDTGy1MpuV7i9mhqXB4dN4Wir8160Ab66F7Su22zsbjIj0DmWBgEk+aorVzs9VNaaWZF/nTOJMw8YEPZz220q4kEAmGxJs8b3wRbjeziibsvXMO/alj8Tu4IfHoev7zfLIMNhzXsw/w6zBCnY9M3htOETuGcgfPSnpvf1GAZnPG02EndjQb17K6VOBF4Efmzm7neBQmAo0BO4M+C+x4FioA8wC7hfKTXVd8wJwGPAKb77dwDPBNOuupF2rc2H8ye+P6rHDQvugRfPMC9Sv5+ega//aUbp/dxOsyzI34G0WnIO9BgO2mNyhlcWWn+OX3/Z8obhQH0mmvV8La1TzhxoOsNxHcyiUbAGPvij6aC3xuuFD/8In91u1p1qDcVbzJtztm9GYdETZrPNx76/rc1hNl7Gp9bn5h1xnFniMvSw+g3SGz4x1SK/f9T8rLVZKlKwuuV9GsOOhIlnx0wHLqyGHgGH/cksY+qKhh0Bl37Wvs2MH90EL5/d8H2hOdX74LEZ8O5vzDp6MDNH168zwXeMvm78G36rnJ62R8C1hv9dYFKubpqPzaawqWYqC3eipUH+olrVLg+Vte4Gt4kQeNzh/cy0WnUJbP3WDIQ1lrccFj9n/u1K3LWw+HnzWbnwETMA2Nb7W6gKVpvkICk9w7sEKViJ6WaJVHIYVmK05ou74N7hJlX721fCK+eZdNExKNh3wZ+ACcAtQF3KGaXUEUCR1vrWgMcu8t2XA5wK9Ndae4C1SqkXgEsxAcUlwKta65W+x98G5Cul+mqtd7erVZ/9FU55yHx4ffJns0732L+ZjT+lO80mwEOuN4/NXwUf/sksm+k3pX4T67r34fWL4ICLG1YBtkruOPjtYvPGWVFgigWFy+6lZu3bwIOanxHIGRGZ6sJlu2DR4yZ3uz9ri1/xFkCbJVk2G1TuNRlLdi8169TXfWDWdReuNUVQjrkDDr+xfpTeVWU2JmUPMX93pUye4N+vaVinYexpJq+/P1OPzQZXfmtKzSsb7FkOi581yzhGHG3d777hMxOUTDjbjKwmZ4d/+jEUw49qsYhUp7T9e/MaGnZk8LN6Gz+DovXmdRiQOpO175sBhpMfMWk9k7Jg8oXmX08t4KtE2tHAOcz8G0Y9Xt3ysiA/pUyqvYLVdUGiw25rUkfAv1SoM8wI+IOfGpeHNXlmj0Ck03l2KXnL4ckjzPv0L96MdmvatnspvHCKqc59RqOxxlGzzPrtnE62n60tXg/Mu8YsUz3iFqgqCl/WurGnmVUJVmZbtMLgg+tTpze2baEJEHoMs36juLvGDPjWlpk9lxX5sVVfIUBQrdJa54PJwNDIBcAXSqmPgP2BVcClWuvNwCRgl9Y6L+Dxi4Df+b6fAjwdcI69SqnNvuO0LxDIGmRGd2tKzdKAvvv7D2Y6+vvNMZ1+MEWTrvjGjOoFbgy0xZmR8JQwr+NKSAvPZmEwv2/1PvjqPpMK7bQnzabJYCz5r+kcT73EZLnpiN7j4fSnTeqy5s6z6AmzmXnQQXDms2Ykwf/aalzhr3FZ9ORsk389kM3WdB1ec53vzIH19RM2fmpmiLIGm0CgPB8W/tuk+Jp4Trt/1Sa+vg+2LzTB2FO+AmN/2hL68cJt/cfw5qUw6Xw44Z5otyZ0a+aZv9/Jj5hsEInpMPHc9lV0nP0vs440Mb0+uAQzpb7lS5N5YvSJ5raT7g/brxAugZ31dq2JH3caUF/4Ls6mmmwWdrr9gUDszwj4l+bkl9XWbRb2b5wWIVDKvI+mhmH/QTik94XRJ9X3BQJlD4nNgZqOciSaDIgpOfVLVcMlZ7hZi//tv0zne+yp4T2fFf53AVQWwM176jKkWeaIW+DI28zqhNwJZklW41TuMcKqVo3EdPgvBlZjZgw+UEqNBXphlgwFKvTdTjvub0CpBpV3bAB65rVou8O82P1r0/wf5ONOr3+yf+1ujq/S3tr3YNGTJpvL6BPrP+TDVYZRazOSHa6I/PULUavfRU/7tQmIRhzT/O9SW2429MSnNU2rtfFz1Op30KNPalBnwJ+XvHF+8lal9qq//o2f51+WE5do7vNv7gxbCcwWjDjObJLtP9Wcu2Q76ruH0MOPMaP5oRp/lnkztMeZjcJxSe3+3UK61qEq22U2DOetMEWlPK7I/w2sNOwoUymy91h4+jgz6zPp/BZ/pwbXuv80+OExmPsbOOEf9bOFB//OzGgNOaxTX5v4gFmAOLsK+vXlsNuodLrwer11g0GBewTaOl5EX9fNKCgz0/Iut5e0RAflNW6G9UyNWnvCKSLXus8kUwHbnCh857FKzkg4+0XzfWB7N38JK980++L6TQ76sNF+XbdKKTj6L+b7SLSvaAPqx6fQKFOt12IdutaBgztgEqwMOxyqS4P6fG43e3z9ef1JWyL8GmnvdVKhXFCl1F+A0Vrrc3w/rwce01o/4PvZARQAs4HBwLVa62kBzz8KeE5rPUAptcF3/wcB93/tu79upqDRuW8PvO3NN9/Ebg9+Wmfq5ofoW/oT3w37I4Xp4V8jfcLyK4n3VJKXPpGV/c6jMrGPpccfv+O/9KhYx6Kh11CV0PKa6ERnMcetuo7SxAEs2K9hOsvMys0kOwsoSh2DMy48BXb8lHajsfmqqsaGBFcJvUuXUROfTUF6mPItx5C++35g6tZH2JJzJMsHXNT0zbKTUl43g/Z+icNbw8beJ7brOXZvLcMKPmZYwQds63E4q/t1YEYoBv3jZzu7qszfNjdJc9OktkfD7d5ahue/T0ptPrOKfkO5S3H/gW78EwBf5yne2GLn+P5eThgQ29Vr395qY8EeG+cN8zB/t428asWdU9ykh1bEWXQRY3a9xoiC96lxpLNg9N+ojcuMdpMsZ/M6GVz0BdXx2ezJDE/64tSaXYze8xZ2r4t1fU6hJHlo20+KgLTqnRy+9lb2po7kuxExkskoQjweD6effjqAw7c0v1lWzQiUAcv8P2it3Uqp7UBfzCbhrEaPz/LdTjvub+wO6jci2wDn7NmzcThC+FU2pqD3beWgEcfULxUJp/wHYfcScst+pvf5/+n40pvGSidDSg5HO1rJlw7gqkJnbCY9oz9zprUvm4rWmnnz5jF79uzmloa1eB6++7eZATno6vY9JyZcENWzh3StQ5U3GP1TNYMHzWDweIsz60SdWdYyppVHNLnW+gwo3c7wjIEM7wIBUaDndn7HrqoSALIzM5gz5+C2n+T1wD9vgqq9DEi6jNWuRE6YdWLd0qLCb7bAljWMHTOaOUcMb/VQEX1dN2PTp+tZsGcjo8dO4Mu9m6G6mtPmzOqSG4ajfa1jktcDezea+h7+z97aMvj8ayiARHcZxx1xcNOqw22I+Wu96QvIW4H6+SV07ni44M62nxPiedSLP6LHnU7v068LyylCutbFm2HLPeTk9mfOHN9nXG2ZWQYczr2Sm7+Ej28y+9UqCsweFAuryLeHx9O+pY9WvQMuBYYAXwAopeKBQcBmIA8YrJRK11r7q7jsD/i35/8MTARe8j03BRgRcH8DWuu6YSf/C0EpFdp/wMDNofP/Bt89bPKNT/5l8Mdqj8vmm028Ffmo7CHWj7xmtjMNXnwKHBvam0FQ11p7YcFdJsgKzGW85j0YcmhoOfqtVlEAS18wy4Mab2juiH3bTH7+5B6+dbS9TVrRIIT8ug5Gn4kwOwyb46OldKfZMJw1OKjMFXXXWinrK0zGiMZLg9r12rI7YM5DkNGf8v8WATW4vbruuf7Nw/F2W7tfqxF5XTcjydfhr3F7qHKaTDdJcY7Y7LxZJKzXetnLMO86mHlN50i/6HHCo9PNxtnfrTS3le2GH5803x93Nyqjf8ify9F6Xbfpgz9A8SY48CpUj2Hhm/HtPQZOeQyVPTTss8pBXesew+CmHQ1ve+vXJtHDSQ+E7/3e6zLJFtJyYdN8sxH96Nvbfp6F2nuNrAoEXgCeUUotwKT/vBPYCCzRWmul1HzgbqXUdZhO/uWAfwH2c8BcXyahtcBdwA9a600Wta2dlNko2J5NhSGfQsX+pqSv7jXp4A79Q8evRVyKSVPaeKPvB38wa9F/vzrozrHlqopNCfZBM00gkLcCNi+AAdM7VgBswyfm91Q2ExAd+7fI1mUI1g+PmxSrh90Y/k1l4bTzR3jzEhh8iCks1mcS9J0U7VbFhIaBQBDL8Xx7p+LsC4CGtQRcvs3CbdYkiAH+OgLr8yuodHpIjrdLfv2O0F7zGaE6SeYlRyIMnNEwlXBiJsy4xgzWtFZwsDMbfyZUF5sse+EcfEvLNYOMmxeYAbBIZCYM1Yij4f3rTUrVWfeG5xyDD4br15tMczsXm39jlCWBgNb6K6XUvZgZgUTge+AUXb8B4SJMbYACoBK4VWs93/fc75RSNwMfAGm+50amJ1K224xOZ/SDI28xX93Fpi+gaq/Z2R+YNuv7x8zthzVTfCNYNpsZLQrkdppR6OqS6AcBYN68jv17/dKw7d+bFLSH/aljgUDvcWbzWcl2k0LMv0E91riqTV2Lte+b2Sp3dbRb1DE9RsC0X0PhGlMg6ODfSyDgE5gyNJS8//7nuAKqC7vqZgRiv0Nd7arf2Ox0e8lIi4H3n85s/1+Yr87CZoOLP2x4W3qfkGfHO41IVvhd+ZZJRNLvgNgOBKZear7CKS6pPqW0lanJwyCkQEBr/ZdmbnscUzisucfvAU5o5XhPAE+E0pYOKdkOH94AI0+ozxjUXbx3nen4jTgGEjPqbz/ubnCWmzfNcHDEw3mvhefYoUjKbLhsqf8BZh3fgAM7dtxBB5mvWFeeB8+daLIa/GlbbARnHZE7Dmb9w2RCWvc+DDkk2i2KGSHPCAAse4XHKv7B7bazcXmOrLvZnzWoM8wIDMkx2dpKqpwApCZ0vb0BQjRr3zYzW9pzVH0Gm3A45HqTbbDPxPCdI1iuavjXJJOZ8Mpvot2amNS93wmzh5rpsliOXMNl/Jmm7gKNRvImdiBlZnM2fgZ5K009g8C6DbGq7/71dSi6g6RM2G+2qXqdlBnt1lhnwFTzJerE2zsQCNSUMMyzmRm2VbgDqgu7A9KHxjp/HYHC8lpAiol1S9X7oLbCfBbZ7FCyA/JXmve/rtoPKFwP3zwAP78M068Mb52YPhPMVyyxxUFFHuBboFKw1hTD6zMx+KKTwagphdd+YdK1DzzILFO1un9lkdh/9w6n1F6mWu240+HNy+D+MbCnhQp0Xc2RfzZr48K9YXfpS/DZ7aZCMJg3pfL82Mo7vfQlU0/Calu+hk9uNWXeY1VSlsmt7c813dm5qs2yt20Lo92SmNN4s3BQxp3BDdkP8w/32Q2Kivm/7wwFxZL9gUCFLxDogtmCIuqLu81n5uq50W5J+z19HDw4zgQEAFu+glfOgSXPt/68zmzBXSYI6DkaBs2Idmsiz+6APxfC9evMzxs+gbcuM3WkwsnmMK+v3UvN/rsNn4T3fB0g74R+FfmmuFLjEfLupKoYFj9nRkfGWJRKctxpZoTAvzN/7m9gxw9w5UKTZSAWfHQTOCvMZrHt35slU4Nmtj8LU0sW3APbvjGd0xPvs6SpYfPRzbBzkamu23tstFsTusoieOEU8/05L5u/Y1ea6eiA+AZ7BIIcA0rtyY7EEUAx7oA9As7ONCPgS3maV2oKi8nSoA6q2ms+M72uaLek/XqNNkUsvb60ilmDTcHB5qoNdxUDpgPKFEaMtdH6SAncqNtnAky/wuxjCKe4ZLjiW5NGvXhL06QpMUTeCVfPNVM3F7wL7pr6anBdXdEGs1k6dzwkZ5vbSnfC5381qT2tCgT2m93w5+yhZjSmR+s5xyNq5jXmg0FrWPYSLPkvnP1SxwOBOQ/Bz6+YzauxrHSXCQBdlSbFXmeWmAFjT4NVb8Gr58Gvv5ZAwCc+oOhifAgd9+83m9IuP20pYnSumUnsTEuDEn1Zg2p9mY5SE+Xjr0Nm3Ws22to60XU8678Nfx4803x1ZQdeab6EMfTw+qrx4aSU2bMGHUs8EgGd6H9wmMy71qTWmnhu/Q7v7uCLu0xn6ZfvwLAjzG2pvUy6zzRrKx43cOp/wnfsUB36h/rvhx0J8Wkm93BH9RjWOfJrv3mpCQLOfgl6WlzkLtIS0+HMZ82m7/zV4X0tdzKBMwK7SoLPDjVM7eLhuH9T+dUAOOh9oH5pUChZiCItPbFhOuQUmRHoGKW612dmZ5a/GioLTDa7lJxotybyXjrL1FK4/EtISI12a2KOvBNOvcTktPe6wdZNZgPAF6Hq+tmANy6GgjVw9F9h5LHWnaeiwBTTSO1lOtmxbuyp5qs7GXSQ6UD3GG6mzbuCTlXJOjICA4H9ctOCfv7phx3AqIXbKUWZ2TOl6rIGhTLDEGnJjTr+sjSoG9LazPzb4sza8b2bfDPUw8x+qa6oqhjevRp2LzGDPfudFO0WRV7JNlNV2lUN+avMwFf/qZAQ/PtgUD77K/z4tKlRNOHMmF2CJu+E/hHb52eb3PaXfNp1OkOtCZwudDth5Zvm+zVzrQ0E9m6Et38No08yyzZSc2NvrdyWr0zAMvL47jlaEOGy52G3d5NJizpgWngLBHYygbn+E+KCz5gzoE8uRzjv56BxU/g/X8VKVydaGpTU6HeWzcIdNPcasxHy9KehZ4zWSWnsnSvNcs3zXjefcwsfgZ+ehjOeNfvZuqLFz5kgAOrr5XQ3F84zS9gSM+H1C2Hbt3DV99ArzDPgO36A2lL44THIGiSBQMzLXw1VRd1nj0AD2qxjX/S4mR0p2gg5Fq3hzxpsUpb1mQhvXwFF6+G6FbH1hvT5HSbH8m+XmKxRrmqTXSE+Odoti5zXf2VGys76b+fvPP/vApMS8OwXm+5R6cb8a+MhtCw/Y/ums133Jm1PWd1t7k60NMhuU8Q7TDExYYG9G00aRu2JdkvaLyUH0vuZiu9gOoIjjoWMDu4Hi2VZg82+v8kXdt/Nwqm96r8fdoQpJJrSM/znPf5u2O4LBmI4Y5MEAvmrTZaYX31gdnmHq5BWrKkqhvI95j9Dai9ThCkhDb6+z4ykWhUIpPc1eYs9blPgKWtw7L3p7jcH+k6G+FT4+GbYs8wEK/ExFKyEk6vGjJBU7e38QQBA7gQTCLxxCdxaEO3WxIyhPVPqvg9lBH9QjxTi7IpVu8vQNaWoxIy6rEGdYWkQ0CAI2FPayatoR9s5L4GzElJ7R7sl7Xfs38yX37TLzFdXNu60rjvbEYpDb4jcufpMjK3iai2QQODbB2H5a3D+mzFfBtpSS1+AT28z+eMP/p25bfyZpjOYOcj689kdZoQ2Fs28pv77kcebIiMJYa6vEGuyhpgRo67gmDvMv5ItqIEER/3SmFACAbtN0Sc1jieqf4f3YRf2G9YFVBaO/RkBgF5pCRT4CoodM6YTdWBjUVJW111X39XsWgxxKZAzsvsMdgb68h9mr+Lx90DfSdFuTcyRQGDQTLNxKDUC00SxJHMQDD4E0vpCyXZThKn3WJj9oPXn2rbQ5Jsec3LsjzgfcVO0WxB5cYlwycfRboV1UnvCqY9FuxUxx58+E0IfwU9JTqRnTQlVCYNI83rrlgZ1hj0CAIN7pNQFAhlJMf5eJMKveIv5N2OAGazqirweeOdqKFwDt+6lW9aR3bsJti80ewG3fQdJ2aamRLhtmg9vXQ79p5m+VeASpRjSDV8RjUy50Kzj+vBG85+luxh7Clz0nil5vWsJzLvG5NAPhw/+AG9eYv4jOivDc46OKNpgAqHKomi3RIiwsan6UftQR/An9s/gF86beW3Sf8Fm61RZgwAykus7/+kSCHTMa7+EF041+8o6i8XPw9/7wpf3mp9fvwgemgTlu6PZqvCqLDT7OfpM7LrBTluOuhWu/tHMBjx7Arx8ZmTOW7TRXP9170PpjsicMwTd9FXRiLMStn8HNaXRbkl0ZA+FmdeaqDUcxpxi1mw/PxsO+xMccXN4zhOqbx4wQdC5r5qRgrjETrGuT4hg9M+q3/yemRxaJ7hfZhKv6kHsqzadv85URwAgKzAQSJRAoEO2fm0y7XWmgmJKmUrIXrf5udcYs3E4vgtni0vLNXvekntEuyXRk9Hf/FtTCqNmRa6WwohjYPtp4K4Nz5Jri3Si/8FhUlNmcsye+bx5U+guPC6TP1nZTSaBcGYTOOwGs0l40eOxVVHYr/8BJmNOSi94+mizP+DGbdFulRCWCuz8904PLUXyKF/9gW82FHHD9B243CZjTGdZGpSVXJ8VLj1JPv465OJPwFVlOtedxf6/hMkX1P/cXZYQpkthRcCkMD/3lcidL3uIKXAZ4zrHu3c47fgBnjkO1r7feXIhW2Hbd3DfCPjg+sicb8KZcOlnMOGsyJwvGAdcDGc8Y2YBRs2C4d1o07joNrIDOsF9M0KrCOvPPPSH/D/Bg+Po5dkDQFwn2YDYL6v+925cV0AEqefIzrfxsjMFLcI6a9+HV8+HNfOi3ZKYJEMimYNMxy93fLRbEllJmdBzP7NZOH+1mRXJnRCeYl8VhWajUlpf69KShoPdYVLiCdEF2WyK//xiCjuKqxjUI7QaGUNzzBKK7bo3O23FpLv3AunEOTpHB2vakGyUgikDs1DSKezetDZJLFJ6gaM71g/qRvZthbXvmYyAPfcz/Z9ILQ/qBDrHME449Rxp0g3uXATf/yfarYmcPhPh6u/h+LvM+vhXzoHNC8Jzrk2fw+d31lcvjjXVJZC3Asq68IYxIYDjx+Vy2aFDQ+4E22yKm2eN5nb3hZwd/wiLtcm84egkMwKjc9P54JpDeOrCA6LdlM6ttgJe+wV8fEu0WxKcPcvhwQmmuGVNCTwwFh4J0944ETvGnAK/+tAs//73FJh3bbRbFFM6x7t3uJXtMVNG/jLc3U2/yTDpF5AzIjzHH3o4FK6D9R+G5/gdtfx/8J+DYdETJoNQhRShEqIllx86jMzUZHaVVFPq2zQcSqXiaNmvTzqZyTIC3CHOCvOZuWl+tFsSHKXM7HfZbpMkpPf47rU3sLvK6Gcq+2YPNUlRwtXX6aRkaRCYjTTH/g2GHhHtlkSW12N2s4873XyFS1ouXL8G7DH64Zs9xJRgd9XAvw8w9RUuei/arRIiZo3OTeebjYXkuPMpt6fLMpvuJikLLno/dt/TW9JzP7hxB8Qlm6WgV34T7RaJSOo3GS79NNqtiDkSCIDJJVy0Hv6wIdotiZyaUrhnoKkoe+2y8J8vPiX85wjViGPMV+E62L3UFFYTQrRodG4ap2z7G2fYv+I6fT1wWrSbJCLJkQCDD452K4Jnd4C9m1WNF1C4Hr5/BHqPg2mXRbs1MUcCAYBe+5lNJFpHuyWRE5cMyTmQnA35q8BZBb3HxHaHPdx6jupaFXaFCJMjRvfi7YX7MUZto2+SM9rNESJ4eSugxwhTN0Z0bVVFsPg5GHYUjD/T9HPsUkfETwIBgLP+G+0WRJ49Dv64yXz/wqlmreflC6Dv/lFtVlR4PaaqsMcJmQOi3RohYt6MYT0433MYb3gOAyf8MdoNEpFVtNGMsPadDJN/Ge3WtJ/XA08fC9pr9gSm94ffr4p2q0S49Rxt+nnrP4b/GxSbhU2jSAIBAf2nmrWe3bXyYHkePDDGFDu75FNTZVLSyQnRItkT0M2VboefnoFxpZ0rELDZYc8yU1l44AxI7RXtFolISM6GMSebbFfbF0JKz2i3KKZIICAkMvbXVChcA/8YAgf9Bo77e7RbJURM+8vsMfx13ko+/2VvKN5iNt2L7qH3ODjzeUjrhBVrf/MTxCWZJBaie9n/fPMlGpD0od3Z44fB33qbjcPdWXyKqalw5vNmVkBGiYRo00Uzh7DxtHyGvn4MLHoy2s0RkZTaC8aeAgOnR7slwcseIkFAd+N2wvy/wZf/iHZLYpLMCHRnXg8ou9ksnJYLmYOhkxQGCouxp5gvIUS72AcdBH0mQUb/aDdFiPbbt80shU1IjXZLRCTY7PDVveZvfpjsaGqsG/f6BFd8DbfshjcugYf2N5tluyutzYZhV3W0WyJE59F7LPz6Szjoqmi3RETSjkVmhHVrJ8zD/+Gf4F8T4O5+ULI92q0RkWCzw0kPmpmBv2bD2vej3aKYIoFAd+bf8Nd3EvQ7wOSG7q7e/jXcO6xzfrAJIUQk7fzRjLBuXxjtlgSvYHX99+n9otcOEVkH/AomnmOWAjskZWwgWRok4NxXot2C6MscZP596Qy46AMYPDO67RGis/C4IX8loLtn+uHuaMhhcOI/od+UaLckeCfcC2jIHmpGikX3ceJ95ks0IDMC3dlHN8H9Y2Hbd9FuSfQdeQuMPc2kDk3JiXZrhOg8tn4NTxwGX9wd7ZaISMkdB1Mv7ZyBX6/Rpohod54B746Wvw5f/xNqyqLdkpgjMwLdWU0plO2EvZsgdzwkpEW7RdF15rPm3+5UYVqIjup/AAyY3jlHh4UQ3cMP/4FdP8GYUyAxPdqtiSkyI9CdzboXrl8Hc38D/zkk2q2JHVIsSYj2S0iDSz6Bw/8U7ZaISNn0BfzwOBRvjnZLhGifaZeZfx89UDaJNyKBQHcWn2IqCvccbdZLCiGEEG1Z+SZ8+EcoWBPtlgjRPhPPgd7jTXZEW1y0WxNTZGlQd5ecDVf/EO1WCCE6M48L9iyHmhIYflS0WyPCbfRJkDHADCIJ0Vlc+Y15r7JJ1zeQzAh0Z8v/Z6oLL30x2i0RQnRm5Xnw1JHwwQ3RbomIhFHHm6VgPYZFuyVCtM+uxbD4ebMsSJb/NhB0IKCUmqKUylNKvdrC/ScqpbRS6qKA27KVUm8qpQqUUpuVUhc2es45SqmNvvvnKqV6Bv2biODVlMKeZbLOUwjRMRn9YdiRMPFc8Hqj3RohhGho5Vsw7xpTDE80EFQgoJQ6EXgR+LGF+1OAfwGNq4w8DhQDfYBZwP1Kqam+50wAHgNO8d2/A3gmmHaJEI0/A057yqTUevX8aLdGCNFZKQW/fBsOuwFsMtHc5W34FFa8IakYRecx5FDz79zfRrcdMSjYd+yfgAnA4hbu/yvwJrDef4NSKgc4FbhVa+3RWq8FXgAu9T3kEuBVrfVKrbUHuA04QSnVN8i2iWAlZUHmAEjOgQRJpyWEEKIdFtwNb14CVUXRbokQ7TP4YPNvaq/otiMGBbVjQmudD6CaWV+llJoIzAYmYUb4/SYBu7TWeQG3LQJ+5/t+CvB0wDn2KqU2A/sDu4NpnwjBwAPhj5ui3QohRFew6QvYtwUOuDjaLRHhNO50UzciKSvaLRGifeJT4JY8qCyMdktijiVbp5VSNszyn99qrasbBQq9gMZXvtB3e3vub+5c/hPYALTWaCkCFbyqYnjnCkjuAac81upD/ddXrnP4ybWOHLnWFnv3alTZLvTYUyExs8Fdcq0jJ+zX+sCrAk8WnnN0EvK6jpwOX2tHosl21U3+Vu29TlblULoK2KC1/qSZ+xTQePeYl/plSW3d39htwO2BN8ybNw+73R5UgwXYPTWctOETquJz+NQ2t13PmTdvXphbJfzkWkeOXGtrjEyZji3Zw6YP3sflaL5SuVzryJFrHTlyrSNHrnX7eDyedj2uw4GAUqo38HtgegsPKQYazx9m+W5vz/2N3QHc6fveBjhnz56NwyF5YYOmNdrzEcmr3mJOn0KYekkrD9XMmzeP2bNnN7s0TFhHrnXkyLW22hwARjZzj1zryAn7td40H2x2GHKY9cfuZOR1HTlyrYMTsUAAGAX0BjYE/GFSgLOUUpcA5wCDlVLpWmt/ioH9geW+738GJgIvQV3moREB9zegta6bPfCfTyklL4pQKAX9JsOauSibrV25deVaR45c68iRax05cq0jJ2zX+rVfgPbCn/OtP3YnJa/ryJFr3T7tvUYdDgS01l9hOv6BJ18APKe1fs7383zgbqXUdZhO/uXA2b6HPwfMVUq9AKwF7gJ+0FrLDtZImPFbmHoZ6PZFjkII0apV70DhOph5LcQlRrs1IhzGnRbtFgghLBKp9TQXYWoDFACVmFSi8wG01t8ppW4GPgDSgO+BcyPULgHyYS2EsM63/4LdS0xmmZzh0W6NCIeTH4l2C4QQFgkpENBa/6WN+w9v9PMe4IRWHv8E8EQobRFCCBFDpl4KNSWQmBHtlgghhGiD7LAVQghhnf2lSnmX5q6FPcshKRNyRkS7NUKIDpJa8EIIIYRon/I8ePpoeOuyaLdECGEBCQSEEEJYa+37MO9aqCyKdkuE1exxMOI4GHhQtFsihLCALA0SQghhrRVvwKq3YNhRMGZOtFsjrJTeF87/X7RbIYSwiAQCQgghrDXlIhh+NAxoqc6kEEKIWCCBgBBCCGsNlYqzXZazEioKzGbhpKxot0YI0UGyR0AIIYQQ7bPlK3hoEnx8S7RbIoSwgAQCQgghrLfhM3j7Slj/cbRbIqwUnwL9pkD2kGi3RAhhAVkaJIQQwnrV++Dnl6FkG4w8LtqtEVYZcihcNj/arRBCWEQCASGEENYbewokZ0Pu+Gi3RAghRAskEBBCCGE9exwMPyrarRBWc1WDxwVxyWCXLoQQnZ3sERBCCBFeHne0WyCs8v2jcM8A+OGxaLdECGEBCQSEEEKER00ZPHMCPDodtDfarRFWiE+FzEGQ3CPaLRFCWEDm9YQQQoRHYjo4K2DfNshfGe3WCCtM/7X5EkJ0CRIICCGECJ9LPgVHgu+HrdFsiRBCiEZkaZAQQojwiUsEpaLdCmEVraPdAiGEhSQQEEIIEV61FVC0HpvXFe2WiI56+9dwZy/YvCDaLRFCWEACASGEEOH1yjmoR6aRWrM72i0RHWVzmNSw9vhot0QIYQHZIyCEECK8sgahewynxpkd7ZaIjjrlUfMlhOgSJBAQQggRXof+Ecr34FyaH+2WCCGECCBLg4QQQoRX1iAYMD3arRBCCNGIBAJCCCHCr2QbQwo/hfUfRbsloiOePRHuHwMVBdFuiRDCAhIICCGECL+dPzFh5wvw1X3RbonoiIo8KNtlNg0LITo9+Z8shBAi/MacwprvPmT0cZdFuyWiI67+ETzOgCJxQojOTGYEhBBChJ/NzvrcObJXoLOz2aRInBBdiAQCQgghhBBCdEMSCAghhIiIeHc5fPYXePfqaDdFhEJreORAs2FYCNElSCAghBAiIrzKAd89DEtfhJLt0W6OCJbXDYVrYO+GaLdECGER2SwshBAiItz2JJjzMIw8DlJyot0cESybA27YBB5XtFsihLCIBAJCCCEiZ9J5stG0s1JKAjghuhhZGiSEECLyCtdDRWG0WyGEEN2aBAJCCCEia+Ej8MhUWDsv2i0Rwdi3DZ45AT6+JdotEUJYRJYGCSGEiKzMQZAxMNqtEMGqKYHt30kxMSG6EAkEhBBCRNaoWTD6RNkr0NnkjIKrfgBHfLRbIoSwiAQCQgghIssmq1I7pbhE6DU62q0QQlhI3o2FEEJER8l22PJVtFshhBDdVtCBgFJqilIqTyn1asBtWUqph5VSu333faWUmhBwf7ZS6k2lVIFSarNS6sJGxzxHKbXRd/9cpVTPjv1aQgghYtquxfDgeHjpLFOxVsS+bQvhtV+YgnBCiC4hqEBAKXUi8CLwY6O7rgB2AiO11rnAfOC5gPsfB4qBPsAs4H6l1FTfMScAjwGn+O7fATwT5O8hhBCiM+k7GQbOgIOulgJVncW+rbBmHuSvjnZLhBAWCXaPwE/ABOAWIHCh4L1aa3fAz/8DblFKKaAHcCrQX2vtAdYqpV4ALsUEFJcAr2qtVwIopW4D8pVSfbXWu0P5pYQQQsQ4peDiD6PdChGM4UfDRe9Dam60WyKEsEhQgYDWOh9ANcr00CgIAJgOrNdaa6XUJGCX1jov4P5FwO98308Bng441l6l1GZgf6BJIKCUsgH+Bth8z0HL1HJY+a+vXOfwk2sdOXKtI0eudeSE7Vqn5NRXFpa/IyCv60iSax2c9l4nFcoFVUr9BRittT6nmft6AcuBq7XWbyqlzgN+r7U+IOAxxwBPaa0HKaXW++5/L+D+b333P9vCuW8PvO3NN9/EbrcH/XsIIYSIrp5lyxmz+398O+IW3PakaDdHCCG6BI/Hw+mnnw7g8K3IaZal6UOVUg7gFeAtrfWb/psBb6OHeqnfn9DW/Y3dAdzp+94GOGfPno3DIZlQw0lrzbx585g9e3aTGSFhLbnWkSPXOnJautbqrxcAMGtsJow8Lkqt61rC9rpeMw82zYcJZ8HAg6w7bicm7yGRI9c6OB5Pi33/BqzuPT8KaODagNuKgaxGj8vy3d6e+xvQWtcFDf4XglJKXhQRItc6cuRaR45c68hpcq0vXwBVxah+U6TAmMUsf13v+gkWPwv9JsOgGdYdtwuQ95DIkWvdPu29RpYFAkqpm4GDgIO11oEpIJYDg5VS6VrrMt9t+/tuB/gZmAi85DtOCjAi4H4hhBBdVd/9o90C0V4TzzXZnvpOinZLhBAWsaSgmG8fwFXALK11aeB9WutdmHSidyul4pRSY4DLAf/6/+eAi5VS45VSccBdwA9a601WtE0IIUSM++Iu+Nck2PxltFsiWtNrPxh7CmQNjnZLhBAWsaqy8A1AJvCjr6CY/2uU7/6LgKFAAfAJcKvWej6A1vo74GbgA6AQGAWca1G7hBBCxLqaMti3Bcr3RLslQgjRrYS0NEhr/ZdGP7c6t6u13gOc0Mr9TwBPhNIWIYQQndzhf4LDb4TEjGi3RLRm2StQvAkmXwiZA6LdGiGEBayaERBCCCFCk5QF5Xmw9n2oajZPhIgFq96Cr+6FioJot0QIYREJBIQQQkTfgrvgnasgT/JExKzpv4YT/wlZg6LdEiGERST5vhBCiOjrPw2UDQbNjHZLREuGHx3tFgghLCaBgBBCiOibegkMngn2uGi3RAghug1ZGiSEECL64pKkpkCsW/wcfP8fcNdGuyVCCItIICCEECI27F4Kr/8Kvn8s2i0RzfnyXvjoT+B1R7slQgiLyNIgIYQQscFZaTLTuKrhwCuj3RrR2MHXQfU+cCRGuyVCCItIICCEECI25E6A89+