8742 lines
2.7 MiB
8742 lines
2.7 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
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||
"id": "0d3597ca",
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||
"metadata": {},
|
||
"outputs": [],
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||
"source": [
|
||
"import numpy as np\n",
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"import pandas as pd\n",
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"import cantera as ct\n",
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"\n",
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"from matplotlib import pyplot as plt\n",
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"%matplotlib widget"
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]
|
||
},
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{
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||
"cell_type": "code",
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||
"execution_count": 2,
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||
"id": "0425d561",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"# Korean Fonts\n",
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"import matplotlib as mpl\n",
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"\n",
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"plt.rc('font', family='NanumBarunGothic') # For Windows\n",
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"mpl.rcParams['axes.unicode_minus'] = False\n",
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"mpl.rcParams['figure.figsize'] = (3.6, 3)\n",
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"mpl.rcParams['figure.dpi'] = 92 # pixel per inch of 24'' 1080p monitor"
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]
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||
},
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||
{
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"cell_type": "markdown",
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||
"id": "d185caa7",
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||
"metadata": {},
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"source": [
|
||
"# 상대 습도 공식"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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||
"metadata": {},
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||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"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)\n",
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"$$\n",
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"X_{\\mathrm{H_2 O}} = \\frac{\\mathrm{RH} p_{\\mathrm{sat}} \\left( T \\right)} {p}\n",
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"$$\n",
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"\n",
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"- $\\mathrm{RH}$ : Relative Humidity, 상대 습도\n",
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"- $p_{\\mathrm{sat}}$ : Saturation Vapor Pressure, 포화 수증기압\n",
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"- $p$ : Atmospheric Pressure, 대기압"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8efd5ca3",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 포화수증기압 곡선"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "587b3f1a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 0, 'Temperature, ${}^\\\\circ C$')"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "f23b2d9c1ff448ccaf980309db299c0a",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def p_sat (T):\n",
|
||
" water.TP = T, None\n",
|
||
" return water.P_sat\n",
|
||
"\n",
|
||
"T_range = np.linspace(4,90) + 273.15\n",
|
||
"\n",
|
||
"Psat_range = np.array([p_sat(T) for T in T_range])\n",
|
||
"\n",
|
||
"plt.figure()\n",
|
||
"plt.plot(T_range - 273.15, Psat_range)\n",
|
||
"plt.xlim(0, 100)\n",
|
||
"plt.ylabel(\"Saturation Vapor Pressure, Pa\")\n",
|
||
"plt.xlabel(r\"Temperature, ${}^\\circ C$\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "50aec579",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 0, 'Temperature, ${}^\\\\circ C$')"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "48e79a4ecdb34ebdb8dc81e04135ceee",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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AOh0/m9vthsvl8jyI6JdbtmEnrFVHEW8cgCduGs3PKc9Rm0VV33//PSIjIyFJErZu3Yp77rkHR48ehRACKpV3tqpUKrjdbp9jADodP1t2djaWLl36iyZGRD95v7QGq76uxIBQNXLuGo++IfxI61y12bOMjIwEAKjValx55ZXIzs7Gf/7zH2i1Wtjtdq/n2u12aLVan2MAOh0/W1ZWFiRJgiRJaGlpOf/ZERF2Hz6Oh9aUAQCem5HI877PU6frLFtbW6HRaJCYmIjS0lLPdofDgYqKClgsFlgsFlRWVqKpqckzbrVaYbFYAMBnbbtNqVQIDg72PIjo/Bw72Yr7//kdTjpdmHu1GVMvNXZeRO0TP7Nt2zaRl5cnHA6HEEKIkpISMWTIEJGXlye2bNkidDqdKCsrE06nU8yfP18kJyd7alNSUkRGRoZwOp2ivLxcREREiE2bNgkhRKe1vkiSJAAISZL8ej4RnSa53OL//WOrGLx4nbjrtW+F5HLL3dJ5UUoGeIVlbW2tuOeee4TJZBKRkZFizJgxYtWqVZ7x3NxcER0dLQYOHCimTp0qqqurPWM1NTUiNTVVaDQaYTKZRE5OjtcP8lXri1JeKKKe5umNO8XgxevEr57eJOyOFrnbOW9KyYA26yyVRilrrIh6kg3ba5HxVjH69gnGuxlXYOSgtssBewqlZADPDSfqZXYfPu653/czt1h6dFAqCcOSqBexO5z47Rs/HtC5yozfJPo+Q478x7Ak6iVaXW7Me6sIVY0ncdVwPf5v6gi5W+pVGJZEvYAQAo+9X45v9zfCrO+Pl2eOhTqY/7y7El9Nol7gn9/+gH9trcLAvn3wj3smYmBfXkmoqzEsiXq4ryrqsXTtDgSrgvDqneN4hk43YVgS9WD7604g460iuNwCf/rNKFwZFyF3S70Ww5Koh2p0ODF7VSGaTkm467JY3H35ELlb6tUYlkQ90KlWF+5/4ztUNpw+8v2n31wqd0u9HsOSqIdxuwUe/E8ZvvvBjnjjAPz1Dh75vhD4ChP1MC9+sgfvl9ZAPyAU/5g1EQN4D50LgmFJ1IO8891BvPzpXvTtE4zX75kIk6av3C0FDIYlUQ/xVUU9Hn53O4KCgJduH4OE6IFytxRQGJZEPcD3h45h7j+/g+QWeOSGUUjhRXwvOIYlkcIdbDyJe1cVwuF04bfJl+C+X10id0sBiWFJpGB2hxP3rNyGuuMtSEuMwsPXj5S7pYDFsCRSqFOtLtyXV4j9dQ5cMVSHZ2+1QKXi7WvlwrAkUiDJ5cYf/mVF8Y/3+f7b3eMRquadAuTUYVi63W5MmjQJQ4YM8WzLz89HXFwcDAYD0tLSUFdX5xlrbGxEeno6DAYDzGYz8vLyvL6fr1oi+onbLbB4zXZ8svMITJq+yJudhHCupZRdh2H56quvIiwszPN1WVkZ5s2bh4KCAtTW1iImJgazZ8/2jM+dOxdarRa1tbXYsGEDFi1ahMLCQr9qieg0IQSe3LATa4qroesfgn/el4TI8LDOC6nbtXvDspqaGlx++eXIz8/HzJkzUVlZiczMTDidTuTk5AAAGhoaEBkZiaqqKoSEhMBoNKK6uhpG4+klDQsWLEBzczNyc3N91kZF+b7svVJuVkR0Ifx18148++FuXBSqRv79l2G0iWsplZIB7e5Zzp8/H0uWLMGgQYM824qKipCUlOT5WqfTwWw2w2q1oqSkBCaTyROUAJCUlITi4uJOa4notDe//QHPfrgboWoVXrtnAoNSYdqE5fr163HkyBHcf//9XtttNhv0er3XNr1eD5vN5nOss9r2uN1uuFwuz4Oot3u/tAaPvvc9glVBeOWOcbjMrJO7JTqLV1g6HA4sXLgQK1asQFCQ9xIFIQRUKu9sValUcLvdPsc6q21PdnY21Go11Go1QkNDz29mRD3ER+WHsfDtEggBPJ1uwXWjIuVuidrhlWDZ2dmYOXMmRo5su/BVq9XCbrd7bbPb7dBqtT7HOqttT1ZWFiRJgiRJaGlpOfdZEfUQn++pwx/+ZYXLLfD4jZfilvHRcrdEHfAKS6vViuXLl0Oj0UCj0SAhIQFVVVXQaDRobGxEaWmp57kOhwMVFRWwWCywWCyorKxEU1OT1/eyWCwAgMTExA5r221KpUJwcLDnQdQbfbOvAfe/8R2cLjeWTIvnlc6VTviwefNmMXjwYCGEEFu2bBE6nU6UlZUJp9Mp5s+fL5KTkz3PTUlJERkZGcLpdIry8nIREREhNm3a5FetL5IkCQBCkiS/nk/UE3xX2ShGPrpRDF68Tiz/eI/c7SiaUjLA7zN4rrjiCixbtgzTpk2DXq/H7t27sXr1as/4qlWrsH//fhgMBqSkpODxxx/HlClT/KolCiTbq49h1sptOOl04XdXD8X8a+Pkbon80O46SyVRyhoroq7w/aFjuOPv36LplIRZVwzBY78Z1eZgKnlTSgbw3HCiC+T7Q8dw52tb0XRKwt2XDWZQ9jAMS6IL4ExQHmtuxV2XxSL7xksZlD0Mw5Kom5XXHMNd/zgdlHdOikV22mgGZQ/EsCTqRturT+9RHj3ZijsmxeLxG0fzmpQ9lFruBoh6q6If7Ji1chuOn5Jwx6RYPMGg7NEYlkTdYOv+Bsz+8b459145BFnTeTCnp2NYEnWxLyvq8Ns3vsOpVjd+d/VQLE4dwaDsBRiWRF1o084jmPdWMZySGwt+PQyZ1w5jUPYSDEuiLvJeySH8779LIbkFFqfGY941Q+VuiboQw5KoC/zz2x+Q9d73EAJYmnYp7rliiNwtURdjWBL9AkII/HXzXjz30R4Eq4Lw/IxE3DTWJHdb1A0YlkTnSQiBZRt24u9fHkCoWoW/3jEOv+aFe3sthiXReWh1ufHQmu1YU1yNi0LVeO2eCbwVRC/HsCQ6R44WCRlvFePzPXXQ9Q/BqnuTkBDNm4v1dgxLonNQf6IFs1cVoqz6GGK1/fDG7CQMiegvd1t0ATAsifz0Q4MD97y+DZUNJ5FgGojXZ02EfgBvqBcoGJZEfig9eBT35RWi/oQTycMikHPXeFwUyn8+gYS/baJOfFh+GJn5VpxqdePmsSY8nW5BiJoX7Ao0bX7jK1euxNixY6HT6RATE4OFCxdCkiQAQH5+PuLi4mAwGJCWloa6ujpPXWNjI9LT02EwGGA2m5GXl+f1fX3VEimREAKvfbkfv3uzCKda3Zh/7TC8MCORQRmg2vzWv/jiC7zxxhuor6+H1WrFZ599hr/85S8oKyvDvHnzUFBQgNraWsTExGD27Nmeurlz50Kr1aK2thYbNmzAokWLUFhYCACd1hIpjeRy47H3y/HE+p1Qq4Lw3K2JWHTdcJ7nHcA6vWHZokWLcPz4cfTr1w9OpxM5OTkAgIaGBkRGRqKqqgohISEwGo2orq6G0WgEACxYsADNzc3Izc1FZmZmh7VRUVE+G1TKzYoocBw/1YrM/BJ8usuGAWFq5N49HlcMjZC7rYCllAzw+X6iuLgYBQUFSE9PR1FREZKSkjxjOp0OZrMZVqsVJSUlMJlMnqAEgKSkJBQXFwOAz1oiJalqOIn0nK/x6S4boi/ui/9mXMGgJAA+wlKj0WDChAm47777kJqaCpvNBr1e7/UcvV4Pm83mcwxAp+Nnc7vdcLlcngfRhfDt/gbc+NevsOfICSQN0eK931+JOMMAudsihegwLO12O0pKSvDmm28iJycHQgioVN5PV6lUcLvdPscAdDp+tuzsbKjVaqjVaoSGch0bdb/V26pw12tbYT/ZitsmxODNOZOgu4h/e/STDsMyKCgIFosFDz74IF577TVotVrY7Xav59jtdmi1Wp9jADodP1tWVhYkSYIkSWhpaTmviRH5o9Xlxp/eL8fD726HWwg8csNIPJWewCPe1IbXX0R7b3n79OmD4OBgJCYmorS01LPd4XCgoqICFosFFosFlZWVaGpq8oxbrVZYLBYA8FnbblMqFYKDgz0Pou5Qf6IFd762Fau+rsSAUDX+MWsi5iSbecSb2id+xmq1ihkzZoj9+/cLIYSorq4WCQkJ4rnnnhNbtmwROp1OlJWVCafTKebPny+Sk5M9tSkpKSIjI0M4nU5RXl4uIiIixKZNm4QQotNaXyRJEgCEJEl+PZ/IH6UH7eKyZZ+IwYvXiWuf/0zssx2XuyXqgFIywCssJUkSzz77rBg1apQwGAzCbDaLpUuXeprMzc0V0dHRYuDAgWLq1KmiurraU1tTUyNSU1OFRqMRJpNJ5OTkeP0gX7W+KOWFot7jne8OimF/3CAGL14nfptXKJqanXK3RD4oJQM6XWcpN6WssaKer0VyIXvtDry1tQpBQcCiXw/H7yfH8V7eCqeUDOC54RQQDjaexO//VYyy6mMID1Nj+e1jMCWeVzUn/zEsqdfbvMuGBW+X4FhzK0abwvHqHeMRq+snd1vUwzAsqdeSXG4s/6QCr2zeCwCYmRSDx35zKcL68OMcOncMS+qVao81I3N1CbZVNiKsjwpP3JSAW8ZHy90W9WAMS+p1Nu08ggfeKYX9ZCviDBfhlTvGIt4YLndb1MMxLKnXcEpuPPPBLrz21QEAwIwJ0fhT2qXoF8I/c/rl+FdEvcK+uhNYkF+C7YeOoX9IMJ68OQE3jTXJ3Rb1IgxL6tGEEMgvPIjstTvQ3OrCpVHheOWOcbiEd1ykLsawpB6r0eHEQ2vK8NGOIwgKAuZebcb/XjeCF8GgbsGwpB7p8z11+L93SmE73gJjeBheuC2RF+mlbsWwpB7F0SLhyQ078a+tVQCAaQlGLLs5AZp+ITJ3Rr0dw5J6jG0HGvHAO6WoajyJAWFqLE27FDePNfGSanRBMCxJ8U61uvDCx3vw9y/3QwggeVgEnk63IErTV+7WKIAwLEnRvqtsxIP/KcP+egf69gnGkmnxuOuywdybpAuOYUmKdNIp4ZkPdiPvm0oIASRdosUz6RYM4ZIgkgnDkhTn6731WPxuGQ42NqNfSDAeuj4ed00azOtOkqwYlqQYjQ4nnly/E2uKqwEAv4qLwJ//JwExWl5OjeTHsCTZCSHwX+shPLF+JxodTgzs2wdLpsVjxoQYfjZJisGwJFlV1jvwSMH3+GpvPQDgxjFReOSGUdAP4D27SVnanBe2ceNGTJw4EZGRkYiNjUVWVpZnLD8/H3FxcTAYDEhLS0NdXZ1nrLGxEenp6TAYDDCbzcjLy/P6vr5qKfCcWQ6UsvwLfLW3HjHavsibnYSXbh/LoCRlOvsOZpMmTRKFhYVCCCEOHTokBg0aJN577z1RWloqNBqN2L59u5AkSWRkZIjp06d76m655RYxZ84cIUmS2Llzp9BqtWLbtm1CCNFprS9KubMbdZ1NOw+L5Kc/FYMXrxNxS9aLpzbuFCdb+Pul9iklA9rc3VGSJKjVP707nzFjBhISElBfXw+n04mcnBwAQENDAyIjI1FVVYWQkBAYjUZUV1fDaDQCABYsWIDm5mbk5uYiMzOzw9qoqCifYa6UO7vRL3ew8SQeX7cDH+04AgC4YqgO2TeORpzhIpk7IyVTSga0eRv+86CUJAlFRUWIj49HUVERkpKSPGM6nQ5msxlWqxUlJSUwmUyeoASApKQkFBcXA4DPWur9TjolPPfhblz7wuf4aMcRGAaE4i8zx+KtOZMYlNRj+DzAs2zZMoSHh+Pmm2/GH//4R+j1eq9xvV4Pm82G0NDQDscAwGaz+Rw/m9vtxpkdXpfLdW4zIsUQQuD90hr8ecMuHG46hT7BQbj/KjP+vylxGBDWR+72iM5Jh2H5ySef4KWXXsI333wDtVoNIQRUKu8dUZVK5Qm2jsYAdDp+tuzsbCxduvS8JkTKYK2y44n1O1H0gx0AMHmEHo9OHwWznnuS1DO1G5bl5eWYOXMmVq9ejeHDhwMAtFot7Ha71/Psdju0Wi3CwsI6HOustj1ZWVl49NFHAZzeswwN5dHRnuJg40k88+FurC2tAQBcEtEfWdNHYXK8QebOiH6ZNp9Z1tbW4oYbbsBTTz2FlJQUz/bExESUlpZ6vnY4HKioqIDFYoHFYkFlZSWampo841arFRaLpdPadptSqRAcHOx5kPI1nWrFnzfuxLUvfI61pTXQ9OuDrOmj8OGCqxiU1Dv8/ND4iRMnxLhx48QjjzzS5rD5li1bhE6nE2VlZcLpdIr58+eL5ORkz3hKSorIyMgQTqdTlJeXi4iICLFp0ya/an1RyrIBal+zUxJ//2KfSFz6oWcp0ONry8VRh1Pu1qiXUEoGeIVlQUGBACAiIyO9HnPmzBFCCJGbmyuio6PFwIEDxdSpU0V1dbWntqamRqSmpgqNRiNMJpPIycnx+kG+an1RygtF3iSXW7zz3UFxxZ83icGL14nBi9eJjDeLRGX9Cblbo15GKRnQZp2l0ihljRWdJoTAxzuO4PmP9mD3keMATq+XfOj6eFiiNfI2R72SUjKA54aTX4QQ+KKiHs9/tBtl1ccAAJdGhWNxajySh0XwghfU6zEsqVPf7GvACx/vRmHl6RUNQ/X9sfC64Zg2ehCvMUkBg2FJ7RJC4Jt9DVi+qQLbDjQCAGK1/bDg18Nw4xgTghmSFGAYluRFCIEvK+rxl00V+O7HBeUmTV/8YUocbhkfjT7BbVabEQUEhiUBANxugU92HsGrn+1DycGjAE7vSf5hchxuHmdiSFLAY1gGuFaXG2tLa5Dz2T5U2E4AOH3Wze8nx+HGMVEMSaIfMSwDlKNFwjvfHcTfvzyAQ0ebAQAjB4Uj45qhmJYwiJ9JEp2FYRlgbMdPIe/rSrz5bRWONbcCAJKGaDFv8lBcM1zPJUBEHWBYBojdh4/j9a8O4L/WQ3C63AgKAqZeGonfJpsxYUj7FzQhop8wLHsxt1vg0102vL7lAL7e1wAACFWrcOekWMxJNuOSiP4yd0jUczAse6Fjza1YU1SNvG8q8UPDSQCAfkAo7r5sMO6cFAvdRbzkHdG5Ylj2Ijtrm/DGNz+gwHoIza2nrzBviR6I2VdegmkJgxCi5pFtovPFsOzhTrW68GH5Ybz57Q+e0xH7BAfhxjFR+H+XD8a42It50IaoCzAse6i9tuNYve0g1hRX4+jJ00e1Bw0Mw52TYnHbxFjee5uoizEse5CTTgkbtx/G24UHsa3y9PnaQUHANSP0mJkUi2vjDVBzETlRt2BYKpwQAtaDR/HOdwextrQWJ1okAIBhQChumxiD2ybGIPrifjJ3SdT7MSwVquZoMwpKDuHd4kPY++NpiGpVEFJGReLWCTGYPELPvUiiC4hhqSCOFgkffH8Y71qr8fW+Bpy5hn2c4SLcNiEGN4018bNIIpm0u2tSVFQEo9GI22+/3Wt7fn4+4uLiYDAYkJaWhrq6Os9YY2Mj0tPTYTAYYDabkZeX53dtIGuRXPh4xxH84V/FGP/Ex/jfd0qxZW8DNH374J7LB+O931+Jjxdehd9eZWZQEsmozT141q9fjwceeABxcXHo378/8vPzAQBlZWW4+uqr8eWXX2LkyJGYP38+qqqqsHbtWgDArbfeCo1Gg7/97W+oqKjAlVdeiQ8++AATJ07stNYXpdx/oytJLje2HmjE2tIabNhei6ZTpz+HDFGrMGWEAf8zzoRrRhi4LpIIysmANmF55MgRaLVaPPnkk9i1a5cnLDMzM+F0OpGTkwMAaGhoQGRkJKqqqhASEgKj0Yjq6moYjUYAwIIFC9Dc3Izc3FyftVFRUT4bVMoL9Uu53AJbDzRgfVktPvj+MBocTgCAKgi4Mi4CaYlRmDraiPCwPjJ3SqQsSsmANp9ZRkZGtvvEoqIi3HfffZ6vdTodzGYzrFYrQkNDYTKZPEEJAElJSXjxxRc7re0sLHsyp+TGt/sbsPH7w/h4x2HUn3B6xiYOuRjTEgbhBssgGAaEydglEfnD7wM8NpsNer3ea5ter4fNZkNoaGiHY53VtsftduPMDq/L5fK3RUU46ZTwxZ56fFR+GJ/sPOJ5iw0A4wdfjBsSBmFawiAYBzIgiXoSv8NSCAGVyvszNJVK5Qm2jsY6q21PdnY2li5d6m9rsrMdP4VNO234eMcRfLW3Hk7p9LxUQafvqZ062oiUUUYGJFEP5ndYarVa2O12r212ux1arRZhYWEdjnVW256srCw8+uijAE7vWYaGKusosNstUF7ThE932fDpbhvKqo96lvmEqlX49UgDrhsVietGGaHtHyJvs0TUJfwOy8TERJSWluLOO+8EADgcDlRUVMBisSAsLAyVlZVoampCeHg4AMBqtcJisXRa256z90KV4FhzK77eW4/Pdtdh824bbMdbPGO6/iG4dqQBvx4ZieRhevQN6bkHooiofX6H5axZs5CWloa7774b8fHxWLJkCSZNmoShQ4cCAKZMmYKHH34Yy5cvR0VFBVasWIG3337br1olcrkFymuO4Ys9dfh8Tx2Kq47C5f5p4cBoUzimjDBgcrwBidEaqHjPGqJeze+wvOKKK7Bs2TJMmzYNx48fx2WXXYbVq1d7xletWoXZs2fDYDCgf//+ePzxxzFlyhS/apWiquEkvtpbj6/21uHrfQ2eq/kAQHiYGsnD9LhqeASuGWFAZDg/fyQKJG3WWSrNhVhj5ZTcmLr8Cxyod3i2qYIAS7QGycMicM0IPRKjNTwXm0gGil1nGYhC1CqEh6kxRNcPvxoWgV/F6XG5WYeB/bhAnIhO457ljxwtEvqH8v8OIqVRyp4l31f+iEFJRL4wLImI/MCwJCLyA8OSiMgPDEsiIj8wLImI/MCwJCLyg+LXy/TU61oSUdc4829f7iXhig9LSTp98VylXaaNiC4sSZKgVssXWYoPyzMr9k+dOiXrCyWnM9f0bGlp6dH3ITpfnH9gz1+SJISFhck+d8Wnz5lrW6rVatlfLLkFBwcH9GvA+Qf2/OW+zi0P8BAR+UHxYRkUFITHHnsMQUGBe3HdQH8NOH/OXwnzV/xVh4iIlEDxe5ZERErAsCQi8gPDkojID4oOy8bGRqSnp8NgMMBsNiMvL0/uli6IoqIiGI1G3H777V7b8/PzERcXB4PBgLS0NNTV1cnUYffZuHEjJk6ciMjISMTGxiIrK8szFgjzX7lyJcaOHQudToeYmBgsXLjQc2JGIMz/DLfbjUmTJmHIkCGebbLPXyjYLbfcIubMmSMkSRI7d+4UWq1WbNu2Te62utW6detEfHy8mD59urjttts820tLS4VGoxHbt28XkiSJjIwMMX36dBk77R6TJk0ShYWFQgghDh06JAYNGiTee++9gJn/rFmzRFlZmXC73aKurk6MGTNGPP/88wEz/zNefvllcdVVV4nBgwcLIZTx96/Yo+H19fUwGo2orq6G0WgEACxYsADNzc3Izc2Vubvuc+TIEWi1Wjz55JPYtWsX8vPzAQCZmZlwOp3IyckBADQ0NCAyMhJVVVWIioqSs+UudfYpbTNmzEBCQgLq6+sDYv5nW7RoEY4fP45+/foFzPxrampw+eWXIz8/HzNnzkRlZaUi/v4V+za8pKQEJpPJE5QAkJSUhOLiYhm76n6RkZHo06ftXSWLioqQlJTk+Vqn08FsNsNqtV7I9rrdz4NSkiQUFRUhPj4+YOb/c8XFxSgoKEB6enpAzX/+/PlYsmQJBg0a5NmmhPkrNixtNhv0er3XNr1eD5vNJlNH8grE12PZsmUIDw/HzTffHHDz12g0mDBhAu677z6kpqYGzPzXr1+PI0eO4P777/faroT5K/bccCFEm3NBVSoV3G63TB3JK9Bej08++QQvvfQSvvnmG6jV6oCbv91ux/bt23HbbbdBq9UGxPwdDgcWLlyI9957r83ZOkqYv2L3LLVaLex2u9c2u90OrVYrU0fyCqTXo7y8HDNnzsTq1asxfPhwAIE1f+D0KX4WiwUPPvggXnvttYCYf3Z2NmbOnImRI0e2GVPC/BUblhaLBZWVlWhqavJss1qtsFgsMnYln8TERJSWlnq+djgcqKio6HWvR21tLW644QY89dRTSElJ8WwPhPm3d4HrPn36IDg4OCDmb7VasXz5cmg0Gmg0GiQkJKCqqgoajQaNjY3yz/+CHns/RykpKSIjI0M4nU5RXl4uIiIixKZNm+Ru64J47LHHvJYObdmyReh0OlFWViacTqeYP3++SE5OlrHDrnfixAkxbtw48cgjj7QZC4T5W61WMWPGDLF//34hhBDV1dUiISFBPPfccwEx/7Nt3rzZs3RICfNXdFjW1NSI1NRUodFohMlkEjk5OXK3dMGcHZZCCJGbmyuio6PFwIEDxdSpU0V1dbVM3XWPgoICAUBERkZ6PebMmSOE6P3zlyRJPPvss2LUqFHCYDAIs9ksli5dKiRJEkL0/vmf7edhKYT881fsOksiIiVR7GeWRERKwrAkIvIDw5KIyA8MSyIiPzAsiYj8wLAkIvIDw5KIyA8MSyIiPzAsiYj8wLAkIvLD/w8F8ZVmV+HwawAAAABJRU5ErkJggg==",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"T_range = np.linspace(4,40) + 273.15\n",
|
||
"\n",
|
||
"Psat_range = np.array([p_sat(T) for T in T_range])\n",
|
||
"\n",
|
||
"plt.figure()\n",
|
||
"plt.plot(T_range - 273.15, Psat_range)\n",
|
||
"plt.xlim(0, 40)\n",
|
||
"plt.ylabel(\"Saturation Vapor Pressure, Pa\")\n",
|
||
"plt.xlabel(r\"Temperature, ${}^\\circ C$\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"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": "markdown",
|
||
"id": "f83fec5c",
|
||
"metadata": {},
|
||
"source": [
|
||
"${30}^\\circ C$ 기온에서 포화수증기압일 때 수분 비율 (부피 %)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "408ba5de",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.04181267022743699"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_water (1, 30 + 273.15)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "87d99ee2",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 수분 질량 비율"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4fa93d7a",
|
||
"metadata": {},
|
||
"source": [
|
||
"혼합기체의 몰분율(부피분율) - 질량분율 변환\n",
|
||
"\n",
|
||
"$$\n",
|
||
"Y_{\\mathrm{H_2O}} = \\frac{ W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }{W_{\\mathrm{mean}}} = \\frac{ W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }{\\sum_i{ W_{i} X_{i} }}\n",
|
||
"$$\n",
|
||
"\n",
|
||
"배경가스(공기, LDG) 의 평균 분자량 $ W_{\\mathrm{bg}} $ 일 때\n",
|
||
"\n",
|
||
"$$\n",
|
||
"Y_{\\mathrm{H_2O}} = \\frac{ W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }{ W_{\\mathrm{bg}} \\left( 1 - X_{\\mathrm{H_20}} \\right) + W_{\\mathrm{H_20}} X_{\\mathrm{H_20}} }\n",
|
||
"$$\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "76e6375f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def Y_water (X_H2O, W_bg):\n",
|
||
" W_H2O = water.molecular_weights[0]\n",
|
||
" # LDG_dict[\"H2O\"] = X_H2O / (1 - X_H2O) # (1-X_H2O) divided to have X_H2O after normalize\n",
|
||
" return X_H2O * W_H2O / (X_H2O * W_H2O + W_bg * (1 - X_H2O))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "20422631",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 상대 습도 from 기체 수분 함량(질량)\n",
|
||
"\n",
|
||
"$$\n",
|
||
"\\frac{\\mathrm{moisture}, (g/l)}{ \\rho_{\\mathrm{sat. vapor}}(T)}\n",
|
||
"$$"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"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\n",
|
||
"\n",
|
||
"$$\n",
|
||
"\\mathrm{RH} = \\frac {X_{\\mathrm{H_2O}} }{p_{\\mathrm{sat}} / p}\n",
|
||
"$$"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"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)\n",
|
||
"$$\n",
|
||
"p_{\\mathrm{H_2O}} = \\mathrm{RH} p_{\\mathrm{sat}} \\left( T \\right)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"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": 12,
|
||
"id": "939a48cc",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"cnames = list(map(str.strip, open('220922/220922-115225_Converted.csv').readlines()[42].split(sep=',')))\n",
|
||
"cnames[1] = 'time'"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"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": 14,
|
||
"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": 15,
|
||
"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": 16,
|
||
"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": 17,
|
||
"id": "68d59660",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\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": 18,
|
||
"id": "cc718bfa",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ldg_pp_1019 = read_two_humidity_logger_csv('./221019/221019-145514.CSV')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "b0abe6cc",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ldg_pp_1026 = read_two_humidity_logger_csv_v1026('./221026/221026-111532.CSV')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "a9fdd208",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ldg_pp_1103 = read_two_humidity_logger_csv_v1026('./221103/221103-102930.CSV')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "500e1f54",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>No.</th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>ms</th>\n",
|
||
" <th>CH1</th>\n",
|
||
" <th>CH2</th>\n",
|
||
" <th>CH3</th>\n",
|
||
" <th>CH4</th>\n",
|
||
" <th>CH5</th>\n",
|
||
" <th>CH6</th>\n",
|
||
" <th>CH7</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>CH18</th>\n",
|
||
" <th>CH19</th>\n",
|
||
" <th>CH20</th>\n",
|
||
" <th>Alarm1</th>\n",
|
||
" <th>Alarm2</th>\n",
|
||
" <th>AlarmOut</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" <th>T</th>\n",
|
||
" <th>RH</th>\n",
|
||
" <th>vp</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2022-09-22 11:52:25</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.770</td>\n",
|
||
" <td>2.197</td>\n",
|
||
" <td>1.579</td>\n",
|
||
" <td>0.005</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 11:52:25.000</td>\n",
|
||
" <td>298.985</td>\n",
|
||
" <td>94.250</td>\n",
|
||
" <td>3132.015631</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>2022-09-22 11:52:25</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>4.770</td>\n",
|
||
" <td>2.197</td>\n",
|
||
" <td>1.579</td>\n",
|
||
" <td>0.006</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 11:52:25.200</td>\n",
|
||
" <td>298.985</td>\n",
|
||
" <td>94.250</td>\n",
|
||
" <td>3132.015631</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2022-09-22 11:52:25</td>\n",
|
||
" <td>400</td>\n",
|
||
" <td>4.770</td>\n",
|
||
" <td>2.198</td>\n",
|
||
" <td>1.579</td>\n",
|
||
" <td>0.006</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 11:52:25.400</td>\n",
|
||
" <td>299.040</td>\n",
|
||
" <td>94.250</td>\n",
|
||
" <td>3142.234511</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2022-09-22 11:52:25</td>\n",
|
||
" <td>600</td>\n",
|
||
" <td>4.771</td>\n",
|
||
" <td>2.198</td>\n",
|
||
" <td>1.579</td>\n",
|
||
" <td>0.007</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 11:52:25.600</td>\n",
|
||
" <td>299.040</td>\n",
|
||
" <td>94.275</td>\n",
|
||
" <td>3143.067995</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2022-09-22 11:52:25</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>4.771</td>\n",
|
||
" <td>2.197</td>\n",
|
||
" <td>1.579</td>\n",
|
||
" <td>0.007</td>\n",
|
||
" <td>0.002</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 11:52:25.800</td>\n",
|
||
" <td>298.985</td>\n",
|
||
" <td>94.275</td>\n",
|
||
" <td>3132.846404</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33953</th>\n",
|
||
" <td>33954</td>\n",
|
||
" <td>2022-09-22 13:45:35</td>\n",
|
||
" <td>600</td>\n",
|
||
" <td>4.908</td>\n",
|
||
" <td>2.275</td>\n",
|
||
" <td>1.187</td>\n",
|
||
" <td>0.006</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 13:45:35.600</td>\n",
|
||
" <td>303.275</td>\n",
|
||
" <td>97.700</td>\n",
|
||
" <td>4169.019855</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33954</th>\n",
|
||
" <td>33955</td>\n",
|
||
" <td>2022-09-22 13:45:35</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>4.908</td>\n",
|
||
" <td>2.275</td>\n",
|
||
" <td>1.187</td>\n",
|
||
" <td>0.006</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.002</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 13:45:35.800</td>\n",
|
||
" <td>303.275</td>\n",
|
||
" <td>97.700</td>\n",
|
||
" <td>4169.019855</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33955</th>\n",
|
||
" <td>33956</td>\n",
|
||
" <td>2022-09-22 13:45:36</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.908</td>\n",
|
||
" <td>2.275</td>\n",
|
||
" <td>1.187</td>\n",
|
||
" <td>0.006</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 13:45:36.000</td>\n",
|
||
" <td>303.275</td>\n",
|
||
" <td>97.700</td>\n",
|
||
" <td>4169.019855</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33956</th>\n",
|
||
" <td>33957</td>\n",
|
||
" <td>2022-09-22 13:45:36</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>4.908</td>\n",
|
||
" <td>2.275</td>\n",
|
||
" <td>1.187</td>\n",
|
||
" <td>0.006</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.002</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 13:45:36.200</td>\n",
|
||
" <td>303.275</td>\n",
|
||
" <td>97.700</td>\n",
|
||
" <td>4169.019855</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33957</th>\n",
|
||
" <td>33958</td>\n",
|
||
" <td>2022-09-22 13:45:36</td>\n",
|
||
" <td>400</td>\n",
|
||
" <td>4.908</td>\n",
|
||
" <td>2.275</td>\n",
|
||
" <td>1.187</td>\n",
|
||
" <td>0.006</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.002</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 13:45:36.400</td>\n",
|
||
" <td>303.275</td>\n",
|
||
" <td>97.700</td>\n",
|
||
" <td>4169.019855</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>33958 rows × 30 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" No. time ms CH1 CH2 CH3 CH4 CH5 \\\n",
|
||
"0 1 2022-09-22 11:52:25 0 4.770 2.197 1.579 0.005 0.001 \n",
|
||
"1 2 2022-09-22 11:52:25 200 4.770 2.197 1.579 0.006 0.001 \n",
|
||
"2 3 2022-09-22 11:52:25 400 4.770 2.198 1.579 0.006 0.001 \n",
|
||
"3 4 2022-09-22 11:52:25 600 4.771 2.198 1.579 0.007 0.001 \n",
|
||
"4 5 2022-09-22 11:52:25 800 4.771 2.197 1.579 0.007 0.002 \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"33953 33954 2022-09-22 13:45:35 600 4.908 2.275 1.187 0.006 0.001 \n",
|
||
"33954 33955 2022-09-22 13:45:35 800 4.908 2.275 1.187 0.006 0.001 \n",
|
||
"33955 33956 2022-09-22 13:45:36 0 4.908 2.275 1.187 0.006 0.001 \n",
|
||
"33956 33957 2022-09-22 13:45:36 200 4.908 2.275 1.187 0.006 0.001 \n",
|
||
"33957 33958 2022-09-22 13:45:36 400 4.908 2.275 1.187 0.006 0.001 \n",
|
||
"\n",
|
||
" CH6 CH7 ... CH18 CH19 CH20 Alarm1 Alarm2 \\\n",
|
||
"0 0.000 0.001 ... -0.01 0.01 0.00 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"1 0.000 0.001 ... -0.01 0.01 -0.01 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"2 0.000 0.001 ... -0.01 0.00 0.00 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"3 0.001 0.001 ... -0.01 0.00 0.00 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"4 0.000 0.001 ... -0.01 0.00 -0.01 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"33953 0.001 0.001 ... 0.01 0.00 0.01 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"33954 0.002 0.001 ... 0.01 0.01 0.01 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"33955 0.001 0.001 ... 0.01 0.00 0.01 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"33956 0.002 0.001 ... 0.01 0.00 0.01 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"33957 0.002 0.001 ... 0.01 0.00 0.01 LLLLLLLLLL LLLLLLLLLL \n",
|
||
"\n",
|
||
" AlarmOut timestamp T RH vp \n",
|
||
"0 LLLLLLLLLLLLLL 2022-09-22 11:52:25.000 298.985 94.250 3132.015631 \n",
|
||
"1 LLLLLLLLLLLLLL 2022-09-22 11:52:25.200 298.985 94.250 3132.015631 \n",
|
||
"2 LLLLLLLLLLLLLL 2022-09-22 11:52:25.400 299.040 94.250 3142.234511 \n",
|
||
"3 LLLLLLLLLLLLLL 2022-09-22 11:52:25.600 299.040 94.275 3143.067995 \n",
|
||
"4 LLLLLLLLLLLLLL 2022-09-22 11:52:25.800 298.985 94.275 3132.846404 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"33953 LLLLLLLLLLLLLL 2022-09-22 13:45:35.600 303.275 97.700 4169.019855 \n",
|
||
"33954 LLLLLLLLLLLLLL 2022-09-22 13:45:35.800 303.275 97.700 4169.019855 \n",
|
||
"33955 LLLLLLLLLLLLLL 2022-09-22 13:45:36.000 303.275 97.700 4169.019855 \n",
|
||
"33956 LLLLLLLLLLLLLL 2022-09-22 13:45:36.200 303.275 97.700 4169.019855 \n",
|
||
"33957 LLLLLLLLLLLLLL 2022-09-22 13:45:36.400 303.275 97.700 4169.019855 \n",
|
||
"\n",
|
||
"[33958 rows x 30 columns]"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ldg_station_raw"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "573f079c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
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|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
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|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>No.</th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>ms</th>\n",
|
||
" <th>CH1</th>\n",
|
||
" <th>CH2</th>\n",
|
||
" <th>CH3</th>\n",
|
||
" <th>CH4</th>\n",
|
||
" <th>CH5</th>\n",
|
||
" <th>CH6</th>\n",
|
||
" <th>CH7</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>CH18</th>\n",
|
||
" <th>CH19</th>\n",
|
||
" <th>CH20</th>\n",
|
||
" <th>Alarm1</th>\n",
|
||
" <th>Alarm2</th>\n",
|
||
" <th>AlarmOut</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" <th>T</th>\n",
|
||
" <th>RH</th>\n",
|
||
" <th>vp</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2022-09-22 15:02:45</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3.91</td>\n",
|
||
" <td>2.30</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 15:02:45.000</td>\n",
|
||
" <td>304.65</td>\n",
|
||
" <td>72.75</td>\n",
|
||
" <td>3357.719782</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>2022-09-22 15:02:45</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>3.91</td>\n",