AnqPafqyIvGmXRbsFQgiLSSAghBAiNiSmw4hjot0KIYToNmSPgBBCiNhRWwHbvzf7BUTs8Hpg6Yum6JsQosuQGQEhhBCxI285PHuC+f4vpdFti6jnqoJ3r4bMgTD6xGi3RghhEQkEhBBCxI6cUTDsSJhwDmgNSkW7RQJA2WHGNWb5lhCiy5BAQAghROxI6QFz/g1pfSQIiCXxyXDsndFuhRDCYhIICCGEiC0Z/aLdAiGE6BZks7AQQojYUlsO3/0bPpcR6JhRvQ/WfQi7l0W7JUIIC0kgIIQQIrbYHDD/Tlj4b3DVRLs1AqBoA7xyDiy4J9otEUJYSAIBIYQQsSUuCY64Gdw18OQR0W6NAEjKgknnw9DDot0SIYSFZI+AEEKI2DPjGvj6n5A7XrIHxYKcEXDKo9FuhRDCYhIICCGEiD1KwYn3m7z1EgQIIURYyNIgIYQQsWn8GdBnIqz/BFzV0W5N91ZRADt/grI90W6JEMJCEggIIYSIXQVrYMnz8P1j0W5J97b2fXjqKFj0eLRbIoSwkAQCQgghYtfGT2Hte7Dlq2i3pHtL7wcjjoOeo6PdEiGEhWSPgBBCiNh10G9gxLHQa0y0W9K9jTzWfAkhuhQJBIQQQsSuuCSzT0AIIYTlZGmQEEKI2Kc1FG2Mdiu6r4oCKN4Mzspot0QIYSEJBIQQQsS+F06Ff0+BnYuj3ZLu6et/wkP7m03DQoguQ5YGCSGEiH1DDoGKfKgqinZLuqf0ftBvCqT2inZLhBAWkkBACCFE7Jt5HRxyfbRb0X3NvMZ8CSG6FFkaJIQQIvbZ7NFugRBCdDkSCAghhOgcvB7YvAAWPhrtlnQ/NaVQWw5eb7RbIoSwkAQCQgghOgfthf9dAJ/cAhWF0W5N9/LaL+Du/lCwOtotEUJYSPYICCGE6BzscTD1MkjLhcSMaLeme0ntDZmDID4l2i0RQlhIAgEhhBCdx1G3RrsF3dPpT0W7BUKIMJClQUIIITonjyvaLRBCiE5NAgEhhBCdy56f4f4x8PpF0W5J96F1tFsghAiDoAMBpdQUpVSeUurVRrefo5TaqJQqUErNVUr1DLgvWyn1pu++zUqpC9v7XCGEEKKBtL5Qtgv67h/tlnQf942AO3uazE1CiC4jqEBAKXUi8CLwY6PbJwCPAacAfYAdwDMBD3kcKPbdNwu4Xyk1tZ3PFUIIIeql9oTTn4ZD/xDtlnQfcclmo7DUcxCiSwl2s/BPwATgFmB0wO2XAK9qrVcCKKVuA/KVUn0BJ3Aq0F9r7QHWKqVeAC7FBBQtPldrvTv0X00IIUSXNf4Mk0J09Tsw8VxISI12i7q265ZHuwVCiDAIakZAa52vtW5ud9YUYFHA4/YCm4H9gUnALq11XsDjFwGT2/FcIYQQonmvnQ+f3Aqr3o52S4QQolOyKn1oL6BxdZdC3+21rdzX1nObUErZAOX70QbgdrtDarRoP601Ho8Ht9uNUqrtJ4iQybWOHLnWkROWa93vQNS279HpA0A+B+rI6zpy5FpHjlzr4Hg87dvPY1UgoIDGdce9mI56a/e19dzm3AbcHnhDUlJSkM0VQgjRZdx5RLRbIIQQscoGtBgVWBUIFANZjW7L8t1e08p9bT23OXcAd/q+t2H2IMTTNJgQ1pJrHTlyrSNHrnXkyLWOHLnWkSPXOnLkWgfPBrQ6XWpVIPAzMBF4CUAplQKMAJZjAoHBSql0rXWZ7/H7++5r67lNaK3r/vgBU0Ne30ZkESZyrSNHrnXkyLWOHLnWkSPXOnLkWkeOXOuQtHmdrCoo9hxwsVJqvFIqDrgL+EFrvUlrvQuYD9ytlIpTSo0BLgeebeu5FrVNCCGEEEII0YglgYDW+jvgZuADzEbfUcC5AQ+5CBgKFACfALdqree387mtnhr4q+9fEV5yrSNHrnXkyLWOHLnWkSPXOnLkWkeOXOswUFrKhgshhBBCCNHtWLU0SAghhBBCCNGJSCAghBBCCCFENySBgBBCCCGEEN2QBAIiIpSUAYwYudaiK5LXteiKlFLSDwszX0ZK0YJu9wJUSvVWSs1QSo1VSjUuZCYspJTKVErlKKUStOxKDyulVIbvyyHXOryUUvZot6G78L1/7OerQyOv6zDyfTZOV0oNVkrFR7s9XZlSarhS6krf+7VXgoHwUUpNAuYppdKj3ZZY1a1efEqpccAC4O/Ae8C1SqnEqDaqi1JKjQe+BZ4EPldKXaSUGhHlZnVJvtf118DrwGql1MVKqaFRblaXpJQaBdyilBoe7bZ0db7X9TfA48A6pdSxvttlZsBivvfrb4C7Me/bv/DdLtfaYr5r+l/gVuBGpVScBAPh4XsPeQv4JKCgrWik27zwlFKDMJ3/f2mtjwDuAH4JpEW1YV2QUqo/MA94RGt9KvB/wHTgj0qp0VFtXBejlOoNvAv8BzgTeAY4FbhJKTU5mm3rom4GrgfOlmArfHzX9kPgYa31ocDLwLNKqSyZGbCWL6h9H3hAa30k8DCmgyozuWHgu6afYwYlk4HbZWbAer7g9h3gPq31/VFuTkzrTi+6GcA3Wuv/AGitnwWWA/2UUmOUUn2j2rquZRiwUGv9KIDWeh6wFTgOuEQ6UJZKAlZprR/VWpdqre8B/o35v32DUmpidJvX5dRgOqizgIvktRw2hwH/01o/AqC1vh7YDBwDMlJtFV/H80zgdf/7NfAosAYYo5Qap5TqGbUGdl1rgVzgO6AvcJtSKlFr7Y1us7oG30qPD/D1Q/zvF0qpCUqp45VSByul+kW3lbHDEe0GRJAGZiqlJmitlyulbgdOwHSkegD5Sqm/a60XRrWVXUMKcIRSaqTWer3vth+A/oAdmAZsVkopGXHqsATgcKXUIVrrrwG01h8rpaqBi4ELlVJ3a60Lo9rKTs73QZINbNZa/59S6njM1L5WSj2vtd4c3RZ2ORVAHoBSKl5r7QTKgBFQN6oqOsg3Cr0Y897s92dMoJuC6aR+p5S6T2u9Nhpt7KKWAnu11u8ppVyYYOxKpdRaIE1r/b/oNq9z01rXKKV+AzyulDpWa/2JUuoG4GzAg+n3LVFK3RXQR+m2uvSMgFLK4ftXAV9h1kB+qJT6H2aKf6LW+njgMmA3cJZSKk5Gm4LXzLVeAFyslDpMKTUSM0r9KbAOuFMplSQf5qFTStmUUjat9TrgMcx+l7o9GFrrrzDTotOBAdFpZdfgn67XWu8FHvJ9/xFwH3AUJtiSmQELBGzEXqC1vtf3vX+UdCGQ2ujxsscrRAHX+kut9TO+21KAKmCy1vpo4BogA5gSnVZ2DY2X/GitVwM9lVJTMJ+XTwJHYpZoxfueI/2QECil7Eopu9b6Xczr9x6l1PPArzCDYwcDV2PeS0ZFr6Wxo8sGAkqpMcB/lFL/wXT6K4ELgdOBV4HHtNbrfGvzlmECgQlaa5d0UIPT6FrfgnldPYHpgL7i+/4lrfVcrfXjQCFm+ZAIklJqiFJqrG8K2f9B8f/t3VusXFUdx/Hvj7aCeOMqIgGKCFEIUC4JaZCbvIAVBENAMVRQwIIo6oMYE00AA/hAfFBJFKJcAhbRFAKYSAgSSEEJEgpWbnJLrKSKhQShF07P34e192Fzetozc4bz33P5fV7aMzOFlW93Z2bN3mvNXcAYcE61FgaAiLgNeJVy3FuXJrWuJwNr6/sjYhlwFZ4M9KzRemN1pnDiDFZEjFW/XQsc1PgzXwLOlHdx6soUrdfX90XEG8ClEfFEdd89wBrgpNYGPMCazyH1ZKD+0Ixyuey+1XPKdsAxlEuFdqvOgvl9SBeax3X1s6ozK9dQ2p4cEY9X7/EeoJwZOLG9EfePoZwISNqbMst+FvgvcDDlmseDIuLPlAU6h0raofEi8yawSt42rStTtF4ArARWA4sps+/FEXFF9fitKZOyN9sY7yCTtB2l9UOSDquf8KpP/++gXDZxUXUGpvYM8M/ssQ66qVo3P9WrP61rTAaOBi6QNL+F4Q60KVrHZhZNrqFcWoikcymLWpfX/w5seh22rt+A1h80vAT8I2mIQ2OK1uPVWdz6PcefKGcFjqN8YHYB5UOz/SlnYaxDm3ltrI/fXwKHRcQzkuY2Pjh4FngsfbB9aFjXCJwA3B4RP4aJF+2fAg9IWgQ8CqwHzquuj9yHcgrphOpaVOvcVK1/TjmNf1JE3DfpheYLwE6U632tCxHxmqSngVXAMkmnRsRfqvtukrQBWARcJ+l2ynWQiylvUq0Lm2tdvZCPV2+gFMWyaoJ7FmWSa12YrnXjoU8Dz0k6i7I+49jqEgvrUCetG59Ev1fS6cASyvO8dWELredUb1T/Q9nKfFvg/Ii4RdK2wB0R8WqLQx840xzXGyW9Uj1uDEDS2cAZwPHtjbp/DOUZAeA1YHeVL7SqX6wvpLxBva26/xrgKMp1vqcAiyLiiXaGO9BeY9PWF1CuW79DZcHwuKQPSPo+ZSvRsyPilTYHPYgkHUiZwH6Xsp3i7yQdXt8fEbcClwPXAwspl2YdFxErWxjuQNtc6+Yp/noyUP1+KXCqF2V3r5PWlXmUN6WXAydGxIr80Q62TltL+gplXdf5lA90/BzSpS20rs/k/oFyJvfcahIwJyLe9CSge9Md1/XkVtIxki6hLIj/vBcKFxrGy9AkHQv8BDgvIh7W27tOIOla4ADKJStbU15cxiLi9dYGPMCmaf0LymLVT0XE/1R2WnkpIp5sccgDTWWR9VqVLf0upuyCMHFmoPG4+g3q8P0DT7Kl1s1PUOsJcP1rq4MeUNO0nkNZMDyf8lzzvfAONjPWyXGtsu5rHHg1Ila3OuAB5ufrPB0e1wdR1ieuiIjnWh1wHxnKiQCApJ9RtuRaEBEvq3x731vVNby3Aksi4q+tDnJITNN6KXBhRDzS6iCHxKQ3oDtQFsI3n/DmNq5BtR500HrypSs2Q9O1bjzug+FvCO1Jp62tdx08h9SXCVmPfFzP3NBdGiRpHkB1KdD9wMOS5kfEW9XtLwIbmLQNnXWvw9YbKftRWw8anxhNvPGMiDWUyyRuAX4j6QhPAnrXRWtPAnrUaevGfZ4EzFC3rW3mungO8SSgRz6uezfQZwRUdkc5nXIKc3lE3FfdPnGKXtLNwLGUfWOfp2w/9yNgYUR4N5UOuXWezbXewuN3oCw6OxI4DFjvU8ydces8bp3HrfO4dR63nh0DOxGQdABwN3ATZWHkv4CLo/qGz0lvUH9YPWZHyvZz5/myoM65dZ7pWm/hz20PzIuIf8/+KIeDW+dx6zxuncet87j17BnI7UMlfRi4EbgsIq6WtBOwnLL/7vMwsaPHeyJiQ0RcKmlHqv2Rq9NG1gG3ztNJ6+pxm1ybHt5poituncet87h1HrfO49azayAnAsBewAvVAbFVRLwiaQVwoKSjgceBGyNiQ2Px5BqfEpoRt87Taevx5lkYmxG3zuPWedw6j1vncetZNJCLhaOsAP9t9ftxlS+HOJXyZT7zgdOAy6r7x6pffWDMgFvn6bK1G/fArfO4dR63zuPWedx6dg3cGgE19qlv3LYbQESsUtnJ5suUg+S08C4TM+bWedw6j1vnces8bp3HrfO49ewbiDMCkj4p6VcA1SUoc5r3R8Sq6oDYJsrWlfcCO+NtK7vm1nncOo9b53HrPG6dx63zuHWuvp4ISGV/WODbwFmS7gSIiI3NA6N+XESsq246DlhLOW1kHXDrPG6dx63zuHUet87j1nncuh19PRFoXOu1I/BNYE9J91b3TRwY9eMkHS/pIuAHwNd9iqhzbp3HrfO4dR63zuPWedw6j1u3o68nAg0PAr8GjgI+MtWBIelwyqxwAfCZiFjR0lgHnVvnces8bp3HrfO4dR63zuPWifp6sbC06TZQknahXA+2OiI+3bh9bkSMVdeMrZv837Itc+s8bp3HrfO4dR63zuPWedy6HX09EdicqQ4Mvb2Hvb2L3DqPW+dx6zxuncet87h1HreeXX0/EZg8Q6x/rg6Mu4GxiDi0vREOD7fO49Z53DqPW+dx6zxuncet8/X1GgFJc6oDYHtJe8Hbi0QiYjVwPLBe0p5tjnMYuHUet87j1nncOo9b53HrPG7djr6dCFQHxMbqL/xhYO/Jj4mIl4EjI+Kl9AEOEbfO49Z53DqPW+dx6zxuncet29OXEwFJ86oDYg/gj8ANEXHPVI+NiI25oxsubp3HrfO4dR63zuPWedw6j1u3q9U1ApL2Bc4A1gFPRcRtjfs+DtwJXBcRV1a3bRUR422MddC5dR63zuPWedw6j1vnces8bt2fWjsjIGk/4H7go8AewFJJV0nav3rIFcAyHxC9c+s8bp3HrfO4dR63zuPWedy6f7V2RkDSpcC6iLi8+nkBcDWwErgSeL5eJOIDojduncet87h1HrfO49Z53DqPW/evNtcI7ArsBxPbQz0GfBWYD1xMmTXWC0h8QPTGrfO4dR63zuPWedw6j1vnces+lT4RUPX10MDvgW0kHVLPAiPiSeBbwNHAOdVtXhgyQ26dx63zuHUet87j1nncOo9b97+0iYCk98E7/pKfBt4PfFHSrvXjImIlsARYIuljWeMbJm6dx63zuHUet87j1nncOo9bD46UiYCkfYC7JC2ub4uIF4BLgJOAb6hsG1X7G/B34I2M8Q0Tt87j1nncOo9b53HrPG6dx60HS9YZgSOAPYFTJJ1Z3xgRD1FOBy0CviPps9VdJ1OuF/N1Yt1z6zxuncet87h1HrfO49Z53HqApOwaJOky4BPAU8AhwNKIuLFx/6HA14CFwOvA7sDnIuLRWR/ckHHrPG6dx63zuHUet87j1nncerDM+kRA0lbAwohYLmlnysKQBWx6YGwLfAjYBXg5IlbP6sCGkFvnces8bp3HrfO4dR63zuPWgyfrjMBcYDwixiXNp5waOpjGgSHvG/uucOs8bp3HrfO4dR63zuPWedx6sLTyhWKTDoybI+Km9EGMCLfO49Z53DqPW+dx6zxuncet+1srXygWES8C1wKPULaMOr2NcYwCt87j1nncOo9b53HrPG6dx63729y2/scR8aKkG4ANwINtjWMUuHUet87j1nncOo9b53HrPG7dv1q5NOgdA5DmRsRYq4MYEW6dx63zuHUet87j1nncOo9b95/WJwJmZmZmZpavlTUCZmZmZmbWLk8EzMzMzMxGkCcCZmZmZmYjyBMBMzMzM7MR5ImAmZmZmdkI8kTAzMzMzGwEeSJgZmZmZjaCPBEwMzMzMxtBngiYmZmZmY0gTwTMzMzMzEaQJwJmZmZmZiPIEwEzMzMzsxH0f2poFHNfn1VMAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"plt.plot(X1013_raw.Date_Time, X1013_raw['HV kcal/Nm3'])\n",
"\n",
"plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
"plt.grid()\n",