|
||
" <td>2.31</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 15:02:45.200</td>\n",
|
||
" <td>305.20</td>\n",
|
||
" <td>72.75</td>\n",
|
||
" <td>3463.981638</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2022-09-22 15:02:45</td>\n",
|
||
" <td>400</td>\n",
|
||
" <td>3.91</td>\n",
|
||
" <td>2.31</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 15:02:45.400</td>\n",
|
||
" <td>305.20</td>\n",
|
||
" <td>72.75</td>\n",
|
||
" <td>3463.981638</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2022-09-22 15:02:45</td>\n",
|
||
" <td>600</td>\n",
|
||
" <td>3.91</td>\n",
|
||
" <td>2.30</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 15:02:45.600</td>\n",
|
||
" <td>304.65</td>\n",
|
||
" <td>72.75</td>\n",
|
||
" <td>3357.719782</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2022-09-22 15:02:45</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>3.91</td>\n",
|
||
" <td>2.30</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 15:02:45.800</td>\n",
|
||
" <td>304.65</td>\n",
|
||
" <td>72.75</td>\n",
|
||
" <td>3357.719782</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20565</th>\n",
|
||
" <td>20566</td>\n",
|
||
" <td>2022-09-22 16:11:18</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.33</td>\n",
|
||
" <td>2.25</td>\n",
|
||
" <td>1.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 16:11:18.000</td>\n",
|
||
" <td>301.90</td>\n",
|
||
" <td>83.25</td>\n",
|
||
" <td>3281.698205</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20566</th>\n",
|
||
" <td>20567</td>\n",
|
||
" <td>2022-09-22 16:11:18</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>4.33</td>\n",
|
||
" <td>2.25</td>\n",
|
||
" <td>1.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 16:11:18.200</td>\n",
|
||
" <td>301.90</td>\n",
|
||
" <td>83.25</td>\n",
|
||
" <td>3281.698205</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20567</th>\n",
|
||
" <td>20568</td>\n",
|
||
" <td>2022-09-22 16:11:18</td>\n",
|
||
" <td>400</td>\n",
|
||
" <td>4.33</td>\n",
|
||
" <td>2.25</td>\n",
|
||
" <td>1.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 16:11:18.400</td>\n",
|
||
" <td>301.90</td>\n",
|
||
" <td>83.25</td>\n",
|
||
" <td>3281.698205</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20568</th>\n",
|
||
" <td>20569</td>\n",
|
||
" <td>2022-09-22 16:11:18</td>\n",
|
||
" <td>600</td>\n",
|
||
" <td>4.32</td>\n",
|
||
" <td>2.25</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 16:11:18.600</td>\n",
|
||
" <td>301.90</td>\n",
|
||
" <td>83.00</td>\n",
|
||
" <td>3271.843255</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20569</th>\n",
|
||
" <td>20570</td>\n",
|
||
" <td>2022-09-22 16:11:18</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>4.32</td>\n",
|
||
" <td>2.25</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>-0.01</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLLLLLL</td>\n",
|
||
" <td>2022-09-22 16:11:18.800</td>\n",
|
||
" <td>301.90</td>\n",
|
||
" <td>83.00</td>\n",
|
||
" <td>3271.843255</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>20570 rows × 30 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" No. time ms CH1 CH2 CH3 CH4 CH5 CH6 \\\n",
|
||
"0 1 2022-09-22 15:02:45 0 3.91 2.30 1.00 0.01 0.01 0.00 \n",
|
||
"1 2 2022-09-22 15:02:45 200 3.91 2.31 1.00 0.01 0.01 0.00 \n",
|
||
"2 3 2022-09-22 15:02:45 400 3.91 2.31 1.00 0.01 0.01 0.00 \n",
|
||
"3 4 2022-09-22 15:02:45 600 3.91 2.30 1.00 0.01 0.01 0.01 \n",
|
||
"4 5 2022-09-22 15:02:45 800 3.91 2.30 1.00 0.01 0.01 0.01 \n",
|
||
"... ... ... ... ... ... ... ... ... ... \n",
|
||
"20565 20566 2022-09-22 16:11:18 0 4.33 2.25 1.01 -0.01 -0.01 -0.01 \n",
|
||
"20566 20567 2022-09-22 16:11:18 200 4.33 2.25 1.01 -0.01 0.00 -0.01 \n",
|
||
"20567 20568 2022-09-22 16:11:18 400 4.33 2.25 1.01 -0.01 0.00 -0.01 \n",
|
||
"20568 20569 2022-09-22 16:11:18 600 4.32 2.25 1.00 -0.01 -0.01 -0.01 \n",
|
||
"20569 20570 2022-09-22 16:11:18 800 4.32 2.25 1.00 -0.01 -0.01 -0.01 \n",
|
||
"\n",
|
||
" CH7 ... CH18 CH19 CH20 Alarm1 Alarm2 AlarmOut \\\n",
|
||
"0 0.01 ... -0.01 -0.01 0.00 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"1 0.00 ... -0.01 -0.01 0.00 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"2 0.00 ... -0.01 -0.01 0.00 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"3 0.00 ... 0.00 -0.01 0.00 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"4 0.00 ... 0.00 -0.01 0.01 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"20565 0.01 ... 0.01 0.01 0.01 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"20566 0.01 ... 0.01 0.01 0.01 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"20567 0.01 ... 0.00 0.01 0.01 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"20568 -0.01 ... 0.00 0.00 0.00 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"20569 -0.01 ... 0.00 0.01 0.00 LLLLLLLLLL LLLLLLLLLL LLLLLLLLLLLLLL \n",
|
||
"\n",
|
||
" timestamp T RH vp \n",
|
||
"0 2022-09-22 15:02:45.000 304.65 72.75 3357.719782 \n",
|
||
"1 2022-09-22 15:02:45.200 305.20 72.75 3463.981638 \n",
|
||
"2 2022-09-22 15:02:45.400 305.20 72.75 3463.981638 \n",
|
||
"3 2022-09-22 15:02:45.600 304.65 72.75 3357.719782 \n",
|
||
"4 2022-09-22 15:02:45.800 304.65 72.75 3357.719782 \n",
|
||
"... ... ... ... ... \n",
|
||
"20565 2022-09-22 16:11:18.000 301.90 83.25 3281.698205 \n",
|
||
"20566 2022-09-22 16:11:18.200 301.90 83.25 3281.698205 \n",
|
||
"20567 2022-09-22 16:11:18.400 301.90 83.25 3281.698205 \n",
|
||
"20568 2022-09-22 16:11:18.600 301.90 83.00 3271.843255 \n",
|
||
"20569 2022-09-22 16:11:18.800 301.90 83.00 3271.843255 \n",
|
||
"\n",
|
||
"[20570 rows x 30 columns]"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ldg_pp_raw"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "016ce853",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
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|
||
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|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>No.</th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>ms</th>\n",
|
||
" <th>CH1</th>\n",
|
||
" <th>CH2</th>\n",
|
||
" <th>CH3</th>\n",
|
||
" <th>CH4</th>\n",
|
||
" <th>CH5</th>\n",
|
||
" <th>CH6</th>\n",
|
||
" <th>CH7</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>CH18</th>\n",
|
||
" <th>CH19</th>\n",
|
||
" <th>CH20</th>\n",
|
||
" <th>Alarm1</th>\n",
|
||
" <th>Alarm2</th>\n",
|
||
" <th>AlarmOut</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" <th>T</th>\n",
|
||
" <th>RH</th>\n",
|
||
" <th>vp</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2022/09/26 10:29:32</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.987</td>\n",
|
||
" <td>+ 2.129</td>\n",
|
||
" <td>+ 1.007</td>\n",
|
||
" <td>+ 2.138</td>\n",
|
||
" <td>+ 0.008</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 10:29:32</td>\n",
|
||
" <td>295.245</td>\n",
|
||
" <td>99.675</td>\n",
|
||
" <td>2645.612154</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>2022/09/26 10:29:33</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.987</td>\n",
|
||
" <td>+ 2.129</td>\n",
|
||
" <td>+ 1.007</td>\n",
|
||
" <td>+ 2.138</td>\n",
|
||
" <td>+ 0.008</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 10:29:33</td>\n",
|
||
" <td>295.245</td>\n",
|
||
" <td>99.675</td>\n",
|
||
" <td>2645.612154</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2022/09/26 10:29:34</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.987</td>\n",
|
||
" <td>+ 2.129</td>\n",
|
||
" <td>+ 1.007</td>\n",
|
||
" <td>+ 2.138</td>\n",
|
||
" <td>+ 0.007</td>\n",
|
||
" <td>+ 0.002</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>- 0.01</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 10:29:34</td>\n",
|
||
" <td>295.245</td>\n",
|
||
" <td>99.675</td>\n",
|
||
" <td>2645.612154</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2022/09/26 10:29:35</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.987</td>\n",
|
||
" <td>+ 2.129</td>\n",
|
||
" <td>+ 1.007</td>\n",
|
||
" <td>+ 2.138</td>\n",
|
||
" <td>+ 0.007</td>\n",
|
||
" <td>+ 0.002</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>- 0.01</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>- 0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 10:29:35</td>\n",
|
||
" <td>295.245</td>\n",
|
||
" <td>99.675</td>\n",
|
||
" <td>2645.612154</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2022/09/26 10:29:36</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.987</td>\n",
|
||
" <td>+ 2.129</td>\n",
|
||
" <td>+ 1.007</td>\n",
|
||
" <td>+ 2.138</td>\n",
|
||
" <td>+ 0.007</td>\n",
|
||
" <td>+ 0.002</td>\n",
|
||
" <td>+ 0.002</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>- 0.01</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 10:29:36</td>\n",
|
||
" <td>295.245</td>\n",
|
||
" <td>99.675</td>\n",
|
||
" <td>2645.612154</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5103</th>\n",
|
||
" <td>5104</td>\n",
|
||
" <td>2022/09/26 11:54:35</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.996</td>\n",
|
||
" <td>+ 2.159</td>\n",
|
||
" <td>+ 1.009</td>\n",
|
||
" <td>+ 2.169</td>\n",
|
||
" <td>+ 0.006</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>- 0.01</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 11:54:35</td>\n",
|
||
" <td>296.895</td>\n",
|
||
" <td>99.900</td>\n",
|
||
" <td>2930.281587</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5104</th>\n",
|
||
" <td>5105</td>\n",
|
||
" <td>2022/09/26 11:54:36</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.995</td>\n",
|
||
" <td>+ 2.159</td>\n",
|
||
" <td>+ 1.009</td>\n",
|
||
" <td>+ 2.170</td>\n",
|
||
" <td>+ 0.006</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 11:54:36</td>\n",
|
||
" <td>296.895</td>\n",
|
||
" <td>99.875</td>\n",
|
||
" <td>2929.548283</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5105</th>\n",
|
||
" <td>5106</td>\n",
|
||
" <td>2022/09/26 11:54:37</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.995</td>\n",
|
||
" <td>+ 2.159</td>\n",
|
||
" <td>+ 1.009</td>\n",
|
||
" <td>+ 2.170</td>\n",
|
||
" <td>+ 0.006</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 11:54:37</td>\n",
|
||
" <td>296.895</td>\n",
|
||
" <td>99.875</td>\n",
|
||
" <td>2929.548283</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5106</th>\n",
|
||
" <td>5107</td>\n",
|
||
" <td>2022/09/26 11:54:38</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.994</td>\n",
|
||
" <td>+ 2.160</td>\n",
|
||
" <td>+ 1.009</td>\n",
|
||
" <td>+ 2.170</td>\n",
|
||
" <td>+ 0.006</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 11:54:38</td>\n",
|
||
" <td>296.950</td>\n",
|
||
" <td>99.850</td>\n",
|
||
" <td>2938.524485</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5107</th>\n",
|
||
" <td>5108</td>\n",
|
||
" <td>2022/09/26 11:54:39</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.994</td>\n",
|
||
" <td>+ 2.159</td>\n",
|
||
" <td>+ 1.009</td>\n",
|
||
" <td>+ 2.170</td>\n",
|
||
" <td>+ 0.006</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>+ 0.001</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>+ 0.00</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-09-26 11:54:39</td>\n",
|
||
" <td>296.895</td>\n",
|
||
" <td>99.850</td>\n",
|
||
" <td>2928.814979</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5108 rows × 30 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" No. time ms CH1 CH2 CH3 CH4 \\\n",
|
||
"0 1 2022/09/26 10:29:32 0 + 4.987 + 2.129 + 1.007 + 2.138 \n",
|
||
"1 2 2022/09/26 10:29:33 0 + 4.987 + 2.129 + 1.007 + 2.138 \n",
|
||
"2 3 2022/09/26 10:29:34 0 + 4.987 + 2.129 + 1.007 + 2.138 \n",
|
||
"3 4 2022/09/26 10:29:35 0 + 4.987 + 2.129 + 1.007 + 2.138 \n",
|
||
"4 5 2022/09/26 10:29:36 0 + 4.987 + 2.129 + 1.007 + 2.138 \n",
|
||
"... ... ... .. ... ... ... ... \n",
|
||
"5103 5104 2022/09/26 11:54:35 0 + 4.996 + 2.159 + 1.009 + 2.169 \n",
|
||
"5104 5105 2022/09/26 11:54:36 0 + 4.995 + 2.159 + 1.009 + 2.170 \n",
|
||
"5105 5106 2022/09/26 11:54:37 0 + 4.995 + 2.159 + 1.009 + 2.170 \n",
|
||
"5106 5107 2022/09/26 11:54:38 0 + 4.994 + 2.160 + 1.009 + 2.170 \n",
|
||
"5107 5108 2022/09/26 11:54:39 0 + 4.994 + 2.159 + 1.009 + 2.170 \n",
|
||
"\n",
|
||
" CH5 CH6 CH7 ... CH18 CH19 CH20 Alarm1 \\\n",
|
||
"0 + 0.008 + 0.001 + 0.001 ... + 0.00 + 0.00 + 0.00 LLLLLLLLLL \n",
|
||
"1 + 0.008 + 0.001 + 0.001 ... + 0.00 + 0.00 + 0.00 LLLLLLLLLL \n",
|
||
"2 + 0.007 + 0.002 + 0.001 ... + 0.00 - 0.01 + 0.00 LLLLLLLLLL \n",
|
||
"3 + 0.007 + 0.002 + 0.001 ... - 0.01 + 0.00 - 0.01 LLLLLLLLLL \n",
|
||
"4 + 0.007 + 0.002 + 0.002 ... + 0.00 + 0.00 - 0.01 LLLLLLLLLL \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"5103 + 0.006 + 0.001 + 0.001 ... - 0.01 + 0.00 + 0.00 LLLLLLLLLL \n",
|
||
"5104 + 0.006 + 0.001 + 0.001 ... + 0.00 + 0.00 + 0.00 LLLLLLLLLL \n",
|
||
"5105 + 0.006 + 0.001 + 0.001 ... + 0.00 + 0.00 + 0.00 LLLLLLLLLL \n",
|
||
"5106 + 0.006 + 0.001 + 0.001 ... + 0.00 + 0.00 + 0.00 LLLLLLLLLL \n",
|
||
"5107 + 0.006 + 0.001 + 0.001 ... + 0.00 + 0.00 + 0.00 LLLLLLLLLL \n",
|
||
"\n",
|
||
" Alarm2 AlarmOut timestamp T RH vp \n",
|
||
"0 LLLLLLLLLL LLLL 2022-09-26 10:29:32 295.245 99.675 2645.612154 \n",
|
||
"1 LLLLLLLLLL LLLL 2022-09-26 10:29:33 295.245 99.675 2645.612154 \n",
|
||
"2 LLLLLLLLLL LLLL 2022-09-26 10:29:34 295.245 99.675 2645.612154 \n",
|
||
"3 LLLLLLLLLL LLLL 2022-09-26 10:29:35 295.245 99.675 2645.612154 \n",
|
||
"4 LLLLLLLLLL LLLL 2022-09-26 10:29:36 295.245 99.675 2645.612154 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"5103 LLLLLLLLLL LLLL 2022-09-26 11:54:35 296.895 99.900 2930.281587 \n",
|
||
"5104 LLLLLLLLLL LLLL 2022-09-26 11:54:36 296.895 99.875 2929.548283 \n",
|
||
"5105 LLLLLLLLLL LLLL 2022-09-26 11:54:37 296.895 99.875 2929.548283 \n",
|
||
"5106 LLLLLLLLLL LLLL 2022-09-26 11:54:38 296.950 99.850 2938.524485 \n",
|
||
"5107 LLLLLLLLLL LLLL 2022-09-26 11:54:39 296.895 99.850 2928.814979 \n",
|
||
"\n",
|
||
"[5108 rows x 30 columns]"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ldg_station_raw_0926"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "e056fd02",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>No.</th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>ms</th>\n",
|
||
" <th>CH1</th>\n",
|
||
" <th>CH2</th>\n",
|
||
" <th>CH3</th>\n",
|
||
" <th>CH4</th>\n",
|
||
" <th>CH5</th>\n",
|
||
" <th>CH6</th>\n",
|
||
" <th>CH7</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Alarm1</th>\n",
|
||
" <th>Alarm2</th>\n",
|
||
" <th>AlarmOut</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" <th>T1</th>\n",
|
||
" <th>RH1</th>\n",
|
||
" <th>vp1</th>\n",
|
||
" <th>T2</th>\n",
|
||
" <th>RH2</th>\n",
|
||
" <th>vp2</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2022/10/13 10:02:09</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.918</td>\n",
|
||
" <td>+ 2.082</td>\n",
|
||
" <td>+ 1.323</td>\n",
|
||
" <td>+ 2.414</td>\n",
|
||
" <td>+ 2.080</td>\n",
|
||
" <td>+ 1.289</td>\n",
|
||
" <td>+ 0.007</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 10:02:09</td>\n",
|
||
" <td>292.66</td>\n",
|
||
" <td>97.950</td>\n",
|
||
" <td>2217.317510</td>\n",
|
||
" <td>292.550</td>\n",
|
||
" <td>35.350</td>\n",
|
||
" <td>794.769171</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>2022/10/13 10:02:10</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.918</td>\n",
|
||
" <td>+ 2.082</td>\n",
|
||
" <td>+ 1.323</td>\n",
|
||
" <td>+ 2.411</td>\n",
|
||
" <td>+ 2.081</td>\n",
|
||
" <td>+ 1.289</td>\n",
|
||
" <td>+ 0.007</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 10:02:10</td>\n",
|
||
" <td>292.66</td>\n",
|
||
" <td>97.950</td>\n",
|
||
" <td>2217.317510</td>\n",
|
||
" <td>292.605</td>\n",
|
||
" <td>35.275</td>\n",
|
||
" <td>795.801694</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2022/10/13 10:02:11</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.917</td>\n",
|
||
" <td>+ 2.082</td>\n",
|
||
" <td>+ 1.323</td>\n",
|
||
" <td>+ 2.411</td>\n",
|
||
" <td>+ 2.080</td>\n",
|
||
" <td>+ 1.289</td>\n",
|
||
" <td>+ 0.007</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 10:02:11</td>\n",
|
||
" <td>292.66</td>\n",
|
||
" <td>97.925</td>\n",
|
||
" <td>2216.751579</td>\n",
|
||
" <td>292.550</td>\n",
|
||
" <td>35.275</td>\n",
|
||
" <td>793.082957</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2022/10/13 10:02:12</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.917</td>\n",
|
||
" <td>+ 2.082</td>\n",
|
||
" <td>+ 1.323</td>\n",
|
||
" <td>+ 2.410</td>\n",
|
||
" <td>+ 2.080</td>\n",
|
||
" <td>+ 1.289</td>\n",
|
||
" <td>+ 0.006</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 10:02:12</td>\n",
|
||
" <td>292.66</td>\n",
|
||
" <td>97.925</td>\n",
|
||
" <td>2216.751579</td>\n",
|
||
" <td>292.550</td>\n",
|
||
" <td>35.250</td>\n",
|
||
" <td>792.520885</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2022/10/13 10:02:13</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.917</td>\n",
|
||
" <td>+ 2.082</td>\n",
|
||
" <td>+ 1.323</td>\n",
|
||
" <td>+ 2.410</td>\n",
|
||
" <td>+ 2.080</td>\n",
|
||
" <td>+ 1.289</td>\n",
|
||
" <td>+ 0.006</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 10:02:13</td>\n",
|
||
" <td>292.66</td>\n",
|
||
" <td>97.925</td>\n",
|
||
" <td>2216.751579</td>\n",
|
||
" <td>292.550</td>\n",
|
||
" <td>35.250</td>\n",
|
||
" <td>792.520885</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21251</th>\n",
|
||
" <td>21252</td>\n",
|
||
" <td>2022/10/13 15:56:20</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.815</td>\n",
|
||
" <td>+ 2.186</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 1.953</td>\n",
|
||
" <td>+ 2.189</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 0.004</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 15:56:20</td>\n",
|
||
" <td>298.38</td>\n",
|
||
" <td>95.375</td>\n",
|
||
" <td>3057.571525</td>\n",
|
||
" <td>298.545</td>\n",
|
||
" <td>23.825</td>\n",
|
||
" <td>771.323885</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21252</th>\n",
|
||
" <td>21253</td>\n",
|
||
" <td>2022/10/13 15:56:21</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.815</td>\n",
|
||
" <td>+ 2.186</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 1.953</td>\n",
|
||
" <td>+ 2.189</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 0.004</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 15:56:21</td>\n",
|
||
" <td>298.38</td>\n",
|
||
" <td>95.375</td>\n",
|
||
" <td>3057.571525</td>\n",
|
||
" <td>298.545</td>\n",
|
||
" <td>23.825</td>\n",
|
||
" <td>771.323885</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21253</th>\n",
|
||
" <td>21254</td>\n",
|
||
" <td>2022/10/13 15:56:22</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.815</td>\n",
|
||
" <td>+ 2.186</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 1.953</td>\n",
|
||
" <td>+ 2.189</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 0.004</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 15:56:22</td>\n",
|
||
" <td>298.38</td>\n",
|
||
" <td>95.375</td>\n",
|
||
" <td>3057.571525</td>\n",
|
||
" <td>298.545</td>\n",
|
||
" <td>23.825</td>\n",
|
||
" <td>771.323885</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21254</th>\n",
|
||
" <td>21255</td>\n",
|
||
" <td>2022/10/13 15:56:23</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.814</td>\n",
|
||
" <td>+ 2.186</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 1.953</td>\n",
|
||
" <td>+ 2.189</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 0.004</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 15:56:23</td>\n",
|
||
" <td>298.38</td>\n",
|
||
" <td>95.350</td>\n",
|
||
" <td>3056.770065</td>\n",
|
||
" <td>298.545</td>\n",
|
||
" <td>23.825</td>\n",
|
||
" <td>771.323885</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21255</th>\n",
|
||
" <td>21256</td>\n",
|
||
" <td>2022/10/13 15:56:24</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+ 4.814</td>\n",
|
||
" <td>+ 2.186</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 1.953</td>\n",
|
||
" <td>+ 2.189</td>\n",
|
||
" <td>+ 1.002</td>\n",
|
||
" <td>+ 0.004</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-13 15:56:24</td>\n",
|
||
" <td>298.38</td>\n",
|
||
" <td>95.350</td>\n",
|
||
" <td>3056.770065</td>\n",
|
||
" <td>298.545</td>\n",
|
||
" <td>23.825</td>\n",
|
||
" <td>771.323885</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>21256 rows × 33 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" No. time ms CH1 CH2 CH3 CH4 \\\n",
|
||
"0 1 2022/10/13 10:02:09 0 + 4.918 + 2.082 + 1.323 + 2.414 \n",
|
||
"1 2 2022/10/13 10:02:10 0 + 4.918 + 2.082 + 1.323 + 2.411 \n",
|
||
"2 3 2022/10/13 10:02:11 0 + 4.917 + 2.082 + 1.323 + 2.411 \n",
|
||
"3 4 2022/10/13 10:02:12 0 + 4.917 + 2.082 + 1.323 + 2.410 \n",
|
||
"4 5 2022/10/13 10:02:13 0 + 4.917 + 2.082 + 1.323 + 2.410 \n",
|
||
"... ... ... .. ... ... ... ... \n",
|
||
"21251 21252 2022/10/13 15:56:20 0 + 4.815 + 2.186 + 1.002 + 1.953 \n",
|
||
"21252 21253 2022/10/13 15:56:21 0 + 4.815 + 2.186 + 1.002 + 1.953 \n",
|
||
"21253 21254 2022/10/13 15:56:22 0 + 4.815 + 2.186 + 1.002 + 1.953 \n",
|
||
"21254 21255 2022/10/13 15:56:23 0 + 4.814 + 2.186 + 1.002 + 1.953 \n",
|
||
"21255 21256 2022/10/13 15:56:24 0 + 4.814 + 2.186 + 1.002 + 1.953 \n",
|
||
"\n",
|
||
" CH5 CH6 CH7 ... Alarm1 Alarm2 AlarmOut \\\n",
|
||
"0 + 2.080 + 1.289 + 0.007 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"1 + 2.081 + 1.289 + 0.007 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"2 + 2.080 + 1.289 + 0.007 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"3 + 2.080 + 1.289 + 0.006 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"4 + 2.080 + 1.289 + 0.006 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"21251 + 2.189 + 1.002 + 0.004 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"21252 + 2.189 + 1.002 + 0.004 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"21253 + 2.189 + 1.002 + 0.004 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"21254 + 2.189 + 1.002 + 0.004 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"21255 + 2.189 + 1.002 + 0.004 ... LLLLLLLLLL LLLLLLLLLL LLLL \n",
|
||
"\n",
|
||
" timestamp T1 RH1 vp1 T2 RH2 \\\n",
|
||
"0 2022-10-13 10:02:09 292.66 97.950 2217.317510 292.550 35.350 \n",
|
||
"1 2022-10-13 10:02:10 292.66 97.950 2217.317510 292.605 35.275 \n",
|
||
"2 2022-10-13 10:02:11 292.66 97.925 2216.751579 292.550 35.275 \n",
|
||
"3 2022-10-13 10:02:12 292.66 97.925 2216.751579 292.550 35.250 \n",
|
||
"4 2022-10-13 10:02:13 292.66 97.925 2216.751579 292.550 35.250 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"21251 2022-10-13 15:56:20 298.38 95.375 3057.571525 298.545 23.825 \n",
|
||
"21252 2022-10-13 15:56:21 298.38 95.375 3057.571525 298.545 23.825 \n",
|
||
"21253 2022-10-13 15:56:22 298.38 95.375 3057.571525 298.545 23.825 \n",
|
||
"21254 2022-10-13 15:56:23 298.38 95.350 3056.770065 298.545 23.825 \n",
|
||
"21255 2022-10-13 15:56:24 298.38 95.350 3056.770065 298.545 23.825 \n",
|
||
"\n",
|
||
" vp2 \n",
|
||
"0 794.769171 \n",
|
||
"1 795.801694 \n",
|
||
"2 793.082957 \n",
|
||
"3 792.520885 \n",
|
||
"4 792.520885 \n",
|
||
"... ... \n",
|
||
"21251 771.323885 \n",
|
||
"21252 771.323885 \n",
|
||
"21253 771.323885 \n",
|
||
"21254 771.323885 \n",
|
||
"21255 771.323885 \n",
|
||
"\n",
|
||
"[21256 rows x 33 columns]"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ldg_pp_1013"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "9fa201ae",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>No.</th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>ms</th>\n",
|
||
" <th>CH1</th>\n",
|
||
" <th>CH2</th>\n",
|
||
" <th>CH3</th>\n",
|
||
" <th>CH4</th>\n",
|
||
" <th>CH5</th>\n",
|
||
" <th>CH6</th>\n",
|
||
" <th>CH7</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Alarm2</th>\n",
|
||
" <th>AlarmOut</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" <th>T1</th>\n",
|
||
" <th>RH1</th>\n",
|
||
" <th>vp1</th>\n",
|
||
" <th>T2</th>\n",
|
||
" <th>RH2</th>\n",
|
||
" <th>vp2</th>\n",
|
||
" <th>Tamb</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2022/10/26 11:15:42</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>17.044</td>\n",
|
||
" <td>+ 5.234</td>\n",
|
||
" <td>36.731</td>\n",
|
||
" <td>17.050</td>\n",
|
||
" <td>+ 3.691</td>\n",
|
||
" <td>+ 20.1</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-26 11:15:42</td>\n",
|
||
" <td>290.194</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1919.649103</td>\n",
|
||
" <td>290.200</td>\n",
|
||
" <td>36.731</td>\n",
|
||
" <td>712.499514</td>\n",
|
||
" <td>293.25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>2022/10/26 11:15:52</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>17.056</td>\n",
|
||
" <td>+ 5.235</td>\n",
|
||
" <td>36.706</td>\n",
|
||
" <td>17.050</td>\n",
|
||
" <td>+ 3.691</td>\n",
|
||
" <td>+ 20.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-26 11:15:52</td>\n",
|
||
" <td>290.206</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1921.109731</td>\n",
|
||
" <td>290.200</td>\n",
|
||
" <td>36.706</td>\n",
|
||
" <td>712.014570</td>\n",
|
||
" <td>293.65</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2022/10/26 11:16:02</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>17.056</td>\n",
|
||
" <td>+ 5.234</td>\n",
|
||
" <td>36.681</td>\n",
|
||
" <td>17.044</td>\n",
|
||
" <td>+ 3.691</td>\n",
|
||
" <td>+ 20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-26 11:16:02</td>\n",
|
||
" <td>290.206</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1921.109731</td>\n",
|
||
" <td>290.194</td>\n",
|
||
" <td>36.681</td>\n",
|
||
" <td>711.259078</td>\n",
|
||
" <td>293.15</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2022/10/26 11:16:12</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>17.056</td>\n",
|
||
" <td>+ 5.234</td>\n",
|
||
" <td>36.706</td>\n",
|
||
" <td>17.056</td>\n",
|
||
" <td>+ 3.691</td>\n",
|
||
" <td>+ 19.8</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-26 11:16:12</td>\n",
|
||
" <td>290.206</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1921.109731</td>\n",
|
||
" <td>290.206</td>\n",
|
||
" <td>36.706</td>\n",
|
||
" <td>712.285392</td>\n",
|
||
" <td>292.95</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2022/10/26 11:16:22</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>17.063</td>\n",
|
||
" <td>+ 5.234</td>\n",
|
||
" <td>36.650</td>\n",
|
||
" <td>17.063</td>\n",
|
||
" <td>+ 3.691</td>\n",
|
||
" <td>+ 19.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-26 11:16:22</td>\n",
|
||
" <td>290.213</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1921.962213</td>\n",
|
||
" <td>290.213</td>\n",
|
||
" <td>36.650</td>\n",
|
||
" <td>711.514294</td>\n",
|
||
" <td>292.65</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17110</th>\n",
|
||
" <td>17111</td>\n",
|
||
" <td>2022/10/28 10:47:22</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>20.431</td>\n",
|
||
" <td>+10.030</td>\n",
|
||
" <td>30.325</td>\n",
|
||
" <td>19.763</td>\n",
|
||
" <td>+ 4.251</td>\n",
|
||
" <td>+ 18.7</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-28 10:47:22</td>\n",
|
||
" <td>293.581</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>2372.696223</td>\n",
|
||
" <td>292.913</td>\n",
|
||
" <td>30.325</td>\n",
|
||
" <td>697.348572</td>\n",
|
||
" <td>291.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17111</th>\n",
|
||
" <td>17112</td>\n",
|
||