"plt.xlim(xmin=pd.Timestamp('2022-10-13 08:00:00'))\n",
"plt.xlim(xmax=pd.Timestamp('2022-10-13 15:50:00'))\n",
"plt.ylim(ymin=1000)\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "dca99a97",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,4))\n",
"plt.plot(X1019_raw.Date_Time, X1019_raw['HV kcal/Nm3'], label='10-19 열량 kcal/Nm3')\n",
"plt.plot(X1019_raw.Date_Time - pd.Timedelta(1, 'day'), X1019_raw['HV kcal/Nm3'], label='10-20 열량 kcal/Nm3')\n",
"plt.plot(X1019_raw.Date_Time - pd.Timedelta(2, 'day'), X1019_raw['HV kcal/Nm3'], label='10-21 열량 kcal/Nm3')\n",
"\n",
"#plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
"plt.grid()\n",
"plt.xlim(xmin=pd.Timestamp('2022-10-19 00:00:00'))\n",
"plt.xlim(xmax=pd.Timestamp('2022-10-20 00:00:00'))\n",
"#plt.ylim(ymin=800)\n",
"plt.ylim(800, 2000)\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 164,
"id": "840c4fa4",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 164,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,4))\n",
"plt.plot(X1026_raw.Date_Time, X1026_raw['HV kcal/Nm3'], label='10-19 열량 kcal/Nm3')\n",
"plt.plot(X1026_raw.Date_Time - pd.Timedelta(1, 'day'), X1026_raw['HV kcal/Nm3'], label='10-20 열량 kcal/Nm3')\n",
"plt.plot(X1026_raw.Date_Time - pd.Timedelta(2, 'day'), X1026_raw['HV kcal/Nm3'], label='10-21 열량 kcal/Nm3')\n",
"\n",
"#plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
"plt.grid()\n",
"plt.xlim(xmin=pd.Timestamp('2022-10-26 00:00:00'))\n",
"plt.xlim(xmax=pd.Timestamp('2022-10-27 00:00:00'))\n",
"#plt.ylim(ymin=800)\n",
"plt.ylim(1000, 2200)\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 169,
"id": "7171ce7d",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,4))\n",
"plt.plot(X1103_raw.Date_Time, X1103_raw['HV kcal/Nm3'], label='11-03 열량 kcal/Nm3')\n",
"plt.plot(X1103_raw.Date_Time - pd.Timedelta(1, 'day'), X1103_raw['HV kcal/Nm3'], label='11-04 열량 kcal/Nm3')\n",
"#plt.plot(X0922.Time + (pd.Timestamp('2022-10-13')-pd.Timestamp('2022-09-22')), X0922[\"LDG CV Lower\"], ':')\n",
"plt.grid()\n",
"plt.xlim(xmin=pd.Timestamp('2022-11-03 00:00:00'))\n",
"plt.xlim(xmax=pd.Timestamp('2022-11-04 00:00:00'))\n",
"#plt.ylim(ymin=800)\n",
"plt.ylim(1000, 2200)\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"id": "70fa0eef",
"metadata": {},
"source": [
"### 이론 공연비 $\\phi$"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "7439ef2c",
"metadata": {},
"outputs": [],
"source": [
"X0922['phi'] = X0922.apply(lambda row: (1 + 3.773) * ((row.CO + row.H2) / 2 - row.O2) / 100., axis=1)"
]
},
{
"cell_type": "markdown",
"id": "5609c6f4",
"metadata": {},
"source": [
"### 발열량"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "b97ef702",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.04000000000000001\n"
]
},
{
"data": {
"text/plain": [
"1620.7064102104578"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def LDG_Heating_Value (X_dict, XH2O=None, debug=False):\n",
" '''\n",
" Lower Heating Value of LDG in kcal/Nm3\n",
" with or without vapor content\n",
" X_dict : LDG composition in volume\n",
" XH2O : mole fraction of H2O\n",
" '''\n",
" gas.TPX = 298.15, ct.one_atm, X_dict\n",
" \n",
" if XH2O:\n",
" X_normalized = gas.mole_fraction_dict()\n",
" X_normalized[\"H2O\"] = XH2O / (1-XH2O)\n",
" gas.TPX = 298.15, ct.one_atm, X_normalized\n",
" if debug : print(gas.X[gas.species_index(\"H2O\")])\n",
" \n",
" return (gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2g) * (kmol_in_Nm3/4184)\n",
"\n",
"LDG_Heating_Value(dict(zip(components, fractions[0])), 0.04, True)"
]
},
{
"cell_type": "markdown",
"id": "71af4327",
"metadata": {},
"source": [
"#### 질량분석기 발열량에 대한 생성 엔탈피 변화 발열량 오차율"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "962f2c0b",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-0.3, 0.0)"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(X0922.Time, (X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1) - X0922[\"LDG CV Lower\"])/X0922[\"LDG CV Lower\"]*100)\n",
"plt.ylim(-0.3, 0)"
]
},
{
"cell_type": "markdown",
"id": "7f46d7de",
"metadata": {},
"source": [
" gas.TPX = 273.15, ct.one_atm, {x: y for x, y in zip(components, frac)}\n",
" kmol_in_Nm3 = gas.density / gas.mean_molecular_weight\n",
" kmol_in_kg = 1./gas.mean_molecular_weight\n",
" '''print(\"LDG\", {x: y for x, y in zip(components, frac)})\n",
" print(\n",
" (\n",
" gas.mole_fraction_dict()[\"CO\"] * dhCO\n",
" + gas.mole_fraction_dict()[\"H2\"] * dhH2g\n",
" ) / 4184 * kmol_in_Nm3\n",
" )''' # J / kmol\n",
" HV_CPl.append((gas.mole_fraction_dict()[\"CO\"] * dhCO + gas.mole_fraction_dict()[\"H2\"] * dhH2g)/4184*kmol_in_Nm3) # J / kmol\n",
" HV_CVl.append((gas.mole_fraction_dict()[\"CO\"] * duCO + gas.mole_fraction_dict()[\"H2\"] * duH2g)/4184*kmol_in_Nm3) # J / kmol"
]
},
{
"cell_type": "markdown",
"id": "88b10d3a",
"metadata": {},
"source": [
"### LDG 건식 발열량 변화 22-09-22 15:00~ (발전소 앞 수분 측정 시기)\n",
"홀더 인입 유량과 함께 (우측)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "10ce314e",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 243684.0)"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1))\n",
"plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], 'x', markevery=3e-2)\n",
"plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"plt.gca().tick_params(axis='x', labelrotation = 45) \n",
"\n",
"twin = plt.gca().twinx()\n",
"\n",
"twin.plot(flowrate0922.time, flowrate0922.converter1)\n",
"twin.plot(flowrate0922.time, flowrate0922.converter2)\n",
"twin.set_ylim(ymin=0)"
]
},
{
"cell_type": "markdown",
"id": "720d5d3b",
"metadata": {},
"source": [
"#### 측정 시기에서(22-09-22 15:00~) 발열량과 공연비"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "7d39e42b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 1.61822193045)"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7]))), axis=1))\n",
"plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], '-', markevery=3e-2)\n",
"plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"plt.ylim(ymin=0)\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)\n",
"\n",
"twin = plt.gca().twinx()\n",
"\n",
"twin.plot(X0922.Time, X0922[\"phi\"], '--')\n",
"twin.set_ylim(ymin=0)"
]
},
{
"cell_type": "markdown",
"id": "dd8ee2d3",
"metadata": {},
"source": [
"### 수분 함량 4% 에서 발열량 변화"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "c92c7cea",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Ny0d/Bj/bJXiQO+IJwCNX+lbbE9drAW1bFRSzauKd99Dvw+S5Aefeong3y3/dQKspt6O+XCu4qUhA1kqc741m1vo2fQ3vrDa+I6nQmq+UXLbAB3NDu274ZInx9hXz2GPLUaSNwYh2Y2DJcZy8JRkjBxtWwAP+POe6lCH43m8S5e4TFslMB7S661ibPo9RIuml80Ty5uN0ffBEcvTWwfSeE3g8RZck2anjGnbuvIaY49/+6VRxK1MH9fA/p2tTxE2RLOLOFI8nqMkZgzXtq2Gs4VI9aqtAeuU2t1VvvDX6kF5FJldKXRix7Wrg6ojtS4FTejjfdcB1vSlLtYgJeUsyZ970f7/Af7/mHf99Llvcerznq/rP44KV4PTqqy6ON6vBa0IV87trGK/7Sxc97vuqrX1Xv3qzQ8oVyWKRbbzztq/Wc4ATIcfkmmb/Rr1+v/xmz15SRvNKeZak6qPuixsP1s3+85fpcna10rFeN/vGtUSP7nYY44OOE8/3SSbJwA+CTduAz6AnhJGWpPe7uSK5skjDKepYYMq5d/PTxFKOcNBuNq/8xRfJUdsEEy9akC/Pn59ZzCq0NRkzzl2XDv5mnVnI9z4kavJ9xQD1NSmcDv83E2Pff7Iz2MN5GQAnnix0TzP7IkMP9u5sjiTQ1pWhjsHDJrV8QylEJLqp5zo7A8FmUDg0VilaV0Dj+J7TVYInWN6NaMyA4Pxl2u0EoG5U8alhlU7DLBZ0IpeF6/bzpxee81TQubmHYBWBfqv8b9BHluR7rmB43w/gdSKIMahhYja3M8QQkciG4YLc1gGRXLg6wzSIfoB5i2d5eXqtEm/es0eUJeliPlzYsNx39akfG0yY0Zby5259mb/kmo1zGyKZCgpWzjj3Mb94hnZS3O3qejKZDPhKmxbp1zNn8rDzBQBqk4nC3kVz0DDUpZLJ5kgKrO/IDiqRtAEuXATV82R805LqjhDJj16tRyQvWAkXfACjt9XbV75R3cKCYUkmC8tm3ux1o4sG7lDek7zc/r9iwYhzmeD868dCDYoeRPjDM/wHiBrIgAhFrPGs8QD683M6SHAu4tZJ0U0i7ova88s6WN3aFYxq7vL5W19hyrl389lbXHcab75yTRNKKc674wV2uuQfXPbX14oX15TqdYb7V5GBlEBoNIIWYF0qeO2mSHaQDFxvIpkkZja3DYvUXA4llUoGywjBwZpQfRR3BlNuuA7cDHUEfCvGHK31wtpD0CKKsiQ90XHiWqi8kclfH171JSEyr90HwGPvuDMa3v63v9O82TesKCqSJ//mWf1m7SI9ta0U3R1Fxb6jKySe4QXvw835k+6Ar/vRqlvqzSlx+jeY8dT8nsu0sXzkp7Db2fmPKhZtScaMgaVMTt/AKuJGFhQJw/dQIcy+5B986Hv/KkjrCZY3or56rf7OHlq4hi2+eQ83P/4uq1q7uPvF5ZFl+vPZH2Jsg1Fe7yG52Vw6stEi00mS35021yiwX9ZkPCgFypCGDpIBaz+ZiCPG9YvRf2mmS6WShZPBAiIZfBDGlCeSg0uWBldpBhCFMuJJGj+eGZHEFM8okZy2f/CzKVZe2PsqEV+nBeSXD79BV6ZE07R9VfC6jGbs6zljIOYf36YkXsSeCJasboX0KH9DwfS+kFWYHhWwrgL9eKYVdN2+pcu0sez0KWiZkv+oijRtTX/Cs/bTgw2RIikSGMQ4ytEuU1E3vdfP6Y2oK9fjIOyGFOWWdE3mCLYeWx+00tzgEy8t72TH7zwQeR1jRzQzdbTfkDUtyXgsxh/P3J3zD9vWLbN/fZ/Zd1suPcoPjPHMexsC4hczfkvzWmuSKQo6JkyfWvPhmekiJe7890FmSdo+SZO8xVVEDIuJp0c4EovZzPr7t/Sfxyl3w5Q9e19WL0tybP2te3k+labRDb6glFHNdjoZFrszbN5bEBg4WYIx1/yl2+HYX/aqDFusfyq4wWxe53IUuHakRwYeIHGjiRr4zkw/1Ffugj+4Ea+/8U5xP9FyGTNDvxoCKEVE0nEccBsRY5vcGUERN7JSCokVbo9KO7alibe/No+771gNz0Eip+uZJ4pvXX4YIsKCF1+BPwWPXUkjNXEnKJKux8KytuKW2I5TxwV8GsWwJOMxYdctRrDrFiP4xcNvkmv3yxxPpXHixhTMrATMK8eJ88vMwaxSDflppQC1NRFO5uZgpymSL/9f/u1gE0lrSRrk/STNm9wUyYAlqZuYGXNJ2nBz7d1Hi2cWFeK+F3g3YMb9KT9QjXz/b/76JJf84x3ue9X1v7v364FjZ05qomwqiVpjPky8AAcm6RGBpp5pqUWO5m5Y4Qsk6FUJH++lM0Qsrv/Och3jDVEu1tyOx8yyui5KRW6dWKj8/zl3f379mbkF6eZOdi06t4sm3aUfCN04PPjVffMDI7WpQqFxYg6xmAStNNd7oIsE6ShxIugwDsGBZ8fxP9z35X0CAzlOqo6YMRL96b2DrjsxES7KnMxPs0cFmtu1qWRJgWnvNLppjD71jAwu222TF8nvdh8PwL9GHp+/QSVgSeofr5NESDy1JWkGZyjWXIukSgvbr6WO335m14CFcPWDvjtJFqeoZXHEzCLO4VFEiNez5qwME/N7eirCOk3UBkRXjPcqatDhoYi4k/ddWKykpVE57frk5WlcV7HRbdNZOuaWLy9PsfBgiJ/24Zp9mdBcG+lHmEnr6YteTEdHebN+4kxo9vtooxy1vTnXsYhZuZ0k+Mye0/Kfn8z5PpOddZNorNV1tCWdCIR6Sxjfe0NNgrTh75msSQf6ZVPJ8DX77826Fo8n6MwUH4B7/A2jv9WsA0WPGBgGl2QPAD/PfoTrs4fxsZop0KkHJkwxzHV3EAM6VIJErt1vCLjN7VZqaUS/3+L8vwLC2MYUPz5uR/YwMzrnSd951osI471KDM5+osC5toBMp1669Ll8UHgOOfzj7LXVaNYXqVqZEiLZUBP6+Vcu9GfhhIkYoS3awW5akuFBnPz5TOExhCrcB7dyITx5o/a//PzTOrDDJSPdRcRU5WHiVI6cxPySByzJEs3tfHJPoPT33RWrIek2IYVgP9+TdXuzZ+h4jw2N+reWUBdNBicwiBKPFwp3mxt8o2DkGO2utNU4P47jKiOyj9SNIBV3eG7+QaQSMZ7566/9awx3ExjfS02qBifuW3pOqMwx4zfIhkQylysueSPTha5fAE71QjJUhU3ekgT99FYYFdxoVnd0tNGlHDK4fUDeCNzCfwIwXsw4HLqyLFvXySeufzy/NTd629ICqHJw22k9F/SRq7STutfHCKQSnkXkngoYb8yrra9N0VgkSks6FRKF3x5ZooyFFkHRiDdmt0TETKAp597NlPP/mv9sWl8F7iv3X6T7rnY/Gxon6D7Eps10eXoMvRUul/7tVrd1c9Nj7/DXF5dw+7P+ut9SxOHfCViSOk2t6Kbiqm7/GIXfZaPPl3Svr/B7SrrN6FhIcLpVUFCdEpMQoh4POYStxtYbn43RZtcCbUonqEk4OOL/TvGQSJqzXmoSTqC5HXccOhJ+TBrz0EN28INj6O+zuEgGLGHjARVlIQ8km7wl6aEUeetm1ju/gtb5UDcSJ9dFp+knpnIgDvJ4kUXsI8iq0NPok3+C3x0TTNSyefET3PE/8FxEkAT8im9W8Qe/ti+4kbLqUgnIGrnv9CltjQJJJ3SbFXO5yXYH/fBcilqS/70nGD8xEnPGhiFC4Rvk5f/To+Ef+oK/rW6UdltqXRFcabEn8i4mwrf+/CIAH42t5Cjv/i/SJ+kYIuc1f2vQItmmUvlLSSfjZM1r8ZrSEc3tGtdadEKWYktDMAhyLMKS9PsiCwXo+PiDrE77gmYOpKRCbj6mJRoLiaT5qTYZwzH6CZ2YsHDswbz2/KP8PbszNxmC+uWDtoXX3XM6icLRbYO69iVw6fjg9F4GnyVpRdLEfOJ/X/e3pQQ2qFp/hPLiEXD6A7TP/QLpx37MY7lt2S32ij7kmJkcu4sRUedC/bKmPcMopfxZCobbCU5KO2m//H9aWHY5FQ68xL/5V7xWKJBb7A1vPaTLF/emUvq7zf6l+lQc1W5clxFSP+GERC48nQ0KxG5BbmvmxF5z8wwe360cElKeE/hBM8aCO4vO7HdLqgiH9X3PhRpjKQAvTFzrBzBii7LyA/IWrjnoYr4vZkmazUlvBDzu3sidxpRFpVRAbLymshP+ntHWGUAivCvU5HciuwD0j11MgMwyBFxyEkGxLtVRkTDW9knFHRzxxTruCCoW57KMHkwzv5+44c4V62Eq7pSVD0VuH2wiaZvbBlJkBHekrA9aTdfvT/qxHwOwWPn+gWMaa8KHArB8fRePLjTcWcz+vfSIYOInb4TLJ8KTv9SWz6qIOb1GLEmv/yqbi7YKPmjtDi63kWooODZPeEbNgl8UZL2l+CtqZEO3WUeZMZB/f/pufO8Yf/qd6XoTD8/ZbhgPO58S3Ob5ZIbjYvaEK5LeA+/Br+7LvFl+87AuFzEST7C5HB5IKZzF4u9f36nzixq48R5uYWM+FxrZdeKFx+YPKRJ/0Ww6B5y7S1iShXn4+2qTDjEjzFo4NJpphJpWsxOPl7QkizFOrdCh/gYJViRdAs7kAPt/K7A/2PfoY07D2nGz5sg0OYQv/uFZf4N504RX6PO464twzV4B/7GoYzq69Y1YrDI6jsPmXb7QLu/yb+pdNg/lHa6Y7z+Tf9sdry/IJ9zcDojkARfqKZoRjKwPTWszbyxCluh+54GTQCmVjxJDnSuSXmixcslbkjrvKaPqqDFGaietfTLysOAgU/FrVkhg/4J310UeA75V1zlyW27L7uXvCDX54xFW6Ienew/Jwt98Qe2egUGYkiIppUQyWNa4axV2qnjBII9pSQZ+13i8PJ/H3c8pTBfRvTNQWJE0CFiSsz8VnWjcDnCiHxPP/HETYbPASLN8facesDj3bnb/rtHMMK3KafvDWGM1vGUvwHO/1+/NAZDacCB3c5A3WIbZk1uIG8Lzw3/5AxW1yZCVEo5q5C7Uxb7fJBvXbilmn2ErNdye9R3iO5RRRmNdmDAj6pI4ZhPWsM4cw5K8NzsHdjwRgM/9/hm2+OY9TDn3bi79l2tBViqSGH2S89x59YFBo+iWhAQEPXjLzJB3gomNc3gWa9TATb657Thc0n1ifnstwUkKsYjRe39bocg9Xn9A4Ui1d+7Q711qgMS0MmsTDo4TY7uOG5jZ+YuCQZ5YTPjFp3bh96fvFvhdHSfBtY2fZ2FuPJ/s+mYwkK9Jsi4f/SlPeOXKAcSKpMvkEenAyGTRVQTH7gCb+8IQ6IMqElgg/JQMjAqbc1lrmouHVDOFscRsk/D9EYsJGaM/yYxoA/DHzD68nXOjxphz01e/DQtu8PN2vxsBbnOF8a98iC93f9a/FNOSTBT5/oDm2kTgRjYfTnGjL+x/ur8EsRiPLlzJXc/74r5Kuf2TrUYXRjl4o+4S47S99A1rit7isftHHYX54Ak/B03LVyE4EVP0okRyTZt2qUk4EpiRs++6OwPpwoKkS+MvGxHGiTsBoTLFrkA8S0SUN7W5JhEjHhNaqaWTJE5MClZMPWDGWHafNjJoSToO78S34MNdP+SRXMRSuB6JNAU9pFYkBw93f35PTtxtMqfuuQWY/U1x36H3hdwUY3sy0LludspHVWjwn/f7bK2bSWYztXXqIX7CVH2giRvAtMzq/IUkvVkznlWQDfkZxmIOWaOfK9xE/nrmTPbt+hHdykHlunUgiwub9CL2XvxMoxLHyPG17rPYt/OHvDPuoMC5TMf6gpiSBnEnFrhhA/1YoT7JbE5x8V06PuG247U4rsQTyY1rbgMBy29Nc5Eb2XTrMZdTAO5Vu4eS+uc72XXqjuqTnDNFd3XEnVjR2TsQnAmTz6NEP1/cSQSEarzRTz7d8J8EyEn0aH6YmrgT+L2K1XMICrETrymvRzLKknSsSA4atpvQxHeO3IHGmkRgLqtp0b2pjJkpsXioWRbdH2NSk3B4+4p5/PrUXXn7inn5KYQANz5pDD6E54Pvcqr/3rAeP32LP+3QW5DpZ6KDuV8bC4buj4kERCHat1HI4JDp7oIo16ZEbd60ELTQvq3GF1itnWVakkCwuW3eWCGRvPXJRbyyZB0zxjdy1+f25O0r5qHcB0auwllLXpxQ8/uQwPTIIlMvRdil4+fs3fljJBG8ecOO4qbVOLZJfwdRItmc1gKVdGIBS/JfI4O/XylBKmZJhoru7wuda+m4fXk3N5qfZI4qOI8pxLGYBFpJTkz8/uFw/qYVG08UTRcgWYe1JIcIUc0iCPYLKYkFal5Hd88uL+Fqvt90P35iuzIqwwu3+u8TdQGLdU3WTxfln/gHOZRZHdfxf7HgioQiErhRJo2IDmfajUMi1xk93S+RNprbxZtvc2N+OLj31uf433/6odXeyo1ljarjs12fB4IPFCfQdAue8wd/1w+ECw6fkc8vmdYWUaZtPZWQXx4gEObLuPnjRbo6JMYHNPGuGltwzQWDGIZo5qcPRtQrr7maiAeb24vrZgTPJ8Kcjv9lj46rjOsoPli3dJ3uMrkj+yEW5sazJl58qeOueD17d13JTzLHFOwL11nTohUR9puuWzMfnj4mkC4Wg5sz+3FfdnbkbKEonlnaWWhJVhIroI+xImlg+mdNOffu/Hvzhl60JriEwdNqG57KbcUPuwsrWjHOOcCfT9uK3xy6f6oRgGLc9gGRfHSRb2UWezavpdCxWiRY4RsnzShIA9AoISvWqLSf+M0LrFivr9sxRkSjBhU8zr711UCgjVfVZHbsvJ57crsVpDW/32woIvkHG7o4ZLtx7D7Nj1hUU6e7GLIdvRVJo/lsWpJFrBez/80JXXOBO0ygGyHhHl/8NvPWy/GPD4pDPCasoIX3GRU+lKia8OJS7cb0pe6z+XDXD/wgxmUdbewL9VeGLdppo+t5dv6BXP+p4LpPjgjnZU7ntO6v4ThBJ6Ni+f3koSW0Gw2Io1MDupJLAVYkDeIqeg2XTNavMPe+vCIgoDtMGcvRXRfx02xhk6UY5lQzMQaIrnnFF8xMTgWepouU/8TeKey6U4JwB3tby9Yc3/Ut5nb8rPSBxhIAHSppWDvliaS5eFZPmPEIwzcnwHlujEOPdEOzTttZmUh6a3nnivRJFgtwYd4mBZZjzGxlSEB0PSs13A1zX3Z2/n17VzZg2YatzqiR6oyj60yUJRlsZUggOG6YUk3h8J6ocjSnkwXXFui7dCTUI+DvO7/b70pqU6l8fstUc5EHwsBRsUiKyM4islREbjG2zRWRTne79/eosX+EiNwmIstF5E0ROTl0zuNF5A13/50iUryN0IfEcz0vrRoeGCllJeTThD7HjJtRjGl13cYEqGcWreH1Fe3GPiPfhnEFeRSv7xIQ+fpUgsdyM1hGD0JrDFC0k8rfyKWa2yYzJo/h7Svm+eUr5S9nzKYJ37gn7jaZySOD/Zv1jc0AxLqjnb+LkcsH3jCbjv7v9/CbayKPM+cxhx8MTkjUAo7nbkvAPOZTXd/gtG5/kbitxtaHRDJcv/x9p3Z9lbuyu/Hq+I95JSsoa7iPtJQvZK6ESEpoX8m+UfM40+ou0Xdp9o23GfUrhmLJ2g6WratgDak+piKRFJF5wE3AgtCuBuBvSqlxxp857HctsAq9QN5hwI9EZI57zpnotbqPdPcvAm7sxbVsNKYl+dg3P5x/bwpDwcBHGVFowk98s+8rVkQkAf72ij96a+bSOWI6n+86m0M7L+8x7w11m5ExlsgtiPxTDGNmzu7TN8tbOObNU5NwSBp9ev+VLfLv99x2co9ZHNZ5GSd3fQNJ++5Nb9XtCMCzOT0y/OUDC6dKjmqso0MlcLorC3ChcoVLlpqitK47+rfsNII5hH/u9Z2hJQhiEZakcdBaFRykSCfjPHyuX9eioi15PJDbiXO6P0/GC5wRoT+n7x1cvbFU7axkrTUR4bqTdg4u/9AD8ViMY3bW0e9P3n3zgJ+meR8dNXfr/GfvXilnvKe/qHTu9pPATOB8YLqxvQFYG3WAiIwCPgZMUjoG2asi8lvgNLTYfga4RSn1opt+PrBMRCYopd6POmdf4RjO1AWO1i5bjm3i1bMOgUv151LNGY8CkTRupLfW+dt322osuDEmFMFR6XRC8oZDc22Cn+eMtXci2KfzR8yQd9i/ZRZbCPlj00Wuq4CkL95bTRyNest/0m8xqo63Pmhl1qQmfnTcLLhCp3swuTfbdOq1axI1Qesvqmn4spoCCr5tiMiTLYfxp9dzPJ3bimcuOJCWusKpjqPqk2ygllG5dTosW5md/N5SwYEmqXHs9PEtgfTHds7nEGcB7WMPgRfedK8j1H3Rlc3fRTmcwG/rTbc0hTVyATFjvvPfXl5OT73bvoAUfqe1qfKmhkIPlmTEuQ/arrAFUwpHhBN325zdpo5k6uh63njB32fW7XhNXb6f2Ms3PDtoIKmoJEqpZUqpqPVBG4B1EdsBdgQWu+tvezwB7OS+39n97OWxEh36YDb9zIZm3fe1QjVRawQDMJsa8XjIEbpEc+Z73dqd4/Z0sNqbvpUzt/Ddi5LJoG+heebauJ/niAjh8Cq8Z7W8o8Zxb25uweh2uIn81LcO4IGv7FNwvn8s9K00aRibt75iorjljN34zpHbc8Y+U2msMQMf+Dd7oqb8RUHNMnXlhH/lZrGedKRAAoxqSNGq3O8qKvJ5MXKFfpLmvPF5oSDEC9R0LsmcFBhAS8SD398Wo+u5vFu7X92a/njAkvTeB0Uywu/RsB4zqueHrop4lz9X+IFRqt+xhLVWDUMuEddO51uNbSjZNRNLj8h/L97gaUFcgQGkWiVpAE4UkSUi8raI/FFEtnP3jQHCXr8r3O3l7A8gIjERcUT3kFf1m1w3dg7HdV7AQZ3fDfxIYw2HXBULz2go3ma5OnskMzuu45GaoAiZFaauwY+yk5HgPOAdJvj7aoybc2R9oXgcNVsHavjYThMD22Oh0e1wn9rI+hRTRxeOipuj7rWpZEBYxjbWcOJum+fDtHnEDTeRmohlB4phWmfh0e0oGmvitOI6+3eWL5K5CJE0B0qiHLdBNzX/eObuXHPizqST8dC+GNdmj2BGx408ldwVMc7hRcEJuJBFiKQ5+DFrs5aC/WE8cXs7oZvW5nS/Qnej4nK3zza663/uFhH901Vo7xabgQZBSzWVrs9bkt79NJgsyWqFSrsJuEEp1eEOunwJeNAVSu1/HCSHL3A97Q8zH/h2VUodwonB42rbkmmUxAOVWkpM7QJYF+GWExgBrPH3//mFFZxvGJPmw/e92unQDu+pUQUj1gDnz5vBIduPZ5cppW+yUk90k1blzziqTThlBSpYtKqdX8rBxMkyLSQmKUegG75kuD9FUSKQdZ66VJx1VG5Jeta22ScZWJCsyHcjArtGCYneC0CbW56oYA/mtqjmtrl/t2mFY5a3/c/udGZygUDOADc3fJon1jRyZ3YPFtR8NnCuic21LF7TXrJ7ZWxjDQvOPyC/pEPwqnovklNH1fH+2vaCWAbFalBdMp4XR+/7iQrsMVBURSSVUmuN9yuA80TkGGAf9IBN+M5tcbdTxv4wFwOXuO9jQM9D0mWSLap3RgMnFKVl8xFp6pIOB84YGz7IODzcJ+lXl2StL5L/8+Ft4RH9vj4Vp9O4eV5o3p8zl7bzVG4bfhghksl4LOBL6KH9JP38J7XUFqQB+FzXOfw06bsFrcVvLqeT8bLWQhYUF2W048IdodiFLXVJnvrqAZFdBYHmaBkWTF0yzhKvuV2BJUl+xo05At3ztNJSrk6FaY33eUvSKEKEVAS7bwq/551DLl/K/T3bpZYbsocFz+We6p9f3ZeubI77b3sHlsK7udFEDaWNbihm8fdeJP/x5X3ImfFTXRY5m7F15jVeyQVLkk45XKI+w5XyI87r/gx3fDaw8MmA05dBdxPAGuBlYIqINCqlvH7L2cDz7vvngFnA7wBEpA7YytgfQBmOdFEW1cZQatGiPKEAFKlEjBcuPLjolMTIU4jw7+z2NEgbNSnfdJy5+ei8SELwBp7QUs+NuV2B0iOWYcIDDTMnNfPTE2bn50F7/CW3B9Mz73J2XAdYUMmGvH1fm4xxRerzXNh+ORdkT+eXZeQbHvgSFCPrqzPVrC5lNLe7yveVjGxuG19PokgTr+T3HdoZtCS9gRvTkhR2mtwcPIVxjmKzvkxqE8WtQ+9cyXiMZDzGayP245Sur/FcbhpFogJUHScmOBHf2g11p/NCaxO3ZPbjilkrwJ1rUJeM84DsxrSO3zKqMc3Vk3vucuhPqiKSIvIV4B7gVSAJXAS0Aw8ppTpF5AHgchH5IloAzwCOcw//FXCnO+L9KnAZ8LhSKiLabN/S2R1tSgpwefcJnOjcx6ujD8YISYFD8TnbHlGOuSd1fxOAq2uMtUMSppUVHHBJJaL7SHtChAJL9ohZ0askmtZiJlGHu0IBtYk4rzvT2LPzqrL95UrdyGECbkllNbcdNvTCksz7SRbpU06UMS21EFPhJCR4hd/B/MO3Z/fdQkExAucoLpLXnLgzf3pqEcfPcS2xiO8q3J2iEB7MVT4GGvaTrAatTmN+CmRt0m8oppMOItoHuXhrbuColiW5BLgZmAh0AP8GDlIqH4v/FLTv43KgFbhAKfUAgFLqPyJyHlpkG4DHgBOqVK6K6CrxC12bPYJrs0dwTiK4nEEpZ12PcH3TFVlX5rQxwBEPBU8oZilvM66Bnxy3Y2DBp2JMGVlXtuVpNgWVIZLppG8XlGoOT2iqyXeSlCOSd39+T5av76TZWJPlQ1uO4vZnFrPrlOLO7kknRrt4lmQFzW236ObDwDGUJl5k4KZ4k5QCx8mAJRkRMGN0U23BshmxMi3JQ7YfxyHb+244KkIlq7eIVh84Khp1x7zKdNKPMlRWQIx+plciqZS6MPT5ZrRIFku/BDi0xP7rgAGfsNlZRrCKgid1GT9qWOvMU5h+bamEw7+z27OX8yLPp2azuSFaYXE6cnZwFDvMv7++H68vX8+szZp5p8wKr8Ii6ZJOOvmbv9SZpo9vzItkTXjAIOLA7SY0sV1o28dmT2RiSy07TGwqPMBFROhyp+apzvVlPwRUxIybUisG3vHZPbj/leVFLe8wiZgEg85GWJJRD77AGjplzODyiKp6xZYgqZy+FSvTda7WEMly+qT7m8EzhDQImOOOYM6aVPwG9X5Mb/7tylFziqb94bGzADj30OmB7eaNUmf4GSacGJ/t/iJndn2RO+uCIbNKrV8cxWYj0uw/XQ8meb5nuR588MyFvSTli+TohlRe6EvVYfO6wpZkuaOlsZiw29SR1IWXuw2RievyZdp70Sdp9hGm/N86LGCzJ7fw1YO3KekRoBCuPH5HEo5w/rxtQ8tSFKaParpX2ifp511ILh3pOVcxZTSQenHS6O9xZF0q/91XWM37BbtaosF2E5p48Kv7Mq4p1OdnuPl4TbIzur9CfXcbl9YWtzKO3nkSR86eWPImq0vFuSZzBO0qycfjMdaT5m+5Xdk1tErexlSeNdLEJBbzPiOZVCKd2dxeW6998DIqRlykohFe8Fdi/FN2b45xHuKp+r2ZVXHJi5OJ10EGutrWUV5ALlCqcHQ7M2IrvtZ9Bv/NbcadxQ4shQgf3XEiH5k1IX+j35edzRaylHSq0KE+6msMiHMFluD+08fw1DurOXT7cRz40veYKCv4ckOwPva22vS1VpnnT8ZjfnfOIFRJK5IhpozyK/Yy1cxYWcOS1Bb5bV7nfo4Y66jvsXnQk19iXdLhiozugj0x7Btm3DwHzRjLDQ+/xQHbVm4pfC/9JY5bcz0/yhzL/SXSmSKZrR/PgZ3f4wPVyDMUNQKCxVWK7xy5fWDlxm92n8YNmUOZXD+HU0scWynZRD10QLa92ESvQrwbMDi6Ldya3XcjSqLPZQrdad1fAxRPlNncDu4v35I8Y++pbD+xiTlTWpgxfymvq0l8OZSmt83XjfGTLIbZNRW2VOtTcZav76QpXe4jr/+wze0SHNV5EZd0f5J/tPjjSOHO/Y3tQjH77pIlHGjnTh3Jw9/Yj2tO3LniPJbFxnF29xdZqIr3Y955zocCEWSa0kleV5NY7S6VMKlF9wFObI72s/Q4cbfNOXmPKfnP3cR5RW1e3qp5leDOLa8opqS3fIO5HMPGFquoqEmk10NPN1xUFPNiJJwY+2w9OjALKFwfD99BW5ZH7VS6D7uQ6ovkwe7c76Mi+tP/95M7MXeLEQXxKQcD1pIswWJGc0N2HofH/MGVsK9f1AhjOXzz0Ol0ZnIBtxNzKqQY/z08oaqUcso4c1Izq6aMzAfYqA/1CV5x1A788O+vceY+UyOO7n+U25StJKakyk95NAao+rB1Fw7QC4ULtYWptu/vDpOaeG7+QZGzakqWow9E8sy9pzJ7cjM7TW7h0fveCOzbdnwjfzhz9yJHDixWJMtAATefPpf7X1nOvB3GB/f1si6duY8OBWY6sBdbknZjKbuMRsDY+lBItTGNNXz3mJlVLNXGIUkdyk1V4CepIhYCy25kH9iaVPE+6chBmmKrYeYPqv6yBb1pwjqqjIkVFRJ3YuwxTQfUXT5yDld0H8/Due25q+o5VRcrkmWyx7RR+R/YZGMtkfACSx4xkao9zcs+i3FThy3JcsiVsIKqbZc4NVokpZK527nC5nZv++wO6PweB8WeomPUR5lXJE3UQLUy4nRGHrORlmS1vudYH4hkABGuyX6kb/OoErZPciPpyVWlJwKOxCJcdcJs0kmH8w7blqUN2ovwrVyJeeFlULaDriEe4Wg3ZZ6gRBl6cboSOLW6r7SS6OQqYlpippeW5BtqEldnP0pOin9PZtP5qM4LOavri6jawvn1xY7pDVFN/N5wX+ORAPws89GqnG8oYy3JXvKLT+3Cg68tLx3YogzCN8VHZk3giJnjERHua96DE7rO5+Xc5jy3EXl4OtDjjEJDJBvLjWCOdnk5wHmGd0fuSbFepUr7xHoi7lqSlUQn91yATIvZm8MeXvWvXEppkumc/rTaGhR8o4fzVRACIMAn5k7mkTc+YJtxpS3VcnkyvRc7dVzDKho4pypnDDIIfcaLYkWylxwwYywHbKRAetz/lX0CAziecEpMeDQXnpNSOSfsuhmX3fMqp+9detDFFOxdpozgiFkT2G1qz4uOnd79FRq62zg7PaVg361n7c7PH1xYsJjXxpJMazGIZypYwiFitcT6VJzXvnNor/uDoyLT33zaXFa1dVFTwfz1/Pl6aQle9rEdUBGRd3qLAlbR2GO6jTn/UMGKZAm+d/RMLvrLS3zhw1v1aT7TIoLeVpPT95rK/tPHMHVU6XzCizj99ITyAiMo12c0ijlTRjDnlPJXdyyX+pokG1QNNdm2so/JD9yEhGRjomBHWX57bNn71f42RuSqOTI+lCy9vsaKZAk+Pmczjt1lUtXdMvobEWHLMT03w3rb1BsI0imHVmqoV2sg0wXxntd28UOlVa8rvpIQeWWdb5DUtb7WyLLXWhoEWJHsgYEUyHIWGatufkOHulScDaqWsbJGRwKK92yt5v0kq/ibVipqPXYLDxKRLGcZjY1h/+ljmDa6jmN32axP86kGViQHMb11VO8t5YR9K318/93g9am4vw5P53pIl9Gkz/dJbnw5rzx+R67915ucvtcWPSc2GEwLXJUik+3butdQk+D+r+zbp3lUCyuSg5gxDeUH160GGz1Drx+NoHTSYZ2qLKakP7q98UL10R0n8tEdy5/q961527JwxQbGh4OnhJBB0ucxd+pIHn9rVVkDd8MdK5KDmGN3mcT7a9oDgVb7kt46rzfWxFnXkWE7Y3XHvqY+Fed9KotO7s+46X9r7rS9ypvOKYPEdfns/aax5Zh69tmqcGGyTQ0rkoOYhBPjqwdv02/59daIuf8r+/Lq0nWRC5H1FXVmc7vMdW76ok+y2qgqWLnVIBV3+EiZwYaHO1YkLT699PsY3ZBidEP/Whx1ybi/7O0QsCTLRTk9j9Jb+hcrkhafIeQcV5OIGZZkmSLpTT0ahJbk17rPYBtZxIeaNh/oolhCWJG0GAwdkRQRuuN+uLRyZE/l190efCLpBf69d2CLYYlg8LY7LJYe6HYqXefG65O01d5SPhXXFhHZWUSWisgtxrYWEfmpiLzv7ntIRGYa++8VkZXuPu/vaGP/8SLyhogsF5E7RcQOqQ0Ag3E5z1Lkkloku9rWlpV+MDe3PQZx0TZZKhJJEZkH3AQsCO06C3gP2FopNQ54APiVsb8BOFApNc74u80950zg58CRwHhgEXqNbku/M7REUtwlHLrbyrQkh8DAzWCZlmjxqbS2PAnMBJ4Kbf++Uuq7SimvB/2PwA7iz7FqAIo97j8D3KKUelFpb9/5wKEiYv0P+pshZkniBrAtd50bFbHGzWBjkPiSWwwqqi1KqWVKqe6I7ZnQprnAa8pvvzUAxZa12xl4wjjXSuBNIDIEjYjERMQREafS8lt6YmiJZCylLcly17kZCn6S9anBt1rgpk7VR7dFZAxwOXC2sbkBeEpEatHN6d8CVyr9aB8DrAidZoW7PYr5wLerWmiLZohZkt4SDuX6Sfrrpw8+kbz59LksWtVWuOa7ZcCpqkiKSBz4PXC71+fosr1Sapm7fy7wa6AZLXZCftgxT47iVuLFwCXu+xjQVZ3SW4aaJemkmwGQcmfceAEuBmFze49po2DaQJfCEkW1a8vV6DvtC+ZGpdQy9zWjlHoEbQ0e4+5eBbSEztPibi9AKZVTSmXd/su+jee0qTHELMlEXTMA8a5iPTkhqhjgwrLpULXaIiLnAbsDR0f1W4ZIAGvc988Bs4zz1AFbAc9Xq2yW8mhN9T6i9kCQqtMBNRKZcvskvYfA4GtuWwYvVRFJEfkE8FngMKXU2tC+OSLyKRFJu59nARcC17pJfgWcKiI7iEgCuAx4XCm1sBpls5TPa+OO4EfdxzCv89KBLkpZ1NXWsEHVkCpXJJV1JrdUTrX6JL+G7mNcEIqsvA96oOZs4DK3T3IJcKFS6jcASqn/uFboPegBnseAE6pULksF5HC4KnvUQBejbBpqEqwnTb1aBZlOiKdKH6AG/+i2ZfDRK5FUSl0Y+tzTilGn9HC+64DrelMWS/Xo70joG0tjjV7CAQE61kF9DxO1hoCfpGXwYWuLJc8QG7ehsTbBBrxwaT0P3uT9JG2fpKUCrEha8gy1udtNtQnWqbT+0L66x/T567OWpKUCbG2x5BliGkljbYK16CAXZVmSduDG0gtsbbHkOX7XyWw2opb5h88Y6KKURV3SMZrbZYxwD+IZN5bBiw26a8kzuiHFv7++/0AXo2xEJB9TMtexrucnvrUkLb3A1hbLkCab0CLZWU64NDX440laBh9WJC1DGpXQAzddbbZP0tI32NpiGdokdSSgztYy5m8PgVBplsGHFUnLkCZWo2NKZsoIvJt3lreWpKUCbG2xDGlibkzJXDnRyXN2xo2lcmxtsQxpYikv8G45QS5sn6SlcmxtsQxt0iMAiHf2POPGcwES6ydpqQArkpYhTaxOx8BMliWStk/SUjm2tliGNE79SABGtL3ZY1p/ITBb7S3lY2uLZUiTrq31P2R7CIhv40laeoEVScuQpiEV5/XcRP2hfU0Pqa1IWirHiqRlSFNfE/cjAfUULs32SVp6ga0tliHNiLoka1S5IulZkk7fFsoyrLAiaRnSjKxLshY966ZckRTb3LZUgBVJy5CmsSbBaqVFUrWtLJnWBriw9IaKa4uI7CwiS0XkltD240XkDRFZLiJ3ishoY98IEbnN3femiJxc7rEWSyliMWG10rNuujeUFkkbKs3SGyoSSRGZB9wELAhtnwn8HDgSGI9eRvZGI8m1wCp332HAj0RkTpnHWiwlqW3SDuUd60uLpFhL0tILKo1M/iQwEzgfmG5s/wxwi1LqRQARmQ8sE5EJQBfwMWCSUioLvCoivwVOQ4tt0WOVUu/3/tIsmwrZVDO0Qff6D0ontKPbll5QUW1RSi1TSkV57O4MPGGkWwm8CcwGdgQWK6WWGumfAHYq49gCRCQmIo6IOJWW3zI8EXf+tmpdVTqhHbix9IJqicwYYEVo2wp3e6l9PR0bxXwg4/519bK8lmGEU+eKZHtpkfTiSUrMPlst5VOt2iLkpzPkybnnL7