" <td>2022/10/28 10:47:32</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>20.431</td>\n",
|
||
" <td>+10.031</td>\n",
|
||
" <td>30.338</td>\n",
|
||
" <td>19.763</td>\n",
|
||
" <td>+ 4.251</td>\n",
|
||
" <td>+ 18.7</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-28 10:47:32</td>\n",
|
||
" <td>293.581</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>2372.696223</td>\n",
|
||
" <td>292.913</td>\n",
|
||
" <td>30.338</td>\n",
|
||
" <td>697.647518</td>\n",
|
||
" <td>291.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17112</th>\n",
|
||
" <td>17113</td>\n",
|
||
" <td>2022/10/28 10:47:42</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>20.431</td>\n",
|
||
" <td>+10.031</td>\n",
|
||
" <td>30.338</td>\n",
|
||
" <td>19.763</td>\n",
|
||
" <td>+ 4.252</td>\n",
|
||
" <td>+ 18.7</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-28 10:47:42</td>\n",
|
||
" <td>293.581</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>2372.696223</td>\n",
|
||
" <td>292.913</td>\n",
|
||
" <td>30.338</td>\n",
|
||
" <td>697.647518</td>\n",
|
||
" <td>291.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17113</th>\n",
|
||
" <td>17114</td>\n",
|
||
" <td>2022/10/28 10:47:52</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>20.431</td>\n",
|
||
" <td>+10.030</td>\n",
|
||
" <td>30.313</td>\n",
|
||
" <td>19.769</td>\n",
|
||
" <td>+ 4.251</td>\n",
|
||
" <td>+ 18.7</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-28 10:47:52</td>\n",
|
||
" <td>293.581</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>2372.696223</td>\n",
|
||
" <td>292.919</td>\n",
|
||
" <td>30.313</td>\n",
|
||
" <td>697.332228</td>\n",
|
||
" <td>291.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17114</th>\n",
|
||
" <td>17115</td>\n",
|
||
" <td>2022/10/28 10:48:02</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>20.438</td>\n",
|
||
" <td>+10.031</td>\n",
|
||
" <td>30.275</td>\n",
|
||
" <td>19.769</td>\n",
|
||
" <td>+ 4.251</td>\n",
|
||
" <td>+ 18.8</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-10-28 10:48:02</td>\n",
|
||
" <td>293.588</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>2373.721861</td>\n",
|
||
" <td>292.919</td>\n",
|
||
" <td>30.275</td>\n",
|
||
" <td>696.458061</td>\n",
|
||
" <td>291.95</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>17115 rows × 34 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" No. time ms CH1 CH2 CH3 CH4 \\\n",
|
||
"0 1 2022/10/26 11:15:42 0 +++++++ 17.044 + 5.234 36.731 \n",
|
||
"1 2 2022/10/26 11:15:52 0 +++++++ 17.056 + 5.235 36.706 \n",
|
||
"2 3 2022/10/26 11:16:02 0 +++++++ 17.056 + 5.234 36.681 \n",
|
||
"3 4 2022/10/26 11:16:12 0 +++++++ 17.056 + 5.234 36.706 \n",
|
||
"4 5 2022/10/26 11:16:22 0 +++++++ 17.063 + 5.234 36.650 \n",
|
||
"... ... ... .. ... ... ... ... \n",
|
||
"17110 17111 2022/10/28 10:47:22 0 +++++++ 20.431 +10.030 30.325 \n",
|
||
"17111 17112 2022/10/28 10:47:32 0 +++++++ 20.431 +10.031 30.338 \n",
|
||
"17112 17113 2022/10/28 10:47:42 0 +++++++ 20.431 +10.031 30.338 \n",
|
||
"17113 17114 2022/10/28 10:47:52 0 +++++++ 20.431 +10.030 30.313 \n",
|
||
"17114 17115 2022/10/28 10:48:02 0 +++++++ 20.438 +10.031 30.275 \n",
|
||
"\n",
|
||
" CH5 CH6 CH7 ... Alarm2 AlarmOut timestamp \\\n",
|
||
"0 17.050 + 3.691 + 20.1 ... LLLLLLLLLL LLLL 2022-10-26 11:15:42 \n",
|
||
"1 17.050 + 3.691 + 20.5 ... LLLLLLLLLL LLLL 2022-10-26 11:15:52 \n",
|
||
"2 17.044 + 3.691 + 20.0 ... LLLLLLLLLL LLLL 2022-10-26 11:16:02 \n",
|
||
"3 17.056 + 3.691 + 19.8 ... LLLLLLLLLL LLLL 2022-10-26 11:16:12 \n",
|
||
"4 17.063 + 3.691 + 19.5 ... LLLLLLLLLL LLLL 2022-10-26 11:16:22 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"17110 19.763 + 4.251 + 18.7 ... LLLLLLLLLL LLLL 2022-10-28 10:47:22 \n",
|
||
"17111 19.763 + 4.251 + 18.7 ... LLLLLLLLLL LLLL 2022-10-28 10:47:32 \n",
|
||
"17112 19.763 + 4.252 + 18.7 ... LLLLLLLLLL LLLL 2022-10-28 10:47:42 \n",
|
||
"17113 19.769 + 4.251 + 18.7 ... LLLLLLLLLL LLLL 2022-10-28 10:47:52 \n",
|
||
"17114 19.769 + 4.251 + 18.8 ... LLLLLLLLLL LLLL 2022-10-28 10:48:02 \n",
|
||
"\n",
|
||
" T1 RH1 vp1 T2 RH2 vp2 Tamb \n",
|
||
"0 290.194 99.0 1919.649103 290.200 36.731 712.499514 293.25 \n",
|
||
"1 290.206 99.0 1921.109731 290.200 36.706 712.014570 293.65 \n",
|
||
"2 290.206 99.0 1921.109731 290.194 36.681 711.259078 293.15 \n",
|
||
"3 290.206 99.0 1921.109731 290.206 36.706 712.285392 292.95 \n",
|
||
"4 290.213 99.0 1921.962213 290.213 36.650 711.514294 292.65 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"17110 293.581 99.0 2372.696223 292.913 30.325 697.348572 291.85 \n",
|
||
"17111 293.581 99.0 2372.696223 292.913 30.338 697.647518 291.85 \n",
|
||
"17112 293.581 99.0 2372.696223 292.913 30.338 697.647518 291.85 \n",
|
||
"17113 293.581 99.0 2372.696223 292.919 30.313 697.332228 291.85 \n",
|
||
"17114 293.588 99.0 2373.721861 292.919 30.275 696.458061 291.95 \n",
|
||
"\n",
|
||
"[17115 rows x 34 columns]"
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ldg_pp_1026"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "79e4d4e0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
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|
||
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|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>No.</th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>ms</th>\n",
|
||
" <th>CH1</th>\n",
|
||
" <th>CH2</th>\n",
|
||
" <th>CH3</th>\n",
|
||
" <th>CH4</th>\n",
|
||
" <th>CH5</th>\n",
|
||
" <th>CH6</th>\n",
|
||
" <th>CH7</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Alarm2</th>\n",
|
||
" <th>AlarmOut</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" <th>T1</th>\n",
|
||
" <th>RH1</th>\n",
|
||
" <th>vp1</th>\n",
|
||
" <th>T2</th>\n",
|
||
" <th>RH2</th>\n",
|
||
" <th>vp2</th>\n",
|
||
" <th>Tamb</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2022/11/03 10:29:40</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>15.681</td>\n",
|
||
" <td>+ 4.368</td>\n",
|
||
" <td>44.388</td>\n",
|
||
" <td>15.788</td>\n",
|
||
" <td>+ 3.064</td>\n",
|
||
" <td>+ 16.7</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-03 10:29:40</td>\n",
|
||
" <td>288.831</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1759.950724</td>\n",
|
||
" <td>288.938</td>\n",
|
||
" <td>44.388</td>\n",
|
||
" <td>794.523446</td>\n",
|
||
" <td>289.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>2022/11/03 10:29:50</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>15.669</td>\n",
|
||
" <td>+ 4.368</td>\n",
|
||
" <td>44.250</td>\n",
|
||
" <td>15.788</td>\n",
|
||
" <td>+ 3.064</td>\n",
|
||
" <td>+ 16.7</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-03 10:29:50</td>\n",
|
||
" <td>288.819</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1758.598163</td>\n",
|
||
" <td>288.938</td>\n",
|
||
" <td>44.250</td>\n",
|
||
" <td>792.053314</td>\n",
|
||
" <td>289.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2022/11/03 10:30:00</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>15.681</td>\n",
|
||
" <td>+ 4.368</td>\n",
|
||
" <td>44.119</td>\n",
|
||
" <td>15.800</td>\n",
|
||
" <td>+ 3.063</td>\n",
|
||
" <td>+ 16.8</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-03 10:30:00</td>\n",
|
||
" <td>288.831</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1759.950724</td>\n",
|
||
" <td>288.950</td>\n",
|
||
" <td>44.119</td>\n",
|
||
" <td>790.315287</td>\n",
|
||
" <td>289.95</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2022/11/03 10:30:10</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>15.694</td>\n",
|
||
" <td>+ 4.368</td>\n",
|
||
" <td>44.044</td>\n",
|
||
" <td>15.813</td>\n",
|
||
" <td>+ 3.064</td>\n",
|
||
" <td>+ 16.7</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-03 10:30:10</td>\n",
|
||
" <td>288.844</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1761.417028</td>\n",
|
||
" <td>288.963</td>\n",
|
||
" <td>44.044</td>\n",
|
||
" <td>789.628511</td>\n",
|
||
" <td>289.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2022/11/03 10:30:20</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>15.706</td>\n",
|
||
" <td>+ 4.368</td>\n",
|
||
" <td>43.913</td>\n",
|
||
" <td>15.813</td>\n",
|
||
" <td>+ 3.064</td>\n",
|
||
" <td>+ 16.6</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-03 10:30:20</td>\n",
|
||
" <td>288.856</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1762.771492</td>\n",
|
||
" <td>288.963</td>\n",
|
||
" <td>43.913</td>\n",
|
||
" <td>787.279920</td>\n",
|
||
" <td>289.75</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8648</th>\n",
|
||
" <td>8649</td>\n",
|
||
" <td>2022/11/04 10:31:00</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>13.088</td>\n",
|
||
" <td>+ 7.448</td>\n",
|
||
" <td>44.381</td>\n",
|
||
" <td>13.219</td>\n",
|
||
" <td>+ 0.927</td>\n",
|
||
" <td>+ 12.4</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-04 10:31:00</td>\n",
|
||
" <td>286.238</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1488.041004</td>\n",
|
||
" <td>286.369</td>\n",
|
||
" <td>44.381</td>\n",
|
||
" <td>672.813732</td>\n",
|
||
" <td>285.55</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8649</th>\n",
|
||
" <td>8650</td>\n",
|
||
" <td>2022/11/04 10:31:10</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>13.088</td>\n",
|
||
" <td>+ 7.023</td>\n",
|
||
" <td>44.313</td>\n",
|
||
" <td>13.225</td>\n",
|
||
" <td>+ 0.766</td>\n",
|
||
" <td>+ 12.2</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-04 10:31:10</td>\n",
|
||
" <td>286.238</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1488.041004</td>\n",
|
||
" <td>286.375</td>\n",
|
||
" <td>44.313</td>\n",
|
||
" <td>672.046179</td>\n",
|
||
" <td>285.35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8650</th>\n",
|
||
" <td>8651</td>\n",
|
||
" <td>2022/11/04 10:31:20</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>13.081</td>\n",
|
||
" <td>+ 7.021</td>\n",
|
||
" <td>44.281</td>\n",
|
||
" <td>13.213</td>\n",
|
||
" <td>+ 0.605</td>\n",
|
||
" <td>+ 12.1</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-04 10:31:20</td>\n",
|
||
" <td>286.231</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1487.360060</td>\n",
|
||
" <td>286.363</td>\n",
|
||
" <td>44.281</td>\n",
|
||
" <td>671.034693</td>\n",
|
||
" <td>285.25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8651</th>\n",
|
||
" <td>8652</td>\n",
|
||
" <td>2022/11/04 10:31:30</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>13.075</td>\n",
|
||
" <td>+ 7.021</td>\n",
|
||
" <td>44.313</td>\n",
|
||
" <td>13.200</td>\n",
|
||
" <td>+ 0.605</td>\n",
|
||
" <td>+ 12.2</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-04 10:31:30</td>\n",
|
||
" <td>286.225</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1486.776613</td>\n",
|
||
" <td>286.350</td>\n",
|
||
" <td>44.313</td>\n",
|
||
" <td>670.949593</td>\n",
|
||
" <td>285.35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8652</th>\n",
|
||
" <td>8653</td>\n",
|
||
" <td>2022/11/04 10:31:40</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>+++++++</td>\n",
|
||
" <td>13.081</td>\n",
|
||
" <td>+ 7.021</td>\n",
|
||
" <td>44.300</td>\n",
|
||
" <td>13.194</td>\n",
|
||
" <td>+ 0.604</td>\n",
|
||
" <td>+ 12.2</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>LLLLLLLLLL</td>\n",
|
||
" <td>LLLL</td>\n",
|
||
" <td>2022-11-04 10:31:40</td>\n",
|
||
" <td>286.231</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>1487.360060</td>\n",
|
||
" <td>286.344</td>\n",
|
||
" <td>44.300</td>\n",
|
||
" <td>670.489889</td>\n",
|
||
" <td>285.35</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>8653 rows × 34 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" No. time ms CH1 CH2 CH3 CH4 CH5 \\\n",
|
||
"0 1 2022/11/03 10:29:40 0 +++++++ 15.681 + 4.368 44.388 15.788 \n",
|
||
"1 2 2022/11/03 10:29:50 0 +++++++ 15.669 + 4.368 44.250 15.788 \n",
|
||
"2 3 2022/11/03 10:30:00 0 +++++++ 15.681 + 4.368 44.119 15.800 \n",
|
||
"3 4 2022/11/03 10:30:10 0 +++++++ 15.694 + 4.368 44.044 15.813 \n",
|
||
"4 5 2022/11/03 10:30:20 0 +++++++ 15.706 + 4.368 43.913 15.813 \n",
|
||
"... ... ... .. ... ... ... ... ... \n",
|
||
"8648 8649 2022/11/04 10:31:00 0 +++++++ 13.088 + 7.448 44.381 13.219 \n",
|
||
"8649 8650 2022/11/04 10:31:10 0 +++++++ 13.088 + 7.023 44.313 13.225 \n",
|
||
"8650 8651 2022/11/04 10:31:20 0 +++++++ 13.081 + 7.021 44.281 13.213 \n",
|
||
"8651 8652 2022/11/04 10:31:30 0 +++++++ 13.075 + 7.021 44.313 13.200 \n",
|
||
"8652 8653 2022/11/04 10:31:40 0 +++++++ 13.081 + 7.021 44.300 13.194 \n",
|
||
"\n",
|
||
" CH6 CH7 ... Alarm2 AlarmOut timestamp T1 \\\n",
|
||
"0 + 3.064 + 16.7 ... LLLLLLLLLL LLLL 2022-11-03 10:29:40 288.831 \n",
|
||
"1 + 3.064 + 16.7 ... LLLLLLLLLL LLLL 2022-11-03 10:29:50 288.819 \n",
|
||
"2 + 3.063 + 16.8 ... LLLLLLLLLL LLLL 2022-11-03 10:30:00 288.831 \n",
|
||
"3 + 3.064 + 16.7 ... LLLLLLLLLL LLLL 2022-11-03 10:30:10 288.844 \n",
|
||
"4 + 3.064 + 16.6 ... LLLLLLLLLL LLLL 2022-11-03 10:30:20 288.856 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"8648 + 0.927 + 12.4 ... LLLLLLLLLL LLLL 2022-11-04 10:31:00 286.238 \n",
|
||
"8649 + 0.766 + 12.2 ... LLLLLLLLLL LLLL 2022-11-04 10:31:10 286.238 \n",
|
||
"8650 + 0.605 + 12.1 ... LLLLLLLLLL LLLL 2022-11-04 10:31:20 286.231 \n",
|
||
"8651 + 0.605 + 12.2 ... LLLLLLLLLL LLLL 2022-11-04 10:31:30 286.225 \n",
|
||
"8652 + 0.604 + 12.2 ... LLLLLLLLLL LLLL 2022-11-04 10:31:40 286.231 \n",
|
||
"\n",
|
||
" RH1 vp1 T2 RH2 vp2 Tamb \n",
|
||
"0 99.0 1759.950724 288.938 44.388 794.523446 289.85 \n",
|
||
"1 99.0 1758.598163 288.938 44.250 792.053314 289.85 \n",
|
||
"2 99.0 1759.950724 288.950 44.119 790.315287 289.95 \n",
|
||
"3 99.0 1761.417028 288.963 44.044 789.628511 289.85 \n",
|
||
"4 99.0 1762.771492 288.963 43.913 787.279920 289.75 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"8648 99.0 1488.041004 286.369 44.381 672.813732 285.55 \n",
|
||
"8649 99.0 1488.041004 286.375 44.313 672.046179 285.35 \n",
|
||
"8650 99.0 1487.360060 286.363 44.281 671.034693 285.25 \n",
|
||
"8651 99.0 1486.776613 286.350 44.313 670.949593 285.35 \n",
|
||
"8652 99.0 1487.360060 286.344 44.300 670.489889 285.35 \n",
|
||
"\n",
|
||
"[8653 rows x 34 columns]"
|
||
]
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ldg_pp_1103"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "6c06b479",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"gas_pressure = 400 # mmH2O g"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "90264e99",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"fig_dim = (90/25.4, 120/25.4)\n",
|
||
"fig_dpi = 96"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "199681e9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_convert (axe, twin, ldg_station_raw):\n",
|
||
" axe.plot(ldg_station_raw.timestamp, ldg_station_raw.RH, ':')\n",
|
||
" twin.plot(ldg_station_raw.timestamp, ldg_station_raw['T']-273.15)\n",
|
||
" # twin.plot(ldg_station_raw.timestamp, (ldg_station_raw.CH3 - 1) * 25.)\n",
|
||
" axe.set_ylim(70, 100)\n",
|
||
" twin.set_ylim(0, 50)\n",
|
||
" axe.tick_params(axis='x', labelrotation = 45)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "059ba979",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 부스터 후단 데이터 (22-09-22 12:00~ )"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"id": "76d35b1b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "0e6891bdbcff496fbc2c61382d2f5695",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' 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" </div>\n",
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" "
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],
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"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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]
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},
|
||
"metadata": {},
|
||
"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": 31,
|
||
"id": "ddc35389",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "0f46ddc6e9364220b1e75559a7d86202",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=340.15748031496065/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 32,
|
||
"id": "840a5dce",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "f5db6587bb564209b8a5fbfad57d3c87",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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fxST3TWxR4qEbULdZ+sNBqN9dap/cD7c/n5+UGv12Po0KGNfqKzLgYqEV02tm3bhqlTp+LIkSMAanqg8+bNw+TJk3HHHXc0+4lOBioRXTZGjBiBPn364M4770RUVBQGDhyI+Ph4rFixQskTnXxSiojaNF/KBvZQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSIMVCIiRRioRESKMFCJiBRhoBIRKcJAJSJShIFKRKQIA5WISBF+Yj/RZcTlElQ6aj5k2ajXocRmh0FXv191srACFdVOFFVUwyVAaaUdBeXVqKh24vVvDyM6JABPjOru8T3Wkiq8sSkTAHBLbwssIQGwO1xY+2PWedsy5IqO9eYVVtiRmVOGIVd0xJrEofA36M/znb6LH99HpJDLJdA0wOkS5JZVweEUdAoNwNG8chTZ7Ag0ng0Ilwi2ZOTiREEFekYH42RBBbqEmxBm8oMG4MDpEqzadtRj+4nXd4NOp+F0cSX2ZRfjaF45ekUHIyokAABwqsiGwzllAIDIYH/kllYBAMJMRgQY9Mgtq4LT1Sb+5PH+o9fhhvjIS67nS9nAHiq1Ky6X4ERBBepGRlp2Mb7efwa394uBpgEiggOnShASaESQvwG5pVX4+39P4ExJJUICDCipdCDAqIMGDTa7EzdeFYkO/npUVDvx3aFcuAS4MjLIo0ZRRU0vriW9XSdgASD9TCnSz5TWm18bprVtAy48CmhIgGcUBBj16BQagLTsYgiA83W7xl0TDXMHP/f0meIqbDxYM0LoL0dcgbhwE4wGHZZvykRBeTW6R3aAtaQSJn89fnNTPLqag+pvFMD61FO4qXcUru8RccH2+ir2UKlRqhxO2KqdcEnN13pNgwDYdjgP/buE4URBOQ6eLkVsx0DYqp2I6OCP0yWVKK204+//PYGsQhuGX2nG6F6R+OaAFQ6XoHtkB48aB06VIDOnDNXOmtEm/Q06XBUVjMM5pai01x+B0s9w9pS12tHwESq9Ra/T3L3CXtHB0GkaAOBoXjls9vpjHA3tFo7OYYHYfiQP1pIqj/k3xEfAqNehrMoBa0klKu0u3NYnGib/mp5vld2JM8WVCDP5oW9sKE4XVaLa6UTvTiEAAA0aAo162F0uFNvs6BwWiABj2zqtrsuXsoGB6kPO/VWUV9f8oRl0Ghw//zFmF9rgEkFsx0Acy6twB06tYls1/r3nFK7t2hFVDhcOWUsR29GEiA7+KLJV48CpEhw8XYLenUJgDjrbszicU4YdR/IBAMOu9PzZ5pdVI6+s5o9aUNvT8W0mPz0swf7uaQFwPL8CANDRZERksD+iQgKw9XAewkxGDO0WjrBAP3y57zRKKh0IMxnd+3nv4FiEBBrRLzbUfa1x/6lijOgegejQgHq1A4w6lNgciDOb0MGfJ4De4EvZ0C4DdXtmHr4/ko/9p4qxKSPXPf/6HhHYlpkHnQaEBhoxvm8n6DQNwQEG2OxOfJh8EncO6IydP+Ujr7QKlQ4nHrguzuMPI6+sCh/u8rzIPuzKcAT5GVDpcGJ7Zk0wje4ZCZ2mwSWC7CIbiirsKKm0u3tYoYFGFNvOhlNHkxGFbSCs6oro4O8O3Loswf7oFhEEm92J1Kxi9/yoEH9M6BuDf/xwAuP7dsLQOiFeVFGNIznluCIiCHtOFuKxhO4w6DSIAN//lI++nUNR7XChQ4ABXcNNCAn0HN3S36CD9nMvkNo/BmoTNOaH9n8bD+H/Nh72Usu8L8hPj0A/AzqHBUCnOxscheXVsDsFA+LCkFtahVNFNvSKDkZksD8qqp3Y//Op9IND4xBvOXua7RTg091ZGHJFOEZ0j0CQv+cpYFy4CSa/mn8qep0G/59Psdv6qSK1D74UqO3ynGRE9wjk/HyT4VzDrgzH0bxyGHQ69IoOhrmDHwKMekSFBKDYZsdhayniwk3YdbwQ+0+VIOGqSPSwdED4OafH5VUO7DpWiMgQf0R28IdBp6Fzx0DEdjSh2GbH/lPFCAkwom/nUPf3VDtdcLoEep2G//6Uj36xYbgyMgihgUYcL6hAj5+vIVY5nPA36OF0CbqEm6DXacgtrULkOaevLeXR67u1eA2i9q5d9lCJ6PLR2Gz49ttvMX/+fKSnp8PPzw8JCQl4/fXXYTabkZGRgRkzZuDgwYMICQnBggUL8NBDDzW4LXxSioguK3PnzsXChQuRk5ODw4cPIy8vD88++yyqq6sxfvx4jB07FlarFR999BFmzpyJHTt2NHjbDFQiuqxs3boVo0aNgqZpMJlMmDhxIlJSUrBhwwaUl5djzpw50DQNAwYMwEMPPYTly5c3eNsMVCK6rBgMnreOvv/+e1x99dVITk7GkCFDoNefvdk6fPhwJCcnN3jbDFQiahdsNpvHy26/9NsQ169fj3/961+YN28erFYrLBaLx3KLxQKr1drgNjBQiahdiI2Nhclkcr+SkpIuun56ejqmTp2Kd999F1dddRVEBLo6HxSj0+ngcjX86bt2+bYpIrr8ZGVledzlr3tqX3fd2267DX/84x9xzz33AADMZjMyMzM91issLGzUu4rYQyWidiEwMNDjZTQaz7teQUEBbrvtNkyZMgVPP/20e/7gwYORkpLise6uXbswaNCgBreBgUpEl43y8nJMmDABw4YNw4svvuixbMKECaiqqsIrr7wCp9OJlJQUrFy5EjNmzGjw9nnKT0SXjY0bN2Lnzp04cuQIoqOj3fMNBgOysrKwfv16PP7441i4cCFCQ0OxaNEijB07tsHb55NSRNSm+VI2KD3l//bbb3HDDTcgJiYGXbp0weTJk3Hs2DEAQEZGBhISEmCxWNCjRw+sWbNGZWkiolanLFCzsrJw++2345FHHkF2djYyMjIQHByMu+66S8kjXUREvk5ZoO7duxf+/v5ITEx0P9L15JNPIjU1FV9++WWzH+kiIvJ1ygJ1xIgRCA4OxtKlS1FdXY2CggIsXrwYEyZMwK5du5r9SBcRka9TFqgdO3bEli1bsGzZMnTo0AEREREoKirC2rVrm/RIl91ur/coGRGRL1MWqGVlZRg3bhwmT56MoqIi5ObmIjg4GA888ECTHulKSkryeIwsNjZWVVOJiFqEskBdu3YtRAR//vOfYTKZYDabsXr1amzYsAFHjhxBYWGhx/qXeqRr7ty5qKiocL+ysrIuuC4RkS9QFqjFxcUICvIcZ9vf3x9GoxHTpk1r9CNdRqOx3qNkRES+TFmg3nbbbThw4ACWL18Ol8uFyspKzJ49GyaTCTfffHOzH+kiIvJ1ygK1d+/e+Pzzz/G3v/0NMTEx6NatG9LT0/H1118jJiYG69evx9q1a2E2m3H33Xc3+pEuIiJfx0dPiahN86Vs4KdNEREpwkAlIlKEgUpEpAgDlYhIEQYqEZEiDFQiIkUYqEREijBQiYgUYaASESnCQCUiUoSBSkSXnczMTPTs2RO9evXymN/cwUQZqER0Wdm0aRPGjBmDa6+91mO+isFEGahEdFnp06cP9u/fj1tvvdVj/oYNG5o9mCgDlYguKxaL5bwfWJ+cnNzswUQNSlpIRNTK6g7maTAYYDQaG/z9TRlMtC72UImoXYiNjfUY2DMpKalR39+UwUTrYg+ViNqFrKwsjw+YNhgaF29msxmZmZke8y41mGhd7KESUbtQd1DPxpzuA8DgwYMbPZhoXQxUIiIAEyZMaPZgogxUIiIAJpOp2YOJcpA+ImrTfCkb2EMlIlKEgUpEpAgDlYhIEQYqEZEiDFQiIkUYqEREijBQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSIMVCIiRRioRESKMFCJiBRhoBIRKcJAJSJShIFKRKQIA5WISBEGKhGRIgxUIiJFlAXqypUrER0d7fGyWCzQNA0AkJGRgYSEBFgsFvTo0QNr1qxRVZqIqMFKS0vx8MMPIyoqCjExMZgzZw5cLpeSbSsL1OnTp+PMmTMer+XLl6N///6orq7G+PHjMXbsWFitVnz00UeYOXMmduzYoao8EVGDPPHEEyguLsbx48eRlpaGr7/+Gi+99JKSbWsiIkq2dB4jR47E9OnTER4ejhkzZiA7Oxt6vR4AMHPmTBQXFze4p+pLY28Tke9oTDYUFhYiMjISe/fuRZ8+fQAAa9euxezZs3Hy5Mlmt6XFrqH+8MMPyMzMxAMPPIDk5GQMGTLEHaYAMHz4cCQnJ7dUeSKielJSUmAymdxhCtRkUVZWFk6fPt3s7RuavYULWLJkCZ544gn4+/vDarXCYrF4LLdYLLBarRf8frvdDofD4Z4uLy8HUPPfiIioVm0mlJeXIzAw0D3fYDDAaDR6rGu1WhEZGekxrzabrFYrOnXq1Ky2tEignjx5EuvWrcPSpUsBACICnc6zM6zT6S56ITgpKQnPP/98vfnx8fFqG0tE7UJcXJzH9Pz587FgwQKPeRfKIgBKbky1SKC+9tpr+MUvfoGoqCgAgNlsRmZmpsc6hYWFF73eMXfuXDzzzDPuaYfDgezsbERERNT7gVyIzWZDbGwssrKyPP5ztRTWa9v1WqMm6zWfy+VCXl4eOnfuDIPhbKSd+3Uts9mMwsJCj3m10yruzSgP1LKyMrz99tvYtGmTe97gwYPx4Ycfeqy3a9cuDBo06ILbMRqN9brrvXr1alRbbDYbgJoflLcOHtZru/VaoybrqREREdGg9QYOHIiCggKcOHHC3aPdtWsXzGZzvR5uUyi/KbV69Wr0798fAwYMcM+bMGECqqqq8Morr8DpdCIlJQUrV67EjBkzVJcnIrqgqKgo3HXXXZg9ezYqKiqQl5eHefPmITExscFnvhejNFBdLhdee+01PPXUUx7zTSYT1q9fj7Vr18JsNuPuu+/GokWLMHbsWJXliYguadWqVdA0DbGxsejVqxdGjhyJhQsXKtm20lN+nU5X71pprQEDBmDnzp0qy12SwWDA/Pnzz3sthfVYzxdqsp73hYeHY+3atS2y7RZ9Yz8R0eWEH45CRKQIA5WISBEGKhGRIgxUIiJFGKhERIowUImIFGGgEhEpwkAlIlKEgUpEpAgDlYhIEQYqEZEiDFQiIkUYqEREijBQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSJeDdRp06YhLCwM0dHR7tesWbO82QQiohbj1aEIS0pKsHr1akyaNMmbZYmIvMKrPdSSkhKEhYV5syQRkdcwUImIFNFERLxVrHfv3iguLobD4UBERATGjBmDefPmISIiot66drsdDofDPe1yuVBWVobg4GBomuatJhORjxMRVFZWIiwsDDpdK99nFy86c+aMuFwucblcsn//fhk7dqxce+214nQ66607f/58AcAXX3zx1aBXfn6+N+PsvLzaQ63r1KlT6Ny5M1JTU9G3b1+PZXV7qBUVFYiIiEB+fj4CAwO93VQi8lE2mw1msxnl5eUwmUyt2hav3uWvq7KyEgAQExNTb5nRaITRaKw3PzAwkIFKRPX4wqVAr11w2LdvH5YvX47i4mIAQHZ2NqZPn44HHngAZrPZW80gImoxXgvUmJgYpKamol+/foiKisLo0aMxfPhwvP32295qAhFRi2rVa6iNYbPZYDKZUFFRwVN+InLzpWzgs/xERIowUImIFGGgEhEpwkAlIlKEgUpEpAgDlYhIEQYqEZEiDFQiIkUYqEREijBQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSIMVCIiRRioRESKMFCJiBRhoBIRKcJAJSJShIFKRKRIqwXqU089BU3TcOzYsdZqAhGRUq0SqDt37sTevXtbozQRUYvxeqBWVVXh8ccfx2uvvebt0kRELcrrgbpw4UJMmDABffv29XZpIqIWZfBmsT179uCTTz5BSkrKJde12+1wOBzuaZvN1pJNIyJqNq/1UB0OBx599FEsW7YMAQEBl1w/KSkJJpPJ/TKbzV5oJRFR03ktUJcsWYL+/ftj9OjRDVp/7ty5qKiocL/y8/NbuIVERM3jtUDdtWsXPvroI4SFhblfANCvXz889thj9dY3Go0IDAz0eBER+TJNRKTVimsajh49iiuuuOKS69psNphMJlRUVDBcicjNl7KBT0oRESni1bv8dbVi55iISDn2UImIFGGgEhEpwkAlIlKEgUpEpAgDlYhIEQYqEZEiDFQiIkUYqEREijBQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSIMVCIiRRioRESKMFCJiBRhoBIRKcJAJSJShIFKRKQIA5WISBGvBuqqVaswaNAgREVFoUuXLnj00UdRXFzszSYQEbUYrwbqN998g/feew9WqxUHDhxAdnY2nn76aW82gYioxXg1UD/44AP07dsXABAcHIxx48Zh//793mwCEVGLabVrqOnp6Vi9ejWmTp3aWk0gIlKqVQI1OjoavXv3xtChQzFz5szzrmO322Gz2TxeRES+rFUC9cyZMzh06BAOHjyIxMTE866TlJQEk8nkfpnNZi+3koiocTQRkdYqvn37dtx4442w2Wzw8/PzWGa32+FwONzTNpsNZrMZFRUVCAwM9HZTichH2Ww2mEwmn8gGg7cKOZ1O6PV6j3l+fn715tUyGo0wGo3eaBoRkRJeO+Xftm0bpk6diiNHjgAACgsLMW/ePEyePLle75SIqC3yWqCOGDECffr0wZ133omoqCgMHDgQ8fHxWLFihbeaQETUolr1Gmpj+NJ1EiJquLSsYjhF4G/QobzKgeRjhYgO9UdEB39o0KBpgPbzuhXVTrz45UHMHN0DkwbFNmj7vpQNXruGSkStz+F0ocLuhF7T4HAKbHYndDoAAtT2rKodLuw5WQSXCI7klAGahqyCCuzNKsKR3HL3tu7sHwOddnbb3/+UD2tJlXs6wKhDpd3VpHbO/nAvBnftiK7moCZ9f2thoBL5qEq7E+tST+N0kQ3hHfxgDvJDVEgANE3DrmMF+CQlGwdOl+BXI7sh0E8HlwArNh8577b6dwmDTgN2nyhS1r7P9p66RPsvHqbXdu0IP4MOtefIAkFWoQ1ZhTXvObc728TJswee8hM1kt3pQmF5NTRNg16nQacBOp2GnJJK7MsuwbbMPIQH+WF96mk4XC48OLQrlnxzCABwe79OEAAigsPWMhzOKTtvjTCTEUUVdq/tU0QHf49T75zSKvTvEobUrCJcKCF+OeIK9O8S6p62OwTfpuegV6dg9IkJxXXdwuFv0EHTasJRA+AUQZCfAfpzu7bN5EvZwECly8Ihaym2Hc7DgLgwGHQaqh0u/PdoAaJCAlBWacfp4kr85bufLvj94UF+iOzgjyJbtcdprbdZgv0RHRqA1Kyzn9I25uoo9IsNhaZp+CLtNPafKkFHkxGTr+2C0ioHSmx2TBt5BQBABDieX4HyagdKKx24vkcE+ncJa52dUcSXsoGBSq2myuFEXll1vfkFZdX4cNdJVDtc+Oeuk1hwx9XwM+hRUF6FxV8fgp9BB6dL4HTVHLq39LYAP9/c+OFoAZyumt5QbU+wvNrZIu03B/nBKQKXS+ASoKzKcd71HriuC/7xw0kAwNL7B0Cn1bTV6RJsSs/BIWsZ+sWGYv+pEvSLDcX9Q+IQ2zEQLhH4G/UIMOjcvWGqz5eygYFKDSJSE2A/5ZXj4OkS5JZWITzID+FBfigor8bsD/fi4eFd8d2hXBzLrwAA+Bl0uKmnBelnStzzatV+X2uJ6ODnDvNru3aETqehsLwah3PK0CcmBPtPlUDTgLsHdEZ8VDBG94qESE0I5pdXY3DXjujgz1sQvsCXsoGB2o5UO1xIP1OCIH8DnC6BwykI8tdDg4YTBRXYc7IQn+7OxnXdzOgeWXP3VNM0fH8kDxsP5gAARveMBFDbuwO2HMqFn0GHakfT7tY2RExogMf0qeJKj+n+XcJwdadg5JZWudtZa8gVHfHo9VdC0/DztT5Bp9BAXBER5L4mqGkaNABGvQ56nYZKuxNBDMN2w5eygUdVE7hcAp1Og4ig2umCQXf2+Yja/08CwCUCEeDg6RLklFYhLNCIzNwyGPU16xv1GtLPlGJAbBgEwK//lgIAGBgXhu6RHeB0CT7dnY1hV4ajo8kPX+47AwDQ6zRYgv1R9wSwbhBdyLlvfalrU0ZuvXm1YarXae7T7Fo3xEegqMKOtOz6Iy/0iw3FqJ4WWIsroWnAB8knoddpeOmefujfJQyFFdW4JiYUgX7nf/y4pTBMqaW0yx7qv/dk45OUbGw5VD8czhUcYECQnwHxUR2QW1qF9DOliA4JwJmSs8HUMyoYUaEBEBG4RLA9M1/J/rSks721Gl3CA3G6qBKOc8LwVyO7QVAT+JV2Jz5IPglLsD9+dX03xFs6/Ny7q+nixVs6ICY0ELqfr+HV/CzAa3rkE3yph9ouA3XxVxl4Y1Oml1p2YUa9Bg0aqp3nP102B/khv7wafWJCEBMWiG8OWN3LxvaJRkSwH9bsPIEb4iNwS+8obDxoRXCAAcO7R8BPr2FkjwhommeohQUaEeRvQLHNDk0DTEY9DHqOxUjtFwO1CRrzQ/sptwx//f443t1xzGN+4vXdsC0zD13NJnQKDYTJryZsBnftiEq7E1sO5WJot3CUVDpwsqACZVUOjOhuRgd/A3SaBp2mweFyYV92MTp3DERUcAAC/PQw+enRKzoEBeXVOGwtRVdzEKLrXBckopbBQG0CX/qhEZHv8KVs4LkgEZEiDFQiIkUYqEREijBQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSJeDdRvv/0WN9xwAyIjI9G5c2dMmTIF+fm+/2EjREQN4dVAnTt3LhYuXIicnBwcPnwYeXl5ePbZZ73ZBCKiFuPVD4bcunUrDIaakiaTCRMnTsTq1au92QQiohbj1R5qbZjW+v7773H11Vd7swlERC2m1T66fP369fjXv/6FH3/88bzL7XY7HI6zg57ZbDZvNY2IqEla5S5/eno6pk6dinfffRdXXXXVeddJSkqCyWRyv8xms5dbSUTUOF7/PNSsrCyMHDkSTz31FJ5++ukLrne+HqrZbPaJzzwkIt/hS5+H6tVT/oKCAtx2222YMmXKRcMUAIxGI4xGo5daRkTUfF475S8vL8eECRMwbNgwvPjii94qS0TkNV7roW7cuBE7d+7EkSNHEB0dfbYBBgOysrK81QwiohbDMaWIqE3zpWzgs/xERIowUImIFGGgEhEpwkAlIlKEgUpEpAgDlYhIEQYqEZEiDFQiIkUYqEREijBQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSIMVCIiRRioRESKMFCJiBRhoBIRKcJAJSJSxOuBmpmZiZ49e6JXr17eLk1E1KK8GqibNm3CmDFjcO2113qzLBGRV3g1UPv06YP9+/fj1ltv9WZZIiKvMHizmMVi8WY5IiKv8mqgNobdbofD4XBP22y2VmwNEdGl+exd/qSkJJhMJvfLbDa3dpOIiC7KZwN17ty5qKiocL/y8/Nbu0lERBfls6f8RqMRRqOxtZtBRNRgPttDJSJqaxioRESKaCIird2IhrDZbDCZTKioqEBgYGBrN4eIfIQvZQN7qEREijBQiYgUYaASESnCQCUiUoSBSkSkCAOViEgRBioRkSIMVCIiRRioRESKMFCJiBRhoBIRKcJAJSJShIFKRKQIA5WISBEGKhGRIgxUIiJFGKhERIowUImIFGGgEhEpwkAlIlKEgUpEpIhXA7W0tBQPP/wwoqKiEBMTgzlz5sDlcnmzCURELcbgzWJPPPEESktLcfz4cZSXl+Pmm29GeHg4/vCHP3izGURELUITEfFGocLCQkRGRmLv3r3o06cPAGDt2rWYPXs2Tp48ecnv96Wxt4nId/hSNnjtlD8lJQUmk8kdpgAwfPhwZGVl4fTp095qBhFRi/HaKb/VakVkZKTHPIvF4l7WqVMnj2V2ux0Oh8M9XVFRAaDmvxERUa3aTPDSyfZFeS1QRQQ6nWeHuHb6fDemkpKS8Pzzz9ebbzabW6aBRNSmVVZWwmQytWobvHYNdcOGDXjooYeQl5fnnpebmwuLxYKjR4/iiiuu8Fi/bg/V5XKhrKwMwcHB0DStQTVtNhvMZjPy8/O9cm2F9dp2vdaoyXrNJyKorKxEWFhYvU6bt3mthzpw4EAUFBTgxIkTiIuLAwDs2rULZrPZPX0uo9EIo9HoMS8oKKhJtQMDA716sZr12na91qjJes3T2j3TWl6L86ioKNx1112YPXs2KioqkJeXh3nz5iExMbHV/6sQEang1SRbtWoVNE1DbGwsevXqhZEjR2LhwoXebAIRUYvx6hv7w8PDsXbtWq/VMxgMmD9/PgwG7+wm67Xteq1Rk/XaF6/dlCIiau948ZKISBEGKhGRIgxUIiJFGKjncDgccDqdrNdG67VGTdZr2/VUuzxuvTXAvn37sHjxYmRlZWH06NEYNGgQxo0bx3ptpF5r1GS9tl2vJbCHCuDw4cMYN24c+vfvj3HjxuHw4cOYM2cOFi9ezHptoF5r1GS9tl2vxQjJ4sWLJTEx0T196tQp+ctf/iLh4eHypz/9ifV8vF5r1GS9tl2vpfCUHzUf0lJQUACg5oMWOnXqhEceeQQmkwm/+93vEB4ejpkzZ7Kej9YDgLy8vHa9j6yn/phpEa0W5T5k8+bNEhUVJevWrfOYX1ZWJq+++qrccsstcvTo0WbVcDqd7q+3bt3a4vWys7Pl1KlT7nrR0dEtWu9cW7ZskaioKPn8889bvJ7L5RIR7++jN44Zb9e7nI7RlnJZBuqxY8dkzZo1smbNGjl48KCIiMyaNUvuvvtu2b59u8e6qamp0qVLF9m8eXOT6x06dEhuv/1298GTn58vv/nNb1qsXmpqqvTt29e9jcLCwhatl5WVJV999ZXs2LFDjh8/LiJnf57btm1TXk9EpKKiwv21w+Fo8X08evSovP322/K3v/1NMjIyRERk5syZMnHixBapx2NUbT1vuexuSqWlpWH06NFYu3Ytli9fjsceewzFxcW4//77odfr8frrr+O7775zr9+3b19cc801qKqqanLNzz77DOvXr8eDDz6I3NxchIeH4xe/+AV0Oh3eeOMNpfX27duHO+64A9OnT0dCQgIAICwsDPfccw90Oh1ef/11bNmyRVm91NRUDB8+HIsWLcKsWbMwatQo/Oc//8EjjzwCvV6PZcuWKa0HABkZGRg+fDj+/e9/AwD0ej3CwsJw7733Qq/XK/+ZpqWlYdSoUfj000/xxhtvYNq0acjKysK0adNarB6PUbXHjNe0dqJ709GjR6V79+7y1ltviYjI9u3b5dprr5Vjx46JiMjOnTvlvvvuk4SEBHn33XclLy9P3njjDbFYLO6eV1Ps3btXZs2aJTfffLNcddVVkpubKyIiX331ldx///0yevRoWbVqVbPrHTx4UKKiomTlypXnXb5792554IEHZPTo0Ur2r7CwUIYNGyarVq0SEZEjR47I888/L3q9Xt577z35+uuvZcqUKTJq1CilP88lS5ZI165dpXfv3vLpp596LNu4caNMmTJF2T6ePHlSevTo4T5mfvjhB7njjjtk9erVIiLK95HHqNpj1Nsum0B1uVyyevVqmT17tsf8G2+8Uf7yl7/IokWLJCMjQ3JyciQpKUk6duwoCQkJ0qtXL0lJSWlyXafTKSkpKTJu3DgRERkzZoz07t1bzpw5IyI1B+zrr78uZrNZRo0a1eR6VVVV8stf/lLuuusuj/mff/65JCUlyX333SfffPONpKWlyQsvvKBk/0pKSiQhIUH27NkjImevZ65cuVL0er384x//kKNHjyr9eYqIJCYmyvTp0+UPf/iDxMfH1wvV3bt3y6JFiyQ8PLzZNbds2SJPPPGEx7xf/epXMn78ePf0nj17lNTjMar+GPW2yyZQRUQ2bdokf/7zn93T8+bNEz8/P3nkkUfkpptuEk3TZOvWrSIiYrVa5cyZM5KXl6ek9tSpUyUrK0tERBISEqR///7y8ccfy5133imFhYVK6v3nP/+RiRMnyjvvvCMiIi+//LJcc8018thjj8kvfvEL0TTNfdG/ufVcLpecOnVK+vTpIx9++KGIiFRXV7tDdfny5WIwGCQ5OVlJvVp2u12++OILcTqdYrVaZc6cOecNVRGR3NzcZtfcuHGj++08drtdREQ++OADdyjU7q9IzT6ePn26WfV4jKo7RlvDZRGo5x70597JXLp0qRw6dMg9PWfOHBk5cqQUFhYqq11VVSVOp1PuvfdeeeWVV9zzBw4cKJqmXfDUpzHO3aePP/5YRo0aJffff7/Ex8fL4cOH3cuSkpJk6NChSvdv/vz5EhYW5r5Rc26ozpo1SyZPnixlZWUev4PmKi4udn999OhReeaZZ+qFam34NdW57a3dVu28TZs2yfDhw6WyslIcDoeIiLs3p6Iej1G1x6g3XRY3pTRNQ1pamnvk1drB/37zm98gPj4e1dXVAIDrrrsOISEhCA0NbXbN/fv3Q0Tg5+cHnU6He+65B5WVlQCA7du34/jx4+jfvz+SkpKQk5PTrFo6nQ5paWlwuVyYNGkSEhMTkZGRgfXr16NHjx7u/evevTsiIyMRFhbW3N1DamoqXC4XFixYgHHjxuG+++7D4cOHYTQaYbfbAQC9e/dGeXk5goKCGjyw4sXs27cPIoKQkBD3kMFXXHEFHn/8cUyaNAlz5szBZ599BgDN/kDjc48Zg8EAl8sFTdMgIrDb7cjPz4emae6bUqNGjUJlZWWThzLmMar+GG0N7TpQaw/u/fv3Y8yYMe43Btf+sdUOX107GKDVaoW/vz9sNluT/jDOrXfLLbd4vBG5Q4cOSE1Nxaeffoq77roL7777Lnbv3o2+ffuitLRUyf79+te/BgA8+OCD2LhxI+Lj4+F0OuHn5wcAOHPmDMxmM6qqqpo1hvmBAwdw22234cknnwQAPPPMM7j66qsxceJEHDhwwF2vuroaer2+WUFzbs1bb73V/TM9N6BrQ/Xee+/Fr371K3zxxRfNqlVb79xjpnbcM03TYLFYEBQUBD8/P7z11ltYsmQJ1qxZg4CAgCb/46hbr6WO0XPreeMYPbeeN4/RVuP1PrEXFBcXS1VVlRQUFIhIzXvqnn76aXnvvffOu/6ZM2fkzTfflM6dO8vevXtbpF52drbcfPPNEhQUJP/85z+bsFeNq1fXypUrJTY2VtLS0ppVW0SkoKBAnnrqKY96Bw4ckMTERPH395epU6fKww8/LGFhYbJ79+5m1zu35vvvv+8x/9xT5czMTFmwYIFkZma2WD0RkRMnTsiYMWNkwYIF0rlzZ/dNuZaqJ9L8Y7Qh9VQeow2pV5fKY7S1tLtATU1NlREjRsiYMWMkPj5eli9fLlVVVRdc/7333pOJEyd63K1uqXorVqyQr776SkRqgqAp1xUbu3/btm2TWbNmSd++fZsUbgcPHpQVK1a4p2uvGV6o5vvvvy8LFy6U+fPnu9+Q3tI1q6ur3V835dppY+vt3r1bNE2TmJgYSU1NbfF6zT1GG1NPxTHa2P1r7jHqS9pVoJ48eVJiYmJkxYoVkpKSIitWrBCLxSIzZ86UH3/80b3eoUOH5IUXXhCXyyVlZWVy9OhRyc/Pb7F6Bw4ckFdffdXj4GzKgdqU/ausrJQdO3bIyZMnG1XL5XJJVVWVDB8+XDRNk0WLFl2w7YcOHZKkpCSPGw9N0Ziahw8fdu+jN+vV7uOTTz4p+/bta/F6zTlGG1MvPT292cdoU/evqceoL2pXgfr55597vD9QpOZtGiNGjJAZM2a4/7svXrxY/P39L3qK3BL1at8M7q167777brPqiYhMnDhR/vjHP4rRaJQFCxbUW+5yuWTx4sUSEBDQ7P1rSs3at994u57NZmvxeiqO0cbWU/E7bEw9FceoL2lXgbp582bp06eP+20mtf8Vv/vuOxkyZIjMmTNHRERycnLkr3/9K+tdhMvlktzcXLnvvvtERGTdunViNBrl+eefr7duXl7eRa+N+WpN1mvb9XxRuwrU9PR0ueaaa2TZsmUiUvPet9rQ+eqrr8TPz899fahWc05T23O92u+rrKx0z/v000/r/YHUXh9rbr3WqMl6bbueL2rTgVpQUFDvutJbb70lOp1O/v3vf4tIzS+r9hc4adIkmT9/Pus1ol5d5/sDaQ5v12S9tl3P17XZQD1+/Lh07txZ/vSnP4nVavVYtmDBAvHz83M/EllrypQp8vLLL7NeI+vV9emnn4rJZHJfYmgqb9dkvbZdry1os4G6efNm6dKli/Ts2VP+93//V3JycjyWL1q0SAICAmT+/PnyzjvvyBtvvCERERGSnp7Oek2oV9cHH3wgkZGR7k8lags1Wa9t12sLNJG2+DgC8Nxzz8FoNKJLly547rnn8OSTT+KXv/wlIiMj3et8/PHH+Pzzz3Hs2DEEBgbihRdewMCBA1mvifXqKisrQ4cOHZpUrzVqsl7brtcmtHaiN9WePXvcn4yzYsUKiYuLO+9/ycrKSnG5XFJeXs56Cuqp5O2arNe267UFbTZQRTzfLLxy5crz/kLr3lFkvebVU83bNVmvbdfzdW0iUC/2aOW5b7lYuXKldOnSRV5++eVmfZwa66mt1xo1Wa9t12urfD5Q09LS5Le//e1FH/M797/kqlWrJCgoSJYuXdqk97exntp6rVGT9dp2vbbMpwN13759Eh0dLYsWLZKSkhKPZXWfDT53+r333vP4UF7Wa516rVGT9dp2vbbOZwO1srJS7rjjDnn11Vfd80pKSjw+yVvlExesp/4Jlva+j6zXvp96aormfax5C3I4HMjNzcWkSZMgIpg4cSKKioqgaRr69euH1157DXq9Hk6nE3q9HsDZDwFmvdavdznsI+upP2baOp/e+4iICABAYmIiwsLC8OKLL2Ly5Mn49ttvcccddwCA+xfJer5XrzVqsl7brtfmtVrfuAHuuusuefDBB+X3v/+9VFRUiEjNdZrk5GQZPHhwvUcvWc+36rVGTdZr2/XaOp/poWZmZuL555/H4sWLsW7dOgDA4sWLkZOTg08++cR9KiEiuPrqqxEaGooTJ06wno/Uuxz2kfXUHzPtjU8EalpaGkaNGoVjx45h8+bNmDt3LtatW4fu3bvjvvvuQ0lJCV544QUANddoTCYT+vTpA39/fwBnB6tjvdapdznsI+upP2baJW93ieuyWq0en/H5008/SWJiosybN09Eaj4s+eWXX5brr79epk+fLtu3b5eXXnpJoqKimvS2DNZTW+9y2EfWU3/MtFetHqj79++XKVOmeMxbsmSJ9OrVyz3MRHFxsWzfvl0SEhJk7NixMnr06CaPNMl6auu1Rk3Wa9v12rNWD9Rjx47J448/LiJn38O2detWGTRokDgcjnpvHrbb7e6L46zX+vVaoybrte167VmrB+q5an+Z2dnZ0r9/f8nLy3P/MltirG7WU6+97yPr0cX4xE2pWjqdDiKC8vJy5OTkoKqqCpqm4c0330RCQgIKCgqUXvxmPbX1WqMm67Xteu3N/wcLBRkTnJ3kAAAAAABJRU5ErkJggg==' width=340.15748031496065/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 33,
|
||
"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": 34,
|
||
"id": "88d45629",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "4b867434c4e042f79f87c880b0f873c2",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
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",
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' width=340.15748031496065/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 35,
|
||
"id": "f00a50bf",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "951c836b87b14b8f99697ec07ce641a0",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=340.15748031496065/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 36,
|
||
"id": "8683d6fa",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b04efdf9a0>"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "b0f44cc55a674c179443f7949e9bce4d",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=340.15748031496065/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 37,
|
||
"id": "2cc55e94",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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": 38,
|
||
"id": "a0cc8692",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b0502673d0>"
|
||
]
|
||
},
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "fb9e76326a9a4386834b9d3dbb206460",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=340.15748031496065/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 39,
|
||
"id": "86b0758a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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": 40,
|
||
"id": "60d26b0a",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b0504d8490>"
|
||
]
|
||
},
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "605f045978f24eee8c01e0c29c32f13d",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=340.15748031496065/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 41,
|
||
"id": "acf5e688",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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": 42,
|
||
"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": 43,
|
||
"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": 44,
|
||
"id": "ed635a3e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def mmAq2Pa (p):\n",
|
||
" return p * 9.80638"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"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": 46,
|
||
"id": "32a95518",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>Boiler</th>\n",
|
||
" <th>Booster</th>\n",
|
||
" <th>p_boiler_SI</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-09-22 10:00:00</td>\n",
|
||
" <td>215.0</td>\n",
|
||
" <td>656.0</td>\n",
|
||
" <td>2108.371700</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-09-22 10:00:15</td>\n",
|
||
" <td>219.2</td>\n",
|
||
" <td>657.0</td>\n",
|
||
" <td>2149.558496</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-09-22 10:00:30</td>\n",
|
||
" <td>218.7</td>\n",
|
||
" <td>659.0</td>\n",
|
||
" <td>2144.655306</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-09-22 10:00:45</td>\n",
|
||
" <td>219.3</td>\n",
|
||
" <td>654.7</td>\n",
|
||
" <td>2150.539134</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-09-22 10:01:00</td>\n",
|
||
" <td>216.7</td>\n",
|
||
" <td>653.7</td>\n",
|
||
" <td>2125.042546</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2155</th>\n",
|
||
" <td>2022-09-22 18:58:45</td>\n",
|
||
" <td>186.7</td>\n",
|
||
" <td>623.5</td>\n",
|
||
" <td>1830.851146</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2156</th>\n",
|
||
" <td>2022-09-22 18:59:00</td>\n",
|
||
" <td>188.9</td>\n",
|
||
" <td>620.3</td>\n",
|
||
" <td>1852.425182</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2157</th>\n",
|
||
" <td>2022-09-22 18:59:15</td>\n",
|
||
" <td>185.1</td>\n",
|
||
" <td>621.2</td>\n",
|
||
" <td>1815.160938</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2158</th>\n",
|
||
" <td>2022-09-22 18:59:30</td>\n",
|
||
" <td>186.7</td>\n",
|
||
" <td>618.5</td>\n",
|
||
" <td>1830.851146</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2159</th>\n",
|
||
" <td>2022-09-22 18:59:45</td>\n",
|
||
" <td>188.9</td>\n",
|
||
" <td>619.0</td>\n",
|
||
" <td>1852.425182</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>2160 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" time Boiler Booster p_boiler_SI\n",
|
||
"0 2022-09-22 10:00:00 215.0 656.0 2108.371700\n",
|
||
"1 2022-09-22 10:00:15 219.2 657.0 2149.558496\n",
|
||
"2 2022-09-22 10:00:30 218.7 659.0 2144.655306\n",
|
||
"3 2022-09-22 10:00:45 219.3 654.7 2150.539134\n",
|
||
"4 2022-09-22 10:01:00 216.7 653.7 2125.042546\n",
|
||
"... ... ... ... ...\n",
|
||
"2155 2022-09-22 18:58:45 186.7 623.5 1830.851146\n",
|
||
"2156 2022-09-22 18:59:00 188.9 620.3 1852.425182\n",
|
||
"2157 2022-09-22 18:59:15 185.1 621.2 1815.160938\n",
|
||
"2158 2022-09-22 18:59:30 186.7 618.5 1830.851146\n",
|
||
"2159 2022-09-22 18:59:45 188.9 619.0 1852.425182\n",
|
||
"\n",
|
||
"[2160 rows x 4 columns]"
|
||
]
|
||
},
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pressure0922"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"id": "24f6b1cd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.lines.Line2D at 0x1b04fe6cb20>]"
|
||
]
|
||
},
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "cdb8e7e3c82d4bf7a999a56039291898",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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KJSxZNxivhuGam+20MLZb7pBLr+tQijsb/eCeUT5JOjQ9M7kVe1Nai2fSLzCH4QEnLLlcbLHjwiVtpQ6Yl5/Jq3je7UokHob7rn+dGeYlMBgMYFxo9V4b9uUy0gmeQIA3G95KO3ZHJKCFJQDsOHhWfSMAdqcnYwrgqsdTUXNR9F0MhskbLfB96ryzWTLHMIDjlN4KTeSKnd6b9sTBjja4sf6Bc08CXlgKncrlYJzQubVlpr3xA1vek0HbUDNwHhA56t2hbS6bpXfRN9wZdV/wfvFJ1W0C6eXtaBDJ2fDAIeCFZeU5l9H/Yotd8UVhhGBYiOeSnLt4Bc9/Ws7fTssETyA9IRIUVtaisNIVkWXgRGs4dJ44d0KgtcNwrY7n3jrOU9RxSk76Bc71Dnhh+eLnh1B8vA5Dn/gUyxWS0zIvUbiZHzHEJNhgZtap6xCwkhMdYzQYOE7p+o5DOBMCrZ3gWfThPvWNANyzajf7AaX4FifxfDiZ9yaQUroGvLAEgFXul/sFgZbIhRGCcinY9ESpBLo45Q6ajQa0YhjuPh7ngP7WRPZU1uKGf+70axvBipMQVqn43p3a8JvDHbsigh4CTljm3zlEtGzbT2dU92M0yy6h0pfEo1m2onMBAveDQTjahN5QUCbxhtnoSRZL6bw4nYS9j2kJ3QAACe4s+oFAwAnL+67pi9fvvVr3fnLDcAY6DPcwqGcU+7fd6fR6NtzmcMJkNOgKHqB0XLjD8HGpPQAAYTLvU2ck4IQlACTFdNG9DzM5ES5RiAvwPAQXm9XTvgW6PB0Q34392+YgXvtZ2hxOhLjzu1E/y86PkxD2w2nyQY7TjkZACsthvaJxFeeF1oJWzXL5ziOoaVTOsRlIUQtScO2KV+xOr22WLmEpyBca4NcukHGZZFzPApMQWq+HREcmIIUlANw6NEF9Iw5ONgmAzHrOPS86VqdyLF1Ndzq47jc2h3fDcEIIbA7C+rW2pm44V0h//3g2+zc1g7YtTkLYa85MiAaSq1bACku7Tp8F5gsorLnDcOGyJ2xSTSgEunbEff5NRu9StNncUQCMZtmaYXgFxxWIm5YvTEMlTorvcHBmw40BaOMP2KdJWIBMDUa2ZvSVLnXB31ZFWAbO8yEJ1w513QCrV5olU9vIzNgs3cv1XjtCCDbt8TikG40GvPNAFtISuuHF34yQ3Cc+qm3qOgUThBDeMJyhXmNuhs5AwApLLUKPC1NGIjxE+pJ0jwjhbBvkwtJ9gvNu6M9LmqDnvBlhGSqyWeqjsLIOq745yv42GQwY278HPnlkPAbEd9V5NIq3eKKxXP+++Z3rnrz0+aF26pHvCVhhOWmYPpulw0lYB+s/33oVbryKX7o3rls4b1slAn0YzpgsmBfD6IV96opbWAqH4XopO1nP+83VbBJlvCK8MaM1Ntuw/cBZ3eadYIEb6ggAjRq8RjobASssDQYDnpg8WPP2TuKZ8f7DjalYOGkQbz13wkhthi/wNUvXvyahm4iuYbjbZmlmXIe8m1F/euvPvN8mk0dYdg0zCzf3qg0AmPd2Me5/60eeFkvxIPyAPj/VVYxwTIq+EV5HRiQst23bhoyMDMTHx6N3797Iy8tj123atAmpqamIi4vDlClTUFPjCWWqra3F1KlTERcXh5SUFKxfv553XKV9/cXQpGjN27o0S8+LJnSUDuW8hGovWyAZtaVgbJaMgPNmgocp48G4Yfki+S8gLyB/l9Wb/dsbzfLbX84BAL5z/0vhI8yS3s/qSuzcLTxEbpdOh0hYPvXUU1ixYgXOnj2LXbt2YfXq1fjoo49QVlaGefPmYcuWLaiqqkJycjJmz57N7pebmwuLxYKqqioUFBRgwYIFKCwsBADVff2FHrsldyYP8GhNDGaObU1tJBbYopKf5BXwTit83Z3U5GyDwGfVxxdvx2PX45NHruO9tIGUCaejwFZ2dP9mSkoLS0l3ZkSf4W+//RZms2txYmIixo0bh71792LHjh3IycnB0KFDAQD5+fmIj4/H6dOnERoaig8//BAnT56EyWRCWloaZsyYgdWrVyMjIwNr1qyR3TcxMbHNTjbEJG8YczoJW/8aEGuWXJcUh4ojZaC/iw6ntM1Sj0b90+kL/AU+8Il8/LY00bL+VmaS5zS7LIBc/zoM3Mz5ABDhjoS7dCVwbJcizZIRlABgt9tRVFSEtLQ0FBUVITMzk10XGxuLlJQUlJSUoLS0FElJSUhI8Nj1MjMzUVxcDACK+7YlSomA7U7Cs3cJhSU30YP6bHhgv43skMvo/TBcWFzMF5nStboEBbqZpD0QZpCKCHXJEb0ufB0ZxQmepUuXIioqCnfddReqq6thtfJniK1WK6qrqxXXAVBdL8TpdMLhcLD/tQYtORoYG5xJwWbJ/Rmi4uwc6K+ix5hv4P2rRwjJfXD0yrEeXUN170tlpe/h5iYFPMPwZlsQCMvt27fj5ZdfxubNm2E2m0EIgdHI39xoNMLpdCquA6C6Xkh+fj7MZjPMZjPCwlrnQPzEZE/KNrmXmX35jQqaJYBZ1/YF4KkpLkegv4wOwcfFGz/LPrERAIBHbx7IP4bOvtg492LcgB6a9qGape9hrigzQujCDsMDXFju378f06dPx8aNGzFwoOthtlgsqKvjx0TX1dXBYrEorlPbV4q8vDzY7XbY7Xa0tCgnrVDjd1m98ebMDADyL7Pw5Rf+DbiG4T26ugS3TWWGJ9BfRqEW4Y1mOcztqTC6b3fXsbzsi5MQmI0GlD89kecLK4SfYNjLxiiyEMEwPNRshNloCKgJHpGwrKqqwu23347nnnsOEyZMYJcPHz4ce/fuZX83NTXh8OHDSE9PR3p6OiorK9HQ0MCuLykpQXp6uuq+kp0yGmEymdj/WoPZZMSNaXHoGmaWfUmEs7uuPoiH4Uy0iS3oNUvXv2wcsDeJNAS/vY0NJ8R1r/TkTQz0j1m7IHAdAlzzAI0tdlxsCYxJHp6wbGpqwh133IEZM2Zgzpw5vA1nzpyJtWvXYt++fbDZbFi0aBGysrLQv39/JCUlITs7GwsXLoTNZsOBAwewcuVKzJo1S3XftsJgkH9JGi67buap+svsMrPQ2GkwsHHMapploEfwCD8u3kzwMAg1Sr3XzpVDUX077q2nstL3sBE8Euv+rrE+UkeH5zq0fft2FBcX49SpU1i1ahW7fPLkyVi1ahWWLl2KSZMmobGxEWPGjMHGjRvZbdatW4fZs2cjLi4OkZGRWLJkCbKzXemyxo4dq7hvW2CAvLDkZhRikLJZhrCaZXA7WgpD25h/dSV69Ri53P94NxDnJpzVsw/Ft7BXVOJWfH04MBz5ecLyzjvvVHR7mTt3LubOnSu5rmfPnti2bZtX+7YFRqNBVoYx2szY/rHsMrHrEBDinqS6omqz9L6fnQFWs2xFuKNQg/R2GO4kEqMACXg2S31NUDRAFDTLQPG1DNjYcCFGgwGESPtAMpPyRoUJHqPBwMYxq86GB/jr6GCvF/9f74bhghRtOve3O5yaknBwN6Gape9hBwoSN6PZFhjJR4JGWCrlS3QKZncB8QQPdxh+RSZBMEOgv4vMB8comODR44wvu6mOYzxb8DOcRFuGmy6cEseBfn/aA2GKtkAkeIQl80JLrBMmAZDeX3vt8EDXXDzhjnw/S10mS4GriTc52t5w14PXwh3D2y6s1h+cu9jSoUs0eIbhgSstg0ZYeoaKEsNwCc1SyMEzjZ6JDJVntuM+0r6BTdHmfnq8LYULeDR+X2UdkqNfj0jsf+pWWCJdET+dKST1SM1FjH56O6av2tXeXZHFMwxv1274laARlgYFYcksUdIsvz5Uw5mECG5pyVxDcbij9mP4aoJHD5Fh5k6p93zvTgu352htO/dEHqX71tcdrdXZCRph6bGridd5Xn7+cm7csaswFx2GA1LC0rXcG21NOCHQVhpfZ7pFUpMmSuyuOI/CyrYVrMKsQwDw7N3DAAA3D4pv0774CyoswQ3f4z+Ur+SM5O1v1Kj9dKYXUS+EEBQfd4WuemyWXrgOCWyWbWXr8jYGnaGxue0LcOn1I/3tyl34zes/sAmW2wKpCR5mUu30hcsSe3Q+gkZYKg3D2fRSguU9unmSeJhNBtXhZl3TFTicge049NWhGvx0yhXW6rFZuv71xiedobVCTDv6Z+657D15wZed0YQeWck9r//sOuaH3kgjZfe/7M44VLDvDI7UXGyzvvgLKiwhPxs+ML4b+7fJaFS0WR4734SRSz7HnPWFAT0M31XhGd4ZBDZLh5OgrumKruOJwh39fOnaTij7Dj3uOHbOF6vF5sSRmouobmj2Q6/4eDKlezp7rtGTBOemF7/yex/8TdAIS3YYLrGOtcEpXA2TQXm4OX+DK9HxzvIaQRxyZ3ot1eF+T0wCYXn0nOuD8XNVg9SuPMTDcPdyX3VUhs44waPHZsn1AXYQgpte/AqZS3f4o1uScLtq68CuTt4QfMJSwp9cGOssRUSoWXG4GR7CzXrj2SDAZCVP2DBJkIUfmU/3n9FwJOnZ8Laio94XqY+rHpslN2/BpXawWXJ7Ksyh0NnLCAeNsGRuotIwXOmR/PsdgxRnw9MSPEP2Tv5MKMJ9b5mUdcKXWS0cVHBE93FbZ0vU3Bo7DNfXTpK7BnmYSpb81nCq/jIG532K1786wluuZxjOzVsQ27V1ibP1IDUb3jOan1809W/b0Nhsw4L/K0XRsbo265uvCB5hqWCr0hLB09sSoXgMpkATAPxQ4cmy0kEVGK/h2qSE+SwZtJQSaC/Njq31o7P9trB1vr3rGC7bHHhu20HJtgFgxprd+M8PlbLHUAvF9RfCGjwAkJPRW7Tda18ewQfFpzB1xfdt1DPfETTCUkkrlPOzBIDxA63o1yMSXUJMijHQ3Fjyy1c8D2yg2Sy516i60TVxIPzG2DXYquQiPtpqgkcvxjaQlnIaJPdj9M3hc1j83/2yxzh6zlMIrrapdVUG9CCVdSjUbERMBL9uuFBr7kxQYQmxkzWX9bMy8MVj18Ng4LgOqaaz5Ngsve1wB4UrB7PT4gBIDMPVLhCHVoSGtyneDt91teGD6afV3xxl/17F+dvfyGUd+upPNyKlR2Sb9cOfBI2wVAqnY5dJPKsGg4GT5Na1TNI1iLPIn3at9qaJk5uQcToWakQ2uwbNUnANfVEKVwtMV/eeqPdqPyXNt6LmomQiaa28s+e45HI9EzzXyRRt83cSDjm7f3RECHY8dr3kPptkzrejErhvtQDPBIJ4HfOCqj2USrPh3EVcxSrARuG8l07oZ8lg06NZisIdW9E5DZy+4DId/HalvqQUalFKZxuakf3iV8haut3rvtXK+KgKE1Er0at7F8nlZxqasfCDffjhyHmv+qaO/Dsk52XS2So/Bo2wVMw6JEhmK4fSjC13mYNwh+GBJS2lrp/wXThVpx7eJlTmO7qzuJq4YiJUtCa6JYTg4JkGTe40egbncgrknHWF2LjnuE8zF31x8Cy2llXx29XR2ciw1hUjbGuCRlgqhztq1SzltQvuIu76QNMswyWqKAo1h90asuMIr0sHN1mqJ0/ROQm9q6IWE5d9gz+84wpmYOLtpdDjlC7XT74fsG+Yve5H/OGdYhBCNLnfCTErRYF0QCR7W1RUhISEBOTk5LDLLl++jIceegj9+vVDz549ce2112Lnzp3s+traWkydOhVxcXFISUnB+vXrecfctGkTUlNTERcXhylTpqCmpsY/ZySDctYh179qz6RRQfvhLgs0Ackl1G2PfSg7VXE7rV4AbT0brpe3dx3D6m8qeKMFKfSGuDKO+5/uPwsAksPjE7WXkLPyBxQd055BSE6z7BZull7hA+xOwvGz1L5fSCez7Yt6u3XrVtx7773IyMjgLc/Pz0dhYSH27NmDqqoqPPDAA5g8eTLOn3fd5NzcXFgsFlRVVaGgoAALFixAYWEhAKCsrAzz5s3Dli1bUFVVheTkZMyePbsNTs+Dks0SEg61kseAciINho6c0bq1MEKjV3flHIXlZxsV13tGbfzJs/Y2W1y+4uAlffj7lp/w9NafVTVHNWEqROiLyi3qlWxx2R2f/Gg/dlXU6prVlquwqVqRtBXYHVzNUru0DOlkNShEwnL06NEoKyvD1VdfzVteWFiI6dOnw2q1AnDVAjeZTDh48CDOnTuHDz/8EEuWLIHJZEJaWhpmzJiB1atXAwDWrFmDnJwcDB06FCaTCfn5+di2bRtOnz7dBqfoQjlTOn8bOZQSaQTLMJx5GdU0CLUZcdnZ8Da8XmcuiBNMTHvjB9z04lei+HY1R3tdZYAh9kV97UuP/yEzCmryoiqinIZr0xVVpQ+b0+kJ7FBRFjfPHcOOTgZwEtV0BkSnFh8fj5CQENGGd999N9avX49jx47Bbrfjtddeg8ViwYgRI1BaWoqkpCQkJCSw22dmZqK42GWPKSoqQmZmJrsuNjYWKSkpKCkp8cc5SaIU7ugTm6VMPHh7a0q+hlFQ1GZotc7gsok02kHJmPzqt6Jl+05dAAB8e/gcT6A3qsRZ6x1MKI0+mHDR+kv63ZDkDuvruGzutbE7iCe/goxm+f68a/DmrAxkpcTiu79m48P5Y5Ea19WnffI3mg0Z8+fPR3V1Nfr27YvQ0FAkJydj+/btiIyMRHV1NatxMlitVlRXVwOA6nohTqeTvRkOh2/cC5SzDrn+VXtfma+m1JCMKyC5L0LAaZbuE1IThp3hI1HTKB/h8kzBz7hvbB/2t1oYoV7Ti9LxmCHzwTPKpgwp5DTcKz7WLLnNcAWx3Efv6j4W9m9rtzBYu7Vd3Lqv0GxhXbFiBbZs2YJDhw6hsbER8+fPx6RJk9DY2AhCCIwC/dtoNMLplipq64Xk5+fDbDbDbDYjLMw3F1UpVFEuU7rcMYK5rIRWLVzvsK+pxfVRPHBaPb1bW6EnzlpvWKvSELs19kW5Z09L2jxNx3cSHKm5yOujzUkCTimQQrOwfPbZZ/H8889jwIABCA0NxYIFCxAdHY333nsPFosFdXV814e6ujpYLK6vidp6IXl5ebDb7bDb7Whp8VF8q5JDOWuz1OaUrlSaQthGoD1DjAalplmqaVrCfJYbdh8DAGzdV9W6DraCKkH5AylhKXdWeid4WhT8MZlheHiI/tlif88t5v/vAG568Su8+V0lu8zucEpmHQo0NN+NCxcuICKCPwMaGRmJ+vp6pKeno7KyEg0Nnq9XSUkJ0tPTAQDDhw/H3r172XVNTU04fPgwu17UKaMRJpOJ/c8XKAk6pUQafORD8viuQ0Ty70BA67VSO2/hNZwzrh8AYHhyjNd9ay1C7euKhIZHiPS56R2GKwlXqXaFbC6UDhXUK7T1su77SgDAO3uOsctsDs4ET+DKSu3C8rbbbkNeXh5qampACME777yD77//HjfffDOSkpKQnZ2NhQsXwmaz4cCBA1i5ciVmzZoFwDVzvnbtWuzbtw82mw2LFi1CVlYW+vfv77cTE6KcSMP1r1Y/S7X3gjcbrrmHnYONe04AUNcgtMoOZkKgv9Vl7B/YjkZ/4ciioqZJcjul0YlWhLZFbnYeZqZcKRror+/vk/S/bKuPc2Ozx4xg403wBC66bJapqakYNWoUEhIS8NJLL+Hdd9/FsGGucpfr1q1DRUUF4uLiMGHCBCxZsgTZ2dkAgLFjx2Lp0qWYNGkSrFYrysvLsXHjRv+ckQzcOjFCiEY7nPYIHunlgcQv1fwCVMJUXKqapeADZTLJ35+2ghtREtctDMdrL0luJ9VHvXZqoesQN/ejw0k0uSJVSbg+6XVh+uZwDb4sl55oVYI7U293eMYJgTwMl50Nf/LJJ3m/u3fvjpUrV8oeqGfPnti2bZvs+rlz52Lu3Ln6e+gjQtwvo1SuRc+Lq1VYitdxh5WBPMHDIMysJLxyau+s8BIx9XxKT9a3rmM6GNQzivebe9+qG1uw8IN9kvspjU60UqqS9UhLMhIpNx09/Th4pgEz1uwBAFQ+d7v2HQVcuGxDF3fy68AVlUEUG858hUslYnC12uG8cUoPuHG4m1CBsBRq5XrDHU/UubQ4uaGvP+gu0Ia12vukk7G07kYLr5fdQTB+IN/d7vb0nrzfhZXiYbieD/WUf38n274e7l2zm7X3BrBiGTzCkvFZe/LjA6J1nggelXBHhSgg7hKuUhBIWibXXUSUCENw6VQ1S2b21K2L6C2h6wuE90arwJA6t7OtLDcrHNrbHE6crOObAboIkmFw69jYHE5U1FzERk6OSLW8qtyJpNaaP9Z+dxRAYA/Dg0ZYKiFVIF4Kxl1GarJSTrO8rKEeTWdB6YUSviSd4SMhPB25SejFdwzGqvtGc7YTn9uLnx/yuh9/enevSKu1OYhIyxZe06mjkgC4XJ4G/G0bsl/8Ckfc+yy8LQ3lT9+muQ9rvj3qTddZmL4GrqgMImHJVOe7JiWWt9zpJNhcqG2GlxGWakMu7kPd1IblSNsSoRYmNGGoCUvhBI8lsu0jOoTnINdnp5PglsHxbHkEX884v1d0Eu8VneQtkyrNIcwTyvik/rdUnGNBT3Z1AHhWUCTNWzr+J9J7gkZYPjZhIACxUX/bT2fYeGA1myUzWypdY0baKZ2bwaazo+QSJZxsUJMn7Oyp+9+7RiZ52mmjGXFhM3LtZqW4gieMRv/N2HNdcQBXIpL+Vn7tGmGe0MJK1zBc6oPM9DV3fIruvpyovYRNe457dR8+P3BW9z6dhaARlqxWKHiLj9V6hjpqX2OTwssiNwz//dvFuvvaUeGeY1Q4f3JEbLPU96Jxo1W01rGJcudolKvxooZYs5TeLr1XjHs9UdzOlzQ02zRVyQSABonrxXz4vck2NOXVb/H4B/vwXvFJ9Y2DiKATlkKtMIyT+Vtt4GJ2H6Py/CXRi8YTlgGaz5J7VneOSOStE8+GazuYJ+uQZ/+GZm3C0lVx0+PQrheRzVKl04xd7ttfWpe4Wsswfu13R9mwRzVqJbITefyK+c97Vj/pEGMude7j6S3qFugEjbA0y0zOcGcMjTrSjgkz1hCZYXggwWhWvS0RMJuUHx1Vm6WEdSuzr+tFVkokQQjBrDf34LltB+EkpFWzr+IPnut3RKhyiO2jm/fi/EXvcxZoUbpjuoRqKincYnfg471imyVzWYTho3JNS82cb9jduaov+pugEZZyX1ruQ6J1NhwQz3LL+lkCONeKF0vI6m8q8PwnvjHG60U4KcNFmPRV+wfDc7D9p122Y6nIFIaTdZfxZXkNXv/qCEBaN/sqslm6TzAnozeemjJEcd9FH0o7rGtrV/3ifFlezWqWT0weDAC4ZXC8aLuDVdJp3JjKib8akYSVM67G/+Ve41rh4w/5gyrlRQKJoBGWZpO0Zsl1rj5dr1yV0MwRlkK7JffXfkGasa/KfVdv6OmtP2P5ziN+LRMgi4I/6mO3XMXfVOdsOAA0uV/w5xRmZnm5QtE6J2ih0GIuqdEA/PrqXhiX2gOvTB8puS9TO8cbtMiro+eaYHcSGA3A77L64PV7r8Zr94wSbSdn373svpZGowEThiTAEhnqblu6dW8n+Htb+Ml1aCKNAEBOswzhDCfPNSo7RhsMBqT3igYgHTYpx2Pv7lXfSAPfHPYI3RlrdvvkmHpQSpbwq5FJ+OmpW3HvmN7ubb1vR/ixYfjkpzNsKjcAuNhib9UwXE6zNBkNiAwz4+37szBluMc2+7us3vAFWie/7A4nzCYjQs1GTByaIIqaAvi1e7g02/kjH0/0mXRb3iZrtjkIxvb3uOPNvyFwNc2gEZaM24/QZs6dSdQiAMtOuoaKm9zZdxjawgebieMFXKVU2xr2FGXkU9cws+YEyULXIQDI6Nvds15i/9+/XSQq3tUaRUY0G87WF5I+qjD8UA25iT6tz4rdSXijGcCjyTFFzZikyUKE+TKZo3CbZvIlcPtU3cg3gRxWKTznIAQr7r0ar94zEh/OH4tHbxmouH1nJmiEJWNTE2qW/+DY/1rs2qNtvjjIH4Z1hjIKrYUoaJYMzDp1p3SxYLoqwVPASqsvoy+H4UyTcnNXejKnX77iwIj8z7Dg/0oBuM73D+8UY9n2Q5o1yxaJ9goevg6fPzoe6UkxAPgZ1x++aQD79+BEvj+xp7qpp21uhU6mT8s5hdMAl3LQ1GJH6Yl6yQ+Y3eFEdJcQ3JGeiJG9u2uuvdQZCRphyWiWBfvO8L6e13CGEIxRXAsi7UPh+ZcyzHdGtMTQt2ZYfOGy58XXaubQG6nCRc51SO6YP7knoLTwzp7jaGi244PiUwCALw5WY2tZFZZtP6zLhCN8JruGmTEgvhurFXI1y0duHoAf/34zXrtnFKaO6sXbT0qz9HywPMuFtnACV8XLX732HXYeEtve28V23k4EjbDkagtPfrSf/XsgpxynntBE4euk9Pj36CodyldRcxGf7T+juc32xlM6QH6b1gzDp2cks3+fkMklKaR1s+HSrkNywjIyVL2+X4+uromUJf/jJ2zhRnLp0VDlYGzt9Zc8dnaDwYAeXcNwe3pPkYYnZbNk/jQZDPK2TEJYG/KuivOi9fFR4d6dQCckiISl51S59aK5w738O4dqP6BQsZR42hgHYOHQnyH7xa8w9z9F2HO07e2PXsHMYCuIKDabvIo8kJoNjwjzCKNb/vW1pi61zs+S/5t5FuSE5cB4vvO71D2XUxq5x1QSls9PdZVaEdoqhTCO4298XaG4HQNbl52zjC0FYfQM0YX95/6Uui53pCeKlgUqwSMsOTeaOwxi/n7u7mHI1BDdwJDRR33b39/QX9SeFNPe+KFT1OphtUElzVImrFQLch8VJXypWarZLG8dkoCFt6WJtudO5MjdR246NCVh2TvWZUdUe2a2/6zPdYm9Z7z4fvfsPyeptZyjPiC+1q/eMzKgbZRCgkZYRoR5ojK4YWRMzWO1iBQGxjXm6j7deculHm2zjsQLXx8+p6n99sQpMSkjRM1FhcEzDPccS6nioVp73iASliqz4QaDAbnX90ecu+Y1s7+DJ4Ck4QpIpYJkwpyVvkZSs+QktRbeN+6jK7wsPaODZwgOyAjLoqIiJCQkICcnh7f84sWL+P3vf4+kpCT06NEDkydPZtfV1tZi6tSpiIuLQ0pKCtavX8/bd9OmTUhNTUVcXBymTJmCmhrfOWprgZv4gXvTmUQDasMehm7u44jtXfztXpo2nBOPri4stdro2hN26KywjVabJTiTCwwje3eX2VieVvlZCmQW189SCeE58hzlZU471u0UDshrliEmA7qGq9tFmW31IGmzFAzDnQR4X5A8g+uHLDS/mIRhWwGO6Gy3bt2Ke++9FxkZGaKN77zzTlitVlRUVKCmpgaLFy9m1+Xm5sJisaCqqgoFBQVYsGABCgsLAQBlZWWYN28etmzZgqqqKiQnJ2P27Nl+PC0xXTjxvtz3iyntGa7xiy41q8j9/dbsTBx9dhLuHtWLHd44NCRE6KbxJWlPmLNQeke0VsCUokuoCde7fRmFmjsgrUVqzVAkhXDI6ZkNV95PWFaZl7pORlomcyJd5D6eXcPMCBWMcIR2UoZwM/95vXtUkuR2DKzrEMR9NXLWCfvGNTEIr7+pNWp9J0T02I8ePRplZWW4+uqrecu//PJL9OjRA0uWLEFYWBgMBgMyMzMBAOfOncOHH36IJUuWwGQyIS0tDTNmzMDq1asBAGvWrEFOTg6GDh0Kk8mE/Px8bNu2DadPixMA+ItwiegHrjY3QmO9ajnNifvgMQ+mWaFImpDOICzZYaqCbsms0zobLmTxHYPdxxHDCJLX7xWH/XmDaDJDg2sU4BE8jEYpDMEUcqL2Ek+jk7PNSkXo3JMpHTUU1YWfIm9YUrRSlz0feanZcHaCR7yfnScshZplkAvL+Ph4hISEiDZ86623cOONN2LixImIj49HdnY2KipcM3GlpaVISkpCQkICu31mZiaKi125HIuKiljBCgCxsbFISUlBSUmJz09IDrPEcIL7QidotL/IaU5Skx+eh0tdWGrVbDsCyq5Drn+9na6SyzsKuF7mbmFmr4brUohjw5Vnw+X6yJN9RBy5c+5iC68tudRroWajyL4dIeOu9JeJ/Fh8rfWjJIfhCnZmrj1W2IJZpymgs6PZ6HDo0CG88cYbePbZZ3H8+HGMGzcOkyZNgsPhQHV1NaxWfiiY1WpFdbWrHrHaeiFOpxMOh4P9z18wQlPOD1JyH/dT99oXv+CCRB5B7uOjVDpXLx1httzj7qPulO5NIg1AeRjvJAQw+E6jUYoNV0LYR+EEj3ACx+bgu+T8r6xK8rghRqPIbzFcJl1cdlocv08qfZZ0HYJ4GC5EcRge7JqlHDU1NbjvvvswcuRIhIWFIS8vD9XV1di1axcIITAKDFlGoxFO9ydXbb2Q/Px8mM1mmM1mhIX5vjYLO3xi8zN20bwv82CdaWjGoi2cNF2e6V3Otq5/NbnRqGwiNaP++ldHJLb0H0qJNBi+ckd5vPujcpZtj4M7/2hKE0ROQmA0GHiTcTkcR3a9yMWGq9ss+R+ELw56PvqEEFFUyxMf7eedz392HZM8bmOLHV1CTbyPd4TMiCNMYLP0poyz0Owg9YHiDcMFd17rpGigoFlYRkVFYcSIEexvs9mM3r174/Tp07BYLKirq+NtX1dXB4vF5Yuotl5IXl4e7HY77HY7Wlp8lwuSgcnIolWT4MJ9t/ed9IS/CUu7cv9mnrczF5ox7Y0f8LVE2JiaOGUEO+O2AiinMvMHUqYGITHuWtze1h5S8tN0EpdQ4N6v1th6zwvK7zL3SW2G3SDQLP/EySpF4EmPxvBzVYOmkQGTUJp7j7vIaJZC+6baZIvUWqHNUthvgGqWXDQLy5EjR+Lo0aPs7ytXruDYsWNISUlBeno6Kisr0dDgSa1VUlKC9HRXNMLw4cOxd6/ngWpqasLhw4fZ9aJOGY0wmUzsf76mwR2DrOZXJ9k3zqZqLiPCr/krXxzGnqO1uG/tHtG2au8S01aIRn9Qf6AWDggA00a7NL1fjVSenZVzQ5KLAOK2zb0GXcPE9nU9cLOMOzQPw5XtqlLJi/WYYriCUE5YChkjqFoqQsFmydzOP7wjrhfF1SyFl8Uc7K5DcsyYMQNLly5FRUUFbDYbFi9ejNTUVIwaNQpJSUnIzs7GwoULYbPZcODAAaxcuRKzZs0CAMycORNr167Fvn37YLPZsGjRImRlZaF///5+OzEprO4v9ohk18whG7GhQ1hyBauUsOQeSvhScSv4CTMcqWUt+rDElZBB+CL/t/SUxp63HqeMgOPCFB5TczCXt1lKCyKu1se9BokxrXOMfnBjCf75aTmvTa3DcCch+OnUBd46AiLKFnTniERdFSFLObVvlJzUZ4zpA8CVqLhvj0jZ7QCuzZJvtQQ8zxQ37HZk7xgA/PsgMpkEl6zULizHjx+PP//5z7jxxhvRq1cvHDx4EFu2bGEv4Lp161BRUYG4uDhMmDABS5YsQXZ2NgBg7NixWLp0KSZNmgSr1Yry8nJs3LjRP2ekwL+mjQDgmXlmZz913HSuVsX96nqG4Zxt3cdlnjfu8EqY4FZJsySE4G8f/gQAOC5wXn94U6nGnvsCRhOX34KxpelJd8dFXlh6BBn349YnVllIaOHVL3/B+YstOlyHXP8SAlG9b0LETudx3cK8Cv8ElL0k/n7HILzzQBaevXuY6nGUZ8PF5zvZHfOtJOSDTbOUNfg8+eSTomW5ubnIzc2V3L5nz57Ytm2bbENz587F3Llz9ffQhwhL2To1DCuF8IfhnpdCaqaY++JXNzZjzbceM4bQPqT0Mp1WqEnTlniGzvLXi6lpJJWLkXcsSB9Lbjace6+4M799YvllDbzl6qe3Y864fmwbSigOw+FJWxZiMsDmICg6VochidGqfYjuIjYpKEXqhJlNGNu/h+pxAZkUbe5/pTRpKR9hg8FVVG5PpUsDDTabZcf3hPYhIYIHwBthyd1Uytmc52fp/ndXRS1y/1PE205Y61lJ71DrHSGtq3KoFc9QWH4bj2apLc5bbtJA6Kso9An81YhE2J2Ep623Fs2uQ2wiaYm7RjznzoTSFh+vx71j1DVLpmQJF19pb1IuXUo2aPaDwDnH5z8pF/SNCsuAhXFMZ778zMOu5wvJfbB42Wbc/3KPxBVgJcfreceZt0FgTFd4l9Qeyha7s02c2rXks/TYLJWH4XKzwwaVYTizflnOSPUO62TDLm2lX02s4OH3s2uYGS12h2RCXKbmuBJJMWIXNl9pb3KapcEgvp/3junNPnM2hUxQwaZZBpXRgRkiMjYlLZm/hXAFoF1lNlzPs6Q0waOmk3hrD9OLtmG4S2g3a9UsBb/lh+Hu9X58Yhlncu4EixQn6y6z23PtkwaD6xqVnxHXrXn1y18UjzlnXD/8daIr/dszd3nyqvpKe5MKJnP7+Ivu59O/GsaaOt74Sj5fJtUsA5hQgT1N6+wnF+62fCEl1rr0CDGlTdVmUtsquIdoEFhhGjVLOYR2ZQZvTCbeouYTyfhn/ueHY6jnRHEZ4OqnmmCUgomJB4D/7fVE+Jh8FFIonfzXZb6RuqRaBCHVLAMYkWbZymG4tGbpWa/VbsffX4y3SSl8jSeCxwcTPFJ2C4ijY4Tb+0pYTs+Uj/xRCx1kKDpWh084ZUEMBoNP7gW3Frevtbej55pwqt6lGRO4NUvONX3kZlfRMy3vRFvYyTsSQSYs+W4tagWqpOBuKpXBRSpXphaUtuSajb57PFu8bxvHjSvbLF3X+HjtJTz50X7ZPJ1SEU/cY4szAqnbS/WQGC0f4to1TNuAq/4yPwKIGYbfOsRVoO5xTlZ1Pcwa15f922fuOZzrdu1zX+CFTw8CxNVnrlxkYtPbQoPvbASVsAwVaJbC5KdaUA2F4/wdJpFySw4l7ZFZN7J3jOQkgC8SdWhBSyKNMLMRZqMBDifBuu8r8cBbP+pqg80BKuOU7quXWCodGsNvNcabV9XzXbqYnsV0cSX6TVFxFJeDWxjN5zZLN699ecStWfKH4Ux7wWaP1EJQCUtGeFWev4T6S1c4Kbm0H0NuW2YGlCtI0jh1sNXQMgyXizT69Ke2qRCpJZGGwWDgRZ0clJjsANQjeGoaW3Cq/jIK9lUh+8WdrIbqq3c4xGTEzLF9ectSrC7hpqWKI+Ayw3CTXjD3npkoUhLISnD30/MhV0LqKMQ9w8P9ADFt+6rdQCIohSUAbNh9XFUISSGl2fxS3YhvJGroGAwG3HdNH41HVtcs5bSqv7xfprGN1iFlapBCT55D0Ww45yWd+K+vMX9DMSpqmvCCOyTRV5ql0QA8OWUIb5kn65ByGw9lp7J/3zXSFenywq/T2XNhzDzCrOda8Uf8v9RogLVZSrStpFmuum801s/OlF0fqASVsOQ+MO8Xn9RUgEuI1DO0ac8JTxuCdWqGcqbok7Jm6W67ne+WlkQagLj4m5QrjRbLQSOnjruU5t4amPvyz98MBwDER4Vpvs6/dWcvT4wOx/dHzrPHY7pWsM+l6Yf4QLP0FdKaJeNnKeGUrvDc3jI4ni3/EUwElbDkUlHThMpzrqGdng+51Eww171D+Nyp2X6YJK5KwkNrBm9/oyWRBgCECM751mVf4+g5vlM20fmh2u1O8tDaK3BVvMs0MrqvKz3gjVe5XvrIMLPm68zkmAwPMbEx/kaDQbTfGS/DVPUWI9OC1CkREJHNsuhYHQD50db2BeN93rfOQtAKSwCouejKH6hLCKn4pOmtgCeV4ECIN3k3/YO2GWkp38DJ//5Wclu9Z9Rareu/f7wWX/35BgzqGQXAM3vfYnOyAlztOjP7VHA+AHYnkfwwPnTTAN199Hb4roTUR97JzoYbOMtc10DuI58ap90OH2gElVO6kGa347QeYzY3/yEDVyDq0SxvHhQnkzqLD+M61N5+bVpmwwFXeQQhFzlDasB731AmnNJbwkNMvExFrLC0O3DuossVSO0ySwnsK3Ynz2wAADcNikN6r2i8suOwrj4aDAb8/fZBiNTowqTtmOJlV+xOhISaeGL0ugGuxBzt/2HueAS1Zvnmd5UA9E3wCGN8CSGKL4PSQ3f9QKusXyEXz0SU5m56xeUrDvxw5LwoiYWnH65/1brR0KyhPK2GpBxS+DotmMloQKjJiKYWT8SR1oJlXFrsDl6+UsBVrlao0Qln4OW4/7oUTJep7OhLDALzAWOe8IfdtLNDrwj0uaP8+VZ+VT21OGJFm6XB8yopOZZ74zzvDX98pxjTV+3CO3ukE0poDTlkNDQtSA0PGe1GCqH25gvCQoy4zAnP9GY2WpjDEnCNWIQjBqk0bG2B3NDewP7PBTMqENb4SYgKx3/mBN8MOJegE5ZbHxonWqZnGN6rO98pvF5Q4VGYcUbKfsfUjbnxKqumoTU7C+3nodEOd+GtryRqBAGeEq7ezvICwMY9x3Hna9+JhuVc/nb7INl1/hA2XL9Qb/Nj9pNxQBd+A4X1vtsK2WdHEMHDaM1hAnPH5twxuG5A8M2Acwk6m+WQxGj8acJA/POzQ+wyb8MdAWDWukLe7wbBUExKs3xl+khk9rUgMsysaYKHkb9KstLucIpcdvTA1WyFWojd4UT9ZRsvqa23LPxgH3+BxKF6RsmHIvpDWHLT23kbuXLL4HjJ5ckWvvCNakWBNX9gNBh42j0jLIXPQHt7YnQEOtadayOEQkVfdUd9D43UQ2YAWOO9pgkeDbO0+05dwMje3XX1jQtjvwXEwnDmm4X49heP0z2TosxfREfIC0R/CBtusIK3DuFyz4XJaIAlMhS17kxFERqjg/zBx38ch7d3HcPWfVWsZn/hso3nV8o8YkLNUk+gQaAi+WQUFRUhISEBOTk5kjtt3boVBoMB69atY5fV1tZi6tSpiIuLQ0pKCtavX8/bZ9OmTUhNTUVcXBymTJmCmhrpoV5b0CxIH6ZH/il9Ycf2j8W4VL69TU1T0eQ6pKEK5T8+4ZfFLT/TiJc+PyRpS5Pi/WJPLRmhwOAKSoBf2Kq1yJ0S4w8pJEutiqEXcM83zEdJlLmaJvcR4Aqd7LQ4PH5bWpv5Lg7rFY1//DpdZALhlW923xChzVLPJGigIhKWW7duxb333ouMjAzJHZqamvDwww/jmmuu4S3Pzc2FxWJBVVUVCgoKsGDBAhQWuoaoZWVlmDdvHrZs2YKqqiokJydj9uzZfjgdbQhne/WFO8qvWzszQ6T9SdmKuK17Jnjkj6ulCuWuilrc8e9vUHTMJchuXfY1XtlxGG/vOiZ/YA5NnBdIzSYZoVKe9d4x0rO4v1SLI3nkzmjdbOnnb3J6T8W2vYF7vt185K5zpNpTN537keN+PI0GA35/ff92912UeqyESWBorLiEsBw9ejTKyspw9dVXS+7wxBNPYOrUqRg4cCC77Ny5c/jwww+xZMkSmEwmpKWlYcaMGVi9ejUAYM2aNcjJycHQoUNhMpmQn5+Pbdu24fRpsc9iWyD0jNFls1RwnJEaJv/gDofjwWnf4zqkZTZcuW8/nWrAjDX8muRVF7QNma/p79HY1JyimagjOZ7+1TB8+acb8K/fDuctv/mlrzX1BQB6yqRQ84evaShH24sM841myXVY5/aY/4y0bWo9hsFuh3wGqWsqfAb0ZNAKVERXID4+HiEh0jajvXv34uOPPxZVfiwtLUVSUhISEhLYZZmZmSgudtWZKSoqQmamx+0gNjYWKSkpKCkp8cU56EYomPSlaJNfJ6X5MVm15WCT3SpswyZ40NDPS4Kqkeu+r1TdB+APu9QmcG4fpq7d9esRibtG9sILv05X3E5J+P1tkvysuC/hDsO1fjgnyEzoSGHkaZbtL3TEmZ7E2wifNa05PgMZzXfO6XQiNzcX//73v9GlC/+rX11dDauV71ZgtVpRXV2tab1UWw6Hg/3P1wg1ywOCGt5KKL1MUsKsn1pda3YcLr8JOwvtxYumNQExtzSv8DyEkyq3DkmAVhgnZzmU5P8D41NQ+dztvJIL/uCcO+wVALZpTHenp2SIlGsO0HblQISIbPYa9mnv6LGOgOa3b/ny5RgwYAAmTJggWkcIgdEotHEY4XQ6Na0Xkp+fD7PZDLPZjLAw35U65faXy/afz2reV05excjM4D54U6rkcgYts+E21r/RPw/sf3Ydw+YfPZmThMZ9ofeAHk1czv+QQcmswfDrUb3whxv747NH/TMRcujsRfWNBEgFOX3x2PXs3ws5WdJ5NkuO1t5OshLzb+A/k3KCcLi7NO8vz9zm9z51BjTp1mfPnsVLL72E3bt3S663WCyoq6vjLaurq4PFYtG0XkheXh4WL14MAHA4HD4XmEkCx3I9tmu5l/uPN0oLxaSYLrgjvSd6WyKwfOcRAHzBqGU23O7+qPhrCLd4y0+836GCYXiyJYJ1ffE1WhSW6IgQ/PlW70o0+AupInIp1q449PRt+On0BQzvFcMu5942vmbZPuJy6tW9kNazG25/RTq5CcN788bC7iCt8t8NJDRdhfLycpw9exYDBgxATEwMYmJisGHDBsyfPx/XXXcd0tPTUVlZiYYGz3C2pKQE6ekue9Xw4cOxd+9edl1TUxMOHz7Mrhd1ymiEyWRi//M1ORm9cffIJPZ3Fx3uInKCVc6dxmAw4NV7RuEvEz0vO/cd0TAKZ91/GFtissUl7NW0Nm+xKwSqZ/VTHlbrpaM5O6vN9DNwh+Gr7hvN/h1qNmJU7+48ocj9wHJnw9tLswT4NcrlhHaIyYguGq9HMKBJsxw/fjyamvgJJG644QbMnDkTM2fOBABkZ2dj4cKFWLZsGQ4fPoyVK1di8+bNAICZM2diypQpmDFjBtLS0rBo0SJkZWWhf//+vj0bjYSajXj0loH4oOQUAOCuUUkqe3iQe8CZPIB6kdIsmRKlDMIyBV88dgMuXXEgMtSEIzVNuHWZ8iyz8HhqCF2rmJfpfw+OE82ktpYOJis1Z/rhCku56B2pbbm0l80S4DvHt1UNp86Oz/TrdevWoaKiAnFxcZgwYQKWLFmC7GxXJcKxY8di6dKlmDRpEqxWK8rLy7Fx40ZfNe0V3Jf0sVuukt9QQMNl6Yw63kbPMJoV80JdumJHv4UFmPTyN+w2te7EFN0jXIWwQkxGRHcJgdlkhCUyVHRM4RBRru74S58fwoMbxR4J4mJhrt/dI0N97m/XETRLbomEu0Zq+3Cq1XLnwr2cWoME/E2o2Ygdj12PHxZmt6uG25mQ/YwK3YOE7Ny5k/e7Z8+e2LZtm+z2c+fOxdy5c3V1zp9wH9ruEgJHDrmJnN9laU+nxZUPwmE445d5oKoBJ+suoVf3CJyoc2V0l6rsKIwQCjUb8bUgEYbdSWCWGE3JpZYT5AJh82l6KycH94zCgSppj4OO4Ouc6C7tAQCzr+2naZ9QqQsqA3eYy33u2ltI9bd2BQDR80KRJmgtt1IamRaE0RbTM3uj8G8340YVR20AWHzHYGT1s2BcKseNijMOdzoJVn1Twa569YtfAIDNkxgTIe6zUDMb1TuGl24M0K4FjXU7pjsEXgrM3t5qgUMS5YfuHcElhasta3W+vn2Yy33q5kHq/pbcyx/LqQbZXhM8FO8IWk/TmIhQbHv4Oq+FJoPd4YS1m7bZ+jnj+mHOOL7mwrymi/+7H0dqmrCrwjNRVFjp+pvx/ZNyDBYmPCBEKmuQ+KWUCj38zehe+P7IeZFmydbLkTgnLVi6tu4a+xuu0NKaMOI3VyejX4+uGJYUrbot12Z5lY7yyJSORdBqlgAwqGcU4qPC1Tf0I9xwRGG0zRFBVnapkgrhISZ8+sh4DE1yaW8EQIvALmaX8GcVhh6mJXQT2U+dToLLVxxs7W9vtcA/yLhVdRS4ml+3cG0p4IxGAzL7WTTNFjPHF6aXo4pl5yKohaW3/GPqMJ8d6/9+PKm+kRu5F/mqhG5Y9tsRrh/ElXaLi3AYXifhM2k0GFg/Tmb7e1bvwqC8TzjbaO4qjyiNAqi90BON4w2eEsKC5e1utaTogQpLL/hthv9rozBw3XgSopW0YI9WKHz5C/ZV8QSmUJgCruEnM3pn/Cy5JgHXNt4/Loeevg2Ff7sZR5ZO8voY/iIixL/WKObKdwT7rBSvTB8JQHoCkeIhaG2WvsLfVfAYH8ueioLSo7UQiGdZn/z4AAiAWe6ZXqmJGm7d682Fx/Hs3WLt2dss4oBrll6rbbet6R0bgb9NGoTUuK5+Ob5TTrPsIIrllOGJGNs/libLUIFqlq3E39qC0CFdrR+EEMlZ1i/LPe4hG/aIc1yajAZW8DsJcKRGHC8dyNmyHxifosmjwRvkkjd3FGEJAD26hvHKa1DEUGHZSlqrWKrt32JzC0uVITDXX1OqlG0Lx53oja8qROtP1F7iaclSds2OkF6sM8IIRWqz7NzQp7+VtLZa3wfzr1Vcz6ROO1ytnBmHGzYp9Qqq+UhWN7ag7pJHQEofQ/EQFBnkSgh3JM2Sog4Vll7y9pws3DwoHr+/vnXx7SOSYxTXf1kunfNTiCfVm3SsrxalsK7JM/EjFevuK5ND7vUpPjlOZ0HOqZ/Kys4FFZZeMm5AD6z+f6P9UpqVm+6tt7uUaqLKBA/7HsrYLLXkjeTOmD+37aDClq0jpw29CToCsq5JVFp2Kqiw7AAI45FH9o5h/2bcfMYKqkbK4STSwzstSuFvRvfS1EZrCbYwv2a33VkqqIDSeaB3rwOQN3kw/vfgOPY3V7A9srkUAPBekbLzOhPfTCD2s3QdUywtrx/oiVEPDzFKxp77g+ASlR6EQQV0gqdzQYVlB4HJAAMAo7xI98Ytqas0OcOdKY/j+D0+/SvfRSWpEWyaJYPQoyFIL0OnhQrLDkKXUBPKn56Ig0smIiYiFKM4Q3EtcGfDpTRLJgP4bk5G9wUTPOWMv3Kn6ZIbrif4MIY+WIWEMIAhSC9Dp4UKyw5EmNnEOgYLX6RHbx4o3oEDdzZcShgxx/3kpyp2Gbc2N5OWTa7EhtZyC1qId09WqfmOBhqMUz9TrVKubhOlYxJcT2snouR4Pe93Rl/loblHs5SeDf+g2FVCQ66+zl/dNYLkytz+c9pwxfb1EBUegh8WZqM47xafHbMzwISLzhnXDweXTPRbxBDFP1Bh2UlQmw3n2iyVcv1K5bYEgER3EgWpmPBv/3qjV3ZUJXpGdwm6WGQTx9mVhhZ2PiSFZVFRERISEpCTk8Muq6urw4MPPojExEQkJCRg/PjxKCsrY9fX1tZi6tSpiIuLQ0pKCtavX8875qZNm5Camoq4uDhMmTIFNTU0lb1PYRNpSM+GM9gEuS3/MycTK343CiHuIbHwJQ4xGdCre4Rv+xqktCYRCaX9EQnLrVu34t5770VGRgZv+euvv45evXrh0KFDOHPmDLKzs9nKjgCQm5sLi8WCqqoqFBQUYMGCBSgsLAQAlJWVYd68ediyZQuqqqqQnJyM2bNn+/fMggzWZinjZ8kgzG153QArbhvWU3b7ZCoofYYpgBORBAOicdDo0aNRVlaGZ555BgcPeqI4/vznP8Ns9mw+bdo0PPPMMyCE4Pz58/jwww9x8uRJmEwmpKWlYcaMGVi9ejUyMjKwZs0a5OTkYOjQoQCA/Px8xMfH4/Tp00hMTGyD0+x8hJqMbMYhLfBStMlIy9qmK6iqb9bVj2ZBPR+K93QLMrNDoCHSLOPj4xESIg7h4wpKANi9ezcGDhwIg8GA0tJSJCUlISHBMzmQmZmJ4uJiAK5hfWamp9xobGwsUlJSUFIiLsNKcbH4jkG6tuemaJOzWdY0tmBPZa30ShlOX9AnXClinrt7GHpGh+PBmwa0d1corcCrT111dTUWLlyI1157jf1ttVp521itVlRXV2taL8TpdLLakcMRnJpNGMd2OLinfHVEBm6KNrnIkBa7tmuZ2deiW6hS5MnJ7I2czOCKhw9EdM+G2+12TJ8+HXfffTemTp0KwKXNGAVpbYxGI5zuyQS19ULy8/NhNpthNpsRFtYxs2v7GyZ79YTB8XjngSzV7flO6dLbMKGTaozq45n5/vOtV2nah0IJdHRrlvPnz4fBYMDLL7/MLrNYLKir46f0qqurg8Vi0bReSF5eHhYvXgzApVkGo8AMDzHhnQfGaN7eM8FDZCd4KgTVIuV44Lp+KDleh3uyeuPOEUma+0ChBDK6NMulS5fihx9+wPvvv8+za6anp6OyshINDQ3sspKSEqSnpwMAhg8fjr1797LrmpqacPjwYXa9qFNGI0wmE/sfRQMaJni4KNVLj+0ahs2511BBSaFw0Cws33nnHSxfvhwFBQWIjuYXlk9KSkJ2djYWLlwIm82GAwcOYOXKlZg1axYAYObMmVi7di327dsHm82GRYsWISsrC/37ty5xLsUDMwy/2GzHZQ0z2CHUjYVC0YVmYfnCCy+gvr4eGRkZSEhIYP8rLy8HAKxbtw4VFRWIi4vDhAkTsGTJEmRnZwMAxo4di6VLl2LSpEmwWq0oLy/Hxo0b/XNGQQqThft80xW89YO4IJkQ6j9JoejDQDp4viyHwwGz2Qy73U6H5Ao0tdgx5IlPect6RoejSsb159u/3kgjcyidgo4iA2hseIAglVrtoZsGYMEt/GxF4SFGdAkxUUFJoeiECssAQarGTmSYGQ8JHKFtDkLtlRSKF1BhGSBIaZbMohuu8gQEOJwEoWZ62ykUvdC3JoBhJn1uFyTKoOnBKBT9UGEZIEhplqfqLwEA4gQlIfxRvpdCCXSosAwQjBLS8pvD5wAA4wfwEwcHW9JdCsUXUGEZIEhN2TC5K4VlcLlFyygUijaosAwQpOqCC6sJUigU76HCMkCQEosPZtP8iRSKr6DCMkCQmuBJjJGu9T0iOca/naFQAhAqLAMEqWG42Sh9e2+8ipZgpVD0QoVlAMON1HkwO5X9Wy6TOoVCkYcKywCma7jHRSiumyeBcnYa1SwpFL1QYRnAhJk9kTq3DnEVk7t5UDzSe8W0U48olM4LTdEWQLz74wms+fYoVs4YjaguZsRE8LOh2x1OmE30+0jpXHQUGUCFJYVC6dB0FBlA1QwKhULRABWWFAqFogEqLCkUCkUDksKyqKgICQkJyMnJ4S3ftGkTUlNTERcXhylTpqCmpoZdV1tbi6lTpyIuLg4pKSlYv3695n0pFAqloyMSllu3bsW9996LjIwM3vKysjLMmzcPW7ZsQVVVFZKTkzF79mx2fW5uLiwWC6qqqlBQUIAFCxagsLBQ074UCoXS0RHNhp89exYWiwXPPPMMDh48iE2bNgEAHn74YVy5cgUrVqwAAJw/fx7x8fE4fvw4QkNDkZCQgJMnTyIhweXP98gjj+Dy5ct44403FPdNTExU7GBHmQmjUCjtQ0eRASLNMj4+HiEh4kzaRUVFyMzMZH/HxsYiJSUFJSUlKC0tRVJSEisoASAzMxPFxcWq+1IoFEpnQHPK7OrqalitVt4yq9WK6upqhIWFya5T21cKp9MJRuG12+0AXF8XCoUSfDDvfnu7hGsWloQQGAVZbIxGIyvY5Nap7StFfn4+nnrqKd6ysLAwyW0pFEpwICcv2grNwtJisaCuro63rK6uDhaLBeHh4bLr1PaVIi8vD4sXLwbgukCMzUIqDZkQh8OBsLAwtLS0+NW+Qduh7dB22qYdQgicTifM5vatHaW59eHDh2Pv3r343e9+BwBoamrC4cOHkZ6ejvDwcFRWVqKhoQFRUVEAgJKSEqSnp6vuKwVXCzWZTJI2VDVMJlObGINpO7Qd2k7Hb8cXaHZKnzlzJtauXYt9+/bBZrNh0aJFyMrKQv/+/ZGUlITs7GwsXLgQNpsNBw4cwMqVKzFr1izVfSkUCqUzoFlYjh07FkuXLsWkSZNgtVpRXl6OjRs3suvXrVuHiooKxMXFYcKECViyZAmys7M17etLDAYDnnjiCU1DdtoObYe2E9jt+JIOn3WIQqFQOgI0NpxCoVA0QIUlhUKhaIAKSwqFQtFAmwlLpaxETqcTTz/9NPr16wer1Yrbb78dVVVVmo576tQp3HfffYiPj0fPnj1xyy234LbbbmPbyc3NxZAhQxAfH4+UlBRMnjxZtp2amhqMHTuWF7bJ8Nlnn6FHjx4wGo0ICQlBVlaWX9o5deoUrr32WhgMBkRHR/vlfBwOB5566il069YNRqMRZrMZ6enpPm+npaUFf/zjH3ntDBo0yG/X7b777oPVaoXRaERiYqJf2gkPD0eXLl1Yl5fQ0FBkZ2f7vJ2TJ09i9OjRMJvNMJlM6Nq1q8/beeCBB2C1WnnnYzKZMGDAAJ+fz9KlSxEdHQ2TyQSz2YyhQ4fi+PHj7Pq3336bbad///5Yvny56Bha2tmyZQvS09NhtVoxcuRIfPfdd7LH0Q1pI37961+T+++/n9jtdvLzzz8Ti8VC9uzZQwgh5KWXXiJDhgwhJ06cIA6Hg6xcuZJkZ2drOu5DDz1EVq1aRZqbm4ndbid9+/Ylffr0IXa7nWzfvp2EhISQd999lxBCyF/+8hdiMBjIp59+Kmrn1KlTpG/fvmT27NkkPj6e18bly5dJ165dyaxZs0hzczPZsGEDMRqNpHfv3j5thxBCrr76ajJo0CAyePBg8tprr/nlfHbu3EnS0tLI888/T5qbm8lnn31GAJDk5GSftnPo0CEyYsQI8sILL5Dm5mZSVFREDAYD6dmzp8+vG/Mc/OpXvyLXXXcdiYyM9Pl1s9lsJCQkxO/PGyGEZGVlkWHDhpGTJ08Su91OkpKSfH5/uNeNOZ+wsDBitVp92s4nn3xCwsLCSF5eHmlubiaFhYUkNDSUjB07lhBCSGVlJZk0aRIpLy8nhBCyf/9+EhkZSUpLS0X9VWqnsLCQREVFkW+++YYQQsju3btJv379SH19veg43tAmwrKmpoaYTCZSVVXFLnv44YfJ3LlzCSGEjBkzhrz11lu8fUaNGkVOnDihemybzcZrhxFihBBit9vJQw89xGunX79+vLaYdpqamsj58+fJl19+KboJH3zwAbnqqqt47QAgsbGxPm2HEEKOHj1KCCHk+uuvJy+88IJfzsdms4muGwB2O1+ej1Q7/rhuNpuN/O9//yNjxowhy5YtIwaDwefXrba2liQlJfHOxx/3p6GhgaSlpZHm5ma/tiO8Pzt27CAAfN7OkiVLyJ133slbNmbMGNK9e3e2HafTyVufkZEhkgmEEMV2Hn/8cTJ79mzeskcffZRs2LBBdBxvaJNhuFpWoubmZpEX/6VLl1BWVqZ6bG4IVGlpKbp164ahQ4cCcEUHZGVlse00NTXhzJkzSEtLE7UTEREhG35ZVFSErKwsXjuhoaFstJKv2gGAvn37sn+fOHHCL+djNpt5162goAAAfN4O0xbgSojyyiuvwGAwYMSIET5vp6WlBY888ghWrVqFkydPskM9X7bT2NiI6Oho9re/nrcPPvgAt956Kx566CEkJSVh9OjRCA8P9+v9AYDnn38eYWFhPm9n0qRJ2L17N7799lsQQvDNN9+grKwMgwcPZtvh+lteuHAB5eXlvHYYlNqRkyOlpaWy56+HNhGWalmHJk6ciGXLluH06dO4cuUKXnrpJZw5cwYXLlzQ1U5paSkaGxuRl5cn2Q4AhIaGIikpSVc7wv6XlpbCZrPxbqYv2hFy8uRJv5wPF6fTiSVLlsBgMOCZZ57xSzt79uxBREQE/vGPfwCAX9p54oknMG3aNNYWZrfbfX7dGhsb8csvvyA5ORkJCQnIzc1FQ0ODz9s5dOgQNm/ejJtuugmVlZXIzs7GpUuXcP/99/v8ujGcP38eO3fuhM1m8/n5jBo1CqtXr8att96K8PBwTJgwAYQQvPjii5LbP/rooxg/frwoAbkaEydOxHvvvYfCwkI4nU588cUX+N///qf7vZOjTYQlUck6lJeXh3HjxuG6665DWloaWlpaMGrUKFZAJSQkiP7bvHkz73gXL17EsmXLkJiYyNMCmXbefPNN1NXVIScnR7Gdu+++GzU1Nbx2uP1n2unatStiY2N92g4Xh8OBL774wi/nw+Vvf/sbjh075td2MjMzcfbsWXTr1g0AeLH+vmhn7969KCgowOLFi3Hx4kV8/vnn6NKli8/PJzU1FdXV1Thx4gT27duH+vp69pnwZTs1NTXIzMzEtGnT0NLSgs8++wzh4eE4cOCA356D1157jZ0Y8/V1KyoqwgMPPICPP/4Y1dXVSEhIkM358Oabb2LHjh1Yu3ataJ0at956K5599lnMmTMHycnJeOutt3DPPfeIFDWv8clgXoWCggKSmprKW/buu++S9PR0ye0dDgdJTEwkv/zyi6bj22w2MnHiRHLTTTdJtpOSkkJiY2NFBmOpdqRsIX/5y1/I/fffz2snOjqaPPTQQz5th3s+3bt3J1dddZVfzodh/fr1JCwsjFx77bV+bYd73bp160YWLFjg03aysrLIjh072HYGDRpEunXr1ibnExUVRebPn+/Tdh577DGSl5cnet583Q5Dc3MzCQ8PJ6NHj/bLczBjxgyycOFC9nzuu+8+8pe//IXcd999vO2++OILyXakUDofLjk5OWT16tWq22mhTTTL9PR0NisRAzcrkZCCggLExMRoTrQxf/58XLlyBatXrxa18/nnn+PUqVPYsGEDhg8f7lU7TNYkbjsNDQ0YMGCAT9vhng8hBDNmzPDL+QDAzp07MXfuXAwfPhxvv/22X9phkrZyr9vFixfZhM6+amfv3r24++67ERERgc8//xxHjhxh7YvMEMzX94c5n8bGRnTp0sWn5zNy5EgcPXpU9LxxS7D48nwmT56MkJAQvPvuu355Di5cuICIiAje+URGRrKaOQAcOHAA06ZNk2zHW86dO4etW7di4sSJPjlem7kOTZgwgcyfP59cuXKF7N+/n/To0YPs2LGDEELIkSNHyLlz5wghhPz444+kT58+pKCgQNNxn3nmGTJkyBDWPYDbzs6dO4nRaGQ1GS3tyM1ORkREkF69epG6ujqyefNmYjabyezZs33aDvd8rr32WrJixQq/nM/+/ftJREQE6dOnj1+v26uvvkqys7NJWloaqa+vJ9999x0xmUxk6tSpfrtu9fX15IknniCJiYk+P5+NGzeSOXPmkCFDhpDa2lry3nvvEZPJRO655x6ftlNfX0+6du1K+vTpQ+rq6sgHH3xAzGYz+X//7//55bpFRkaSV199lRDin+dgxYoVpFu3bqR///6kvr6elJSUkPj4eLJixQpCCCFVVVWkT58+ZNWqVaL+ySHVzoULF8jBgwfZY950003k8ccf13xMNdpMWJ4+fZpMnDiRxMTEkKSkJPZCEULItm3bSK9evUhcXBwZMWIE+eijjzQfNyYmhkRFRZH4+HgSHx9PevToQUJDQ0lMTAyJjo4mBoOBXRcTE0OMRiOJjIyUbUfuoerWrRsxGo3EYDAQs9lMYmJi/NIOcz4hISEkKirKL+fzyCOPEADEYDAQo9HInpfJZPJpO+fPnydhYWFsO2azmURFRfn1usXHx5PIyEgSFhbm83b27NlDzGYzez7M8f1xPl27dm2T5y0qKop3LH88b06nk4SHh/Oes65du5L4+HjS1NREli1bRoxGI9sO899TTz0lOr5SO6dOnSKDBw8mVquV9OvXjzz33HMil6TWQLMOUSgUigZobDiFQqFogApLCoVC0QAVlhQKhaIBKiwpFApFA1RYUigUigaosKRQKBQNUGFJoVAoGqDCkkKhUDRAhSWFQqFogApLCoVC0cD/B7asdukWrTzsAAAAAElFTkSuQmCC",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 48,
|
||
"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": 49,
|
||
"id": "7f3f7788",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "b8883b5bdcd34a0b87fb79bef45d8093",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 50,
|
||
"id": "a2517c6f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"weather09 = pd.read_csv('./220922/Weather/202209-weather-GY-second.csv', sep='\\t', parse_dates=['time'])\n",
|
||
"#display(weather0922[weather0922.isna().any(axis=1)])\n",
|
||
"weather09.temperature.interpolate(inplace=True)\n",
|
||
"weather09.precipitation.interpolate(inplace=True)\n",
|
||
"weather09['vp'] = weather09.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
|
||
"weather09['XH2O'] = weather09.apply(lambda row: row.vp/100/row.atm_sea, axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"id": "b9c44503",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>temperature</th>\n",
|
||
" <th>precipitation</th>\n",
|
||
" <th>wind_direction</th>\n",
|
||
" <th>wind_speed</th>\n",
|
||
" <th>atm_post</th>\n",
|
||
" <th>atm_sea</th>\n",
|
||
" <th>rh</th>\n",
|
||
" <th>radiation</th>\n",
|
||
" <th>sunshine</th>\n",
|
||
" <th>vp</th>\n",
|
||
" <th>XH2O</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-09-01 00:01:00</td>\n",
|
||
" <td>22.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>115.8</td>\n",
|
||
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|
||
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|
||
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||
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||
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||
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|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-09-01 00:02:00</td>\n",
|
||
" <td>22.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>147.7</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>1000.1</td>\n",
|
||
" <td>1010.2</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2299.120829</td>\n",
|
||
" <td>0.022759</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-09-01 00:03:00</td>\n",
|
||
" <td>22.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>178.8</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>1000.1</td>\n",
|
||
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|
||
" <td>84.1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2301.857877</td>\n",
|
||
" <td>0.022786</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-09-01 00:04:00</td>\n",
|
||
" <td>22.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>187.6</td>\n",
|
||
" <td>0.8</td>\n",
|
||
" <td>1000.1</td>\n",
|
||
" <td>1010.2</td>\n",
|
||
" <td>84.1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2301.857877</td>\n",
|
||
" <td>0.022786</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-09-01 00:05:00</td>\n",
|
||
" <td>22.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>168.1</td>\n",
|
||
" <td>0.3</td>\n",
|
||
" <td>1000.2</td>\n",
|
||
" <td>1010.3</td>\n",
|
||
" <td>84.3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2307.331975</td>\n",
|
||
" <td>0.022838</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41074</th>\n",
|
||
" <td>2022-09-30 00:55:00</td>\n",
|
||
" <td>18.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>248.4</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1005.6</td>\n",
|
||
" <td>1015.9</td>\n",
|
||
" <td>87.7</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1829.219195</td>\n",
|
||
" <td>0.018006</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41075</th>\n",
|
||
" <td>2022-09-30 00:56:00</td>\n",
|
||
" <td>18.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>196.8</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1005.6</td>\n",
|
||
" <td>1015.9</td>\n",
|
||
" <td>87.3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1820.876120</td>\n",
|
||
" <td>0.017924</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41076</th>\n",
|
||
" <td>2022-09-30 00:57:00</td>\n",
|
||
" <td>18.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>229.7</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1005.6</td>\n",
|
||
" <td>1015.9</td>\n",
|
||
" <td>87.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1818.790351</td>\n",
|
||
" <td>0.017903</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41077</th>\n",
|
||
" <td>2022-09-30 00:58:00</td>\n",
|
||
" <td>18.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>242.1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1005.5</td>\n",
|
||
" <td>1015.8</td>\n",
|
||
" <td>87.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1818.790351</td>\n",
|
||
" <td>0.017905</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41078</th>\n",
|
||
" <td>2022-09-30 00:59:00</td>\n",
|
||
" <td>18.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>210.3</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>1005.5</td>\n",
|
||
" <td>1015.8</td>\n",
|
||
" <td>87.4</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1822.961889</td>\n",
|
||
" <td>0.017946</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>41079 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" time temperature precipitation wind_direction \\\n",
|
||
"0 2022-09-01 00:01:00 22.6 0.0 115.8 \n",
|
||
"1 2022-09-01 00:02:00 22.6 0.0 147.7 \n",
|
||
"2 2022-09-01 00:03:00 22.6 0.0 178.8 \n",
|
||
"3 2022-09-01 00:04:00 22.6 0.0 187.6 \n",
|
||
"4 2022-09-01 00:05:00 22.6 0.0 168.1 \n",
|
||
"... ... ... ... ... \n",
|
||
"41074 2022-09-30 00:55:00 18.2 0.0 248.4 \n",
|
||
"41075 2022-09-30 00:56:00 18.2 0.0 196.8 \n",
|
||
"41076 2022-09-30 00:57:00 18.2 0.0 229.7 \n",
|
||
"41077 2022-09-30 00:58:00 18.2 0.0 242.1 \n",
|
||
"41078 2022-09-30 00:59:00 18.2 0.0 210.3 \n",
|
||
"\n",
|
||
" wind_speed atm_post atm_sea rh radiation sunshine vp \\\n",
|
||
"0 0.6 1000.1 1010.2 84.1 0.0 0 2301.857877 \n",
|
||
"1 0.4 1000.1 1010.2 84.0 0.0 0 2299.120829 \n",
|
||
"2 0.6 1000.1 1010.2 84.1 0.0 0 2301.857877 \n",
|
||
"3 0.8 1000.1 1010.2 84.1 0.0 0 2301.857877 \n",
|
||
"4 0.3 1000.2 1010.3 84.3 0.0 0 2307.331975 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"41074 0.0 1005.6 1015.9 87.7 0.0 0 1829.219195 \n",
|
||
"41075 0.0 1005.6 1015.9 87.3 0.0 0 1820.876120 \n",
|
||
"41076 0.0 1005.6 1015.9 87.2 0.0 0 1818.790351 \n",
|
||
"41077 0.0 1005.5 1015.8 87.2 0.0 0 1818.790351 \n",
|
||
"41078 0.4 1005.5 1015.8 87.4 0.0 0 1822.961889 \n",
|
||
"\n",
|
||
" XH2O \n",
|
||
"0 0.022786 \n",
|
||
"1 0.022759 \n",
|
||
"2 0.022786 \n",
|
||
"3 0.022786 \n",
|
||
"4 0.022838 \n",
|
||
"... ... \n",
|
||
"41074 0.018006 \n",
|
||
"41075 0.017924 \n",
|
||
"41076 0.017903 \n",
|
||
"41077 0.017905 \n",
|
||
"41078 0.017946 \n",
|
||
"\n",
|
||
"[41079 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"weather09"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"id": "9041b52d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
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|
||
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|
||
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|
||
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|
||
" <th>time</th>\n",
|
||
" <th>temperature</th>\n",
|
||
" <th>precipitation</th>\n",
|
||
" <th>wind_direction</th>\n",
|
||
" <th>wind_speed</th>\n",
|
||
" <th>atm_post</th>\n",
|
||
" <th>atm_sea</th>\n",
|
||
" <th>rh</th>\n",
|
||
" <th>radiation</th>\n",
|
||
" <th>sunshine</th>\n",
|
||
" <th>vp</th>\n",
|
||
" <th>XH2O</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-10-01 00:01:00</td>\n",
|
||
" <td>19.3</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>0.00</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-10-01 00:02:00</td>\n",
|
||
" <td>19.3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>111.9</td>\n",
|
||
" <td>0.3</td>\n",
|
||
" <td>1006.2</td>\n",
|
||
" <td>1016.4</td>\n",
|
||
" <td>77.8</td>\n",
|
||
" <td>0.00</td>\n",
|
||
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|
||
" <td>1738.310325</td>\n",
|
||
" <td>0.017103</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-10-01 00:03:00</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>0.017147</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-10-01 00:04:00</td>\n",
|
||
" <td>19.3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>78.2</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>1006.2</td>\n",
|
||
" <td>1016.4</td>\n",
|
||
" <td>78.2</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1747.247653</td>\n",
|
||
" <td>0.017191</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-10-01 00:05:00</td>\n",
|
||
" <td>19.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>74.5</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>1006.2</td>\n",
|
||
" <td>1016.4</td>\n",
|
||
" <td>78.3</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1738.615298</td>\n",
|
||
" <td>0.017106</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44614</th>\n",
|
||
" <td>2022-10-31 23:56:00</td>\n",
|
||
" <td>12.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>300.0</td>\n",
|
||
" <td>0.7</td>\n",
|
||
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|
||
" <td>1022.9</td>\n",
|
||
" <td>61.1</td>\n",
|
||
" <td>15.26</td>\n",
|
||
" <td>31020</td>\n",
|
||
" <td>889.480624</td>\n",
|
||
" <td>0.008696</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44615</th>\n",
|
||
" <td>2022-10-31 23:57:00</td>\n",
|
||
" <td>12.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>297.2</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1012.3</td>\n",
|
||
" <td>1022.9</td>\n",
|
||
" <td>60.8</td>\n",
|
||
" <td>15.26</td>\n",
|
||
" <td>31020</td>\n",
|
||
" <td>885.113289</td>\n",
|
||
" <td>0.008653</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44616</th>\n",
|
||
" <td>2022-10-31 23:58:00</td>\n",
|
||
" <td>12.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>326.6</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.7</td>\n",
|
||
" <td>15.26</td>\n",
|
||
" <td>31020</td>\n",
|
||
" <td>883.657511</td>\n",
|
||
" <td>0.008640</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44617</th>\n",
|
||
" <td>2022-10-31 23:59:00</td>\n",
|
||
" <td>12.7</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>307.4</td>\n",
|
||
" <td>1.1</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.6</td>\n",
|
||
" <td>15.26</td>\n",
|
||
" <td>31020</td>\n",
|
||
" <td>888.009154</td>\n",
|
||
" <td>0.008682</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44618</th>\n",
|
||
" <td>2022-11-01 00:00:00</td>\n",
|
||
" <td>12.7</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>214.7</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.4</td>\n",
|
||
" <td>15.26</td>\n",
|
||
" <td>31020</td>\n",
|
||
" <td>885.078431</td>\n",
|
||
" <td>0.008653</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>44619 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" time temperature precipitation wind_direction \\\n",
|
||
"0 2022-10-01 00:01:00 19.3 0.0 103.4 \n",
|
||
"1 2022-10-01 00:02:00 19.3 0.0 111.9 \n",
|
||
"2 2022-10-01 00:03:00 19.3 0.0 90.2 \n",
|
||
"3 2022-10-01 00:04:00 19.3 0.0 78.2 \n",
|
||
"4 2022-10-01 00:05:00 19.2 0.0 74.5 \n",
|
||
"... ... ... ... ... \n",
|
||
"44614 2022-10-31 23:56:00 12.6 0.0 300.0 \n",
|
||
"44615 2022-10-31 23:57:00 12.6 0.0 297.2 \n",
|
||
"44616 2022-10-31 23:58:00 12.6 0.0 326.6 \n",
|
||
"44617 2022-10-31 23:59:00 12.7 0.0 307.4 \n",
|
||
"44618 2022-11-01 00:00:00 12.7 0.0 214.7 \n",
|
||
"\n",
|
||
" wind_speed atm_post atm_sea rh radiation sunshine vp \\\n",
|
||
"0 0.3 1006.2 1016.4 77.7 0.00 0 1736.075993 \n",
|
||
"1 0.3 1006.2 1016.4 77.8 0.00 0 1738.310325 \n",
|
||
"2 0.3 1006.2 1016.4 78.0 0.00 0 1742.778989 \n",
|
||
"3 0.9 1006.2 1016.4 78.2 0.00 0 1747.247653 \n",
|
||
"4 0.9 1006.2 1016.4 78.3 0.00 0 1738.615298 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"44614 0.7 1012.3 1022.9 61.1 15.26 31020 889.480624 \n",
|
||
"44615 1.0 1012.3 1022.9 60.8 15.26 31020 885.113289 \n",
|
||
"44616 1.3 1012.2 1022.8 60.7 15.26 31020 883.657511 \n",
|
||
"44617 1.1 1012.2 1022.8 60.6 15.26 31020 888.009154 \n",
|
||
"44618 0.1 1012.2 1022.8 60.4 15.26 31020 885.078431 \n",
|
||
"\n",
|
||
" XH2O \n",
|
||
"0 0.017081 \n",
|
||
"1 0.017103 \n",
|
||
"2 0.017147 \n",
|
||
"3 0.017191 \n",
|
||
"4 0.017106 \n",
|
||
"... ... \n",
|
||
"44614 0.008696 \n",
|
||
"44615 0.008653 \n",
|
||
"44616 0.008640 \n",
|
||
"44617 0.008682 \n",
|
||
"44618 0.008653 \n",
|
||
"\n",
|
||
"[44619 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"weather10 = pd.read_csv('./202210-weather-GY-minute.csv', sep='\\t', parse_dates=['time'])\n",
|
||
"#display(weather0922[weather0922.isna().any(axis=1)])\n",
|
||
"weather10.temperature.interpolate(inplace=True)\n",
|
||
"weather10.precipitation.interpolate(inplace=True)\n",
|
||
"weather10['vp'] = weather10.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
|
||
"weather10['XH2O'] = weather10.apply(lambda row: row.vp/100/row.atm_sea, axis=1)\n",
|
||
"weather10"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"id": "4fad1e5e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" .dataframe thead th {\n",
|
||
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|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>temperature</th>\n",
|
||
" <th>precipitation</th>\n",
|
||
" <th>wind_direction</th>\n",
|
||
" <th>wind_speed</th>\n",
|
||
" <th>atm_post</th>\n",
|
||
" <th>atm_sea</th>\n",
|
||
" <th>rh</th>\n",
|
||
" <th>radiation</th>\n",
|
||
" <th>sunshine</th>\n",
|
||
" <th>vp</th>\n",
|
||
" <th>XH2O</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-11-01 00:01:00</td>\n",
|
||
" <td>12.8</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>282.1</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>885.000165</td>\n",
|
||
" <td>0.008653</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-11-01 00:02:00</td>\n",
|
||
" <td>12.8</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>291.8</td>\n",
|
||
" <td>1.1</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>886.475165</td>\n",
|
||
" <td>0.008667</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-11-01 00:03:00</td>\n",
|
||
" <td>12.8</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>289.6</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.5</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>892.375166</td>\n",
|
||
" <td>0.008725</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-11-01 00:04:00</td>\n",
|
||
" <td>12.8</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>284.5</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>887.950166</td>\n",
|
||
" <td>0.008682</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-11-01 00:05:00</td>\n",
|
||
" <td>12.7</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>275.9</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>1012.2</td>\n",
|
||
" <td>1022.8</td>\n",
|
||
" <td>60.5</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>886.543793</td>\n",
|
||
" <td>0.008668</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8690</th>\n",
|
||
" <td>2022-11-07 00:55:00</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.6</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>1013.2</td>\n",
|
||
" <td>1024.0</td>\n",
|
||
" <td>70.5</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>807.566837</td>\n",
|
||
" <td>0.007886</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8691</th>\n",
|
||
" <td>2022-11-07 00:56:00</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>315.4</td>\n",
|
||
" <td>1.7</td>\n",
|
||
" <td>1013.2</td>\n",
|
||
" <td>1024.0</td>\n",
|
||
" <td>70.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>808.712322</td>\n",
|
||
" <td>0.007898</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8692</th>\n",
|
||
" <td>2022-11-07 00:57:00</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>233.7</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>1013.2</td>\n",
|
||
" <td>1024.0</td>\n",
|
||
" <td>70.7</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>809.857807</td>\n",
|
||
" <td>0.007909</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8693</th>\n",
|
||
" <td>2022-11-07 00:58:00</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>260.8</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>1013.2</td>\n",
|
||
" <td>1024.0</td>\n",
|
||
" <td>70.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>808.712322</td>\n",
|
||
" <td>0.007898</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8694</th>\n",
|
||
" <td>2022-11-07 00:59:00</td>\n",
|
||
" <td>8.9</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>254.0</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>1013.2</td>\n",
|
||
" <td>1024.0</td>\n",
|
||
" <td>70.6</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>803.265902</td>\n",
|
||
" <td>0.007844</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>8695 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" time temperature precipitation wind_direction \\\n",
|
||
"0 2022-11-01 00:01:00 12.8 0 282.1 \n",
|
||
"1 2022-11-01 00:02:00 12.8 0 291.8 \n",
|
||
"2 2022-11-01 00:03:00 12.8 0 289.6 \n",
|
||
"3 2022-11-01 00:04:00 12.8 0 284.5 \n",
|
||
"4 2022-11-01 00:05:00 12.7 0 275.9 \n",
|
||
"... ... ... ... ... \n",
|
||
"8690 2022-11-07 00:55:00 9.0 0 20.6 \n",
|
||
"8691 2022-11-07 00:56:00 9.0 0 315.4 \n",
|
||
"8692 2022-11-07 00:57:00 9.0 0 233.7 \n",
|
||
"8693 2022-11-07 00:58:00 9.0 0 260.8 \n",
|
||
"8694 2022-11-07 00:59:00 8.9 0 254.0 \n",
|
||
"\n",
|
||
" wind_speed atm_post atm_sea rh radiation sunshine vp \\\n",
|
||
"0 1.6 1012.2 1022.8 60.0 0.0 0 885.000165 \n",
|
||
"1 1.1 1012.2 1022.8 60.1 0.0 0 886.475165 \n",
|
||
"2 1.6 1012.2 1022.8 60.5 0.0 0 892.375166 \n",
|
||
"3 1.6 1012.2 1022.8 60.2 0.0 0 887.950166 \n",
|
||
"4 1.3 1012.2 1022.8 60.5 0.0 0 886.543793 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"8690 0.6 1013.2 1024.0 70.5 0.0 0 807.566837 \n",
|
||
"8691 1.7 1013.2 1024.0 70.6 0.0 0 808.712322 \n",
|
||
"8692 0.5 1013.2 1024.0 70.7 0.0 0 809.857807 \n",
|
||
"8693 1.6 1013.2 1024.0 70.6 0.0 0 808.712322 \n",
|
||
"8694 1.3 1013.2 1024.0 70.6 0.0 0 803.265902 \n",
|
||
"\n",
|
||
" XH2O \n",
|
||
"0 0.008653 \n",
|
||
"1 0.008667 \n",
|
||
"2 0.008725 \n",
|
||
"3 0.008682 \n",
|
||
"4 0.008668 \n",
|
||
"... ... \n",
|
||
"8690 0.007886 \n",
|
||
"8691 0.007898 \n",
|
||
"8692 0.007909 \n",
|
||
"8693 0.007898 \n",
|
||
"8694 0.007844 \n",
|
||
"\n",
|
||
"[8695 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"weather11 = pd.read_csv('./202211-weather-GY-minute.csv', sep='\\t', parse_dates=['time'])\n",
|
||
"#display(weather0922[weather0922.isna().any(axis=1)])\n",
|
||
"weather11.temperature.interpolate(inplace=True)\n",
|
||
"weather11.precipitation.interpolate(inplace=True)\n",
|
||
"weather11['vp'] = weather11.apply(lambda row: vp_from_T_rh(row.temperature + 273.15, row.rh / 100.), axis=1)\n",
|
||
"weather11['XH2O'] = weather11.apply(lambda row: row.vp/100/row.atm_sea, axis=1)\n",
|
||
"weather11"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"id": "0a3c6e1c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"raw_column_names = '지점,일시,기온(°C),누적강수량(mm),풍향(deg),풍속(m/s),현지기압(hPa),해면기압(hPa),습도(%),일사(MJ/m^2),일조(Sec)'.split(',')\n",
|
||
"eng_column_names = 'location time\ttemperature\tprecipitation\twind_direction\twind_speed\tatm_post\tatm_sea\trh\tradiation\tsunshine'.split()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"id": "8ee20a6c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'지점': 'location',\n",
|
||
" '일시': 'time',\n",
|
||
" '기온(°C)': 'temperature',\n",
|
||
" '누적강수량(mm)': 'precipitation',\n",
|
||
" '풍향(deg)': 'wind_direction',\n",
|
||
" '풍속(m/s)': 'wind_speed',\n",
|
||
" '현지기압(hPa)': 'atm_post',\n",
|
||
" '해면기압(hPa)': 'atm_sea',\n",
|
||
" '습도(%)': 'rh',\n",
|
||
" '일사(MJ/m^2)': 'radiation',\n",
|
||
" '일조(Sec)': 'sunshine'}"
|
||
]
|
||
},
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"{x:y for x, y in zip(raw_column_names, eng_column_names)}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"id": "6d37c125",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"weather11 = pd.read_csv('./SURFACE_ASOS_266_MI_2022-11_2022-11_2022.csv', parse_dates=['일시'], encoding='cp949')\n",
|
||
"weather11.rename(columns={x:y for x, y in zip(raw_column_names, eng_column_names)}, inplace=True)\n",
|
||
"weather11.drop(columns='location', inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"id": "6d37c125",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"weather12 = pd.read_csv('./SURFACE_ASOS_266_MI_2022-12_2022-12_2022.csv', parse_dates=['일시'], encoding='cp949')\n",
|
||
"weather12.rename(columns={x:y for x, y in zip(raw_column_names, eng_column_names)}, inplace=True)\n",
|
||
"weather12.drop(columns='location', inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"id": "d617dd43",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"False"
|
||
]
|
||
},
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"weather11.wind_speed.isna().any()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"id": "4ee425af",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"-35"
|
||
]
|
||
},
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"weather11.temperature.size - 30 * 24 * 60"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"id": "4ee425af",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"-17"
|
||
]
|
||
},
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"weather12.temperature.size - 25 * 24 * 60"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"id": "9879e33d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.collections.LineCollection at 0x1b05053a340>"
|
||
]
|
||
},
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.vlines(weather11.time, 0, 1, linewidth=0.01)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1330e7df",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 대기 상대 습도"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"id": "63d2e889",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "903d923370f245ada2893b4d045e44d3",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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" Figure\n",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axe = plt.subplots()\n",
|
||
"axe.plot(weather09.time, weather09.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": 63,
|
||
"id": "981f8e83",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "cf06e7a7bd4e402997443070265f57c9",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 64,
|
||
"id": "40830101",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "997031ba67064a9b835943715838d873",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 65,
|
||
"id": "7ea27051",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "aa31877b7e4b4fa9856216b0c66ac835",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 66,
|
||
"id": "49ae67ba",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "af88b483978749ee88307e0e4fe3a9c8",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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"\n",
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" Figure\n",
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" </div>\n",
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||
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 67,
|
||
"id": "834ac5cc",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "3ecb161f73664b8398606afb2069b8a1",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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||
" <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUsAAAEUCAYAAACibxS8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA4mAAAOJgGi7yX8AAAbV0lEQVR4nO3deXwU9f0/8NceyQZKARNzccQYriCXfZAgyCEtD0HC1ViFgHII7Y/ysNbS2kP6eARIS/Rhy4OHCAaMot8IIg8eWoFWKE2rlBYECSEnkHBoyFFzEGKamM3OzPv3R9iFQAgf7B6DvJ6Pxz7YnZ2deTG789rZmdmsRUQERETUKWugAxAR3Q5YlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERArsgQ5wM4ZhQNM0WK1WWCyWQMchIj8TERiGAbvdDqs1cNt3pi9LTdPgcDgCHYOIAszpdCI4ODhg8zd9WbrfSZxOJ2w2W4DTEJG/6boOh8MR0K1K4DYoS/dHb5vNxrIkuoMFejccD/AQESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEpYFkSESlgWRIRKWBZEhEp8GpZvvnmm/jOd76DsLAw9O3bF8uXL4emaQCAd999F/3790dERARmzpyJmpoab86aiMinvFqW//znP5GVlYXa2lrk5ubi448/xvr165Gfn49ly5bhgw8+QFVVFfr27YvFixd7c9ZERD5lERHx1cR//vOfo7GxEV27dkVraysyMjIAAHV1dYiMjERZWRl69erV6TR0XYfdboemabDZbL6KSkQmZZYO8Nk+y+PHj+ODDz7AD37wA+Tk5GDUqFGe+8LCwhAXF4fc3FxfzZ6IyKt8UpY9e/ZEQkIClixZgkceeQTV1dUIDw9vN054eDiqq6s7fLxhGNB13XMhIgo0n5RlfX09Tpw4ga1btyIjIwMiAqu1/aysVisMw+jw8WlpabDb7bDb7XA4HL6ISER0S3xSlhaLBcOHD8evfvUrvP766wgNDUV9fX27cerr6xEaGtrh41NTU6FpGjRNg9Pp9EVEIqJb4rWy7OjjclBQEGw2G0aMGIG8vDzP8KamJpSWlmL48OEdh7JaYbPZPBciokDzWlkWFBRgzpw5OH/+PACgoqICL730EubMmYNFixZhy5YtKCgogMvlwooVK/DAAw+gX79+3po9EZFP2b01oWHDhiExMRHTp09HbW0tunXrhoULF+JnP/sZbDYb0tPTkZSUhMbGRowePRrbt2/31qyJiHzOp+dZeoNZzrEiosAwSwfwu+FERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERAq8WpZ79+5FYmIiIiMjERMTg9TUVADAkSNH4HA4EBUV5bmMGTPGm7MmIvIpuzcntnr1amRkZCAhIQGVlZVISEhAQkICunbtiilTpmD37t3enB0Rkd94tSz/9a9/wW5vm2SvXr0wbtw45OXlYejQoejRo4c3Z0VE5Fde/RjuLkoA0DQNOTk5iI+PR2NjI7p37+7NWRER+ZXPDvCkp6eje/fuSE5ORmNjI7Zu3Yro6GjExsZi9uzZKCoquuFjDcOAruueCxFRoFlERLw90ezsbMyZMweHDx/GwIED0dDQAIfDgZCQENTU1GDdunXIzMxEUVERIiIirnv8qlWrsHr16nbD3jv2ORxBQQiyWRBksyLIZoXdc739v3b3dasVQfYr161Wi7f/q0TkY7quw263Q9M02Gy2gOXwelkWFRVh4sSJ2LZtGyZPnnzD8QYOHIg1a9bg8ccfv+4+wzDgjqXrOhwOB2J+uQsW6/+2oGxWC+xWC4LbFW1bmdqvuh5ks7aNZ7d6rgfZrQiyXinj4I4eY7s8bff47aZnRbDdArv1Bo9pV/rtr9tY8nQHM0tZevUAT1VVFaZNm4YXX3yx06IEAJfLhZ49e3Z4n9V6/d6BhWNiocMCTRe4dAMuQ+DSDGiGgVZdoOlG2/DL918Zz4BLk7bxtLb7WzQdLqfXN6h9xmJBW3FeLmG79eqyvn5Lu/2bwc3L+tqt8uBrrtvdW+ie+Xdc6tfO3261wGJh0ZtNi0vHW4c+w9ZPPscXX7YgsnsInhx9DxY9GIuQoMCVkdl5bcuyqakJEyZMQFJSEn73u9+1u2/t2rVISkpCfHw8WltbsXLlSuzevRu5ublwOBydTtdX7yoiAs2Qjgv2qmEu3WgbT7tS0LdU1u7bhoHWy6Xt0ttfv9H8Nf3ytA3jyvx1A97fceI7126ptxXv5V0kHe5KudHuFMvlwr+6rDsu+GsLvN3W/tXT6mT+39SSb3HpSHntExRWNEAzrryQ7FYLhvXuge3/b7TpCvMbt2WZnZ2N48ePo6KiApmZmZ7hM2bMwHe/+13MmzcPFRUVCAkJwfjx47F///6bFqUvWSwWzwpyu9GNjkv9SsHevKyvLegOH6Nf80bgeYO4Qal39EajC1p1A07NwJctWqAXnTK71XL9rpoblnVHW/RXdu+0L+uOS73Dgu/s08FV07p6a/9mu2zeOvTZdUUJAJohKKhowP8d+gxLH+rny0V72/LJAR5vMsu7Cv3vDEPadot0VuqXy7XDLe3Lu1Ku/0Rw87K+2e6b68Zr90Zj6lWkHat7l821ZX25cD+vbYKrk/+Pw27FqHtDYbVYYLEAFrRtWLT9CwBXhnvGsQAWtA28dnzr5eu4PM6VaV5123KD4ZenJYaOtOQRAe8Ar+6zJOqM1WqBw2qD4zZ71YmIp6xdmrvwb1yw170R3GD3TaelfqNPBJ3O/6o3D83Af53GLf9fnZqBg6W1PliKX58Y5jh98DZ72RL5n8ViQbDdgmBYgeBAp1EnItCNtn3z7lKdtv4gqhpabviYiG87sGVRIkQAQwRyeTpt/wKAQASe24a4b7cNdA+Xq8YzxH3f5WGe8a5Mt931dvMQ6LqOH/zB10vr5liWRN9QFkvbfle7DZ6DNgsfjMUf/3q6w10LdqsFS8bdi6G9zfXVZLN8MeX2O7pBRF/bogdjMax3D9ivORDkPhq+8MHYwAS7DfAAD9EdpsWl4/8OfYa3rzrPcv7oe7DQpOdZmqUDWJZEZGpm6QB+DCciUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJSwLIkIlLAsiQiUsCyJCJS4NWy3Lt3LxITExEZGYmYmBikpqZ67nv33XfRv39/REREYObMmaipqfHmrImIfMoiIuKtiY0ePRobNmxAQkICKisrkZCQgE2bNiE2NhYPPfQQDh48iMGDB+OnP/0pysrKsGfPnptOU9d12O12aJoGm83mrahEdJswSwd4tSw1TYPdbvfcnj17NoYNG4ba2lq0trYiIyMDAFBXV4fIyEiUlZWhV69enU7TLAuKiALDLB3g1Y/hVxelpmnIyclBfHw8cnJyMGrUKM99YWFhiIuLQ25urjdnT0TkMz47wJOeno7u3bsjOTkZ1dXVCA8Pb3d/eHg4qqurO3ysYRjQdd1zISIKNJ+UZXZ2Nl5++WXs2LEDdrsdIgKrtf2srFYrDMPo8PFpaWmw2+2w2+1wOBy+iEhEdEu8XpZFRUWYO3cutm/fjoEDBwIAQkNDUV9f3268+vp6hIaGdjiN1NRUaJoGTdPgdDq9HZGI6JZ5tSyrqqowbdo0vPjii5g8ebJn+IgRI5CXl+e53dTUhNLSUgwfPrzjUFYrbDab50JEFGheK8umpiZMnz4d8+fPx5IlS9rdt2jRImzZsgUFBQVwuVxYsWIFHnjgAfTr189bsyci8in7zUdRk52djePHj6OiogKZmZme4TNmzEBmZibS09ORlJSExsZGjB49Gtu3b/fWrImIfM6r51n6glnOsSKiwDBLB/C74URECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECliWREQKWJZERApYlkRECrxeljk5OYiKikJKSopn2JEjR+BwOBAVFeW5jBkzxtuzJiLyGbs3J/aXv/wFzz33HBITE9sNb2xsxJQpU7B7925vzo6IyG+8umWZkJCA/Px8jBw5st3wxsZG9OjRw5uzIiLyK69uWUZGRnY4vLGxEd27d/fmrIiI/MovB3gaGxuxdetWREdHIzY2FrNnz0ZRUdENxzcMA7quey5ERIHml7J88skn8cUXX6Cqqgqffvop+vfvj4kTJ6K6urrD8dPS0mC322G32+FwOPwRkYioU34pyx49eiAkJAQAEB4ejvT0dNx11104cOBAh+OnpqZC0zRomgan0+mPiEREnfLqPstb4XK50LNnzw7vs1p5+icRmYtfWmnt2rU4efIkRAROpxO/+c1v0KVLF0yYMMEfsyci+p/5pSyjo6Mxb948REZGYsCAAbhw4QL279/P/ZFEdNuwiIgEOkRndF2H3W6Hpmmw2WyBjkNEfmaWDuDOQSIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFLEsiIgUsSyIiBSxLIiIFAfvdcFXu31PTdT3ASYgoENzrfqB/W9H0ZWkYBgDwZ3OJ7nDuLggU0/8UrmEY0DQNVqsVFovF5/PTdR0OhwNOp9M0P73LTOrMmMuMmQBz5uook4jAMAzY7XZYrYHbc2j6LUur1Yrg4GC/z9dms5nmBeTGTOrMmMuMmQBz5jJjJh7gISJSwLK8hsViwcqVK/3ykV8VM6kzYy4zZgLMmcuMmdxMv8+SiMgMuGVJRKSAZUlEpIBlSUSkgGXpRWbd/WvGXGbMBJgzlxkzAebM5ctMPMDzNZWWlmLHjh3o0aMHoqOj8dhjjwU6EgBz5jJjJsCcucyYCTBnLn9nYll+DSdPnsS4ceMwb948VFVV4ezZs4iNjcX7778f0FMezJjLjJnMmsuMmcyaKyCZhG6JruuyfPlyWblypYiINDc3y/nz52XQoEEybtw4uXTpkoiIGIZxx+cyYyaz5jJjJrPmClQm7rO8Re6vX1ZWVkLTNDgcDsTGxqK4uBiNjY34/ve/D6Dt5Frx40a7GXOZMZNZc5kxk1lzBSoTy/IWuP9U1D333IOKigo0NzfDarXC6XTCarXi8OHDqKysxI9//GMA8PtHlJiYGJSXl5sq17333osLFy6YIpPL5fJc79u3rymew4sXL3qum/l1ZZbnMKDroFe3U7+hmpub223St7S0yODBg+XRRx/1DHM6nSIi8tFHH8nYsWPlwoULPs/12Wefye7du+XPf/6zJ8PgwYMlOTk5YLnOnTsnWVlZkpWVJZcuXZLW1la57777Ar6sTp48KYsWLZJjx46JiMhXX30l8fHxAc2Vl5cnERERkp+fLyLmeV2Vl5dLXl6eHDp0SEREWltb5f7775eZM2cGLJcZ1kGW5U2UlJTIlClTZM+ePaLrumd4ZWWlREdHyxNPPNFu/M8//1xGjhzp8xdPfn6+9O3bV1JSUsRms8lPfvITERGpqKiQqKiogOTKz8+X3r17y+LFiyU8PFyeeuqpdpnmzZvn90xuqamp8q1vfUsWLlwoH330UbtcgVhWBQUFEhcXJ+vXrxcREU3TRKTtdRXIZVVQUCAxMTHy6KOPSrdu3WTRokVy8OBBqampkbi4OElJSfF7LrOsgyzLm3j99dclODhYFixYIHv37m33ZJ0+fVp69eolM2fOlPz8fDEMQ7KysmTo0KFSXV3ts0xVVVUyYMAA2bx5s4iIHD9+XLp27Spvv/12wHJduHBBBgwYIBkZGSIiUlRUJKGhoXL06FFPppiYGJk2bZpfl5Xb+++/LxMmTJCMjAyZP3++HDx4UERETp06JZGRkZ5lpeu6z3MVFBRIbGysbNmypcP7S0pK5J577vH7svrvf/8riYmJngIvLi6WJUuWyKxZs+SNN96Qc+fOSVxcnEyfPt2vucyyDvLUoZtYtWoV6uvrUVdXh6amJixduhSTJ0/2/BHShoYGPP7442hubobT6URtbS127tyJhIQEn2U6fPgwXn31Vbz99tvQdR02mw2/+MUvEBwcjBdeeCEguXbt2oX33nsPWVlZMAwDVqsVs2bNwpw5c1BTU4NHHnkEffr0QUpKCurq6uByufyyrNyqqqrw5JNPIjU1FR9//DFKS0uxdOlSjB8/HhcvXsRTTz2F2tpatLa2+jzXggULsH//fvznP//xDPvrX/+KkpIS1NXVYcaMGYiPj0dKSgouXrzol0wA4HQ6MWvWLGzatAmxsbEA2pbbm2++iUOHDuGJJ57AzJkzMXv2bFy6dMlvuUyzDnq1er+Bdu7cKSJtH5NSUlIkOTn5unc3TdPk1KlTcuzYMamoqPB5psLCQlm7dq2IXDk94qWXXpKJEyeKSNv+OHeukpISOXr0qM9zlZeXy9atWz23X375ZbFYLPLLX/5SRowYIdOmTZN9+/aJruty8uRJvy0rkbblUF9fL2PHjpWSkhIpKyuTtLQ0Wbp0qbzwwgvy9NNPS0tLixQVFfkt19ixY2XBggUi0rasBg0aJMuWLZNRo0ZJUlKSZGdnB2RZjRo1Sp599tl2w2pqamTVqlWSnJwsZ86cEU3TpLi42G+5zLIOsiwVtLa2iohIQ0ODzJ07t8Mny590XfeUpMvlEhGRDz/8UCZPntxuvNraWr9nE2l74WZnZ8v58+dFRKSurk6effZZWbhwYUDyuP3617/2fPStq6uTJUuWSEhIiKxYscLvWRobG2Xq1KkycOBAGTx4sJSWlnqGP/PMM/L000/7PZOIyO7du+Xhhx+W7du3txteVVUlDz/8sPz2t78NSC4zrIM8dega7lMTCgoKkJubCwAICgqCruvo3r07Nm3ahJCQELz22mvIzs72248oXZ0rPz/fc0qE3d72yyBRUVGoqqryjLd582akpqaiubnZL5lOnDjhGW6z2TBp0iTExsaipaUFoaGhmDp1KoqLi32a52a5wsLCsG/fPgBAYWEhdu7ciYceeghnz57FsWPH/JYpJycH3bp1wyuvvILBgwdj586d6N+/P1paWtCtWzckJiaiqKjIL79o6n79FhQUoLi4GN/73vcwbNgw7Nq1C7t27fKMFxUVhblz5+Lo0aM+z3V1JjOtg9yyvOzqncFVVVUyaNAgWbJkidTV1XmGu9/FGhoaZP78+TJp0iTJzs4OeC6RtoM8kZGRIiKSmZkpkZGRkpubG7BM1357Yv369TJr1ixpaWnxSabOctXU1IhI266C5557Tvbt2yd33XWX/OlPf5KTJ0/K8uXLpby83K+Z3Fv9TU1NIiLttpD+8Ic/yNKlS336rRj3t1xE2o4qDxw4UBYvXiyapklpaaksXbpU5syZI5mZmZ7x0tPTZfbs2Z4j977OZJZ10I1lKW1HJ0eOHCk5OTmeYdu2bZN33nnnunHdH3vr6+vlhz/8oc9PL1HNVVNTI0lJSfLHP/5RYmJi5MSJEwHPJNJ2OtGrr74qffr0kby8PJ9kUs1VVlYmd999t1gsFtmxY4dnuLuw/JVp27ZtHY6vaZps3rxZ+vTpI4WFhT7JJNL2nEyaNEk+/PDDG+Y6d+6cpKWlydixY2XMmDGybNkyCQsL89kb8I0yBXodvNodX5aFhYXSp08f2bhxo4jIDfeBuE94FbnyZPnynf9WczU2NkqXLl0kLCzMZ6Wkmsm99fjee+/JsmXLZNq0aT4tStVcIiI5OTmyb98+ERGfbSHdSib3sjpw4ICsWrVKhg8f7rM3OpG2U22io6Nl3bp10tra2ulrWNM0KSsrk5UrV8qmTZukuLg4oJn8vQ5e644uy6KiIomMjJSsrKxOxztz5oysWbPG8+0Ps+U6evSoGIYhzz//vJSUlJgiU1FRkbS0tEhzc7M0NDT4JNOt5CotLZW0tDTPFpthGD5b0W51WRUWFkpzc7MUFhZKZWWlTzK5rV692nNAy320/fjx49fl+v3vfy+ffvqpT7PcSqazZ8/6dR3siOl/N9xXXC4X3njjDcTExGD+/Pme4X/7299QXl6O06dP45lnnkHv3r1RWlqKV155BZGRkRg5cqTpckVERCAxMRGrV69GUFBQwDOtX78eERERuO+++wAAXbp08XqmW8115swZbNy4Eb1798aQIUN89j3mr7ushgwZgiFDhvgk09XKy8sxduxYAMCECRNgGAbq6+vRpUsXvPPOO4iPj8fp06exYcMGREVF+eUcWJVMp06d8ts6eCN39Enpn3zyCfbs2YNu3brh+eefx4YNG/Daa6/h/vvvR25uLr766iv84x//QExMDP797397nlCz5hIRn5XAN21Z3WmZ3DZu3Ii6ujq0trbiiy++wLp16+B0OvGjH/0Ip06dwpEjR/Dtb38bhw4dwoMPPnjHZurIHV2WALB3714cOHAA+fn5KC4uxt///nf069cPADB9+nR06dIFO3fu9BSR+9spd2IuM2Yyay6zZXJ/0+vgwYPYvn077r77bjz22GMYPny4Z5wJEyYgLi4Ob731ll9ymTFTZ+6o8yzPnDmDzZs348svv/QMmzp1KoYOHYquXbt6XtBNTU0AgOTkZISEhAC48qeefPEkmTGXGTOZNZcZM12by2azAQDGjx8Pl8uFNWvW4PTp0wDavuYIAHPnzvXsxvHHsjJLJlX/H4m4NDtdz4j+AAAAAElFTkSuQmCC' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axe = plt.subplots()\n",
|
||
"axe.plot(weather09.time, weather09.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": 68,
|
||
"id": "0f829d1f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "7d3d12f1268d49ad9f8d31d1561817ff",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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"\n",
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" Figure\n",
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" </div>\n",
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||
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 69,
|
||
"id": "a11babab",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "e96945c29ef341bb939e532969b6f597",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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vGgNv6P2Fs4crkMwZ7OKFNrkV9aaZVjkirZxbruj05NvCGv45RVKREsWe7fvx/nzp3Dhg0bEBAQwP/MmDED3bp1w/LlyzF06FD4+vri8uXL2L59uyDHdXNywNTuoQCAaV+fhVZCq8ERY9tOZ+BmftWl8Kh25hfzfVrBdCkuGsMCZIE2PjdfsD7LkSNHPvISZ+bMmZg5c6ZQhzNiWG+lTK3F7xdyMLiN7Tb17ZlCxAHhIfqRFJmFZWjXSBqrBdYXOfpkGeBu28nSJueGP2xYZNXc0jmPWF+aiCurqKpV56i07qlHN3nEY2hZ2nrVJ7tIlk4OCkzv0QQAUKmhwhpSZahdCAA7Znax6rFD9EOSqGKV9Rnm5VPLUiLmDWnB/06tB+nJKirDsWv5AICEDwagvZUvhQ0TGjILaKyltRmGDVHLUiKUCjk/QX/rqQyRoyEPWxZ3gf/d06VuFc+FwF+GU8vSqjiO4V65BgAQ5usqcjRPx26SJQD0bqabA0xfCGnJv1+BvclV87LFqPzj5eKABo4K3C4qoxETVmQYztfYxwUedVwWRGrsKlkOi9Dd6EmnqtiSUr1C9qbJ0aLEIJPJEOLtArWW4Q7VtrS4bacyEDovDvP0ExAeVdfBVthVsgzydIKDQobU2/dopoaEXM6pKujbr6V1BqKbYph3Tn3alnWvXI35P+iS5MVs3UqOtlIN/VHsKlkqFXL+rufF7JLH7E2s5cjVPADA4Xf6ihpHiLfhJg8lS0u6oF/qtrpwG++vBOwsWQJAkL7m5bbTN0WOhADGFYbEvhQz/CH9/UKOqHHYuwz9H6PY7k2weUo03hrQDJ2b2GZ19OrsLlkOj9I194/qWzNEXNfv3gcANPN3FX1esCFZP6C15y3K0HJv5O2M51r44/V+TUX/7IVgd8lypL5eXnr+A5Sr6UshtvX6mzvdnm0ociRA5ya6upbp+XQD0JL4ZOkjfG1SMdldsnRyUMBLP46PWpfi0nIMf1zSVcOPeMZD5GgADxcHeLk44HZRGSo09IfUUjL4liUlS8kb0Ep3x3XnWVorWkzVxzQ+304aFbIb+zQAx4D0PLrJYymGivSWqHovJrtMli92bAQAOHDJ9Bo/xPIYY3j7v7qCz8MiAqGQSJ+Vod/y6DW66rCEskot7pZUwM9NZXfLU9tlsmwb4glAdxlY23ovxLKu5t7HqbQCAFVTDaUg3E83hOVaLg0tswTD7Dl7uwQH7DRZKuQyNNevD52RT5dbYjhWreXm7y7sao1Po2dT3Sqj209nQqOlClVCM6ziSMnShrRr5AkAuFlAdz6tjTGGxXuqCmdM6tJYxGiMRQVX3Wi6XUTTHoX25k5d10virSJxA7EAu02WhmELN6llaXWX7lRd4p6e3w9KhXROM6VCjiH6SvoZNJNHUNWH6v1fe+stGWItgi+FKxWNvRsAoMtwMZzW91X2ae4LPwkWfDVcIlKyFM6Nu/ex/XRVacTZfcNFjMYy7DdZGlqWdBludWv/vAYA6C6BgeimhFCyFNxftp7jryhGd7C/ViVQDy7DT94oAEf1C63m+t37yC2pAFA13lVqGtF6PILiOGbU9WKPN3cAO06W7k5VhUZzSqgj31q26avUB7g7IbRhA5GjMa0RVU0X1DX9/H8AaOiqQr+WfiJGYzl2myyBqpYNzdawDi3HsOloGgBgbMcQkaOpXZCnM+QyugwXypo/rgIABrcOwNn3+6N1kPhTWy3BrpNlKH9HnPotLe1+hQYD/nmIfzw8UrrFXh2VcgR6OKPogZomLQjAsC74c3baojSw62TZ2Ed3GZhOd8Qt6k5xOdp8+Ctu6JfzmNOvKZrqJwVIlaEQ8NUcmsnztAzfrxFRQSJHYll2nSxD9cnyp/NZIkdivzRaDl0++sNo29wBzUSKxnz++iFNZ9ILRY7EtpVWaJB3vwL+7vY3F/xhgifL+Ph4BAQEYNy4cfy2U6dOQaVSISAggP/p2rWr0IeuoWWgrnVzu7gcDyo1Fj9efbQn6bbR4/eHtRQpkrrp0Fi3bvnGIzdEjsS2GSZ9GK7i7JmgyTIuLg4vvfQSOnbsaLS9pKQEgwYNwp07d/ifEydOCHlok3xcVXBy0P0TD1+hKjOWEJdUtcTtmQX9Mb1nmIjRmG9wa90snvzSSuTdrxA5GtuVoR/H3NhOhwtVJ2iyjI6ORlJSEjp06GC0vaSkBB4e4twhG6cv13Yugy63hMYYw/6LuvVsfpzdHb5u0imY8Th+7k7waeAIAEg1scAWMc/+i7oyiI3trCq6KYImS39/fzg41FxIvaSkBO7u7kIeymy9mulmkXx5mC63hFZ9idvIYNsbLjJRX+Dj2+Pp4gZiw4oe6EYTBHjY/rrgj2OVGzwlJSXYsmULAgMDERoairFjxyI1NbXW/TmOg1ar5X+eRvW1X+6W0OWWkNbp19cZFhkImUwaxX3ror2+MtURKgT8xAyX4d3DfUSOxPKskixfeukl5OTkIDs7G2fOnEF4eDj69OmD3FzTlcyXLFkCpVIJpVIJlerpLu2cHBQI088kuZBNl1tCMgzqHhYh3TGVj2KobVmp4VD0oFLkaGwPxzFkFDyAo1IOfzfpFUwRmlWSpYeHB5ycdP+Zvr6+WL58Oby8vHDo0CGT+y9cuBAajQYajQYVFU/fGhyuH//1c+Ltx+xJzFWh0SIhowhyGfBcC9scjKyQy/jK6dfv0sSFusotqUC5mkNjbxe7WOr2cUQbZ6lWq+Hp6WnyOblcDoVCwf88rTBfXcuykFoPgjmTprth5qiU2/T4up5Ndd00R67eFTkS22OYGVcfbu4AVkqWn3zyCS5evAjGGCoqKjBv3jw4OzujV69e1jg8eoTrvhD7L+aCMapAJITzmbpkObSNbV6CGwTpb0yk5VHLsq4OXdH9gWnkbf9jLAErJcvAwEBMmDAB/v7+aNq0KTIzM/Hbb789dX+kuXxcq47z+YFrVjmmvTt4WfdF6d3cV+RInk6vZrr4T1zPFzkS22MYn9rQzVHkSKzDIsV/Fy1aZPR4woQJmDBhgiUOZbbY7k2w+Vga/vn7Fbz+XLhN3r2VirJKLc7e1LUsDStp2qow3waQy3T9b/crNHBV2W09bMEZqnnZap91Xdn13PDq5g1pwf/+52VaT/xpnLxR1Qqz9WluDgo5P5h+D90ANJtGy+F0um75kMZ0GW5fHJVy9NVfMs7aco76Lp+CoX/v5a7SWbXxaQxspZv6+PuFHJEjsR0vrNdNVw70cIKzo+3e4KuLepMsAWDBsFYAgAoNh+c+OUTLCjyhdP1dUFu/BDeY3E2X9Os6JXbjkRtYf+h6vfvDe/JGPhIziwAAf+nzrLjBWFG9Spbhfq4YGqFrRaTllaLnyj+Nlu8k5rmin+Yo1WUj6ircT1edquiBGqHz4nAlpwRllVrk11JggzGG49fy8Pe4i1ix7xLGfXnSmuGK7gv9TdKuYT6Y1DVU3GCsqN71Zn8xvj3i2mTj9e0JAIAWH/yC1MWD0IA69s3CGMPJG7q+qlAb76+sLirEk28tDVx9GAAgkwHfz+qG9o28oNFy+OzANYT7uWJfcjb2pVRVWzqVVgCNlpPU+uiWouUYjuqnh64cHSlyNNZV7zKEXC7D8KggqJRyzPwuHgDQ9+ODOPm3fvViFsLTulutteXdwH6GjHwxvh0mbTplVFWfMeD//nUcw6OCEJd0G49aJHTpzxeweGQbK0Qqruo390LqQVm26uz/T2EtBrYOwMoXdH8Zc0sqsOaPq1Qg2AwZ+mTS18bHVz4sxNsFB9/pi1UmWkt7Ek0nyjn9mqJTqDcA4JsTNxE6Lw4X7Lzc27u7kgDoiqfUN/U2WQK6FQgNX/o1f1xFq4W/4lourcnyKPZeGXtMdAji5vTA9hldEKBfeuL9YS2xdXpnfDGhHT4eEwVXlRJTuoVi7oBmWPBQZfhVv14SI2yr0Gg55NzTLU72lg0sHSK0encZ/rBPX2yHUf86xi+2NWrtcSQvHiRyVNJ1Uz+CoJEdX4IZlnI98bfnAKDGBIbRHYL536NCPHHonT4Y/+VJ3C4ux5+X70Kt5eBgh/2X2cXl0HAMrQLdEebrKnY4Vmd/n2gdebg44I+3euPV3rohECUVGpzXd/STmjLqUfEEmUxm1kyvxj4NcPS95/jHEYt+Ra6+BWZPDFcVoQ3t/7M3pd4nS0D3pZg3pAWi9NW+l++9KHJE0lVVPKF+fmFqI5fL8I8XIgAA5WoOnZb/gV9S7uDrY2m4fve+yNEJ46a+0G99u7FjQMmymlVjogAAp/VDQYixSg2HQv0yAvX1C/MoL+rXezJ4dUs8Fu25gH6fHEKFxvbH8xqKPdeX6Y0Po2RZTTN/Nzgqdf8lX9O6LDVkFuq+LG5OSpuuYWlJx+c9h7HRwTW2/3nJ9utlGkZC1NerCkqWD5nYWdc6+HvcxVpncNRX6fqbYP3qSZWZJxHk6YyVo6PQzN/4BsirW+Jx6Y5tDys6cKn+rORoCiXLh7wzqDn/e4e/78f9Chp7afD9uVsAgCYN69+d0LraNasbxnQIxuy+VXOnB396BPO+T0LSrSLxAntCx6/noUKj65oK9LD/9XZMoWT5EBdHJb6e2pF/PHb9iXpXKMEUxhj2Juum+LUMdBM5Gulzd3LAqjFReGdQC2yaHM1v33EmEyO+OCZiZE9m/v+SAejqf9aHaZ2m1M9/9WP0ae7HF4G9kH2P6l/CeJrjgFb+IkZie/q19MfCmFZG27hHzZ2UGI5j/DTQ/83qJnI04qFkWYvkRQP5JXRpKQrghn71w/4t/ajK/BOI7dEE6SuG8Y/v3CsHY+yJkqZay0Gt5aC1UsJN0I87DvZyhqeL/dQDqKt6P4OnNjKZDOsndcDA1YeRkFGEskptvSlyasr20xkAUC9nbghpcOsA/JJ6B91WHAAAyGXAH2/1gbuTEhqOwd/dCam3ixHk4QyvBo5gjCEl6x7e/zEFGfmlcHNy4IfwAMC/JrbHUAuv2264sdcq0N2ix5E6SpaP0MzfDQ0cFSit1OLfh6/jjf71bz4soOuv/PG8bsmF1kH1+wvztML9XIHUqscc01W9MvjPK10x9t+6KuSv9A7Dvw/dMHq9YZyrwV+2nsNzLfyw4eVoKCxUNctQ7Lnrsz4WeX9bQZfhjzGleygAYMvJm+IGIqLUapV0BrUOEDES2zehcyO8GB1S6/OGRAmgRqI0WDk6EheWVNUvOHApF5/8dlm4IB9iqJtgL8WenxQly8cwzBnPu1+Jfx+6DkA3ONfWx8zVhaEyeucm3jQY/SkFeTrjH6Mjkb5iGNJXDMN30zqZ3K9LmDcWj2jNP/7n2CisGdcWP87ujrHRIXBxVOLg23345/918DoW/ZRq4p2eXlxSNgCgiZ1WmjKXjEl8XIxWq4VSqYRGo4FCIc4XdcKGkziuX1e6ZaA7LmbrEuWq0ZEY84hWgr2I/foMDlzKxaLhrTClexOxw7E7ai2H++UabD11E/+NvwVPF0dsmhyNhq4qqLUc5DJZrZfYtwofoMc//uQfn5rfD/7uwo2DzCoqQ3d9/+qN5UNFKZAthRwAUMvSLF++HM1PgzQkSgB4Z1cS1PVgDvlVfY3P5gHUX2kJDgo5vBo44rXnmuLQO33x4+zuaOiq4p97VF9ksJcLPhvfjn+8Xn/1I5S9+lZlx1Cver+SACVLM7iqlPjPK11NPveevnK0vdJoOWQX6cqNdQnzFjkaYsqIqCAsHam7ZP/qWLpgkyiSbxVjmb4C14ioIEHe05ZRsjRT2xBPJC8aiPj3+yNl8SC8r6+Q/VPibbue4ZNVVAYNx9DmGXcaXylh4zpVVTwy3JB5Gp/uv4LhXxzlH49o+8xTv6etEzxZxsfHIyAgAOPGjTPavmPHDoSHh8PPzw8jRozA3bu2V4XFzckBPq4quKqUmNZD13en4ZjR3WJ7k27ny0jYCweFHL2a6ZZIOXAxFwWlleA4hv+cyUTM50cwZv1x9P34IELnxWHwp4eRVi2hLtlzAaHz4tBz5QF8eyId+5Kz8en+q/zzO2d2gYezg9X/TVIj6A2euLg4vP322wgPD0eDBg2wY8cOAEBSUhJ69+6NI0eOoGXLlpgzZw4yMjKwZ8+ex76nVDp3TZm8+TRfDPfasiF2OWd2/g/J2HYqA6/1Dcfb1YqMEOnZdDQNS3++YPb+/5rYHv7uTnhh3XGTzzsq5Uj4YIDoy0RLJQcI+u2Ojo5GUlISOnToYLR906ZNGDduHNq0aQOFQoElS5Zg3759uH37tpCHt7p5Q1rwv0cs+o1fd9qeFJZWAqi/NQxtyah2tV8qtwp0h1wGuFVLfH/Zeq7WRAkA/32lq+iJUkoETZb+/v5wcKjZXI+Pj0enTlXjyXx8fBAWFoaEhAQhD291LQPdEaNfErRMrcXItcdQ/NAMC1vGGMO+FF2lIcMlHpEu7waOiH+/PyZ0Nq7YPqCVP/b+tSdufDQMyYsHYd3E9mjXyNNon7g5PfB8W+ObOOF+NLW1Oqv82cjNzYWvr/GXzdfXF7m5pqv5cBzH3zTRaqVdjv+9wS3ws354BQBsOpaGuXayTOiu+Fv87/7uKhEjIebycVVh+agI/H1kG/wvIQt+bip0fmgUw5CIQAxuE4Beq/5EZkEZuob5oHWQB1aNicKY6BC4OSnh3cCRWpUPsUonG2MMcrnxoeRyOTjO9BjFJUuWQKlUQqlUQqWS9pc0xNsFf+lTVeD1sz+uotROCgZv0xfPeDE6hO6E2xi5XIbRHYLRq5kvVMqa/XwymQyH3+mLC0sGYduMzgB0N4m6hzdEZLAngr2o2+VhVkmW3t7eKCwsNNpWWFgIb2/T4/YWLlwIjUYDjUaDigrpL+3w7uAWOL2gH/94T6Jt98Ua5N7T/d//pVq1b2I/ZDIZXByV9IfQTFZJllFRUUhMTOQfl5aW4urVq4iMjDQdlFwOhULB/9gCPzcnfh75vP8lo1wt7e6Dx7lfoUFWURkUchkNGyIEVkqWU6ZMwebNm5GcnAy1Wo358+ejc+fOePZZ+2qxTO9ZNW969Pra7zLagjNpBQCoJBshBlZJlt26dcPy5csxdOhQ+Pr64vLly9i+fbs1Dm1VDV1V/M2dlKx7OJNeIHJET86wjESQh7PIkRAiDVR1yAKGrDmCi9n34OygwJ7Xe6CgtBKdmtjWvOq1f17Dql8vY/7QFpjZy76uAIhtkUoOsL8pJxLw2bi2AHRjL/v/8xDG/vsEmvwtDj8n2c6Nn7slupalofoNIfUdJUsLaOrvhqgQT6NtjAGvbUvAkat3UVYp/Zs/hmTp51Y/14gm5GGULC1k2/TOJhejn7TpNFou/AWVGmnXwcwt0ZVl86PB6IQAoAXLLKaBSokTf6sae/mfs5l4t1rty0/3X8G7g1uYeqkknEnXjYv1c6NkSQhALUureb7tM3h7YNU0yCNX80SM5tGKy6rmt1NpLkJ0KFlaiaNSjteea4rEhQMBAMlZxci5Vy5yVKZl6telbhviSbM7CNGjZGllHi4O8HLRtdY6L/8DGi0HjjMevcVxTNTq64Zk2dzfTbQYCJEa6rMUwey+4fh7nG5tk/AF+wAAQyMCsGZcO/yQkGXUt5m+YpjV48ss1CXLEG8akE6IAbUsRTC5W2iNbXuT72D0uuNGiRIATuiX4LWmjAJDsqTKM4QYULIUgYNCjsQPB6J/Sz94N3DktyfeKq6x7+cHrtbYZmmZBWUAKFkSUh0lS5F4ODtg4+SOOPfBAL5akYFKKce/J+mW5jh+Pd/o7rQ5CksrcfJGPnKf8AYSfxlONQ0J4VGfpQSM7hCM9YeuAwC2TOuMyBAPuDs5QKWUo0LD4aWNp7Dn9R5mvRdjDO2W/s4/fr5tED4d187sWDiO4VZBGZwdFGjo6vj4FxBST1DLUgLC/VyxanQk5jwXjm7P+sDdSXe3fIF+bfLkrGJ8d/KmydfeK1cb3Tmfve2c0fO7z99G6Lw4xFVb+uJRcksqUKnlEOLtTMOGCKmGWpYSMSY6pMa2SV0aY/vpTFzMvocPdqcgp7gcAR5OKFdroZDL8N2Jm7iRV4oX2gfjk7FRSMsrxd7kOybff/a2c/jysAd+fO3RLVTDJTit5kiIMWpZSphMJsPu2d34x1/8eQ3v707B3+MuYvGeC7iRVwoA2JucDcYYTt3Q3TkPcHdCyuJB6NfCD0p5Vesw8VYxv09tMvJ1yZLWYCHEGCVLiVMpFXitb/gj9ylTa3Ez/wG+P6dbjfGN/k3hqlJi05SOuLZ8KBaPaM3v++KXJx954+e/8ZkA6E44IQ+jy3Ab8OaAZmgW4IbbRWUY3DoA5zOLoJDLoFLKsTTuAjILyrDtdAZf/CIy2NPo9ZO7haJfSz/0+MefAICFP6Zivf5u+8MKSisBAC0DafYOIdVRsrQBCrkMI6KC+MehDasWELtzrxwLf0zFl4dv8NtamVg3J9jLBV9N6YipX5/BL6l3oOUYFHLjGzgVGi2u5NyHo1KOrmE+FviXEGK76DLcxvVp5mf0eFqPJrXsCfRu5sv/HrHo1xrPn9YvUhbo4UR3wgl5CCVLG9fIxwVDIwIA6MZU/m1I7TUy5XIZhkUEAgAeVGrxt/8l888dunIXkzadBgD0aupr8vWE1Ge0YJmdqNRwcFQ+/m/f/QoN2nxY1arcNDka7Rp5oX21gex/vNUbz/q6WiROQupKKjmAkmU9xHEMEYt+RamJtYC+m9YJPallSSREKjmALsPrIblchsPv9oWDwrhfctmoNpQoCakFtSzrMY5jOJmWj8/+uIr+Lf0xvWeY2CERUoNUcgAlS0KIpEklB9BlOCGEmMGqyXLIkCHw8fFBQEAA//P9999bMwRCCHkiVp3BU1JSgt9//x3t27e35mEJIeSpWbVlWVJSAg8PD2sekhBCBGH1ZOnuXnPeMiGESJ3Vk2WHDh3g6+uL9u3bY/Xq1eA4rsZ+HMdBq9XyP4QQIjarJsuUlBRkZGQgOzsbn3/+OdauXYvFixfX2G/JkiVQKpVQKpVQqVTWDJEQQkwSdZzltm3bsGzZMqSmphpt5ziOX1dGq9VCpVKJPsaKECIOqYyzFLWepVqthqenZ43tcjkN/ySESIvVstKZM2fw7bff4sED3RoviYmJWLRoEV555RVrhUAIIU/MaskyJCQEBw4cQLNmzRAQEIApU6Zg0aJFePnll60VAiGEPDGaG04IkTSp5ADqHCSEEDNQsiSEEDNQsiSEEDNIfinc6uMtCSH1j+G7L/btFcknS8N0SJrJQ0j9ZmpqtDVJ/m44x3HQaDSQy+VPvJa1YRZQRUWFaHfTKAaKQUoxiH38usTAGAPHcVAqlaJOWJF8y1Iul8PR0VGQ91IoFKIPP6IYKAYpxSD28aUSgznoBg8hhJihXiRLmUyGDz/88Ikv4ykGisHeYhD7+FKJoS4k32dJCCFSUC9aloQQ8rQoWRJCiBkoWRJCiBkoWdoIMbuWNRqNaMeujrrXdehc0LH2/wMly1rk5OTg+PHjSE1NRWFhoSgxFBcXo7i4GBqNRrQ7hikpKZgyZQqys7NF+ZLm5eXh4sWLuHfvnmj/B3Qu6Ih9LgDing+ULE1ISUlBnz59sGDBAsTExGDNmjUoLy+3egw9e/bEmDFj0KpVK2zevBk3btywagypqakYPHgwmjRpAg8PD/7ktNYXJSUlBT169MArr7yC5s2b47fffrPq8Q0x0Lkg/rkASOB8YMRIeno6a9y4MVu3bh1jjLHNmzezsLAwlpuba7UY7ty5w8LCwtjatWtZUVER++ijj1hMTAybPn06i4+Pt0oMlZWVbMaMGWz16tX8tpKSElZaWmqV41+/fp0FBwezL774gjHG2Ny5c1lQUBArKCiwyvEZo3PBQOxzgTFpnA+ULB+ybds2NnHiRKNtzz//PEtISGCpqaksKyvL4jGkpaWx4cOHG2375ZdfWGxsLBs3bhw7f/68xWNgjLEJEyawEydOsMrKStanTx82cOBA1qhRI7Zy5UqWkpJi0WNv3ryZzZ0712hbjx492M6dOxljjHEcZ9HjM0bnQnVinguMSeN8oMvwh8jlchw7dgxJSUkAgMWLF2Pfvn2YN28eJk+ejJkzZ+LEiRMWOz5jDOXl5Th48CCOHDnCbx80aBAmT54MlUqFb775Bnfv3rVYDBqNBg8ePIBGo0FRUREWLFiARo0a4euvv8Ybb7yBc+fO4YsvvkBmZqbFYnB1dUVAQAAAoLKyEgDg7u6Oq1evAoBV+qvoXJDGuQBI43yglqWeRqNhjDF26dIlNmXKFBYUFMTGjBnDHB0d2aVLlxhjjCUkJLAZM2awN954g1VWVgr610ytVhvFMXfuXPbCCy+wK1euGO33ww8/sG7dulnkEswQg1arZYwxtmvXLjZz5kw2depUdu/ePX6/vXv3sn79+rEjR44IHoPh31/9UtcQ19KlS9m8efOM9i8rK7NYDHQuiHsuMCaN88Gg3rcs09LSkJqaylc9ad68OT766CP88MMPGDduHGbNmoXmzZtDo9Ggbdu2CAoKQlJSEhwcHAT7a3bhwgW8+uqrmDVrFpYtW4aCggJMnz4dcrkcGzduRHp6Or/v888/Dy8vL3zzzTeCHNtUDEuXLkVOTg4GDx4MR0dH7N27F6mpqfy+Q4YMgZubG7Zv3y7Y8at/Dowx+Pr68s8plbriWM7OzkhMTOS3b926Fd99951ghaHpXKgZgxjnAiCN8+Fh9TpZFhUVoVevXujatSvOnj0LQHfpExAQgE6dOqGsrAzx8fEoKCjgPyAXFxc888wz/KXA07p+/Tp69eqFpk2bwtvbG8nJyYiMjIRMJsP48eNx5coVfPbZZ7h8+TL/mmbNmiE4OFiQ45uKITU1Fe3atcPNmzcxfvx4tGnTBrt27TK61GrevDmaNm0qyPEf/hxkMpnJQq/e3t78F2HDhg14/fXX0b17d0HKe9G5YDoGa58LgDTOB5Ms1ma1Ef369WMvv/wyCw4OZidPnmSMVTX9T5w4wQYOHMg++ugj9ttvv7G1a9eyZ555hiUlJQl2/M8//5zFxsbyjzmOY7NmzWJeXl7s9OnT7JdffmETJ05kXbt2ZStWrGAffvgh8/HxEbRTvbYYPD092alTp1hcXBybMWMGmzp1KtuwYQNbtWoVCwgIYBcuXBAsBlOfg+ES0ODYsWNs1qxZ7KuvvmIhISGC39ygc0Ea5wJj0jgfHlavk2ViYiIbOnQou3PnDnv33XeNPhiDzz77jMXExLDIyEjWv39/wT+Q7777jg0YMIAVFhYa9Xu9/fbbzNvbm6Wnp7PCwkK2du1aNnLkSBYbG2v1GG7evMlycnLYunXrWExMDJs6daqgMTzqc6j+BTl48CCTyWQsMDBQ8P8DOhfMi8HS5wJj0jgfTKnXyZIxxh48eMAY03Ugv/XWWya/JIWFhaygoMCoY1soBw4cYFFRUezUqVOMMcYqKir456ZPn87at2/PH5fjOIsMkahLDFqt1iIxPOpz0Gg0jOM4duPGDTZy5Eh28eJFwY//uBgM6Fyw/LnAmDTOh4fV+2RZ/S9Vfn5+jQ/GUidldbNnz2Z+fn7s9u3bjDHdIGDGdGPsOnXqxE6fPm3R40shhsd9DgbFxcWixUDngvVikML58LB6myxrO+kNH0yTJk3Y0aNHLRqD4SRkjLHRo0ez4OBglpaWZrRPt27d2MGDB+02Bil8DmLFUP241ZODNT8HqcVQG2ueD7WpF8ny2rVrbNeuXWzr1q3s1q1b/PaHO4wN8vPz2auvvspat27NysrKBGlN3Lhxg/38889s+/btRlO0qier8ePHs4CAAPb999+zhIQE9vXXX7Pg4GCWmZn51MeXQgy1HV8Kn4M1YygqKuLHA1Z/v+q/W/pckHIMtbHEZ1EXdp8sk5OTWUBAAHv77bdZ//792TvvvMOWLFnC/0fX9iUpKChgOTk5gsSQkpLC/Pz8WGxsLAsICGCjR49my5Yt42MwDLJljLHFixezwYMHs44dO7L27duzs2fP2kUMjzu+4a7zw6z5OVgjhrS0NBYZGcmWL1/OSkpKGGO1JwpLnQu2FkN1Qn4WdWXXybK0tJT17t2bLwBQWlrKdu/ezSIjI9n8+fP5D8eSf6EqKytZTEwM++ijjxhjjN29e5d9+umnLCYmhs2cOZM/dvWO9Ly8PJafn8/y8/PtIgZzj1/bHy4hSCEGxhg7fPgw8/PzY+PGjWOffPKJyURRPQahzwVbikFq7HpQularBcdxiImJAaAbRBwdHQ0PDw+kpaXh448/BmDZeaUODg5wc3NDREQEAKBhw4aYOXMmpk+fjszMTMyZMweMMTg6OvIDbL29vfkfe4jB3OPL5ZY7HaUQAwAkJydj2LBhaNu2LQ4ePIgvv/wS9+/fh0wm40uNyeVy/nehzwVbikFq7DpZurm5QavVYsOGDfw2tVqNxo0bY+DAgUhJSUFeXp7F49BqtVi9ejX/2NnZGUOGDEFsbCwyMjLw3XffAQA/88ASyVvsGMw9viVJIYYOHTpg/fr1eO+999CpUyccOnTIZKIw/P9b4lywpRikxG6TpVqtBgDMnj0bqampGDFiBLZt24a+ffuiS5cumDJlCs6ePYsff/xR8GNnZ2cjJSUF8fHxAIBVq1ahoqICCxcu5PdxdHTEsGHDEBYWht9//93uYhD7+FKL4dy5cwCAzp0784lg/vz56Ny5s8UTBcUgEGtf91vShQsX2NSpU422FRUVsV9//ZWNGDGC/fWvf2UbNmzgn5szZw5buXKloDEkJiayVq1asT59+rDWrVuzZcuWMcYY27RpExs6dCjfZ2Zw/PhxFh0dLeh4MbFjEPv4Uo1h6dKl/HOGm0larZYtW7aMjRgxgq1evVrwwe4Ug3D+HxzWkh8GNSZHAAAAAElFTkSuQmCC' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 70,