Wvp2OjuBjdTRAHkr0sr2UYkWjQfZJOR2kXIK9P0saTtFRCtVZLXAW0hLa1uNs7Suzr6dgCVN6PwzabLJqaRu0MEe9aWzphvrltRdJSPtWqLc8Bs7wPIlIHbAU87/5NEZFGI/1sd3tPx1osPdLQ0ECnilPTXa5I2oerpXyqJZK/Ak4VkR1EJAFcBjyulFqolFoMPABcLiIJEZkBnAH8sqdjq1Q2yzCnpS7FGupJ5toh01k8oR3dtvSCqtQWpdR/gPOAe9CDLtsAJxhJTgGmAsuBvwMXKKUeKPNYi6UkLelk3qG85NRE6ydp6QW96pNUSl0Yse064Loi6ZcAh5Y4X9FjLZaeGFGXZLE3f7ttFTSMK5LSbW7HbIALS/nYR6plyNOcTrBGeUEuSrgBec1tu8aNpQKsSFqGPPWpOGuljEhAyvOTtCJpKR8rkpYhj4jQEW8CIFMiyIXkR7dtc9tSPlYkLcMCldCWZNf7L5RIZQduLJVja4tlWLA9rwOQfuYXxRN5zW3rJ2mpACuSlmHB4yM+AkBry4ziiayfpKUX2NpiGRZ0NGwBQJckiqYR7LRES+XY2mIZFsSbxurX9uIxJfNBd20UIEsF2NpiGRZ0OXV0qATJjg8Mf8gQtk/S0gusSFqGBe+v7eQDmkipTuhcXySVJ5LWBchSPlYkLcOCE3ebTJdyZ9muK7Lqh+cnaZ3JLRVgRdIyLBjbWMPUmLtCyH3fjkxjFwKz9AZbWyzDgtENKf/D+qVFUnnNbVvtLeVja4tlWJCKO9woHwMgu828yDSi7Bo3lsqxtcUybFhZOwWA9nXF3IDs3G1L5ViRtAwbXlqjB25WLl8Sud8PcNFvRbIMA6xIWoYNXnTydStL90kq29y2VICtLZZhw6FztwdgbLw1OoHbJxmzzW1LBViRtAwbRo4eD0CyKzrwbn7utrUkLRVga4tl2NDY1EKXcqjpXhO5X+y0REsvqIpIisinRWRp6G+ViDwoInNFpDO071Hj2BEicpuILBeRN0Xk5GqUybLpMaI+RQxFTa6tyNKynjO5bW5byqdXqyWGUUr9En8dbQBE5FKgHmgA/qaU+kiRw68FVgHjga2AR0TkZaXUgmqUzbLpMKIuSVxcIVz+MkyYHdjvWZIxOy3RUgF90twWkRRwGnA1WiTXFkk3CvgYeh3urFLqVeC37rEWS0WMrEv6H169p2C/1yeJXVLWUgF91Sd5HPC8Uuq/aJFcVyTdjsBipZTps/EEsFMflcsyjGmsSfCGmlB0f96StH2SlgroK5E8B/iZ+74BOFFElojI2yLyRxHZzt03BlgROnaFuz0SEYmJiCN62oQdeLLkicWE67O6VyfbuSEihZ27bamcqtcWEZmLFrm73E03AWOVUuOBOcAbwIMiMga9SnwudIpcD+WaD2Tcv64qFt0yDFia00vLrl9ZGC7NRia39Ia+qC2fA65RSmUBlFJrlVId7vsVSqnzgNXAPugBm5bQ8S3u9mJcjB5wigPJEuksmyAfqEYAmt/4c8E+wRu4sX2SlvKpqkiKyFjgCKDEup4AJIA1wPPAFBFpNPbNdrdHopTKuYM8WQqtUMsmTvPoiUX3+XO3rSVpKZ9q15YzgD8rpfJhWETkKyKyrWhSInIF0A48pJRaDDwAXC4iCRGZ4Z7jl5Fnt1h64Oh9diKnhDanKWKvFyrNDtxYyqcqfpIAIhIHzgKODO1aAtwMTAQ6gH8DBymlPG/fU4AbgeVAK9od6IFqlcuyaTG6Mc060jRm10MuF+h/FDtwY+kFVRNJpVQGLYTh7TejRbLYcUuAQ6tVDsumzYi6JM3iBrhoXQ4N4/L78s1t2ydpqQD7SLUMKyY21/of3n8msC8/cGMtSUsF2NpiGVY01SboUAn9oSM8h8H2SVoqx4qkZVghItRINwC5N+4P7rOj25ZeYGuLZdhxe0IvBNY+bk5ge95+tCJpqQBbWyzDjoVtdQCsWL0mtMdGAbJUjhVJy7Cjw52I9eq7ywLblftqNdJSCVYkLcOOiWNGADClKaSGrkoKViUt5WNF0jLsGDt6rH7TEQxj6kmjjZRmqQQrkpZhh1PrhgLoLBbG1KqkpXysSFqGHYl6HVjK6SomkhZL+ViRtAw7knXNAMS71g9sQSzDAiuSlmFHTb0euElmrEhaNh4rkpZhR23jKADSmfD6c+60xH4uj2VoY0XSMuyor6+nQyWozbVGJ7DD25YKsCJpGXY01iZYT5oaOiHbPdDFsQxxrEhahh0NNXHWqbT+UBAJyGKpDCuSlmFHwomxHi2SufY1hQlsa9tSAVYkLcMSz5Ls2OAvvCn52dsWS/lYkbQMS3I12qG8c93Kgn1WKi2VYEXSMixpj+vVErvWf9BDSoulNFYkLcOSzmQzAF3rVwxsQSxDnqqJpIjcKyIrRWSp8Xe0u+94EXlDRJaLyJ0iMto4boSI3Obue1NETq5WmSybLqpWz7rpXldoSdpQaZZKqNqSskADcKBS6mlzo4jMBH4O7AW8AlyFXmf7CDfJtcAqYDywFfCIiLyslFpQxbJZNjFidSMByLaaIml7Iy2VU22RDM8DA/gMcItS6kUAEZkPLBORCUAX8DFgklIqC7wqIr8FTgOsSFp6TaJeT01UbasLd9oZN5YKqGafZAMQ5bm7M/CE90EptRJ4E5gN7AgsVkotNdI/AexULBMRiYmIIyIOtk/VUoRUo+7RiXes6iGlxVKaaovkUyKyQkSeFpEviV67cwwQ7j1f4W4vta8Y84GM+9dVlZJbhh3pFi2Sia41A1sQy5Cnms3t7ZVSy0QkDswFfg00o+c35EJpc2iBLrWvGBcDl7jvY1ihtETQOGIcAJt1vg4XNsFWBzMltwiwE24slVE1S1Iptcx9zSilHkFbfMegB2VaQslb3O2l9hXLJ6eUyrp9mGGBtVgAGNHcRIdK+Bte/9vAFcYypOnLPr0EsAZ4DpjlbRSROvQo9vPu3xQRaTSOm+1ut1h6zYj6FKtpiN5pB24sFVAVkRSROSLyKRFJu59nARei3Xt+BZwqIjuISAK4DHhcKbVQKbUYeAC4XEQSIjIDOAP4ZTXKZdl0ScUdxosdtLFsPNXqk1wEnA1c5vZJLgEuVEr9BkBEzgPuQQ/uPAacYBx7CtpvcjnQClyglHqgSuWyWCyWjUKUGroOtq4bUCaTyeA4zkAXxzLI2ObcOzjCeZRXc5vxvcT1zIi9A8Cqz77MiDETB7h0lmqQzWaJx+MAcXecoupUc3TbYhlUdJLkT9l9APICCcAQNgws/Y91xrYMW245YzcA5m4xIrBdpUcNRHEsQxQrkpZhy25TR/L2FfP4w5m7c2znfAAeyO5IznpKWirANrctmwQL1HS26fgVnSR5PZ3o+QCLxcVakpZNgguPmEEnSUCvgWOxlIsd3bZsEuRyigVvr2LmpGZqk7auDBf6Y3TbiqTFYhmy9IdI2naHxWKxlMCKpMVisZTAiqTFYrGUwIqkxWKxlMCKpMVisZTAiqTFYrGUYFjMuMlm+2Tk32KxDHL6494f6iIZA0ilUgNdDovFMrDEABsqLYIMkKT8tW68hcMqOWZjsXkOrzwHKl+bZ+ljMn1VoCEtkkpPF+ouN734a5vk+so73+Y5vPMcqHxtniXp07LZgRuLxWIpwaYmkgq4yH21edo8h1K+Ns8BYkgHuLBYLJa+ZlOzJC0Wi6UirEhaLBZLCaxIWiwWSwmsSFosFksplFID/geMAG4DlgNvAicb+2LAt4C3gBXA3cD4Ms87EfgNsAxY4h472cjzCbQTasZN89kSeV4FvO+e54dAzMhnFrDAPccLbvqCPN20ZwLr0I6y3cCvS1zrG8DScJ5ACrjc/a5WAP8FvtZP1yrAl4GFwAfAave4vszzSOB5N+2LwL1Vus7tgP8AS0P1xgG+4H7/y4DXgAf7Mk83fbv7ey9F3wvtVfpuS+X5WeAVN8/XgMeirrPCurvKPccHwGLg90BzKN9T3HOcRen7VNB1+xX3fG8B5xe53wV9X5Rznz4N7FKWjgy0QLqFvxW43q2c04GVwBx335fQN8Yk94c4Hbi/zPNeCZyGFhUHuAG43d13N/Cum990YA3Q5n6R4Tx/51aOZqAReBz4inueGvc8J7uf73XP1RKR5+buj/cHd988tKvDJyKu9RzgHeBfEXluBfwImGD8+J3AJX15re65vu2eb5T7/V7gvu+r73cXYC2wp/v5FvTNP3oj8/wqWoRuoFAk9wF+DUx0P9+GngUysQ/zjAPr+qDulsrzYPS9Nsv9fDPQChwekWcldfdm4GrgfvT98VfgR0a+lwP/QBsUZ/VwrSngt8A0oxzvAUdF3O9no8WvmZ7v0+Pd66kb9CKJvsEywDhj20+Aa933jwInhY55CphUxrnjoc+HoS2gYnkuB04K5wk8h7baJrmfjwT+677/GPBKqLI/C5xg5um+HxOR71LggfC1unke512rmWeRa30a+GQfX2sD8DKQ6sfv93LghtD3+yP8m7O3eabd3+lYIgQr/Nk9z159mGcLsKgP6m6pPL+FK0bGdf4Z11Kj93U3bt6naGv1fuM473d+EC2Skddaoq7fToQ16daj44zPZj0K3Kfutmdx79NSf4OhT3JHYLFSaqmx7QlgJ/d9DYXTjtLAzJ5OrJQKz+ecC7xaJM8X0M2YV808RSQFbI9uYnh5PgFsLSL1wM7uZzNPs/xenrjH5/MVkSb0E2+sea1Gnk8Y12rmmUdE4iJyDDAe/eTuy2s9Cvg7cJWILAaeFZGD+jjPwO/vfr9pN49e5emepw1tpUwlRES92RxoQje/+yRP9ANoXYky9EWe9wC7i8ieoucD7u7+3RvKE8qsu6Gye3XXPA9KqffMQpS41gAiEhOR/dwy/iW0z7xnPIrep8b+neiBwTB3ewy6+WSywt0O2lT/oog8iO6TOAcYh660ZSMi09FNggOBaRF5Hgt0KaUWiIiZZwLdbBlp5OkdO7pE+SeF8oy61h+jn34TzGtF97/E0Jakd61mnhvca9oVeBjoAD5uVOC+utat3TJ9Af07HAzcISLbo2/Evsjzr8DvReR6tGWyL7o5ePdGXKdZj+oogYjEgGuB65RSS/owzwZgSxFZ5H4nrwA/VErd1Vd5KqWeFpHTgL+htSADHONu71Xdjch3N+Cj+A+1kkTk620fj25txIAzlVLPhw4d6e4zy1jWfdpTmQaDSAqF0T5y+CPvF6NvwH+7aa9HNy1XAIjIUgr5glLqD/kM9JPkT8B3lFKPi8iWZp4i8mlgNnoQIpyn9x09i/8lL3Jfn0BXvpyILDDyzKGjmOTzDF+rm+eH0RXiylC+d7ifk8a1euV9QkRMy/oUdJ/dzSJyALrzvS+vNYaeqdUN3CUi97tlOLqP8syi+6n+5Kb9B7rPS23EdZr1aK2bPrIeATPQTeGvb2Q9KifPNeg+xDvRVvstInIc8N0+yjPuXtul6KmA+wG/dVsm19K7umvm+yK6qX0m8JgRvMJjpfkh/P2a+9wHVB3airxVRD5QSt1lHu6+mlrivY/Rs84Up6f2eF//AYcCr4e2HQM8VyR9DD1iNq3M88fRzYdfR+WJrhgfAF+JyhPdZFDoTl6v83iUu60FXYGvDx3zv8DbZp5mvkaes6Ku1chzknetZp5FrvPX6L66vrzWHwAXhY65Ej3A1Cd5FrnWW9BNzF7lGapHnyBi1NdN80n0IMGkja1H5eYZSn/9xny3PeWJHlG+LLTte+4196ruGukb0INdV5W4vgeBs4rdpyWOuwi4rUg9mmhs6+k+/RlwZU/5DYY+yeeBKSLSaGyb7W6P4jBgjVJqYZnnvxptkZ0Wkecc4I/om2FEVJ5K9+m8j27OeHnOBt5TSq1GNzlmhQ47Gj3aeFpo+/PAFPRo/ieVUs8Rca1unq+7x3vXms9TRJyI6+wG9u/ja30G2CJ02MfQN0Nf5RlAREahray1vc3T5TC05fZ+1E4R2Rf9ADhc6T60japH5eQZwd5oa6ev8mxC11OT/dEWYa/qLoBbPx8A2pRSny9SrjBR3y8l6npgnMK4Z8x7saf7tJTOBE4+4H/oPpH/RffFzEA3u/Z3900FRrrvd0ZbaIeWed7z0CZ/U8S+f6I7ys8sI8/V6I7kFnTF+g9wsfHEXIF+UgvaJywDbB6R5zi0O8YDZVzrT9FuPcdG5Hk22hWn2f28B7pfcmEfX2sT2uI70L3Wm9CVdes+zLMR2Mb4/t5wz7Wx1/k22jral0ILyzv2kCrXo1J5Hu9uj+O7RWWBnfswz7PQ4jnTqHPdwBc3su7e5qY9vIf780G3DKW+34+65Rrrfp6OtoyPjkj7TbTbTzn36cfR/pwjetSRvhC9Sv/QI7P3om+W93BNcHffIeg+qmVoS+aICs67Gm1xLA39pdH+fQr9pM4a6eZH5PlRtGn+gft3NZAw8tkD/aRaixbIDUXy/IKbV2co3/lFrvWuqDzRloPXpF/q5r2hn651Tze/lT1ca1XyRA8MvIQ/0aCtStd5hHv+fSkUjx+jrWPv3Dn3L5xvNfOcg+5vXYoWru4qfbel8hTgG2gLbLl7rvYieZZbd5e7ZVsfOsdLJUSy1H1ai+4zfd3d9irwP0Xu9zjl36fP4/re9vRnQ6VZLBZLCQZDn6TFYrEMWqxIWiwWSwmsSFosFksJrEhaLBZLCaxIWiwWSwmsSFosFksJrEhaLBZLCaxIWiwWSwmsSFosFksJrEhaLBZLCaxIWiwWSwn+Hz4mPa0kJXxGAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1))\n",
"plt.plot(X0922.Time, X0922[\"LDG CV Lower\"])"
]
},
{
"cell_type": "markdown",
"id": "90b57e8d",
"metadata": {},
"source": [
"#### 수분 측정 시기에서 (22-09-22 15:00~ )"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "c319e806",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(X0922.Time, X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1))\n",
"plt.plot(X0922.Time, X0922[\"LDG CV Lower\"], '--', markevery=3e-2)\n",
"plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"plt.gca().tick_params(axis='x', labelrotation = 45)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "cbee74f6",
"metadata": {},
"outputs": [],
"source": [
"time_boiler_0922_15s = pressure0922.time[pressure0922.time.between(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])]"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "07e1c9d1",
"metadata": {},
"outputs": [],
"source": [
"LHV_dry = np.interp(time_boiler_0922_15s, X0922.Time, X0922[\"LDG CV Lower\"])\n",
"\n",
"#VP = np.interp(time_boiler_0922_15s, ldg_pp_raw.timestamp, ldg_pp_raw.vp)\n",
"\n",
"VP = np.array([ldg_pp_raw.vp[ldg_pp_raw.timestamp.between(\n",
" t15s - pd.Timedelta(15/2, 'sec'), \n",
" t15s + pd.Timedelta(15/2, 'sec'))].mean()\n",
"for t15s in time_boiler_0922_15s])\n",
"\n",
"LDG_p_gauge = pressure0922.p_boiler_SI[time_boiler_0922_15s.index]\n",
"\n",
"ATM_p_sea = np.interp(time_boiler_0922_15s, weather0922.time, weather0922.atm_sea * 100)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "0e0c8ce9",
"metadata": {},
"outputs": [],
"source": [
"time_boiler_0922_mass_anlzr = X0922.Time[X0922.Time.between(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])]"
]
},
{
"cell_type": "code",
"execution_count": 87,
"id": "f1c685b2",
"metadata": {},
"outputs": [],
"source": [
"LHV_dry = np.interp(time_boiler_0922_mass_anlzr, X0922.Time, X0922[\"LDG CV Lower\"])\n",
"\n",
"phi_dry = np.interp(time_boiler_0922_mass_anlzr, X0922.Time, X0922.phi)\n",
"#VP = np.interp(time_boiler_0922_15s, ldg_pp_raw.timestamp, ldg_pp_raw.vp)\n",
"\n",
"LDG_VP = np.array([ldg_pp_raw.vp[ldg_pp_raw.timestamp.between(\n",
" t15s - pd.Timedelta(15/2, 'sec'), \n",
" t15s + pd.Timedelta(15/2, 'sec'))].mean()\n",
"for t15s in time_boiler_0922_mass_anlzr])\n",
"\n",
"LDG_p_gauge = np.interp(time_boiler_0922_mass_anlzr, pressure0922.time, pressure0922.p_boiler_SI)\n",
"\n",
"ATM_p_sea = np.interp(time_boiler_0922_mass_anlzr, weather0922.time, weather0922.atm_sea * 100)\n",
"\n",
"ATM_XH2O = np.interp(time_boiler_0922_mass_anlzr, weather0922.time, weather0922.XH2O)\n",
"\n",
"LDG_XH2O = LDG_VP / (ATM_p_sea + LDG_p_gauge)"
]
},
{
"cell_type": "markdown",
"id": "d6cd0b37",
"metadata": {},
"source": [
"### 측정된 LDG 내 수분량에서 발열량"
]
},
{
"cell_type": "markdown",
"id": "2e57f19a",
"metadata": {},
"source": [
"#### LDG 및 대기 중 수분량 (부피 %)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "9b09ca50",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(time_boiler_0922_mass_anlzr, LDG_XH2O)\n",
"plt.plot(time_boiler_0922_mass_anlzr, ATM_XH2O)\n",
"plt.ylim(ymin=0, ymax=0.05)\n",
"plt.gca().tick_params(axis='x', labelrotation = 45) "
]
},
{
"cell_type": "markdown",
"id": "db8bf243",
"metadata": {},
"source": [
"#### 건조 발열량과 수분 포함 발열량 kcal/Nm3"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "93f100db",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"\n",
"axe.plot(time_boiler_0922_mass_anlzr, LHV_dry, label='건조 저위발열량')\n",
"axe.plot(time_boiler_0922_mass_anlzr, LHV_dry*(1-LDG_VP / (ATM_p_sea + LDG_p_gauge)), label='수분 포함 저위발열량')\n",
"axe.tick_params(axis='x', labelrotation = 45) \n",
"axe.set_ylabel(\"kcal/Nm3\")\n",
"twin = axe.twinx()\n",
"twin.plot(time_boiler_0922_mass_anlzr, 100*(LHV_dry*(1-LDG_VP / (ATM_p_sea + LDG_p_gauge))-LHV_dry)/LHV_dry, '--', label='변화율')\n",
"twin.set_ylim(ymin=-6, ymax=0.0)\n",
"twin.set_ylabel(\"%\")\n",
"\n",
"\n",
"hl, ll = axe.get_legend_handles_labels()\n",
"hr, lr = twin.get_legend_handles_labels()\n",
"\n",
"\n",
"\n",
"fig.legend(hl+hr, ll+lr, ncol=2,\n",
" bbox_to_anchor=(0.5, -0.1), loc='upper center')\n"
]
},
{
"cell_type": "markdown",
"id": "8019c604",
"metadata": {},
"source": [
"#### 건조 LDG + 공기 이론 공연비와 수분 포함 이론 공연비"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "5f330012",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axe = plt.subplots()\n",
"\n",
"axe.plot(time_boiler_0922_mass_anlzr, phi_dry, label='건조 LDG 이론 공연비')\n",
"axe.plot(time_boiler_0922_mass_anlzr, phi_dry*(1-LDG_XH2O)/(1-ATM_XH2O), label='수분 포함 LDG 이론 공연비')\n",
"axe.tick_params(axis='x', labelrotation = 45) \n",
"axe.set_ylabel(\"이론 공연비\")\n",
"twin = axe.twinx()\n",
"twin.plot(time_boiler_0922_mass_anlzr, 100*(phi_dry*(1-LDG_XH2O)/(1-ATM_XH2O)-phi_dry)/phi_dry,'--', label='변화율')\n",
"# twin.set_ylim(ymin=-3, ymax=0.0)\n",
"twin.set_ylabel(\"%\")\n",
"\n",
"hl, ll = axe.get_legend_handles_labels()\n",
"hr, lr = twin.get_legend_handles_labels()\n",
"\n",
"fig.legend(hl+hr, ll+lr, ncol=2,\n",
" bbox_to_anchor=(0.5, -0.1), loc='upper center')\n"
]
},
{
"cell_type": "markdown",
"id": "a5853c37",
"metadata": {},
"source": [
"#### 수분 4%에서 발열량 변화율"
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "d78b9365",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-5.0, -3.0)"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(X0922.Time, (X0922.apply(lambda row: LDG_Heating_Value(dict(zip(LDG_comps, row[1:7])), 0.04), axis=1) - X0922[\"LDG CV Lower\"])/X0922[\"LDG CV Lower\"]*100)\n",
"plt.xlim(ldg_pp_raw.timestamp.iloc[0], ldg_pp_raw.timestamp.iloc[-1])\n",
"plt.ylim(-5, -3)"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "f60fa4f0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"42721.51260864389"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(dhH2g * 0.6282/100. + dhCO * 62.6294/100.) / 4184"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "f075548b",
"metadata": {},
"outputs": [],
"source": [
"testX = dict (zip(LDG_comps, np.array(\"0.6282\t62.6294\t21.5912\t0.0038\t0.8488\t14.2986\t\".split(), dtype=np.double)/100.))"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "41df8920",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.0"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum(testX.values())"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "d819ac28",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" time | \n",
" temperature | \n",
" precipitation | \n",
" wind_direction | \n",
" wind_speed | \n",
" atm_post | \n",
" atm_sea | \n",
" rh | \n",
" radiation | \n",
" sunshine | \n",
" vp | \n",
" XH2O | \n",
"
\n",
" \n",
" \n",
" \n",
" | 30932 | \n",
" 2022-09-22 16:00:00 | \n",
" 24.4 | \n",
" 0.0 | \n",
" 70.0 | \n",
" 2.2 | \n",
" 1002.9 | \n",
" 1012.9 | \n",
" 50.0 | \n",
" 1.76 | \n",
" 30660 | \n",
" 1525.430983 | \n",
" 0.01506 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" time | \n",
" temperature | \n",
" precipitation | \n",
" wind_direction | \n",
" wind_speed | \n",
" atm_post | \n",
" atm_sea | \n",
" rh | \n",
" radiation | \n",
" sunshine | \n",
" vp | \n",
" XH2O | \n",
"
\n",
" \n",
" \n",
" \n",
" | 30930 | \n",
" 2022-09-22 14:00:00 | \n",
" 24.6 | \n",
" 0.0 | \n",
" 90.0 | \n",
" 2.3 | \n",
" 1003.6 | \n",
" 1013.6 | \n",
" 50.0 | \n",
" 3.03 | \n",
" 24180 | \n",
" 1543.797883 | \n",
" 0.015231 | \n",
"
\n",
" \n",
" | 30931 | \n",
" 2022-09-22 15:00:00 | \n",
" 24.9 | \n",
" 0.0 | \n",
" 90.0 | \n",
" 2.8 | \n",
" 1003.1 | \n",
" 1013.2 | \n",
" 49.0 | \n",
" 2.29 | \n",
" 27780 | \n",
" 1540.275799 | \n",
" 0.015202 | \n",
"
\n",
" \n",
" | 30932 | \n",
" 2022-09-22 16:00:00 | \n",
" 24.4 | \n",
" 0.0 | \n",
" 70.0 | \n",
" 2.2 | \n",
" 1002.9 | \n",
" 1012.9 | \n",
" 50.0 | \n",
" 1.76 | \n",
" 30660 | \n",
" 1525.430983 | \n",
" 0.015060 | \n",
"
\n",
" \n",
" | 30933 | \n",
" 2022-09-22 17:00:00 | \n",
" 24.3 | \n",
" 0.0 | \n",
" 50.0 | \n",
" 1.0 | \n",
" 1003.2 | \n",
" 1013.2 | \n",
" 50.0 | \n",
" 0.94 | \n",
" 33180 | \n",
" 1516.319254 | \n",
" 0.014966 | \n",
"
\n",
" \n",
" | 30934 | \n",
" 2022-09-22 18:00:00 | \n",
" 22.3 | \n",
" 0.0 | \n",
" 320.0 | \n",
" 0.7 | \n",
" 1003.7 | \n",
" 1013.8 | \n",
" 60.0 | \n",
" 0.17 | \n",
" 33540 | \n",
" 1612.551948 | \n",
" 0.015906 | \n",
"
\n",
" \n",
"
\n",
"