|
||
"id": "cd06afe4",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\409194118.py:1: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
|
||
" fig, axe = plt.subplots(figsize=(12, 4))\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 0.98, '9, 10, 11, 12 월 광양 기온')"
|
||
]
|
||
},
|
||
"execution_count": 70,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "d52b9d9b5a514dfcb4cfd7441e9adc68",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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oDMMwDMMwDMMwDMMwPrCAwjAMwzAMwzAMwzAM4wMLKAzDMAzDMAzDMAzDMD6wgNLJeOKJJ3DIIYegW7du6N+/P/7v//4PiUQCs2fPRk5ODnr16mX+mzx58v7eXIZhGIZhGIZhGIbpEET39wYw2eWjjz7CU089hTFjxmD37t045ZRT8Kc//Qnjxo3Daaedhpdffnl/byLDMAzDMAzDMAzDdDhYQOlkPPHEE+Zy9+7dccIJJ2DZsmUYPHgwSkpKWrXOVCqFRCKBcDiMUCiUrU1lGIZhGIZhGIY54Ein00ilUohGowiHuSikI8ECSidm3rx5mDlzJv76179ix44dKC4ubtV6EokEcnJysrx1DMMwDMMwDMMwBy5NTU2Ix+P7ezOYDGABpZNSWlqK6upq3HnnnTj99NPxl7/8Bc888wxeeOEF5OTk4IgjjsDtt9+Ogw8+WPn6VCqFdDoNAOZtU1MTIpHIPvsM7ZWDb3sTALBk+un7eUuC0xG3mWGyAR/7dnh/tA6v/TbkV6+1yXuuveesNllve4aPT4bJPvy7ap8kk0nk5OSw+6QDwgJKJ6WiogKLFy/GJZdcgq5du+Lyyy/H1VdfjdzcXOzcuRMPPvggpkyZgiVLlqBHjx6u10+fPh133HGH7bFIJMICCoBQWOyDjrQvOuI2M0w24GPfDu+P1uG13+i5bHMgfkd8fDJM9uHfVfuG4xE6Hix5dVJCoRDGjRuHm266CY899hhKSkqQm5sLACgrK8Pdd9+NLl264MMPP1S+/rbbbkMikUAikUBTU9O+3HSGYRiGYRiGYRiGaXewA6UTkUwmXepyLBbTKs4tLS0oLS1VPsd2MoZhGIZhGIZhGIax4FlyJ4JKdtatWwcA2LJlC37/+9/jkksuwQMPPIBly5YhnU6jqakJN998M/Ly8nDcccft561mGIZhGIZhGIZhmPYPCyidiLFjx2LixIk4++yz0bNnTxx33HG46KKLcP3116N3796YOnUqevbsieHDh2PTpk14++23ubsOwzAMwzAMwzAMwwSAS3g6EZFIBDfccANuuOEG13NTp07F1KlT98NWMQzDMAzDMAzDMEzHhx0oDMMwDMMwDMMwDMMwPrCAwjAMwzAMwzAMwzAM4wMLKAzDMAzDMAzDMAzDMD6wgMIwDMMwDMMwDMMwDOMDCyhMh+dP767CmNvfQlV9y/7eFIZhGIZhGIZhGKaTwgIK06FJJFP4wzsrUduUwD1vLNvfm8MwDMMwDMMwDMN0UlhAYTo0TYmUufz8nE37cUsYhmEYhmEYhmGYzgwLKEyHJpFK7+9NYBiGYRiGYRiGYQ4AWEBhOjSce8IwDMMwDMMwDMPsC1hAYdodjS1JfO+fc/DKwq2+Yxdsrmz7DWIYhmEYhmEYhmEOeFhAYfYJlfXN+NuHa7Cnrtl37IPvrMSsZTvwk+fm+47duLvOdj+d5pIehmEYhmEYhmEYJvuwgMLsEyZMfwf3vLEch975ju/Yv320NvB67397pe3+7HV7Mt42hmEYhmEYhmEYhvGDBRSmU7Fqe83+3gSGYRiGYRiGYRimE8ICCtNhSSo68Pxn7ub9sCUMwzAMwzAMwzBMZ4cFFGafMKF/aate15xIaZ+ra064Hlu0uapV78MwDMMwDMMwDMMwXrCAwuwTFmyqDDTOGQL70oIt2rGNLcm92SSGYRiGYRiGYRiGCQwLKEy7orHF7jhZVq7PNFG5U7oXxrO+TQzDMAzDMAzDMAzDAgrTrthV22S7nxvTH6JNkoDyqzNGAQBG9ipqmw1jGIZhGIZhGIZhDmhYQGHanJakJXQU5UY9xzYn7a6Sg/oUa8c2GW6VIwZ3xYmjeoj3SriDZZkDnE8fAu7uCzRxhyaGYRiGYRiGYVoPCyhMm7OzxnKV5McjnmOdZTleIbIkthTEI4hHxaHclNSPZw5Q3rkNaK4F3r9nf28JwzAMwzAMwzAdGBZQOhlPPPEEDjnkEHTr1g39+/fH//3f/yGREN1qnn/+eQwbNgw9evTAueeei507d+6TbaprsrrlNHkIIoBbMHFmosjsqRPCTDwaRiwiDuUWn/UzBzCxvP29BQzDMAzDMAzDdGBYQOlkfPTRR3jqqaewa9cuzJ8/Hx988AH+9Kc/YdGiRbj22msxc+ZMlJeXo3///vjud7+7T7YpEg6Zy5X1LZ5jnSU8TQl9p51QSKx3S2WD6UBxvp5hTLqP2N9bwDAMwzAMwzBMB8Y7kILpcDzxxBPmcvfu3XHCCSdg2bJl2LBhAy699FKMGTMGADB9+nT07NkTW7duRZ8+fdp0m8qrGs3lsqIcz7F76ppt91ftqNWOJbfKmD4llgOFBRRGx9KZwPhLsrOuLfOAhgpg2EnZWR/DMAzDMAzDMO0edqB0YubNm4eZM2fiwgsvxNy5c3HEEUeYz3Xr1g1DhgzB/Pnz23w7vvXYbHM5mfIOeb3/rRW2+8W5Me1YKg2KR8PIMRwoNY0J7XjmAKS53lpe8Xr21vv3E4BnvgHU78neOhmGYRiGYRiGadewgNJJKS0txeGHH46rr74ap59+Onbs2IGysjLbmLKyMuzYsUP5+lQqhWQyaf7LFl6hsG8v2eZynDzy4Rrt+J//eyEAoL45aTpQnA4W5gDnhe9by8fdlP31V23O/joZhmEYhmEYhmmXsIDSSamoqMCCBQvwzDPP4OGHH0Y6nUY4bP+6w+EwUim1oDF9+nREo1FEo1Hk5HiX3WSCV6bJc19uNJdL8vTOEwBYLQktWysbzJwVvy4/zAHG8let5XCWjo2EJNLtXp2ddTIMwzAMwzAM0+5hAaWTEgqFMG7cONx000147LHH0LVrV1RUVNjGVFRUoGvXrsrX33bbbUgkEkgkEmhqalKOeX1xOR7/ZJ3vtozrV2IutyTTSGnKeOqbLXHlW5MGeK7zB09/ZS7nxsTEuCg36tvlhzmAaKqx3080qsdlSloSARf8KzvrZBiGYRiGYRim3cMCSidCVWoTi8UQiUQwfvx4LFy40Hy8rq4Oq1atwrhx45TrCofDiEQi5j8VP3p2Hqa/utTWpljFup11YlsiwiWi65Qju0pG9ioyl7dVuSe+a411yuvNjUWQTKU5SJYR1DnadO9coR6XKSnpdzbu4uysk2EYhmEYhmGYdg8LKJ2IxYsX45JLLsG6dcIVsmXLFvz+97/HJZdcgquuugqPP/44Fi9ejJaWFtxyyy2YNGkShg4dutfvK7cpdpJOp1FjCCxdC+IAoHWJjO9fai4v2VptLv/kuXmusRcf3s9crmoQrZEpSJZdKAwAIOFwTmUrRDYlCYYR71IzhmEYhmEYhmE6D9zGuBMxduxYTJw4EWeffTZ27dqFwsJCfPvb38b111+PSCSCu+++G2eeeSZqampw5JFH4rnnnsvK++6pa0af0jzlc3VSWU5dk1jeVtWozDgZ0DXfXJ4giSlz1le4xubHrUO3XxfxOhJQ6psSKMzhQ/uAp7GqbdbbZIl7eO0XwMEXtM37MAzDMAzDMAzTrmAHSiciEonghhtuwJIlS7B9+3asWbMGt912m1mC84Mf/ACbNm1CZWUl3nzzTfTt2zcr75tK61sTNxgCyuDuBRjbV2ShrN9dpxwbj1qH4/j+peZ4FXKZzrHDuwMANu4RLWvZgdLx+Gz1Lpz1p4+xaU+9/+CgvHdX5q+p2WYv0VFRtcVart+d+XswDMMwDMMwDNMhYQGFaVMaW8RktCg3irIi0c1neXmNcqwcLpsXi+DeC8e61kNQXsqoXkU4e1wfAMC4fqUA9BkrTPtl6mOzsWRrNX75v0XZW+n6j+33C8rU44gtc4EHRgL/+bb3uFju3m0XwzAMwzAMwzAdEhZQmFYhCxotSb0DpdwIgF20uQrdCkUGSkRz1MnCR348gi75cfP+qN+8iepGkXWSSqUxe90eAMAvTx9lZrDEjRU3swOlQ5GUhLPP1mTR0VEid3IKAckW7/FLZorbZa94j2twl5QxDMMwDMMwDNP5YQGFaRWfrt5lLr+ycKt23JtfbzOXRxmddZaWVyvHkvDx81NGIDcWQa9i+5X+cdPexpF3v4sht1hhoORqAawSIBZQOhazlm1vmxX3mSBuT/2tCHv1K81J83HDMAzDMAzDMIweFlCYVlEquUNkkcTJkUO6AgBG9CxECHaniBMSPij7JBwO4crJA21jtlW7WxoTpoDCJTwdivpm7zbYrYZKdnJLgHAUSPk4UPwEFsLPycIwDMMwDMMwTKeEBRSmVYSkzsVeE+AdNaKV7BGDu2JwWQEAYOYCtWNl2TaRjSKHyU4/b4zndozuXWwu0+uaWlhA6UgM7l5ou5/2CCXOiLUfiNtIHAjH7O2HVaSDCijNe7VZDMMwDMMwDMN0TFhAYVrFMqkMRxYxnMQiQmnZUd2EUql18a7aJtfY3iWiZMc5f573m1OU657/m1PM/BPAcrbsrNW7VJj2h7Pk6sOVO7Oz4j1rxO2iGUA4IgQUL3Hmy0eDrZcFFIZhGIZhGIY5IGEBhcmYZCqNW1/82rw/qpdeQKGWwqN6F2NYD8tpsF1RikOtiUvzY7bHuzju//aCMVg87VR0KYjbHqd1xo22zUzHYEulvXXxrtosCRRx43ib9EORgQLoy3QaKoOv11nC06xuy80wDMMwDMMwTOeCBRQmY+as32O7/+CsldqxDc1iwpofjyAUCmFId1HGU93gLqeg0pvcmP2wDIVC+PkpIwAAX956Er41aSCKcmOu15OQ05QIWIrBtAsamu0OlMKcLAlg/ScZK+whMlAAfQ7KJ38Ivl6nA+UvR2a+bQzDMAzDMAzDdDhYQGEyRm4768dyI9ckLyYmxZOMUNk1O2tdY0n4yIm6J9A/PWk41t97FnoU5bqeI0h4aWznGSgtyRTO/n8f49JHP89e3sc+oq4pgeXb1F2UWssf3rELcLVNWRLAEkaZWDRXElA0OShf/j34ep0CStXGzLeNYRiGYRiGYZgOBwsoTMbIAbKELki2xMg9ofKcqoYW7Tqo3Ccn2rrDMtcQaRpb2rcDZVl5Nb7eUo0v1u7BW0vaqIVvG3Hw7W/h9D9+jIWbKrO2TmceTlhxbLSK8gXiNpprlfDoOujklgZfL3fhYRiGYRiGYZgDEhZQmIwJK9SPRz5cqxw7f2MFAGCokX9ycB/Rorhe4TJYrujCkwkkvKza4Xa3tCdkh81bS/QtoGWWbK3Cqu01bbVJgdhTZzkvpr+6tM3eJ5HMkiun2TgOojmSA0UjrtU4OkNVbdavd+t8cTv+sr3bPoZhGIZhGIZhOhQsoDAZozII/OndVcqxZUU5AIBYWBxqBXEhHshdfABg0x4rSFSVbxKEmkbhgunmCJdtb8gZLS/O3+I7Pp1O46w/fYJTHvyoLTfLl9cWl5vLczdUtNn7NCezXIIVyRFtjAF9BoqT1e/qn1s0Q9ySKNN9ZOu3jWEYhmEYhmGYDgMLKEzGJKQMlB6GQHLIgFLlWMojoc469Nq8uOXCWLK1Csf+/n3zfqSVNRwDu+Ub79m+S3icbXv9qKhvJyUj+yivJZFtASUUEm2MAX0GipNXfuo/hsqCuAsPwzAMwzAMwxwQsIDCZIzsEPjZycMBAPM3ViqFC3JbUD7JiJ5FAIB5GyvNMWf96ZOsbBe9R1OGAsW+5ukvNmQ0fnNFvf+gfcD9b+u7LWWTlmyU8MhiT35X/wyU1kBtkqs360uDGIZhGIZhGIbpNLCAwmTMnlorC+Pc8X3M5Q9W7HCNbXS0JiaRo3uhKLOZu2GP6zWtpaOEyC6QAlgPH9jFd3xhTrQNtyY4FADcVpwxphcAoCWVBQGMOvAU9xW3fhkog47N/D3yu1nLO5Zl/nqGYRiGYRiGYToULKAwGfPHdy0ngpxXsloR3rp4SxUAKzi1i1HKQy6RCx/+3DZe1Z0nKBQiS+/ZXpFLeHbXNXuMFGTFkdEBiEXE99eSyMLnpbKahkpxawooGhEoEjB3Z6fkwjni+9ZyxfpMto5hLFIpYMs87u7EMAzDMAzTAWABhcmYYWWidGFcP9FR56bTRYjmkq3VSDtyMvqU5AIACnKEgEIddnRlNvN+fUqrt4vEl35d8lq9jn1BeVWjubxul39+xm6pzW8q1bnElKT0eShHJ5EVB4qxj3PFMWoJKJoMlC3zjI24XNxGNEHETVL4cbwAGHCUWOYcFKa1fPFX4O8nAHd2399bwjAMwzAMw/jAAgqTMWP6iknp5CGihGFI9wIAwBtfb8PgX71uG1vfkkQoBOQZ5TXkRFm4qRKDbn7Nte4ue9FBp6vxWiob6ixcP2OBuZyV8pZ9wOOfrMOHK3f6jmuR8nTyjWDhrHThIQGlxCjhMTNQNAJKY6W4HXmWuO13hHpc0uEYGmyU/tQGa0fNMC4W/9ta3vzV/tsOhmEYhmEYxpf2Ea7AdCjINTCwW4HtVkVdUwJ5sQhChj2EHCgqRvcu3qvtogyUhnaegZIpO2osB0pLMo39EYmyo6bRf5DByu01mP7qUgDA+nvP8hy7vdpab9RodZ3IRskSZaBEhQPK14FC5BjBsE6hhGhpELejz7Gvt3Jj67aTYcoXWss15fpxDMMwDMMwzH6HBRQmYyjDgzJHBne3CyiNLUnkxiJIptJoSaZRmGOJJjkaAeW3F4zBpMHdlM8FhVwuK7fX7NV62pruhXHsqvXPPlHRkkgBOVneoAD8+Nn5rscSyRSiEff3eeqDHwVeb3WDJWjEjGOjvKqhFVvo3DhDmIkaO4uEDp0wQhT18R5HWScUIJvfVdzWugOUGSZjIvvhx80wDMMwDMMEhkt4mIyhEgtyk+TGIvjpicPM57cZGR/kBKmot8IRdQLKtyYNxLAehXu1XQVxMUneixzafYIsnoQz3Nj6/eSu+XK9u1tSY4B20UmfzJYZX1nOjaZsfrYGY3vJgULZJY2KgGHK7YnkiFwTQB/oSaVADRXitrCX/T7D7A3pzuWeYxiGYRiG6WywgNLJeOONNzBx4kT07NkTAwYMwG233QYAmD17NnJyctCrVy/z3+TJk1v1HuRAkctxfn7qSIzpK0pw3l0ursa3GOOGSA4Vp2OhZ3EO3rr+uFZth5Oi3KjyPdozqbRwcgTlpQVb2nBrgtHbCAZuCSCgtPh8tuXllluIMmxyjZycvcNQpio2iFsKhVV125EDZ2mczoFCYbE9x4rbLoPE7a6VyuEMkxHsZGIYhmEYhmnXdJyZJhOIO+64Aw8//DC2b9+OL774Ao899hhefvll1NTU4LTTTsO2bdvMf59//rn/ChWoBBQA6F0iut98vaUKy7dVY3ddk3IckReLYPYtJ2Nkr6JWbYeTcDiE/HgEewK0Bt5fOLsUAcD/5m0O/Prfv7kim5vTKkryhAgRJOzVb8xXGyznBmXYZCVElgSQ3uPFbbFRmpNoco+lx+p2WALL7lXq9W77WtySU6W0v7it3b5328swgBVmfKCSSgJPng3MumN/bwnDMAzDMIwSFlA6GZ988gkOP/xwAECfPn1wzDHHYOHChaipqUFJSUlW3qPJmODmOJwe4422xi/O34LT//gxTv6DyMLQCSiNiezb1aNGTUxzAHfE/kCVfbJye+1+2JLMoHyZ0vwYYsb3HmQf3/ifhdhVqxAtDL5z9CAAwIieheZxkpXvzgyRJeeJh7MkJR2HsXxxW9hTvd68UnHbUi9uc6Tg47t6AtsWt2pzmQ5ASwPwxs3A1gXZWydl6hAHehjx7tXA+o+BT/6wv7eEYRiGYRhGCQsonYxo1MoFTiQSmDt3LkaNGoWamhoUF+9dlxvitUWiU0TYEeBx1LDuyvFxTUlNca6inGIvqW4UoaR1TT7dVtoRQ8v2LvtlX0B5NjecOtIUOvzKcwDgrSXbcffry7TPFxkthc6b0NcUZoKs1xcSSiiU0xRQFNkmW6WA3EhUBM62aLoONRtiV/cR4jYUAnpPEMuJRuCRY4AabmncKZn9N2D2w8Cjx2dvnbtW2+9TZs+BSphz7RmGYRiGad+wgNKJufvuu1FcXIwLLrgANTU1eOaZZ9C7d28MGjQIF198MZYsWaJ9bSqVQjKZNP+pcDoLDh3QRTnO6UC55HBR9nDE4K6ZfJxAjO0rXDB1zftHQGlKJJVlOgSVp/QtzcOlE8V+eHb2hsDrP2ro3nUq2lvW7apDLCKEsxZNu2HnNi7ZUq1d35/eExPIJz9bbwptWSnhMbvwBHCgOHNRUgmgqQpIKo4hch/Epc5TV71mhckCwAMjgab23QmKaQWZ5pM011sBxTrCjv+CD/TjJizlHyXabykmwzAMwzAHLiygdFJmzZqFhx56CDNmzEA0GsXll1+O7du3o7y8HHPmzMGwYcMwZcoU7NihnhRMnz4d0WgU0WgUOTnq1pqxgGGtznG/OHUEfnP2QfjDxeMz+1AByI+LE/DWtgneG2av3Y3Rv3kT/52rzzRpaBZiVHVjC9bvFoGkS7bqBQanGEOlNPua/l1Fvs0Fh/T1LeFJOba5IMd/m3fWNCEeNYSZhM+kMwizHxW3y18Tt54lPIYrhYJhiZVvuMcWlIlb+Up5TiFwwwogmmc99sG9mW8z074JZ/Db+/oF4O7ewB2l3iKK0xG11d0u/IBCLqdb8Mz+2w6GYRiGYRgNLKB0QpYsWYLLLrsMzz33HEaMEKUGJSUlyM0V9vCysjLcfffd6NKlCz788EPlOm677TYkEgkkEgk0NVlOE7ljzEmjerhe9/C3DnU91uBoT9ujOBdXHzMYRW1QwlNrlO5s2lOvfH7drjoMuvk1XPGP2Vl933W76nDJo18glQZu/O8i7TgSHcb0KUG3QrUwJVNZb59gzd9UuVfb2VooODY/HvF1ijidKTtq9BkotN4/Tz0E8YiYoFY3aloIZ8J2I4tkt1EiQS4TlYBCTpPe4+yPq1oe1+8Wt6qMlBul4NnP/wx8/ADw1PkiO4Pp+FQGd4rhv9+xltd+oB8XdfwNKOmf0SZ1OmRBiTpeMQzDMAzDtCNYQOlklJeX46yzzsK9996LU0891XNsS0sLSktLlc+Fw2FEIhHzH1HXZIkhqnbBZ4ztjfX3nmV7LHcfuiYGdBUhoFsq1ZPWE+7/AADw8apdnqU2mTL9FascysslQmJSQU4EEweqS55kHvtkre1+39I8zci2Zc0OMZnJiUUQCgmnSGW92uXjzDAJh0LKcYAV+ju0rBBRozRo7a4sTJx6HCxuh51svJExUa1StIE281Icgl6+olxq53JxK5fwEDlFwM+XW/ffnQ6sfR+Y/Ujw7WbaL10Gt+51Xi2uSTDoPlLcJjTZOwcKssBZNmr/bQfDMAzDMIwGFlA6EXV1dTj77LNxxRVX4Oqrr7Y998ADD2DZsmVIp9NoamrCzTffjLy8PBx33HEZvQd1zhnl03p40TRLvFm6VXElv40gAaU+QIhsUxY79ciCTSqdNkt1nDQaAkpOLIJvHNbPd70VDgdKUxt0LgpCrxLhXiqMR7GzRkzyVAIaYLlsTh4tHEqNLfpt7lEs1luaHzOFp37ZEImGG8LJQeeLW3KTqMowqISHynwOu0rcVm91jy00XFe5mo5Wxb3dz82aBqz/BJhWAqz7OMDGM+2SnIDt1p05JuUL9WNJMIkZ4bEqh9SBhBzA7CG8dmQiSGJ8aDXCaJ+d4hiGYRiG8YYFlE7ErFmzMG/ePPz9739Hr169zH/f//730bt3b0ydOhU9e/bE8OHDsWnTJrz99tvafBMdJAz4uUqouwqwb/NIBnUXzoDGAOJIIpU9B0p1gxBsDh1QiqZECv+Zu0k5bluVmDCFQyEUxMU+6l4Y167X6ThxlkPtK+h7z4mFMaKnmEi2aPYxlfbcd9F4RMIhz20mt0pONGKGDWdF2KIsBcoqKe5j3Fcct+QCCBsOlPo94jai+F6ajdIwanes4qcL3I89abiy/nm2/nVM+0Y+HjbN0Y9zdnBa8Kx+7IzLxS2JLAe6A+Vf37SWVSHOnYCbo8/hpZzb8LPo//b3pjAMwzAM0wq4Z2An4rzzzvMsS5k6depevwc5UPzCTEPS1cN9WXbSJV9Mgr9ct8d3bEsiBWSmHylJJFPYVi0mPudN6It5GyuxU5P7ETFKVppakoiEQwiF9N1sAOC+t1bY7m/as3/yNBoTSYRCQE40jJhPG+PNxjbGo2HkxSKoadRPhMitEouEkBPNYheelPGeVJZDgoeqswcJKDS29zhg2ctAraIdcd0OMZGOePzpzO8KXPSEPQeD6fjIwcHbFgH9JwZ7Xd/Dgr9HQp8XdMCRykIWUjvkssh7AIALIx/jwcQ3fUYzDMMwDNPeYAcKkxEVdeKkNhkgP+RPlx2CaDiEZ783qa03yyTPcHWU5rsDah/+YI3tvk4AyJTNFZaoUWA4b3QlPNRemVwcsXDYFszbXqmsb0FONIxQKOQbIkuPx6NhM9RXt69bpLHRSBjhkL67T0Zs+1rckuPE7MKjmKC6MlAM8a9mu2Njje85FODP5sEXAJOuFcsF7rBlpgOy8DlruXSgftzOZfb7W+YGf49t+gDqAw5nh6JOQmHoAHcZMQzDMEwHhwUUJiOSRtlLKkD5y7nj+2D13WeaZTX7gn5dhNvlq/UVrud+9+Zy2/2WAJ9he3UjzvvLp9hcoe7qA9hDUnNj4ifVqMkqWbW91jYuFgl5OlBUZDP8Ngi7a4Xo0NhiiR2AXugoMFpJxyJhDOxmZNJoBCXTgRIOm+vOioBCWSXkOKEQWVWJRNKRgZJTbH8NsdNwA0UC2JZCIWCccXW515hg28y0XxLNdnHDq6XxP89p/fsc6F14ZBb/d39vQZvSL7Rrf28CwzAMwzCtgAUUJiPIQTGsR+F+3hI1XfPFJJjKQbzQZXjITLr7XSzcVIljfve+fj0psZ7x/UvN0iYSG5yQM4bKWqKRsPl6P3obQa66dbcV019darsfM7rlqISfdDqN+pak2Z7Y2h9uASWdTmN3nRA4wkZpUzwSzk7OC9n/S40JKYkhjdX6seRAKTJaFDdW2sct+rexzgHBtoEEmTXv2R9fq24dvk9Ip4GKDeKWCc4ueymdWSKWLUacbqx3/2QctUtWvAYE/NvIMAzDMAyzr2ABhcmI9UaL2X3ZmjgTaOK+u67Z1yXjV8KzrFwx2VZA5TpbKhrM/aITAR56dxUAYJ2xH2ORENJpy9njRV7ce91txUhHx6VYRJ+B0pRIIZ0G8o1tJSGrusFtx99e7S6niXqsOyMoS4KEk4ZKcbvsZfdYKuGhENmokdnj7J5CQsiwk4JtgyqEFgBqyoO9vi349I/AQ+OAd+/Yf9vQEfnnufb7mXTLIXHEi28+mfl6OxsqUW/36n2/He2JVAr45EGrJJFhGIZhmP0OCyhMYEb9+g3c84Yog9nXZSRBIScDACzfVuMx0j+s9IyHgrWcfX7ORgDArtomU0Bp0ogctNveXiryNbzECCckQtQ0Zi8boKqhBYs3e7eZHtRNlGBRZyWvbaZ2zuVGtyHqwKTqrKPK0dljOFJ0JT+BoVKdqNEetqi39ZzzqjZ11iHBI6/U2MAW0YJ442xxn7JPJtpbhGuJuHN4ANjDSPc1s6aJ2zn/2H/b0F5Y+bZoLb1tsf/YBkcodSb5HDGPEO1wTJSMxfLEcifN/QiE6rMHyRvqzCx6XvxmHzl6f29JRnxZ/iXm75gfaOytn9yKsf8ci2W7l/kPZhiGYZh2wAF+dsJkgiw4DClrnyU8ADCip9i2/83bbD6mEnxmLd0ReJ3kqFAxaXA3c5myTXQukbIi4Yi48bSRAICoWQ6jFlDG9BV5HP/49uHoWiAm+FnJCDGYMP1tnPPnT/D+Cv2+WL9buGWOGd4dAMwQ2U173Lkwry60uyvG9i0BANQ1uUseVN/JSCNct0mTIRMY04FiCCiDpAlIzVb72MqNxgYZ70ktj3cuF1d/Hz8VaKwCdiwRj+d3QyB0DhTd4/sC6kbkNak/UKCWuY8ck/lrMynh0Y1NJUX5WJPhdIvEO68D5fO/WCVwOpxlUoD1mzxQmXnt/t6CjKlqqsLVb1+NK9+4Eo0+bbnnbJuDl9cIV+DFr168LzaPYRiGYfYaFlCYVkFdZNojlx0hMirmb7SCZHfWustFHpy1MvA6vRwRWyutLjx+GSiTh4jJ97h+Qlig8NSEJki2rFAILqX5cfQszn4GCmkY97yuv/r3+zfFxOaNr0Vb38oGMcmjjkMyTiEmP0fsD7lTEUGfmYJmAUuAatrbz0idT1RihbMrSoEQhhAyRLLivu7XfPGItRzLdz+vYn8KJTpaDNGrdvuB7XZwQi6joGQidCQ1AorT+RKJdU4BpaUBeOsW4IXve4976cfux3wm4B2d/qHt/oM6GJtrrAsXNc3eLtCnljzV1pvDMAzDMFmHBRQmYwZ3L8CE/qX7ezO0UGZHftya4LdlxdE7S62TYDMDxafrDLk4qLSlXuNYIddPXizim6+yN8guGj8GdBUCgiq25aRRovsNOUkq6vQTwreWCEFmw27LyZIT1YfOZkTXoeJW7qQz7BRxu90eimu6VQrLxK3UVcnkg7vFbXFf9fMqdCU8CUUrZSeVm4DnprZt9kH1Vv8xnRXnH4THT83s9V7iU2EvcXvot8VtSjPWKZZE4sJx0VGCZFMpoHan/7gWt3iqpHyB+7Egv5UOzN9jf9jfm5B1Pi//XLmsIo3g/zFXNVVh7D/H4sYPb2z1tjEMwzBMNmABhQnMiz86Gk999wi8f8MUM9C0PdK3VJQnfLLaahO5144GAAlNmc03D+8HADhrXG/LgaIpQSFBJBa1Cyi6jkBNUutgCmTdXp2dq7JyCU3CI8T26GFCXPnL1EMBWCKHqsymu1GidNJoIaSM61cKQO1AWbuzzvVYjuFA2eMhvAQi5WhNDAA9D1KPpUma3J54zEXqsfldg29D3OHS6jlW3G76wv+1z18mupC0ZfZBUCGoM7JTUS6SCTpRBAB6Gd9zX/F70YotzhwaEtw6ijNoehfg/mHAjuXe49Z/0vr36GQOlH4hu+A0KrxpP21J2/HQvIfM5RC8/8Z8UR7gb6HBLz/+JQDgzfVv4vOt3sIMwzAMw7QlLKAwgRnfvxTHjSjb35vhC2WFAMCCTZUALEFj0uCuuOAQRYlGAFRlQABAusqgbvmmS6RR40CpNdoXkwNlWA8R0KoKWQUswSUnGsYu4/2j4exMfOVMG6/MkbAx0aZSm7gh5KiyWCjLhYJmSaShsh8ZOpaKpFIgCp9VBcxmBJVNyC6QnmPE7ZavHGMpL0USW866X3RPufx/9rHnPxx8GyJReweW7UbJxpzH/F/bVBv8fZjModyR1uIlctQIZxVi4retdZQset5+3xRQOlgZz2Mnez/f7BZKA+PlQEkmRAjwtBIrCLqdc0I4WLBqZyE/6l3umEoHv7Dx6ZZPzeUfvPODVm8Tkz3+vujv+OVHv2y3TQUYhmHaChZQmE5HoTQhpxISCjHNiUXw+4vG+a5D1elGF9660QhTbWpJmS6RRs3YL9eLbh7Vxvq93BwAsMjokJMTDeOg3iI3JVslPI3NkoDi4dChfedsTawSfVqMXJOYEY7bzyj3UQXOkpPmnAl9zMfGGaGze+0YIodAWBJQqPtNTrF9rDNwFgDyugBTZwDDHJPDHgdnth0jTrOWyZkgdwTSUbEus/dpDRlMXjoMVZuBD38vQn+9eP+3wdcp598QXgIKCWVGvpGnW0WG3FIdwYGy4Dlr2SfnAt2GWsvODlh+VG/RPzf/aWv5Xx0jgLQAe+Go6SilXRKNSe/Pe8nIS8zl4V2Gt/XmMFnmT/P/hNfXvY6dDQFK+RiGYToRLKAwnY6QVJpQY0z+K40WwFX1zaY7AtC3Y773DbctfYuiDAUAHvlwDQDgqc83IBwOITcWRn2zd5eOuiZxMuwlRsjEo2HkxQ1xJkshsnXSNi7cXKkdR+9H7hpyoKjKbJwOlOJcIWCEFOUiJHRVNVgTxpyYt6AUGJqEyg6ULoPE7bKX7WPrdxtjc+BLOMM/mQOOspb7TRS3B38js3V40VwHfPFwsKyIhOP70oWbdmQeGi/EkT8f4T3OGeA6YLJ+7Af3WMvH3yxug4giJNjpBJHjRUkCxlwobuuNVskte+HY2Fe89avgY/9xirWcaVeduEe3t1evt5bXB2s5v7/pEaq03f9jIoO/BXvWZndj9gGzy73DmfsUWuJ5UyfPu+nMbK09gPO0GIY5IGEBhemUfPMwkUuSMrI9SCjpVSJcBpRVouuuI7dAJu5RiCoAcFBv4Wi47Ij+AICi3BgaW1Ke7YanjBTlKyQYeIWtAkK8yDXcKtRWeG+RRZt+XfRtbanUh4QTKunZVuW+ukg5MVFDQKE8moVGKZXt/Y2xQ7sXmI9RF569FolSLaKrjizclA5Qj601OgfpMkG6DBa3NOHNhLKR1nIfIxMjm86Pu/sAb94M/EGT7yKz1VE+0NFKRYJALYNrt3mPI9GM8HI6xK3jEznGhH6PxiEkOyx6jzce0wgoNCGmwGNqj90RJpLyNhb2DP66TN01newY3ZjuYbvflM6gU1cmrbPbCS+uftHz+W111u/Uz63C7DuSqSSSGTiernjjijbcGoZhmPYHCyhMp6TMCDOlcpedNeKEv0u+OGGlifqaneqsCdUEXhe0urRc5Ckc1EcIKcW54sqzqgwoPx5BTjRsOjS2GyKEV4ir2N4Iag3HiFcGSjqdxm0vfY1l5f4ZD7LA49Wm2ewcZAgoJXnC1SFnzZhjjRKeuFHC07NYfA87atyTQud6AaukSe7M0yqSCXcXHGpXnErY7fAFRq6P7mr31H8Dx90EHPXTzLcjFAKmVYl/VCKUqYASpL68fpf/GOdk1G9yuu1rt+jSkajJoEWsM/BXRg4ipjyPvFL12KUzrWVqd61z+iz+j7j96Pfitti4Gt/SAfI8xlmlFxh0jH7crlX2+0FEgIPOA475uVjuZALKtJi9bW8U+v0Rh+P/DxJ62zH1GR67JTkl5vKOeu/Pd8bgM8zlMd3GZLZhTGD2NO7BhKcnYMLTE7CpOnjIcUVjRRtuFcMwTPuCBRSmU0J5Het2iQnPL/8nLPv/mSucJaMN10iQiTq5KC44pI/nuLeXiAlbsSEwVDe6T46bEymbYDC0h5i0pzST5Eg4ZAoWI3qISZ6XO+O8v3yKpz7fgDMe8re0y2UylLWigjJeKPiWOjCpslicDpQexVauyE6HiKISUPbUiTFFuVHsFakWe/4JQfkjNeXWYzRJi2quBpeNAE681XIftBZyuOxendnrsnXl+X/fs9/3cgOk06ID0KNTsvPee0Mq1bog0i/+GnysV9mM7LYo6e+9HrnMgkp4/L4/ysYhp0uQ1sD7m/5SiZTX53O6abzG9jlE3J48rWPlwewF0ZD+b/n3Iq/bH6jc2MZb40E6HSjY+tOtn/qOkVmwY4G5nBvJ1Q8E0CWni7ncmd0quxoCiOEQF0vu+uIuvLjK2+UDAM3JZtz04U14c92bvmP/s+I/5vKzy58NtC0AUNvCwecMwxw4sIDCdEpIvCiI2yfiScPp0cVwT7RoWhPLfONQ0bWnot77ZP6qowcBECU8gNuBkkylkUilzdwTwBJ6VKGp6XQayVTadJyQqDB/k/5KjyyEPP3FBs/tlR0oKjeJE1NAoU5DCgGFuujIOTMDjCDZ2evsZRP0/vLY4SQSZSMDJaIQYUhUka/mkoASycBO3xqajRPMYm8hzuVYCDqJbPGZVDjLWryu7u9YFuw99wVPnCFKlWZel9nrMmnTXLFe/9ywE61ls1OORgiQBQNTQPH5/s79f+K22sgRSHaAEh75mPSy+ocd7e69BBRyO0XzOl5L51bi5UA5POxotf3yj9t4azx44ybgvmHWMarhvjn3ZbTaj7dYQn9Tssmzm4vcsScvqi857ciM/edYnPDvE/C3hX/zHbuqchVmrJiB2z67zXfsa2tfwxvr38CNH93o6xR5csmT5nKLx+/P+Vym7iOGYZiODAsoTKdkiJGroZuIDy0TboIlW/1LXf7fe8Ix8PAHazzHjetbCsAq4alusJ8ck2AgnyOaLYEVQg6V9UQMAaXQWO8uTTvlhGMdv5n5tef2yhkoDR4lPETY2A4Kk1XtOxKoZHcKiVQvzLPnTLQk3Q4UMwMlwPZoSSUBpNUOlC4Dxa3sQKFJXVsLKOR+8astl8tAgOBdXBorM9seLwFl85fWsp8w09Zs+kLcLnjGHYRrGzfHfr8hS5Zycp2c8Xt/UUTOvPETW3oZ3cDyuorbfoeL2xZ1WHW7Qj52vEQOZ1ivTkDZLf1tjcQ7bkvnDIlAL+A3wPn3KIAg+Nn/A/7fYZl3O/Ljy0eBRAOw8i3PYXvTjSWNNBJpvaDUIv3m/Mp9Ojp/XvBn3zGZCBayY+fbb37bc6zsJKlP6N+josn+95U78TAMcyDBAgrTKTHLTDQTcZX7QcdFRiCtjm6Ge6MgR7ynVcJjn1hQ297dUmCs2YVH4eYgMYK2sZdRDkM5Lk7eW+4+qVS5RAi5+01DS9J8PxmVQ4dKiooVZTYkgJQVWh1tKuqbldtHYbjxiCygGKVXe5OBourAY76BUXMv55CYDhTF+GxiliX4OAyqHAHGQbvlPDDSf4yMl8Dwys+k929Hk9iEh5jjdJHMfdJ/ffndpXVrvhf5ePJzRtB3POpsS8DTiS30flS6Qxk8+7NUIyjv3mkte7lKXvi+/b6uvXStlFcTjXf6Ep4GIzw2Bv3f57MiX9ofOOEWn5VWAm//WpQIyp2jskmT9wWHhONYmNzbo7uVgmaPvzX/W/U/c3l7fQb5Rp2U9za+F3js5hrr/5R1VZoAbAXhkP786OU19m52mYTOMgzDdHRYQGE6JVRmMt/o/jKomygj+dsVhwEAxvQVGSg7aryvrpfmxzBxkKi9Pme8uvSiOZlCJBwycz+oda8sUABWK2UZcl/UKYQepwOFSoN0oogqCNbp+pBxOlmc2wtAKapEjFbNKtcMCVMkYAHABYf0Vb4/Bcba3SokGmVQfuGEJqxhRQlPhVHWtPYD67F9VcITNUQlry4ru1YBs263P9ZWAsYnfwg2rj11//Dad63pbnTB34DuI8SybnJP+z8ck0QRzT6hsUW9rfIV3VgSg+i4oCvK+2sikmwBNn0Z7P2bpH2VyfGhc9fI311rHSgdaAKXYwTEepXw7Ek7Mpf8Pt/vBlrLFEzsRf0eERTthyzgvuNfLiLT4uGeSyl+r00ZlK95lfscCDyx5InAY59a+pT/IAVjuuvDenvm27tvcQYKwzAHEiygMJ0Scm30MLrxlBqujZE9RcYGuR62VKhP6KkE6JUfH4M+Rois7oStOZGy5Zr0MjrPUPgqUWCICkPKCuBkS6V7O5KGmEAZKCRK6DrmrN7hPoHZsEcfjrnR4fJ48rP1rjEk4lCOCZEXi6ApkXLtE5UA8otT1c4IMp70koJm+xrtlFXCTWC8HCjbjZKCOY8pxrexgBLkqvqbN7sfC1rCkyndhgcbpxMW9gdeE6xMQmOJ/K5W8KsuqFYu8SJRTvcdmoHEOSKDJRz1z0uh7kxdBhnvt59cF6/fCPzjFOCZb2T2ukyEiyDlSRHZgaIRUFSlXO1J6PPh/sTFAICoRwnPi8ljxQI5kxIe+84nm8RFSwPw+8EiKHrHcu+x2xZltm75bTyO5bnb57oe83KgZLJuRs8pA08JPNbr+yjLL7Pd31jdAZxzDMMwWYIFFKZT0rtUTErWGKLCAsOJkmOUmJCgUpDjdimkUmmsNbr3dC/MkUJT1Se7LcmUrRSIOvw4WwlT5gh19QGAkFHXXprnnuy3GHXs5EDJNUSazRrRhzr5fO+YwfjeMYMBeLc8lrNHALWY5BRxiJxoBOm0JZgQ5EqRBaXuUjmP7HJJkNgijaWg3Lkb9iK/giZSqgyU438pbidKHWlMh8Fedv7xI1AJj+L78hJc5G3uPT7Ydoy/LLPxn/4x2Li2wClaejlQyhe0Yv0poN9EsaybgJMw01RtBRP7OVBIvAvH7G4NmdptQChsfYeUhbJptnp83S5gWgkw2z9gslXMNa5oy+6sIGQiXGhFAOm4D4Ws326dpiNJs+Jqt9wBqR0Skcp1NqfF5DPqUcJjZqDQceF17P/v+/rnVLwjudxeaUV79oB4TcBXVqx0PeaVuZHJujsitapj2oNxZeNa9T5y62g/Kpsqtc/trLdnnnTWYF+GYRgVLKB0Mt544w1MnDgRPXv2xIABA3DbbZbl9vnnn8ewYcPQo0cPnHvuudi5s/OGflFOx9pddbZJO4kRXfLF83PW73G9trbZmhDkxsJmLkd9s3uikEimkErbxYhRhoCyYluNbSwJKLK40NNwq8iBrgS5MKg0KCqJNCo3zMLNlQCAsf1KMLafOEmav7HSNY74qxGKSx14Pl3tnqw4RRxim5Hn4iz7ocwUZ7ZM/67i5GqT5MppoYyXsDWWuiZ1C9AVSEuTsd93KjrJFBvlRPIksaVBiBuZdG1pDWaphkfZmGoyqpugplL25/K6qMcBwPal1jK1zQ16BdcZzrovWfxf+32vSaQT3Qm9/Nvpc0jwcpFV7wTINSEBhcq1GoRIoiOdso67uOHyqtHkO9w3VNy+cRPwu0He27ovycQJULlJ/bhTWKHvQjeppMDkYqk8MKco+HbsB3rCEoVJHImG9OKT6U7pMUrcerl3NnyS2cbIgdM6wY5wdlLy4Jwh5wAAbp8sBBovl0hMErjHdDNKRTIwHnY2B8rsbfbvwZkn46RKEmb3NLrPY3R4rdd5XvHY4sc0I4G4w7GZSfkVI3h++fP43Ze/29+bwTBMK2ABpZNxxx134OGHH8b27dvxxRdf4LHHHsPLL7+MRYsW4dprr8XMmTNRXl6O/v3747vf/e7+3tw2o2eRVRbyxmKr40r3AjGxoTbGNY3ukwk5YyQUCpmCx+It7ivJ5MCQg1BL8mIozY9he3WjLYR1Z404wYhKggHlgDQpugVR+YzKRaIq+Vm3U7hmCuJR5BtCRH5cffIrnyjtMUJtSRSRSTpyWJz84xN7IJ0unHfTHrG9D7xtteakrkFRqdynzCi5Wri5ClU+baO1rHxT/9yGz8Tt7tXWYy31be8+AayJ+tZ5+jFr33c/ppvYOx/3EmY2fCptR4YBnV7CTFvz7h32+5mcpA87Sf04lZwU9BCTw3BAAcUWIuvjQInGrfdIp4KVuVBJVV0AYTtbHYZ0eG2vs8OL10RvyBRjgX7jmhmyU2TKFSK0VhQhZ0r1FqCvyLXSlmC1E2KSWNJIAopHCU/cyEkxg6+pzXMQDjrf+/lM1vW34wMPTabFcVNolB15uUT6F/U3l/NjQjzMRBTpbA6UnEiO7X5di/fxvKF6g7n8p3l/Cvw+M1fP1D7nJ9qoxsbD4lhmASVzfjv7t3hm2TPY1aBx2jEM025hAaWT8cknn+Dww0U7zD59+uCYY47BwoUL8Y9//AOXXnopxowZg0gkgunTp+ONN97A1q0Z1k53EMLhEL41aQAAYM3OWtvjgN3hsMmRVdJklOqM6iVO3smB4swBASzBwFkO06ckD6m01XkHsISQ7VJwrdWFR9HGOKl2fwDAul3uk6vthkBzcN9iDO4utvXLdeorU9WScHTT6fruLQlHJyAn5VV2IUfnQCHeX7FTGuvOSyFnEAAc/tt3tNvlSc+D9c+Nv9R+nyaKGbSEbDVknS4dkNnrmjRX4Z2TDWr3q0K+spipgNLW3Ym8cE7kvdoYU0nSOOM7DpJTAgTfH30O8W9jTMGwtE5dcLAqV6a0v3479nVgple3o48fsN/3Elvyu4nbQceIW+2xbPz9GyuyQUzhROc4Wvwfa7nKCMpu5xPqmBQYm4D4P8UrRNYUUHIMMSmvNPibebmeAGCXu3xGT/Bjj4T5nLA47qub9V17ZLEkavyuSIDRrVf3+s6AU0DxKp9xkklHHi8W7FwQeCztfxLLMim/Yuxk0hmJEX8PNtVsOuCDpJn9CwsonYxo1LqSnkgkMHfuXIwaNQpz587FEUccYT7XrVs3DBkyBPPnZ3AlqoMxpq+YsC4td5/EhaRyjcv+bp94kgOFuulQeKuqzKYpKcY6u8b0MTJYtlZaExESFw4ySnwAK5NllSIA1suB8vyXdit8MpU23SK9S/LMVsrdi3JcrwWAz6RynauOGmQuO/9DogwUnQPlpQV2AY7KlnIcgtK/vjcJAFAoZc4kjEmT7MiRvxdy52QMdXcYc5H7uW7DxG0vo36cJoolGYoarYGuqsvuFydH/NBaLqQuB5qTBKdTwUuYWfictZxphxOVK2ZfUeMQeL3aqHY3hEAqedBdEXXmlPi1JiaO+on/2O1GV5OQcezqwlBVDhZqZ9xU5RZM1rzrHt+WJ48NlfrnnKGiXletkw4RYPsSzThHJyyzBEoj5FDnJKDjOFCkvJOWNAkoegfK8WFjP3cxuuuULwz+ZjuW+o9pAxbvEiHdJAZ4iQAtxrFx0YiLEDF+LzoHhCyWUNZGc6p9C2aZsq1um+2+lyvB+f+0l3PEKTQNKh6kHbu20p0jpGtPTO9J38eina0PGz7Q+e5bndcNngkvrHoBH23+yHfco4sexZkvnImnlz69D7aKYdSwgNKJufvuu1FcXIwLLrgAO3bsQFmZPTW9rKwMO3bsUL42lUohmUya/zoilC+yvVpMpCgM1okzlJXaDZO4Qe6SZoWAsq1KnOBTGQxBnXu2SqU2zQp3RtgQDFSlNlYGiiUqTB4iruj262LPd6g2tpnaNVMGzOY96rr5DZLrhsp9AHc75RZT5AiWD0J5KlGHoHSksd21TQmkjM9FIbLOsU99Vwh9hw5sZekITU5VzgkSMbYtAmp3WGUvsVz32Gwjb4+zDIL4UgoIHXi0uNUJHU4XQ7PHFUDZlZOpA4W2oz3gNbGn/WS6F3SlT46uS14dX5qkHKNojn8bY7ryT7e6ddPry0bbH6f1N9nzk8zSM5nWtG0OipyR4YeXgEKTLypponIU1zhH5yzqTOR37Bf0sISnqs3BtjfbLP4v3ov/HH3gbcMPS2JJ0nSg6P9v7R82BFI6FgrKtGNdFPUOPlYVtt1KNteK7+Cr7V+JzYjpc2lIAImFY74OlAYpI2dsd5Hh1BL071cH4S8L/mK775VrMm+HvQy0Mal3jO1u2G27X5xTrBkJdMvrZi73LhDHkK49MQkoXXLE/9Pd87pr18t0HtZUrsHra1/P+nprmmtw+2e347p3r/Md++cFfwYA3PfVfVnfDoYJCgsonZRZs2bhoYcewowZMxCNRpFOpxEO27/ucDiMlGYiN336dESjUUSjUeTkqF0M7Z1exUJkoPa+ZQ43xj++fbi5LIsjNLGn8huzzEaRU0KvG9TN3pqYBBQ5q0RV7kNtlhNJ99VkKuuRHRoH9xEnP4WO7kGbKsTkmYQccm80J9Xf72CjTfOZY3sBsMqVnOVMugyUO8+zJuTyviMHSX7Mvn1h6fWUtaIr9+ldIiZPDYrQ3kCYXXgUgpl88nj/cCukMraPOgjEjOPEp74dgL/QQZPMbsOBWD5Q7zGB6y8cQJj4PWuSqrPAr/3Qfl/OT9nfhD3+y1pllHzRPta5FzJxoDgf83OgfP0/cUviRlTnQHFkpRDFfcTtnjX2x6mVrcyK7J/EmkQ8/uaXjbLf95rI0jFG+S66/B9n63HaL7rvcOHz4rZuh+hmBPiXrbQV/7saQ8Lb8Ej8Qc9hOUZJzjvJQ9FiCCgxjxIekxVGppNXgHJBD/t9L3fZLocDru+h/tsgs9O//KeiqQJ50TzPMht6Lh6OmwKKzknx4Wbrb1LMOEYavNo6d0C21G6x3ffKeKlotGcgXTLyEu3Yl9e8bLvvJTzR9zCp1yTTEVOvKW+l76pXgTiH6Gzfx76ko3Qwakm14PyXzscvP/4lZpf7hE9nSJWuWx3DtFNYQOmELFmyBJdddhmee+45jBghrM5du3ZFRYX9P92Kigp07dpVuY7bbrsNiUQCiUQCTU0dMxxsSJld1OhVbHcZnDS6p7n89lLLPjtrmeiCQW19KSBW5UCh1sa9SuzrJgFFzghRBc4WGm17v9rgvtq0tFz8h/KJVG5DQsRD766yjaVMlL5d9Dkt9u0WYlAPI2yXBBJntorZatghchzUxxIidkiZLrpMGMBq37zDyGrRlSjRPpmzvsJ0q2SEVxtjZ6cdCuPUdQfJNl2HiNv63ernx35T3J52tzSJ1Pz+qCtH6QArw0UXJEtlQ/nd/UNTV77lfixICGpbMOwUcUuiiNdknUSpzV8aYzWfj/ZV2CGgqCZ7tI4eBxmv8clAIcghEdF8h2brbMcxaoRpYo0j06DPBPd70MQ6GzjLgbwCIbsMErfknvEMnDV+izmGABQvUI9zlvCQOLhFI7gcdK64HXORuxxvPzEu7J1jEDdCZJsRNR0oEY8SHpMxF4hbry48FNZ7yOXi1mtf7HCUUWXS2Qrw79oDIBqKIhqOepbZ1DQLZ00ynUQ05C2glOaUmsvbDMGso0zYm5PNeHfDu1ohQodTJJHpkmt3Z3rti6GlQ233vUQtKtdpTDbikB6HANBnm9B6iuLi4svG6o3a9TLehBDM4bu/mbF8hrn8y49+Geg1c7fPxQNfPeA77vLXLw+0PqewmGpLJybDeMACSiejvLwcZ511Fu69916ceuqp5uPjx4/HwoVWDXVdXR1WrVqFcePGKdcTDocRiUTMfx2RXEfJDpXkyBw7XNhO5Xa81FmGyllCoRDi0TAqFF1hyJXifK++igyU5gTlpUhtew0nSd8u7isQj33sPiFfvFlMzBIOYWHBpkoAwHEjLBstCUg1je7t3rBbnBTRPiEnzP/NWIB/zbZOhHQOlHH9Ss1luXyJ9odKQCGXS4OxXxMaB0ppnnVVvqapFS4UOkHUddb5jjTxJMu4V/BsNqk1WtQ2arI8KtaL29IBlgtAN5mtN0S3WB5Q3E8s63Ig8g2htG6n5GzR7NtCRanA1gXqsW0NhbD2MtqcBsltIVFC1wKXJoyVxnHuVcJDY81yH+qk5JMddeS1xnhqXe2YhDjLiIiDzhO3O1fYH9/jzibA+o+9tyETnNvnNamm43G4IW55lvAYz5HosulLzTodv1naL10Hq8dTkO3mLy332L4Igt4LehhtjJsRMx0o8VCAMpSjfir2h+54Bqxjd9Bx4tYrbNnpLso0fDdACHYsEkMsHEMqndJmaNz/1f0AgGeWPYNI2DsDpTAmBLij+hyFIaVChE5n0vN4P3LYM4fh+g+uxzkvnpPR67xKeKjzDeF19b4kLsrmxpWJcz0vAYVKsNLpNAoM0Vq3HfRdkYDCXXgyo1Iqk+xT2Gf/bUgG/G6O1XL54pEX+47/etfXuOrNq/Dkkifx2trXPMfubrQuKq2qWKUdJ3efAjpfmDTTcWABpRNRV1eHs88+G1dccQWuvvpq23NXXXUVHn/8cSxevBgtLS245ZZbMGnSJAwdOlSzts6HKsfjmGFCcHh/uToLhiBnhTO87fFPhcjxutQqGVBnoJhdZ6LWdhQY+SP1Te6TzFMP7ul67McnihDUXIcYRJsVk0oc6L1VrZpJ4KDslPH9SwGIoNxbXlxsbbMmAyUWCeOc8eI/fQqOpddHwyFl6Cy1jq6oFyfsLZoMlDwpDyZQK+PmOuC93wKbRd29eUVc1z1m4GRrebdRKqEqkWgL6L11XTDIEZNOSR1cNBMcEn8qN1qih26SRROTroOBiDFJ1U2cKGgXAPofKW7LF6jHtjW0jeRcCDLZo9BNEqOckMjUb6K4pUm7ajwJCZSvQdtBgpWT3FIAIatjCq3T+R06Mz+I3oag7bzK//7d7vcq6e9+rLU4nUte+/nt28St+XvzCpE1nqNA5AJNToLTgUI5Nl6tuQFx7JOAUl3uPXY/kxcSn3FcaC1SxqnXQaENXi8Rx2YkJvZLolEfHGyG9VL+j9d+c6wjU+dOjf9+PmXgKYgZQqZugnNwNyFaj+k2xjcDRXY7ULlDJi132wM7GrzPMZzkRnO1zzm75ZDYoYL2XdccIaJ7lfCQqLVo1yLsqN/hOZ72P+WmxJ1iMOOJ3KHq/GHn778NaSVBRJ/LXrvMXH5nQ/Cuihtr9G6msKNUs7NlITEdBxZQOhGzZs3CvHnz8Pe//x29evUy/33/+9/HUUcdhbvvvhtnnnkmysrKsGLFCjz33HP+K+3gdJXaFcstdIku+e7/9I8bISajPz3RmkiSQ8PZiefT1UI1r3eEr/YoykUkHLJloJjuDMlxEQmHkBeLYHede8IyrIeY1H/36MGux5yOl3kbxcT7sEGWtXdc31LlNgPAf+eKCeGAruLEq3uh/aokCUWqIFui0hBCnvxsvflYTWPC1YGHINHmPUOsUnXhcfLWkm3a50waq4CPfg+8ZISPmVezPZxTFIxK+R5eY7MJiTvbFqufp1Kbyo2SM8Knm0yfCdZEX5eDss5wK+xZZ63X2U2FoPKRYadYYsT+ahFrCiiGwBXkZImEBV3oZpVRrkVlJSRaqUS0ZS+JW9qvVGKju+qVbLG7Sqi1svM7dAoGRA+jLMYp5qhKvjJpa+uHcxJd6WHHN0ovsPEzkTsSxIFC7YxrNL9nGucs4dm1wrvbUG6pVdqyP66Au7ZNv62/jIr/b4eGy9EMIS6sS+vCXtNIpUPWfiFhVLevnQHKu/VXcPGGw3rv5VZREfL/W9m/qL+vgHJMX9Ha+uyhZwfuwhMPx33X255YX7W+1a/1cnQs3W3vspRI+3fhyTOExqrmYFkTB3cXAldDUl0eZLYxjhUiEoqgvK7cLKeoa6nz7CLEAGe9eJa53FHK0WTu+OyOjMa/u1HRSU5DzCPY2hmY3BH+DjCdExZQOhHnnXce0uk0tm3bZvv397//HQDwgx/8AJs2bUJlZSXefPNN9O3bdz9vcdvzwY1TzOV/fvcI1/OU5TFrmXV1iEptRvaycj4ol6PBIZQcNVRMDI4e1s32eCQcQq/iXNQ0JswSmmXljs4aBg1GHgnlkhAtCbdjpcwQOirrW2ylOTuNXJEiKVw2PyeiXC9gBet+vUWcTI3ta++OUd0gTsjMTjkKkYMyYpZsFVdSSGwJazr2kAhF4o3pyFGIM8RvX1+mfc6EOnvUGSdsXhkoJsZ7UimNzq2SbahUaOdy73HJZkvU2aPJViDRJJpnOSN0kyFqRbzgX9akj8oqnHz1uLhd/Y4lAGz83Ht724qEY2KoE3LkcqSC7uLKvda5Y3x+Kqci0UJVApJv/10Lt0pIX+KScggo5I5wChTO0FSi1BCs4o7uJfRdUUaOvI5s4Ny+L/8e7HXhmI+AIn3OWL74/lSlY6agZPz9kkOdV8/Sr/+KF0WuD+AWo/YFjvr7MlRqh3YNWe6wprT43nVdeHLRjHAobYmBdFz4BSNTl7F8jdMHACodrhc/4YlKfsjl8MVfvcdDZDqQI0E3wSGxhPJSAL0QQFeZYxGrY09HmDjtbHBftAmK15X1yX2Ek7EsT4jEQdoYk3OnLkiAOYD8qBCLy2vVjiP6rmLhmOkc2lQjxOlT/nMKTvj3CR1SGNgfeJWstFe8RLu9ZWe9/nfzyeZPbPfn7/App2WYNoIFFKZTU5wbw7p7zsSau8/E8SPcV6QHdbesrxRY2s0QKeQyGWozLGelAFYWyLnj3XbGPkYOSrnR6pi6AIUdQaaUVeJ0sVAHHdmxIosTZ/3J/h8JAAzoZoXI5hqdeBoUAgrxs5NFd4wBXe3hs5srxWSSXCKqkpwpI+2dH+qMrjmqkiEA+P6xQ8zlqvoWM7A2GnH/GSJHzAWHBBD54gXCPVC/S0yO/TJQAGD4yeK2eov/2GzSRwTz+drmx15sXVnXtX6ldURzgC6GS8nZ/pYYbuQhnfQby7kQJDySBASdiNPWbDTa9/qV8DRJmTJdh4pJn24sXc2nEh6aGFYoyilo8jjiDHEbCgl3hGrd6bR4XBZFqD22rkTGKaCEI2Ly21xjF0goJHTU2dZjOgGsNTgDSidM9X9Nt2HidxPEgRKOWQIVOX5kqKyKRBDZEbZjqXs8lZl1GWT9PjINQ80GjnyPH0Vf1gwEHkmIDIwZiSm+XXhKYOwPOu7JkaP7jBS2G80Tx6xX4KxMKCJykXQ01VoCC/1d1bjn5KyTbnndLKeITwlINBz17cIjX3X2W297onEvgo29HCgr94gS0IHFQljzElBqjb935CrN8eqwZTCl/xRTaNG1SKb9Hw1HMaxU/B5X7FmB5mQzalrE/0OvrHllr/bBgcLbG97O+jrH/nMsxv5zrGc3p/bKtM+naZ97de2rtvsfb8liFhjDZAALKEynJxRSZ3IA9nbAe4ySFHKZdJHKf8ht4RQ5kqbA4P4pma2MjddS215nxx7ahlqH8KBr80ts3FOPcdNExxRTpJFKcej1z39pt+PLOS5Dy0TZQmm+fSK31HCV6DrlAMCtZ402l5OptLnfKCzWSUFOFHlG6dGminrTkRJXfL5bzhStUqmVtC80KW6utSY1XqIIORooa8LTrZJFuo8w3lcTpknEC4BuRj6RLhjWFFByrYl4hUboKDaEqJJ+UjhtgBMrallLGSD7CzpmdZMmeR8V9RT7QzcBoQBSmpxumStuv/qH6o3FTamUNxKNqyeyZhmKdCzRxLdmq32ss0uPDJULyfu8fJG1zcf+QiwX68o/WoHzs0sBhy5KjBDRE3/jL6CQ2yQctbrlqCbs1cb+kb9fas2r+m0mpBIov25VbYnjNzQ+vEYzEGg0ynaWpAeiBeJvk05AKQ4ZYhN1BzPzkDR/DylsNxID4vmiI5VX6RNBDhqdW2vuk9bymSIfA0d8Xzm0LmH/O0VCh64TD7kWIuGIWcKjC5y96aObAAAvrHrBXO/+zEBZvHMx7vriLl9x4K31io5mAfHqYFRg/O0ikcPLjfPrT38NAHhx9YsojhejOdnsynIjTh90OgDgouEXmeKMrsvJumrxf00sHMOEHhMAiOwKubzozi/uxLff/LZ22zojqXRqv3eGkV1Gjy56dD9uicXorqP9BwXAKSx+tOmjrKzXjxnLZ+DppU/vk/diOgYsoDAHPIcMKAVgOSdWbhdXT/KlMNPDB4kAtvpmp8ihL0Ppb7QU3lRRb4xVCyJUfkMCjrVu9fgfTbGCf6sbE3jmC+vKeUhyt7xrZI3MXGCfvG2vtv4DImEpFAph/b1n4cJDRTimWZajCXqVXwsIMYcEFDkE1smJo8WkaM3OWlOcUe07yqbZFlRAoVKTyk3SRNZDQOnh6LqzrzJQCo1Joa5jCJVu5BRZmRxbNa1cKQA3Kk3CQ5o/6WYuTMx/MkZc/JQ1MWvQd4TYJxQbDi/d1XLKCBlghPRGc8TkUFUuQhkoFIJKOS8qaFKeY5XzIZIjAnydk70lM8UtlQYBVlmZEzrB9mqfPfNH1jJ1UUIIyKOOSlnMGHCWycif10mVIcgufE78blIJ/WSd9nVEcqCobP2qcNk6o6zyndvcz9FJdDRHcmfshyvdy+1XQ79KjdQOpS48CUSRIAdKSC0Y5MP4LIOMrCY/B4octkyOKtmVJVMsu/qM700XPi2HR5PTR+NAWbhjoe3+9nrxO9C1783EgSLTHkp4pr4+FTNWzMAf5v7Bc9xLa14yl4ti6gsLTnrki/8jnDknMi+vFk4n2gdBxaR4JI400tryCyolyYvmmd11dCJRt1zhTqxP1JttqAHg74vt5X9Ldy/Fh5s+DLR9HZ2vtn2F8U+Nx/inxuPrXV/vt+2QBZS/LfrbftsOmTHdx3g+Lx9DXhzV5yjb/UzDmVvDhuoNuGv2Xfj9nN/buicxBzYsoDAHPNS5hpwilUbnF9mdUmCIAuT0ILxKXPp3FQ4Uyj5JaMSI0b3FZKXJmYGiEWd+fsoI2/373nK0PDV4/gdHKh9fbOSe9Cx2W3lpm5/8bD2SqbQpcqgcNjL/N2OBWd5En1MFdTNas6MWLYkU4pGwTfQhaJ8E6sIDWA6E8gXulqgq+k+y399XJTw50km0ymZPE+tIzJqUFvRwjwOsiXRDpeUU0YXTmlkUcf/uPkTNNnv50L62zKekq3jUnUNXokQTSBIkvFoTE1TWJOeKuNaraDds7j/HZPaF77lfT5k3zn1N33OZfsJtEwBpglRYBix8Xix//mf9a4mmWn27ahnndxvkuy7uY/1udFdcaWIejgA9jRNolaOK3q9QOtZHnytu+x6mGG/sz3DUclRl24Gy5n3g31fqjznAClw26BPSi1pToyKH6LzIp74OlIPChiheZZQYkmCkE80SkqBEbqdajdhIx/03/wmUGVeFdd83OaUA6xgsCuZ8onbDulIUmvxHw1HLgaLpwiPTnkJkZ6yYEXgslbX4cVw/0Yq6b6G+fJXaDa+uFKHjgQUUo/2xrvypd6H4bsOhsNkFSFfCQ5TllZklPLXNtfhos9sR8MuPf+l6rCORSCW0QqDMg3MfNJflDjQqehX0st3XuYJaw75wwEzsNTGj8V6/7XTaLuod0uMQ7VjV+WJbc/aLVunssTOOxbqq/VTSzLQrWEBhDniog83l/xDlHNQtpneJFWS4yRBX9ji65ZhdahQCQ38jV+S5Lzeisr5ZmWkCWOUzznWTAyXu6GrjzAwh4cI57sghVgBmSvrPmcJnB0v5L0TfUuszv798h9Qpx/s/rZXba0yxhfaJCioZSqVFxovK2QJYgbO765rN/eAJTc52rQwWIuv8vvaVAwUwWt0CWP+p+7lks3X1n8pGdFeH6cpg1yHWBCvu/k7N9QJiUk4CgF+QrdPtsejf3uOzjXzCWmQ4UHTOCNoX/YzJtl8HIwA4+AJxG5WERGeXGNPpIAkolJvjdOWoWomSYLbHUdpBExg5LJU44ofitquVGWRNkHOBXt5X8kxaGoF7+gH3DfEf62xN6yU8Uf7IIVdYAopqQiYLD5G45ajarShzkR1SBIlPfSa4xyeahXASClklU7quUq3l6fOBpS8B796pH0PZNAZnR2arx0lMCK1BCmEk0mGtgHJPzCip2rFE3NKESDcxMn/fOcCQE8SyLH7I0LEUy7OOa93vRA6jpa5WmmODnBNdckQnuNKcUgD2dq22zTD+TsdCscBlOV1yuiAW2b8lPKsrVpvLZw4+M6PX6kQf2THQr1C4QL0+38kDRIbXD8b9wHcsCTK3TrrV3He6XAx6vCheZIYAL9+j/n+CPkskHDGX//G1qgwSOGnASdrt6whc9+51OPOFMz1zaQBga91Wz+dlnI4LahudDdoq94SOTSDzDCKvY3RFhf0ioJd4+N+V/83offeWmma38Pn414/v021g2icsoDAHPHKJTDqdxp66ZuTFIjZXydwNQmS5/eUlttd6lfDIwaz3vL7cFAKcYgS1Gd5RY//PmTrl6DJQnJw0yu1UGN9POAhkAaXOKLU5YlBX1/gzxlpXFx/5cI1ZlqMTOh7+1qEAxGclAWhwmWYSD2BMXzEBnruhAi3JlPazhcMhU8zxEmRMBomWmChfKAkoPq4SefIjl120NeQWWewQJCgAlyaEJIZs0kzK5AyU7oaTQXeVTHZSGN0YzJa8OsZdar+fzba5QVgvhcPRe+tODGWBAbAEFGd4K2CJMTRWdtlQHoq5XmliSvQ3nF3OY0YlXtHvzuli0LUxBoAexvEhuw3kwGASfsb7BL027AGQFhNpOcsiCF4n4IU9xW0sz3LJqE6OqyVRJhSx1rlOYec3HVLSb5bcOaoT9ZY6S/gi8bPUoxQLEB23NvoLHC6+9LDAO7rd7EkrWmE7mJUSV1cTiCCm6cKzM+0QCkm00k3gSNSLxK39XKeZkNE6InFJaNRMhuSSQNrfPqGw1P6WJpt7GtXlfy+vEWUozalmRMLebYxPHShcMw9MecAUW7J5FTiVTuHKN67EQ/Me8h371obW55roymHkz0JX9r0cNtRRp2uu+D/ca3JKjpBeBb183Ts08Y5Lf5dIGHNCeTWxcAwFCvH4ohEXYXgXEVIf3VcOzzbis62fYXfjbt/WzLmRXM/nZchxURgTfzOy2fbZT+hpLeR8AoDFuzRuVw1eDhRn9pHXsU/tz/cVRz13lOux8jp1ZyrmwIIFFOaA57ObTzSXl5aLq2VOQUQORk3DmtAnkvoSHtnB0pJMmaUtMYdTpGeR+j/dnsXi8eqGYEr/d48Z7HqMQm9bkmlTRFm3U1ztys9xn9QU5kTN1sxfbajAjf8VV3V1DhTqYrR8Ww2+/5TIlKDuPyoK4uI9d9Y2IZX2Fof+cdXhuOv8Mb7uFwAiHBUQE90gGSgAsPYDa5ms7PuCsReJW+dk3VkuQlfsKf/DiWzbp8l7+UL1WJuAouh0ItNzrPH+hsAy6Rpxu2ulenxbUStNAGmf6CYKiSb7uD1rjccVZVJya13ALqC4nBgKBwqVSTndKhT6a3vMmPg6952XgELOkx1SC29ZIDLzMDJoEfrKz4KPBbxLeOR9HfYQUGLS37VIzMrTWfKi/v1kB4ou94PuU8aH2YXHJwPl3v7A46cCs+7wHpcJ/7KXf5Wnu2kGAstTwlH2SEKUJjUjiqjGgfKvpNEl7AQRAOordJAoGg5bfzd0yMeSX/nTgmesZfq9aMQ1mvTQJL0kLr4XXWkCjX9z3ZvmBFs3yZLXXdUknDUkHmSDL8q/wPwd8/HY4sd8x8pX9ykHJCi6ia1cchHEjUMBsyRcBCln+mTLJ6YwoguopcdzIjnomS+EUr8Mm0gogvOHne96/vbJt+P6Q68HILrzdAbCPlOmTBwo5OA4otcRAID11etbvV1OXlr9kv+gvaRfUT//QRK6gGjAXZbj5aAhd8olIy8BkHkpUSZ8sOkD2/1pk6cBAGaXt0KIZzodLKAwBzxyt52PVoqrANWOjjiTh1onSrIjosUMQnX/lCLhEIoMkeLrrVXaEp5eJeIkVlfC00cqqyH6dVFY/xUUSCIJOV1IAGrUtDdWfRZn62WCSm1kcmL6Pyu03eSuiWucLQAwqlcxLj9yoLLNsQuadK77MFgGipNY8CtHe80I0ekAu1fbH3e2ts0TVng0a1wl1KUlmmuVgqgm5PK65X3SVK12aCQdYgSdyO9ry/zW+dayWSqic6BIbhzAalGsynlJNosr67KANPZicets17zNCAKUHShk6X13un1sH+HGwsHfsB6jNtDOYzHhIaCQ6CKX/VArXzk0tcbHNTX3n97Pe+HlQJEDXElEUk3A6XfY9zBRaiO3YHYKAcoORpqwY9o26gaUaQbKJ97BnwDs4l0GdA3pcy6ajdyTCggxPoEI4qEkALfAEIIxoabwYDpOlN2fkkJMo2ONBFddK2P6XUXjvqKISazAtyxOzjQBrIwHEjx0HNLjEDMDRScayOvuX9Tf9lg2+OE7PzSX/bIu5HKbIJktMrqJYaEkegXJeCEhJj8qRG5dKCxgiSznDj3XDMCs1ZSFUnBtPBI31z13+1zlWLmLUigUws8P+7n53F9P+isAq4yLAoU7IvLnTyt+qzKZZI8k0gmEEEJTSnyXIWQv2+OfS62//bEsdRisaLS3n8+0TMjrt+IM3PU69mk7KOSYjtO24Cfv/cR2/+i+R5vLC3YsaLP3ZToGLKAwDIDzJoiTzkqjE84QRxnK9SdZwa2yWm52qdG4JH5zzkEAgJXba60SHodoQPkpmyvsJ7wUuOrMNgGAg/u4syDG9StxPXbT6e6QSnLCqDJQAOCu890ZC298vU0xEuha4J4AejlGcmN210MgcSQIVJ9fUBYsAwUALn3OWm7lhKlVyC1xqXML4HYlkKtk9yr1ela+IW6juUCJsc4tmo495gTV8X2tfd891rkd3YQN2yUu7C0eV6QAACNOs5b9QmGpDS5Nur06DSUT7mODvhNnMGuREfQnT0bJodN9hH0snSCOlHIRSoxa7s1zHNvgEMts7yk5jswgYeP4jhdZYoyuIxHx4b3ez6ugz+R1ckwOnEiOFWSsOjl2HnO9x1nPOfezSvTUdddJOhxEZmmJh4CiC1fWcf/wzMYblKFS+1zccJs0pY0uMmaQrHvfRUlAof3hdfxTKC9Nwv069nQZZKxb6sil+76P+qm4PfVOXxeM04FCt7qr8mO6if9nju57tCm6bKndohxr5qWEY5aLoo1yHvxcKA2S8+vTrYocKw90DhT6fAOLBwbqSLRyj3C0mQ4UD8fYwd1ESVVuNBfd87pr171kl1WeHAvHzAlqz4Ke6m1OW12UAOA7Y76D/5zzH9x3/H04tt+xAKRcnNwu2u3bH6yvWo/ffPqbQGUz33nzO+ayl4tChdf45mQzouEoRpSKv7ltVXbTkmrJSkCtUxzKdHu9jmdni2MvxxJ9ZyS6ZjtMWredb1/4ti3494o3rsjq+zIdDxZQGAYwy1Y+XCkmJU6XSEl+DFcdNQgAkJIcKGbIqsZJcdzwMnOZHCZOhwc5Nmqb7P8R6BwrgFq4yFGUzkwe0g3Xn2xNBlZsq8HGPeIKW3GuWmDo3zUf6+89C+eOtyZy9BonoVAIPzlxmO0xnVsFAMocjhVVdkyryOsichYqNwTPQBl8rLW8P1qgAsB7d1nLTuFCFjuc7W7lzir9j7CuPqda1BOnCqOrh3PCrjpZIHeEKUIYE4YFz6o/Q2uYeR1wZ5noIKSD8hfGXyZN3jQnYfRdkxDmNYlsqXMLSXIejvwe9J3Iohe1lnUKKOZxJ/0O86QyA3lbko59LCMHHO8yxLNEszi+I1Eg1xBP8zMrH/BkkPFboABSr8mpKebkW+2HVRM4LyfYrGmOsQpBifaNS3xylLrpuiLJPJJB3fzO1peqRUMpqBwlgNVxh4STnqFKAEAe3NsdIVGF9p2X0FFvTAIrjd84uel07TZJcMkrtfY3tQF3QpOmWL6viCmLHICVo6FzdFCgqVyWQ5N2J7I4k2M4jtpqwhnWtYI3kENxg+awjC8bD8BfQOlb2DeQgFKWL36DtC+21upLR+R9R6+rT7i/kyW7LQElHomb7pG1lWs9t1kOQx3VdRROH3S6eZ/yPRp0bqj9xDkzz8HM1TNxwr9P8B0ru0421GzI6H20HaiSLWhINKAl1YKcaNsez0DmTikVdByN6joKsXAsqw4U529Ol7sDWKV7JTkltu3KBnO2zcHEZybi4QUP2x7/1uhvmR2qGIZgAYVhYIkJy7cJC7bK9UEOErmEZ9YyMWFTdeEBgF4lVmnIyu1GKKxj7Ppd4oT2rSV2m6uXA+Wa44fikAGl5v3hPdR176FQCNefPMI0h970v0WobzZql32yRa47wRJG/t9l+rZyvzh1JNbfe5bZ6lnljiFyYxFbp5+gAbm+hELWVfDZj4hbv846OUXA6fcCxf2AozPMiNhbTv+duN29ysq6cE4iZSHqjw5XkBwQmVts5ZUAwPyn3e9H+4b2yRGie4OypSw9Ri6NDK+6+fLGzSJbIZ0EZnsEdMpZG5Rnoztpo5OoHsaVLJpwOoM06bM4T1YHH2ctN0hWZdXEvpfhpHBOClTCnZyd8tYt1jKVb+lKroiqjeI20egOyM3khNsvYJX2C4kjcv6KE7ODUL61X1STPWfWDGAPJpaPK5VDihwVRdZVP/t6HeIClTkFYbvHWKezx9FpR8futJj8F0MtGOSExHY3Q+yP9SlxZT8H7mM65hRQvMSLjx0lSfT96BxKlB0Ty7eEWZ3YLLt9aBs0JYXkgiABgNwOFU0VyvE0AYtFYuhTKMR6XQmEXMJDwkxbtTH2K8OgzxWE3Egu8qJ55tVyZxkEQWVB0XA0UAkPiRdBcmDoe4mFY2b4rKrji1zqkRfNM8fqJr7krvAKiKVWyEFbOLd3/r0iWCc6Ksdp0ORUya6sthQEexeISX82OlbR9sXDceREcmylbCqcwqmXG4eO9ZFdhGPa6zdIn6U4Ls4zm7LYvv7u2XcjkU7grwv/ais9vGniTVl7D6bzwAIKwwAY6yh/UU3s65rEH27V9cXqRv3JzqBu9hpNpyBy2ED1SRAJNqptGditAC/+6Gisu+dM/P7CcfjbFYdp3x+wHDILN1ViznpxEtejWHH1W2JkryJ8/9jBuOqoQThHcqPomPHDyfjtBWNw4aHe4WJbKq2TCp1zJysEaU185LXAz5fYW8buCw690lpe/qq4pU4tukm1fAJCkxia8Mq89gv3Y9T+lyallK+imig3VYkJFQl9h11lPadzgASluQ6YLV3d+eBu/VjZkWPmsWh+Z5TlQp2FaFI943J761dydKgmon0MkVA+MTRFHOm3Qg6QDZ/YX+/nfJpjlAaseMPKDtG1mh1ulC/VbBNlPMkm6zP5BYqqKB3g/TydvNO+0gUXA2KfRPOEwBf2EFDoWJHLpc56wFqWS8JUIbKFxlVIZzCyLmw532NiG3L8LXAGOMssfM5+Xw6b1nBq0++QgHiPPiG1m8PpQKmE2O78kIcDhUQiOqZUZXQFjs9NeUiqFtmAFbAcy7PKqnQOPNtv0PhudqrFNWcJDwkNznatqvHxsLcosr5qvTXW+N43VGfmBgiKbtJLzFw101w+tMehnmNT6RTCobA5IXSGZTrZUL0hkAOFJrPk2Cn0CA6mUptYOGauc2PNRtc45zrkbVV9L3KIrI5oOIpoKIqqpqqslJG0BZkIcdvq1KXMTkZ3E0K+ThShx2XBbGVFdkLa5eOGjqVsiI2y4BkLx5BG2lMUcbqcvHJ6aPuoJM1LTKKxJM5l2g3IC1mQnLVhlrksO2RUHaeYAxMWUBgGQJ8S+8mmqmzmSqOEBxCdBS752+fm/clD9Hb69bvt/5EU5dpPKCcNFn+0BzqElop68R+FyoFChEIhXDyxP4aUeXdeUDlkuub7XP0GcOtZB2HauQf7jgOAMX1L8K1JAxH2cbb8+iyr3pXCZA844vmWiPLeXeKK+MLnxX1nyQJRbV21Mic21L4YAHocpH8/p5OCJspOAYVcFfLJuzxB29t2z5lcCZPLXGhirRMNKNiVyhfkCbL8nro8GcASX2RnCb2fXGpDE3XnxD7lcA0QlCEDiO/wuUut7BmdcEcnvF884i738cutAETLXhm/EjVyK1Bmi+7EOJ0WJV20n0mkVH0vKgdKTqEIJAXsTilVG+PcUvU2OMWWSEwIJF6f8cRf2++/c5t+rMrBpaOL6Cy0Ld0VjWnx9zQf6u2ImwKK2Gf1afE9lsB9JdeVgULlOCR8KrYBR18vbqnNtK5sgtYRy/fPS5n7hLEdEWusxs1ELU6pNIccDLM2zlKOtwkoPrkmNGmJhCPm1f22ao07e5t3hw15Iug1KQSAFFIII2wG3+o+H7k8RnQZEUhAWV0pHGx50TxEQ1HPDBTTgRKJmZ1TVO2USeS5cPiFrueeWfqM6zHaZr/vgfZRNlwQbUEmDoZle/TOPFmkIPeFXO4lQ0LMQd0OMr+LTJxNXjy55ElzOUhHp6DIHZrIVdaY1P/NdQprXmILbV8QAcXpvqLflhffe/t7uGbWNb7j5m23MuSodMsZ7vv5ZeK8v6O35mb2HhZQGAZwTfqdrYYBYEK/UnO5MZHC7HV7zPteYagUUEvkOYJUi/PEf3IbHELLl8b6qeRmb3HKGt0LvR0obcUlE63/8BpbgqfW+/J/S+z3i/xdM/uVyT+2lh+eDHz2J/eYQql8QW6Fq2qve/kL1vJSRxtD51X7nkZJkFMQofIV6gRDdDVa9DZprNgVG4DHTxdikNeVxkwcLLRtkZjULUQzUdhphM7RpFreV3J9dYHhaqAgWBnaN3IehNmRSBIBKIQTsE9SVRkogH3S6xSsYnbR1IScBtsXSx2GyIGi+IxOqhyZOTpRjqg0rkiT08avXTS1zTVLeDLIQCGHz6d/BN69U4hKKrdKKGTlvMjdolTCTG4J0FwLpDR/T951tC5u2KMep0N33BoT4ibEsCAtfjMqRwkAdAnVoikdA/0l7hcSolVUGSLrEOPo96gSiegx03lCQqBmctNcL1w7oZB32LJM+UJf4Y66YVB5iF/nFbm0xK8sh8occiI55kQzm11LZCjcNghewgUgJns1LTXW59OMp3ap72x4J1AJD00e86J5iEVinmNloWpoqfg7vqLCHdJJ4Zz5ir9Jf5jr7lxlZqD4TCQHFgvBTZW74kdtcy0mPDUBb69/O+PX6nCWh3iJAJlQZ5S+DioeZLojtG25jeOgW243s3wtWyVpD817yFzOpgOFtjkejmNYqfh75OXWcuaaeGWg0LFEmTle+Sr0WaiEx88xtmDHAswun41Pt3yqFbQIOXuFwqSdnZdCoRCK4kVIpBLtVhRk9g0soDCMQWm+dUKucqCEwyEU5mSuOv/2AvtkzSnWyFkkqtbCurDXTHF2wPFzirQVRVn6PC5K+gHff8+6H9dMTtsLZSOBgy9wP36SdHX8YqkV7SrpJNJsgyuJYMVSyNm/r7QLGc6A2r6G9bx8gf29aSLlbJHb1bjKrSt9ePcOYOPnwEf3AavVV5wBuFs3e7HG+C7XvG9Nlrd8pR5LrhD6fLpMm1rDgl02wv0cTarlkyISMuT9LIe3viSJYLoSHvl7eeYb9ud2OEQ/4sJ/WMuUSVO7074tOocGoJ7k6iZ78nFCYo/uxJDq2im41HQGBcxAAYATf2Mtf3w/8IfRVjmUcyyVONlELUUuDTk0mtsoa0EnMFSLrjEtiKLOcJQMDOmFA8pBAYCv0+I3FQ+59100pAmRVW0HCWnkECF30PJX3GNTSSEKkthCr2nycQLmdfVupQwRwAhY7oZj+x6rHEeQwEIlAYB+4iSLAHSV+qvtmr8Fe8mQkuDlnF4T0z2Nlkhnfr6U+vNVNlW6xu6s13fZak42IxqKIhKOIBqOatcrb6NcKkUBsSrknJbj+x0PABjb3S04O7vw6MiNiGNM5Xrx4/yXzkcyncQvPlSUpbYSp7vBK8vDOTmf2Guidix939XN1Wa3Fp1g9tTSpwAAtS21pmMrW12lDupmOVGz6UCh/RaLWFk6XuKFs5NOkAyU3GguwqEwdjboj30amx/NRzQU9RwLCFGSuOlD7yyTFCxxjTqCDShyl7/WGP/P+LVoZzo3LKAwjAFlnADAJk3XmYKcALkaDjIRXf7+kZV4T06VYZqA2NYwRNO6eF8zzWjvfPmRPtkMmSI7C7LZpaSt+OaT7scGTJaWjwT6TxLLFI4LqB0ogN0dIbc0ppMzOtktlnJq5Kv2JMzILWcBSxR521EKQXz9P2v52YvUYwBg5rX2+5TNomLdR+K2fIHleHA6Y4hmYwJIYsVJ06R8GEMg2PyVEJYAS5yRofeoWG89VmEIKPLVM3mff/1fa1knoJxyp3qbAWD0uerHSeAJha0Ja5FRmkHCgVfGz8IZ7sd0ExjZRZNXKm51Ygutg/YtfVbVCTqVnFEHKEJuT+3E+Zkol6Zqs/UYiTVyVhA5tbLR7ePwq92PqSY3qRTITZJCGF1D4hikEh2ZkHFinkhbp1yUhRKHe1+7u/AYx6bKVUJ/50hsqi4Xt5XunAszQNa01xsieuUG91iZ8ZdamTeaY4NKdT7c/CEAq4RHhzyxDyqgRMNRsyVuWZ4i/6mVyFkmXo4EZzCml4BSKXVBIgeKrjTh6D6is9dFIy6ySnh8MiPkLkapdEo7QS2vE8dDNBw1nSteZSsUPAoAPxz3QwB2MYgIkoECWFkquxr9WwY78XMxtQbnMeYlAjj3KYWcqqDjpk9BH1Oo0h3P83aI/5vnbJuTVZEDAM4afBYA4AfjfpBVBwodu7mRXNP9pQtFVr2n1/Esd/BKpVPa3CTb2EjMbatWILut/PaDKqfn54f93PUYCYp+4g3TuWEBhWEMWpLWH8+D+6ondtur267VHAA0JsR/2Ol0Gg2GG0Xlhmktb1x/LG48bSTev2FK1tbZGq46ejDW33sW7jpfUUqxN0TjwOX/A877q7t7R3tlyi32+zmOVp6HXO5+jcqBAtjLeLYtspaTLWLyQ8GAcibO+7+Vximu7gNA/yPFbdDSB93Vpj1r7PfHXeK/rj6HAHFD+NNNkDcaeURkPw+HrVwP+kyPnWSNb1Cc+G36Qty+onCvFAY4lnQZKF0GAkde5x7f5xCg+3D344AVjJpOWfuMsi1CITEB9jrhzlGIrgnNFU7Z0m4KIrqwXmP/028r4jGewow3f2l/nMrHVDhdNfQZ5avETjEQsEJvVV2lMkUlTKlEg6YqAGlTtPw6JW4LFBko1FVnF6yw8uZ01HhO4UBxZqCQA8XpGAMsV1A3o8xu4FHuMQS1DScnFv3OdaVkRG6JtR0aEYAmPVSyEQqFUBQTf8u8JofhUNgUGBbsXKAcI5eL5ERyEA/Hszp5iUjfufPKuYyzBMDLNfD2BssxSCVItc1qpw99vqJ4kSk4eAlQLakWc595lT/JV8ij4ahZWqISiWgb5BIeCpbdUrvFJTSQuBDxCWsn50m2HBYqkqkk3t3wrk200kGlSkR1k76sw1m+8cwydxYMQfunR34PK9PHwxkEAOPKxvkGKGfKmirx/0VxvDhQnk5QZq6eCUCIP+Ta8eqW4wwlDuJAiYaj6J7XHYl0Qrs/5LH0ubw+3+xyK9PIq903oBbsuuW5L8SR0ELh1syBCQsoDGNw0iir/jEn6u808WrX6+SGU8UV5YcunaB8/upjhJ27fxdx8tKctP5jymapTU40gutOGIbB7cSJ0iYMOxk45Fv7eyuCc6TDleGcrI+92Fp+wAjgNUoHXA6UbkOtFsWvXm89nmzWd/f5/M/SOEdWCjHlZnGr6vqjKuuhiZovHnkph35b3B7zf8YEMqTvWlNi5OrIJ21H/shYCLknfQMUk0xy+ow623qMJhPOTidyfg05eLy68MidjAAhSP3gA/c4Qu7W8f494lYOso3EvPNkaFtK+lsdeHTBfLLo4Jc148xA8Qr3DWlOL7w6kUQdgmDv8eJ2p5T3QuKXLPJRuV7Q405up+zky0fFbZfBVstq1ck85QFVid9iPcTkdGRok2soZZq0pK1jg9oZx5UCikOMo0mq8zgEpA5UxndC+wxwhwkvcrRhpQDarfP16wWs7ywSE39LFFdqLxt9GQBx5Zug9rWbauz7xFk2QRN7Cjl1kkglEA6FXbkK2Zp0ypM71YSJIFt/kPf/aPNH5jJdvZdLdVTrITdCUaxIW/6RSCWQSqfMsV7lQc6JJZXTqDqXOLcBsJf6PPH1E7bxZoish1sAAEZ1HQVA7IOa5pqMuvGcOfjMQONeXP0irv/gehz/7+N9hZpVlfYgcS+XC7l3gkCCXl4sz9dRRVw34bpAJTzpdDpwuQjliDQlm0ynUW2Ld4leTXON72+JSmG21G4xs3S8wl5/9+XvbPeDZKDEwjHzGNW5pOSx5JYK+nfg0J7eXbNUjOnuFvxLDEH5Vx//KuP1MZ0HFlAYxuC7hogBADkenW+Ignjw0pwfnzgc6+89C+dN6Kt8njrzfLleXOFvSohJ2YCu7TzHg9l7coutK7wAUOgQKSjTAABqtlqteAErF0NGPkFdNctog9vsdpXQJHLsN63HnFkpBLkG6hTv9/cTrWWacG7/2j1OhVcII11tp5a5sTxRqqM6Aaftlp0X/Y8wFtJut4bKnXTQeeJWLnUJGx1enJP+w79rLb9qOFZ0IbKAKMm5TCqrOdsdyqiFxDLZbRSO6V0iAPDJg+K2apOVD6M7QZ81TVqvR0kOYLkd6Jg0Q2QV44+7UdyaQpbET+YBfRQns05HFZUHUKtvwNq/cmkQla20KEov6yXX1IjTxa3Hib9Jc63UMlqx70h4MoS3PIh1VsMtTsccHXgAoDlICQ/tXxIINytyP6izFIlaoZBVGrdzuX1sgUMcoH1JpVsyqn1J34/id0sTwLj0t6Nvofj/joJliXc3vmu7T04VL9FAnqjTlW9nSU1rWbTLcut5ZXXI4gLgdjPIyA4Sep2uBapTvIhFYkikE8or/K6xFDqr2HfOtrskVPXKd//9M0NCpe+PJuMA8PDCh+3jJSeAF+S+WV+1HlNmTME3Xv4GPtz0oedriJKcEv9BABbtFN9fKp3CYc8c5jk27Jj2eLWW3lWv/36dUClTeW25byjy8C7CeTi8dHig0OBJ/5qEY54/Bkt2azKzJChfpTBW6NslChAupVP+ewp+8u5PfMcSfl2zALdI5+USIWHRzyUFAOur15tjg2yHDP090kHiDfHXk/6qPL7HdRfnOYl0Al+Wf+l6njkwYAGFYQzKiqyT962V6lKBP14yAYAhsGQxg/XzNSIk8YV5YrLUbAgoXi2MmU7ET+aLyd133lQ/LzseVrxuXf3urwi1O3matfzshUZpSdotiowznC0r3rAe05XwyFe+a6ST8rrdULJnrfrxgcfY73tZi6lNME0CabLk1YkkKp0A0aRThbOtLWBNtOUQ3FSLe18AVrkEAMx7yhjr4UABgJGnAzdvAm4pB3oGaA0eN0q5agxxwOZAiXqLT9TSesBkKYBUc5K5WHIl0Lbr1l1nTCjI2UATcOX3aAhdqu+h21DgB+8Dt2635/FEHPtugFE6Jtvsadt6SeV//YzfgapE4nnJjUYOqiCtS0MRb0cOdYkyyss2poWDMQfu/Wy1MLY+XxM5UBQhsgeH14sF2r/krKJSJdt2Kv6PoKwgpzuMXEsTvyduKTNpw+fuddDvTW6PbgpK7v1HYkZO2DpOJ/cReU4bqu0ZK9ThgvDLCEmkEraJDE1AsyWgyJM7rwyU2z51t7/WOSrOGXoOANGVhbJHdJNIp3jhVXpBE20aS+4CVZbH5+X277XI+Jui+owqB0pM+tt36sBTbePJtRNUQHlj3RtoTjVjdeVq/Pi9H3uWfxBBxgDuz+nFv1fYXVhegllZfvCcHfquRnYdae5Dp4BFyN83lfDoXCJy+dSra15VjlGxdPdS3/bZgBCf6lrq8OnWTwOvm75TvxIlGS8HyidbRIj44l2Lzd90jU8guJydFNSB4rXOdDrt+vtzbD91ELZc2rWhxic/ium08OyMYQzkgNW3l6ptnecf0hd5sQjCXjb0ViC3RAYsASWIE4bpBBR0A6bOAAZOVj9/6l1W2cm2r612uKo6+ZxCy5oPAHRi7ZxodTW6Tci5ImYJj9MJEAJKRbYByqVslfscHSuGGTkj2zVXypwBoj5tQAFYk+Iyo3zJWZYASJkwkkikKjcCRCvjrkPcj6s6IqUS9ta6MuS2McdqMlBkcouDd4c66Tf2+/L3F45BOGs0J6U7lorbjZ97TnoBWNkqgHdbYgCY83dxS7kmXiU85rHk0XUrlgucfLv++aHG8URiGqB2SdE+pc8ts/Ez6f2McUEElNptkoCiCpE1Jrc1oq6+AeI3k6cQUMwSHklASRmnX0NC7jKBdSkjyJMm51Seo9puOi6KpO+xh/FbcWbCkJhGTjIKoK2zO0TEaw1xQg56rjKCaRVde+jKsHxFnyYszqv8srMB8L+inUjbBRSa2O9u1Ai4e8GqilXa5yhfwrltXpzQ/wTfME+tq0QxXm7/DMAzQ2NC2QTbfWo17RS0VNtAPHWGEIjlTBdAfO4QQq6yKieUkbK5ZrPtcbnEaW9xChVeZUKzt8223fcqQyGBgDrb0P5TIe8/r5bQzrFhI49sY7Ui9Bl299Yzy55xlVLpkAOJdcfdzvqd+NG7lkPQS5Ck1sWnDDzF0/WkwysD5YtykT/25bYvTQeKX26LTUDx2A4SLwFgdaW+C2AilbAJI5N6TdKO7ZZrOfmW7PJ3BTGdE56ddULmzp2LXr164dJLrTrv2bNnIycnB7169TL/TZ6smawdoESlsNbjRmQv4T8II3tawaEfrtzJDhTGTigETLjMuJO2gmZ1J68/W2Atf3SfuK11iILUmrilziqB0DlQACvw9F/fBKaVAE+db39+6InWZEsnEtBVKJoYB7lyNGSKuKXJIJW0yKgcKF0Gusdd8DfghpXqHI5eUq0zuVGSLfpuN9d8LL1/M7B1gVj2CVUMzMGOlsfylVK/rBKi11hr0qwKzgWA3hOsZa+2xIC7RbVXCQ+5pLwEFMC7W5YzUBmwjlFnXgqgdtnInbmoTXMQAeWw70jik2I/0/HY93AAQCPE2B6hStfQmOEySUglPFSmowqdNdsYk/OEPquylIjKqqTykIGiqws2fmEfS5+bSvLI0aIS/ShvSA6O7muURyjcDj3zhYAjl4BQ15IGR/jzaYOEkHpMX+FIoyvam2vtk2xATLzkzA/ACv7MRjCpM5+lOK7PNgtJttM+BWLf6SZvFBgbj8R9wzxpoh6kLMcpdPQtEmUJKiGA9utx/Y4Tr/H4LeoEFHmbZWEimUr6uk8AK+8m7nBAvr72dd/XZpKXIqNzEakcLWsrNW5JWPu/JC5KibxcFPR9R0IRDCkVAr22q5QkghVExe9W53Zxuib+MPcPrmNWZkQXkbfXp9DqBqQ7Rm/48AbbfRJBVYwvE9lKZww+w/wuvToYOfESGqf0myK25/Ab0KdQ/K50+y4cCqMoJsKW6Xj2cqDIHba88o3k38/UUVPxwJQHtGMP73m4uawry2M6Pzw762S89tpruPzyyzFxot3aX1NTg9NOOw3btm0z/33+eXDb44HCommn4vZzDsLj3z7cd+yumux15PnLtw4xl7/9+JdmiGw2O/AwHZxuhoCx+SvrinzXwfrxTvopjmmqMf+DCPrDemGlhaqbgTzRBoC179vvX/S4FViqarcKWBNtEliCdAegq+lUNlPlnmShbocQk5wlIKWSiPKLlVY7Vj9Wv2uEw6a9BQCaFNRstQQmnyuygXEGhsolK56lMwD6Gfkvx/8S2GO0YtbVHMqfz8+BMsZoUT3IsDZ7ZaZQqZffd6xyAxFySDJNAlQiX3ejveguRQeVvtbfVvO42zrPPc7JWX/wFlBovxolPNRVRymgGCU8zZIDpT4txL4ro++4xpvBsvQZaTtU5QbUPUoWLWm8U4AyhcYca/2hiHjc+RnpGCiy2tqaDp5m95VqmsTIEwq6Au8M7iQO6ykEGeek3bbJaasDD0GOAK8J3JLdS3D7Z7e7AmudOCeoXo6KHvlW0Lzf5G1jjXAUyOKPXwmPnIGiW7ezfTCJJKpSFJrwy62GKedB3nc763fi2WXP2t6bmNBjgrn81oa3zOXaltpApRPUlckpjoXD/n8nnaG9QdF1R1GJTNQW22s8dZTxcqvc86UI+35u+XO+woWcH0PrphwXJ+9tfC/QY6p1+2WxUDtlQhdyDLhbDQPAtnp1iZIKLwcKCRt9C/uax7NqX1OAstmByqddNGD/7E4hV4ZEtyElQ/CrSb/yzN8Z1mUYrh0vwv/rE9kpI2Q6Hjw762QcfvjhWLRoEQ47zB6kVVNTg5KSYIFcBzLFuTF85+jBNjeKjiFlilahrWRYD/uJbmW9USPLDhSGyDesqPFCK3TW6wrg8b8Ut58+ZLxOcaWExAnii7+I22WvuMd6tRye8itxdZ8cILqJzXt3iVsSWLw6yRA0IaNJYaXK6hyyt+MlvvOGeF0s317i4MeWudZEPeThKKF8j5rtllAQU5RVtQan0CO7a8I+QgddKU0lra4surFLZ0rr9QmRLTU+79iL7ONVEwVylnhMjgEIEfDc/wd8W3HMyVBbblULbwpeVrlsKKMGsMrgZFFAho7Hgh6iFTZ9PpVwQRNtw620HWIiNjTkbpVJbYwTaetY+io9Qr0NAKJOAcUrx4aOe7nUhkSpXQ7hwuyiJB1L9HrnviM7f6ElGpgCiiJMWuVgoEm9M5zRKQJ4BXnKLYwJCmilLj8qLn31Uryw6gV8/+3va8fI2+j8HCrkji1++Qs0AYuFY4FLeGhi6NVZhyavJECYAopHa2JV+dPaKst5ceJ/rCBwZ+Cv/H3e+KEIhg7aEUbePidByj+83ECe76lyp0GdSeL1fdOxQZ/BeRwrX5Ns9BQBAKCiSfzWQqGQrSwokUrgz/P/jO++9V3TfaMSH3XlPoBdjPPqBqQSNNZVrXM9Zm6bJGSSMOcsxZMhd9lvj/ktQgh5unfk498rD4k+B+1f+nzO9uIyH262AotJ1FRB69Dl1jih8jgu4Tlw4dlZJ6Nnz56IxdwnrDU1NSgubt1/Royae74xFqN7F+MfAdwqmdKUEP/ZbKkIbpFkOjk06du+GKg3av9V3WQIZ2mEIrcAR0nhtCpnh0yZZsLXe4LV5pjEgyUzvVvKrjG6cGgFAMm6TS4EKrHZ7TihpJDcHMXft5K+xgQ+YGYR5aCsnmWJQLUeJ1S0TY+fanUe8hMMWotcT2+W8GiEDgoP3bPGf6yMKYjouvA02LeF1l2lsJTTd5unv8JrcuiVwODjvMfMf9bYNoUDpcCY5CucETa6G+GquvbZ5EagSTXdqoQZ+nyGCLktLQTOGrgFtJgiRPbTlLs9JmG1MSYHijEhVIXkEvLxT2KpM9OAjml5gllmuHecV2ed7ZEBqwxQMflSCSiDSgYBcF+lVU7sNb8b+co3QS6RHarsFgeqlr0yd3x+h+1+0LIgv1a183eI1tBppH3FFl0GiperhLrJkKCyu8GdB6NyoBzUVbh3VleIPAini0fOjNDhl08hoxMdgly5f2O9FXAeNFAW0H8nzu5PXmMBS+hoTjajKF4UOKzUzPRRCGALdiyw3ZdzUhbtXIS/Lfob5mybg3FPjcPqitWmM2V019FmCZlX62USOmLhmKcDhT6bjFdLavk3S+VrXo4cEhC75XZDJBzxdKDQdxALx0xxhNpCq8bR59paJ8TqtO7vuQOv74/WPbLryEDrItFXdqUxBxYsoBwg1NTU4JlnnkHv3r0xaNAgXHzxxViyRK+cplIpJJNJ8x/jpqwoB2/87FicNDqDK9seyIGxu2vFH/Ox/dg1xBjIdnwK8VSJBsRhV9nvq7ImRp9jLX/1uLUstzaW+fVOYNTZ9sfGSFkdVFLUVA38biDwz3OghAJedVchaTJXKAlEVKbh7PBDY1WtWDOFXAW7V1nbVjZaP55yT2ScZUTZQp5A+DlQiPo9kqskwMm/XwkPfV4aV2OcyKuOwyAhskEg8YA6y6i6ElG5k1f+zKRrvUtyAEs0oAki7XNnByvAcnMYAkMT4mhIx9E9VA2nQFMcEmUkSdsplyXqFcI+mYw52xiHw8IJ1eS40ioLjXJJBLlG9jhCT7cbIbuyWGHmwjgm6/Ra2UFAZYCKHCJnGYrYPnHz8pqXbZMtmtjLAoo1ubHvO1W7XCoT8spsCIrsxLBvhzd+wbezy0VY6VNLn/Iv4XEIKJRxoVo3Pbdg5wIA3l1waNIakX4Xy/aIAHJqS/zpFnv3ldMHne5azy8n/tJcbko2mds7quso7XsTzuwTYmz3scrHdXhN1qk9LWVT6DrrqNbh9X2T8BQJRxALx5BMJz2FAAA4Y5CVEaIqQVpZsdL1GAW0Tvt8mu3xn73/M3P5p4f+FE+e/iQAb8GAfofRcNTcflVmiuzauOrgqwB4d6AyBZRQ1Cox83ARmS6zcATRUNQzA0UWRrbXif9TVKV0tH30uycx0EsEk0UhL+cOHTNBXU8kNHp1cWI6NyygHCBcfvnl2L59O8rLyzFnzhwMGzYMU6ZMwY4d6is406dPRzQaRTQaRU6O2g7JZJdHrrDKrp78bD0A7sLDSIRC7okqZY6oiOYAU6WWjdS22MkJRkvfrQus7IwjfqBZZxy49Flg2CnWY3KGhTPPYp2m0wJN2nRXMmmiKLs/aFLodEeQgKLqSJQpA4+ylmmC7NlFRhGWm00HysnS1fH+UleAiEfpjMyh35ZEgwBX1mnbde6hEmo5bEz+KfdF9T16BRJnAk163vqV8V7GBKZJKt8gx4UzKBkA8g1x5aBz/QUUcniQc4NKtFT7zpknAiAvJMZ1hb20hDru9A6pu8aUhuw5HTFnCQ9glWV9/T+pBI5cPg7XQK4kvMsiS7HhYpMnjVTO43Sr0LEtizb0PVe7y5RUQoecqfC/lf8zl1UOFHNzHZNDmvRWS9vRq0AIq07xIxsEFVD8XCXjuosuXT895Kf+JTwkPhnfN2W8qASX9zfZs6coY2TFHnf+D01aZQdKzwJxwYcm988se8b2GlU51eUHXW4uH/7M4fhq+1cArAwKL3TOEb/97PzsXpNkct9QnohOCKCgYwC4+Yibfdf7+joRdJsfzffNEzlloPg/8Zsjv2luu0psUTmtqN2ws4RGLjmZ1GsSSnNKAQBzts3RbnNLqgUhhBAJRUyRhNpXy+yqF52CJvaaaP6evPKClu9ZDkD8ZoO0MZYFFz8HCpXixcNxU5RTiTN0LI3uKi5q+ImYAFAsnTN5lQrSMaMrOXNC3YL2NO3xGcl0Vnh2doBQUlKC3Fzxgy8rK8Pdd9+NLl264MMPP1SOv+2225BIJJBIJNDUlL2wVEbP0UOt0MiSPKNFIQsojIw8oeo9wT8QdcRpwI1rgUv/BRx0vnoM5aCseddan3NC5iRXEnKczpbxl9nvq06cdoqTMf1E1jiRI0EHsMQiZ4tkmlgF6Ajhy2HftZa9ur0Q5//F/djeCgYyR/9M/Jv8Y6C/FAxuOlA0AhS5ZnKLg5fwhCKWi0GXYUOTB8rjIUFCNamg73ZvBSU6bnNLxS2VdMnZHCSgON1JAGBMFNBcL5UoaU64KUSZ8BJcFHki1Wkh4nUJ2QWUHIjXL0+rBc882P+PNbvwyPuuxHjtf78L3GsIO/Q95TqEVdmJIwsj9DlkZxftO3KnEPQb7Hmw9RiV+X14r+szqEp4Th54srksl9LIkysnCcffC5p4yWLLoOJBAKxJTDYJIqDkRfPMK+S64E0qX+pX1M+3C49TfKKyF5UQ4JzgNRnHoarDjmrffWOYvbvX3O1zldvkxa8+/pVrvTqoq4oTv1Ip55V9ryv9tJ8ok6NSFYIOq3PSYT0Pw4Ai8XvyEgE+2SL+Hvxv1f88c2nk7cuN5KJ3gRAqQ4rSUSrZIREAsI4VQu4cAwi3TiwSQ6nxN1Buo+skkUogFo4hFAphcIlwhD62+DH3OENcq2isMD+blyBJ+yuNdCDhgsqlyAnjlYFCzpBwKGzm1+hCZAGphbdHqRSxp9ESOFLplPb3vaFqg7m9QaDf6KZqfUckpnPDs7MDmJaWFpSWliqfC4fDiEQi5j+m7YlHwzhisJiYfLhS1H/Ged8zMvXSFWxqRepHQTdg1Fn60hK6Kg0Am4TtHDGfiYkcwlnoKGG74BGrTTFgbbNKSNFNVuqMSa8cfEuuFWdnETqJU7kPMkUug5jzD3HrdUWq72Hux7LpQAmFgFOmA6f91vEePmGvdPIZiQcv4cmXRDPdZ045JvZe7ZTNEh7/q9SejDpL3NLxTuulFr+A1U3Ki4Y9Yn+GY3rhztn5yPx8ihP0bUbmjSSwFRotiY8IL7cNNbvwpO3HxrtJ0SGoyK+EB7Afm8lmkcuiCoUlugwSt/LfDJUriPJdnDk21L5YdlnROhWYAoq0brmThTwhUrlVCOdVYpo00VVywHISOMtPzPUHCCjV4TUppEnkg1MetE3MvLZBDvPUTd6W7l5qjgW8r6xTmQplL4zqJq7Yl9eWu8aqMlC653V3jSP+cpJCEDa4fPTlrsd2N6odVTL5KpcevPfzU0uewin/PcX2mFdQKEHhtroJNT3ev6i/uY/3NARzEPh11qEymZxojlkGohKn6HNTByoAOLjbwbYx5BIiBhSL4640pxQhhLC5drO2xXN9ot78XZHYVtlU6XJ20XaM6W6dR5DDRcXn5aJrZywcM/eFV9ceIhqOmsGzum2m33Z+LN+7C4+jI5dfWC9glftRWK9OXKNQ5qAONFqvV2tkpnPDAsoBwgMPPIBly5YhnU6jqakJN998M/Ly8nDccT7Bfcw+ZcU2+5VLdqAwWnShrpmisPcqS1Nsr5GEDdWk6tJnrWVzgiaF1B5yhbjdpgl4pEmf3CqZJszOK1k0iew9znOTM4Y6EvkFJl4ttaGVXRxtiV8JDzkxojneIocMZczkdxMCTEphvTddJcb7e5UHpbIkoNBJ94ZP7O/lFBeohEvntBl6orU9usnb0pfs90kcUY0vNq6sS/s1HBLbek/sH7ahcUUbYwBIGVeoh4btJTFmFx5ZYKhYb3//3w2ySq1UrXdp/Od/tR4z9530nVAO0m5HXkqVooXshG9Zy45QamUGioTcsUNVwjOxl3BYOa/aK7v7SM4M1YT2i/IvbPeDhp6GQ2FPYYRKKvoW9jXDJnVCAE3qciI55udcXblaObZvUV/bfa+J4RNfPwHA6pZDk1nVup3djgDghAEn2LbxyoOuBADcPvl2HNdPfz5408SbXI8FCdDUhdJ6TVTv++o+1LbYjy+dg0HeR17OD/k95WMpiAgwuuto3xIeyuWob6lHgfH/o2r/ODsuObcHcB+v3xwhMsnCobAphKjKbajEhQJ67W4ltYASD8dNAcOrLTixcOdCc5nySrxoTjabx5/uO6R1yiGyqyrc3YecmT4k1m6tdZcUEolUAnnRPPMzOo8rglocy84gL8j95tcmnem88OzsAKF3796YOnUqevbsieHDh2PTpk14++23Od+knfHvH0623Y9HAnYPYQ4Mvid1ERhzYXbWWTbCanVL+FnjG6WrgargzlgeMFC0MTSdIfLJE02cdBku797hfiwSExNFZ7cQr6vw2WDTF97PywJSNst3vKAT7qYa73GRHP8MFBLLqJOSKUQoruqZoohTQFE5UJrtY1uLUxhTiQCAVc7S7NgnxcbklES/SEzvxqFyIXIWeZbwGJN4yYHVlFZ//3GjhKcZ9uePCotytBPCC2yPx5BEczriX6L3lSHUJPRXYLFYykFSuYKoXE8eB1ihzHIJGwX5AsCCZ23DN9cKgdQ5GZzSfwoAYGjpUPMx55VkQJ+noRorh5fKnVqIuoR9UhO0s04qnbKJDTp2Newyt1d39ZsyRuSJco88teBA20cOAJokq0SRrsb3RRNNcieonB6qfSdPqnfW78Qb68T+8yuHUuVHdMnx77BFogYxpd8UAMG/E0K3nxuk/w9IuNCWSiUt8YLyUrxcFyO7CJHs+sOuN49rvwlzl9wu5jpVnYacnWQA4POtn9vGnDrwVHP5geMfsLlVaIKv6sTjDK2Vv2un+YP2ZzwSN90ZQcq5DulxiOmwUWWrAPayloZEgyl4eJXxAKLcRhYenTgFQcpFUgXOEi2pFkTDUfQuFMfhroZdynFL9wgXWF7ALDX6TVU2VWZ8LDOdAxZQOinTpk3D888/b96fOnUq5s+fjx07dmDjxo149tln0a9fP481MPuD4T0KbferG4O3C2QOAPodDvxkHvDT+VKgZxb44UfAhdJV87iPA6XQ/8qj6Rh4yWiV/MUj1nN9jRpvjaXX5nAhQiHh8HBacGkiu7dOB+L8R/zHyMglRW3VwtgJuQtUE2x5Mh2J+uelUEbGDtGdwyzfcgpV8jpcJTyKE0hyguzt99JDuiKYTPiXBq1wTKjNMOAc63XplKakzNjmXoZo4/X56LiT2vzem7hUuUnxkNqBUhAS23Zm5Evb4zEkkHCMdXXVAoDZxrHabaj7OWoLPUAS5VXunSJNFznab3Iekpy18obdkUAOE+dEnEpO5Cv3ZjaHlIFCeQ3OK+Uqt4q8/PKal12b/pf59lKUILb8MwafgXg4Hqgl6uhuo31zIMx2w6GwOdHUuiiMfU25CjNXzwQA/L/5/881dmJP4dT5wTgR9E2T2RqncAjpir1DFKJSpGtnXWu2iw0SCHvhcLtor8pdceIs0/rWQcLFRN2AgqLbz/J361cqRW1vY+EYcsI5nmMBoLsRQF0cLzYFQp04Q+JYWV6ZKUisrVqLbXXbbOPklr3EmUPOtI05ddCpePvCtzHv8nk4ddCptufIJaLq5uMULymcFXCHM8tOmDzjb5hcJueEhLB+Rf1QYoRUz9o4SzlWLqE6ovcRlgPFp4PR8C7DMbxUBJOr3DDO7l3kAtM5Z1LpFFLpFGLhmBma25JqQTqdxn1z7sMVr1+Bn3/wcyRSCVP08ioH0qErJWQ6NyygMEw7Ihy2T4iGOQQVhkG3oe5uN9lg7EXAYd8BznWftLtYrT5xUlIpwtnM1suA5Z7RTerHXSJuD73S/jid7LZYFn4r7DVLDpQJjhDcHgerxxHSBNrlfmgryJWhClZ0uhGCduyhsinajyp3C4kiQUp46LFsiEpdjMl1S51/e+RGR1ZCoklsA5VWeYkic4ywxblPGGM9Pp/Z/cm6Uvqf5PHKTeoGI5vB4UCZlxKOjo2pMtvjuaEWJOBwQpw8zVo+1ZGJoxKThp8mboul8hCVe2ewepu1IcrONuYGLakW5dVbVYCq3OJUfj3g7toit2VVQe2CZZztjb2uEPcrFEL0D8f9EIXxQqTSKd+JXjwc9w2wpEl0UazI6lqi2Q4qSaJ1Ht3naADqkF16P1onvY9qQm1moDhcgpTbIO8nXbthmfOGnWe7H0R00eE1WVehyx55b+N75rKfgELH566GXab4E6iTTDhqdkbSfYfk0ImEIzb3xCn/PQWrKlahprkGF758Ie776j4A9q5JJXF7hlM4FEbvwt5KgYqERtX3Tds2vmy86zkn5MTIieSga44QSeudnbgkSICJh+MI+0wdZbdSLBwzBRTdvqMyr5xIjumkkkOnCWf4NOWQUIcgr/Fjy0Tb7J31O7G1biueWvoUFuxcgHc2vIP3Nr5nCifk6MqENVVr/AcxnQ4WUBimnfGPbx9uLnMbY2afcs4f3aKFijN+5z+GMicA0dFDLhPyaydLXXpo4uxk5ZvWMrVU9eqWkym3VQA/Xw78YiXwo8+yt95sQSJHQpU94hClTAeKj4Ay3nBPUK6GnFljrtshXtDt3CeBLx62j9063z5mb6D8m8YqfQnPIUbIpfMkvbnGfmx4CSjrP7bfp/fYNBtOZwQ2G61EJdGgFtaymWMCKxS2GHb7/1MJcXX53ZTVdSMMISAUhxyTmbwuwNHXA6feBRx6hf05lQOlu5GR9OXfgBm0bxTuHdnFtFOalOnaeI+9yPVW6XQazclmZf6JalKrcpXMWDHDeM4uXqjKUABg2uRprvfS4cxEkaFJWEGswBJ70t7Oz3AobE6SN9cofiewh+qSOKG7uk2TYXLvfHeM6AZ24oATXWOdWTNUiqLqzKLKQAGES8JJEDHEOSaI6CIzsHig6ZjxE6mc6ISOP83/k7lsHmua/1do/w/vMtw3FFZ+Ts7m0G2H6Y4IRREKhWz5J08tfQpHPXeUTfR4e8Pb5nKXXKsU6pwh52i3BwAm9JgAwAqtlXG24tWFtgJW16D6lnpTtPByBcmlR+T80EH7jUqPyPmjay/dkmxBNBRFOBQ2nWzrq9e72jqrhFdAn7Mj/52h7a9orDDzg4j6RL35fNA2xgBw/aHXAwA+3vyx90CmU8KzM4ZpZ5w4yvqPNzfGXXiYdkivscB33gR+tkg/5qInrOW7+1ilBGMv9u8MY1iE0awOfLOV+NCys4vI3hAOi+5EuvIGJ84MmbbGFKBUOSU0+QvZx1ZsUK+LJto5RnkGfWYK/1Wtm76/aqnm/s2b7WMpLyMbAkqVCO9ES4O+hKd0oLitkE66KQhXPo6o/KlFfTJvg1pkr3zT3g4YsMQ92YEkhVf+IWYJSi1GOc7utL3dcCPEZ6A2x4CVl9KSVvztP+UO4KifWL8PQiWkySV+y14BnrnQagGu+06evRB4dzpQv0faz44JRUl/18sS6YStvamMUkBJ29uRAsDFIy5WbpJKbAFEaQAAjOjiH6ZNIokKmhDHI3Fze/xCZyPhCHY3CMeWLgdCLtXw6xZC5R8koHiVB5FrhMbQftnduNs1kXOWPBCq7jmqjBMnzvXoAoOdXHGQEPyeOO0Jax/7iFROKhoVf49gz7/wc6DI+Rrk7vAq4ZHFOxJcdC4KOmZoe+RjjkqyZORQXjmH5UcTfqTdHsA63lUth6lMhfJR5CwVpwBMIkRZfpl5DHu18N3TuMcUOeR9rtp/9Bgdz+O6C8ekKhMGEL9B+j7kLlHnzjzXJrQ5u0r1yhcuJp1zRhYxqQQpjTSue/c627jHv37clgkTlOFdRLnRvB3zAr+G6TywgMIw7Qz5RKahJbOrNAyzzxg4GegyUP88hVASy14Rt7Z2srpcDqM8omyU+vlnpavgdELb4yDfTW4zAgRPZhVyVKjCQ2ni28toT9koykfsE32Jyo32dQ4U5QPKDknOEp5CDxs+nVhno7Sqr+HKa6m3RBunCEAhmtVSO1faBrntdh/ROhiqunlqlXzR4+LWq1SOJsOavKBzI1YwZNRwoMgOFQBoNEp6Dg1bHSdIQNmc1rebdVG7zf1YT8fvYfUsqQ21Y6JE4lPlRuDjB4Cnz7c+X9QxoZBbdxvr8+rAQ+1nn/j6CfOK8rLd4kq3PGH76aE/BaBvY+xcN111Vl2Jd+J1VZm2KR6OezoYqLSIglOplMIvmyMWsQQUZ2mRcyxN0r3Kg2isatL4o3ftk29dBopqolwSoBW487sJOtm8aeJNWHTlIpTll/m6RHTohA7q3gTAVxSRs2b8xBbALt75rTuZSiIajpr7yOmecDKp9yRzORQK4e5j7sbNR9yMfkXe2WZ9CkT3Lyrdkvnn0n8CADZUC7G8NLcU14y/BgCQcrhRlu8WLs/SnFKEQ2F0z+uORCrh+b2oRK+d9Ttdj8kdfgCYGSskOjqhoFfA3RZYdq2Y2UnGWHLOLNqlvpBDLpvtddtNYWZ3w25XXtC6qnVmR6FMHChUagfAlXXDdH5YQGGYdkx+nB0oTCdh+avilvJTUi1AU5X66jkJKLpJv4xfJsa+IJvulyBkkj2i63REUI4KCR1mq2LF3x5nCc+wk/Xr1ZXatAY6DhoqrJIt52Q937Bxr5RCZFXbQEKLyoHS1XCVUGcdKh0ykSYhiSCfT4yPGiGyzlyTmrTYll4hq3Vujtny2Od4/u5b1vI5D3mPJaiDiLNjy+Hftd8vX2gJaM4JRShkCVKGOKdqzUp8uc3KPnpw7oMARCkHYM87sZwc/iGygJVn0ZBo8CxVANzdSQj56rbcblg1UTSFHOPY98tAkVvm0pV4XceX5pQof6LJt5dj5Z0Nom36iooVruec6DJQ7jzqTtdYVQitazsdf29IHAsCfbYgzg+ZQcWDPJ+nvI/vj/2++f3p1k1djeKRuG9ZFWDP0PALDU6kE8rMGh15Efv/becMPQffGv0tzWiLYsMpKLcTJg7tIUoBqUwKsIQ2WfpKp9P4YPMHACyXCDlmVC4R+n2pOlTR8ShDrcDXVIpsEBInVM6uZCppBr0C7o46ckCss5yPvhNnpyeC/r40JhvN34Dqb8GxfY81w5Qz+Q4j4Yj5d+ir7V8Ffh3TOWABhWHaIa/99Bj8+qzROGus+j8GhukQ/OBD/zHz/ul+jIJnnaGUKrt8NifqrUVuZbwvILfIbnebU7PMhvYHOSRUXXXkcRQ222eCuN2g6CzgLOGJOdwl6UwFhoCsM0oTnr4AMGzqKOlrH9OsaC+q2gYSilS270xaYpvHnV1guLjpN+bytyKi7XjccKA4u/CsTItymNJQHUg4sFoe+5zIDzgSmFYl/jlLevxwio25xe4xFD6rEtLoWDI6YsligZPvHPwdc5muCNN4yjsAYOYfOLUQGuuc2MgTLdnZoZqk6cpT5Il2NBz1LOFxXlX3m1DLrpJwKIzcSK75+V1jky22fUfvIbeDddIz37+80Bm6SfQu7O16vdxmWseY7mNs96mlbiYEcX7IUJmEX+lMcbzYXLeuVS25bOS8Hi/nALmbYpGY+Z1srd2q3Q6vEhgnTqdFUJyBs7bnjM8nCzHDSkUppfyzkkUJ+vwkejjzQQBLJJS3mYSD/kXukr6nlz4NANhYI9yNY7uLAFfV8e8lvgJ2gcuZ6UNCke53JWcfkXipEgp7FvQ0BdyyfHc+kBdH9TkKAFCrKzdmOi0soDBMO+TgPiX43rFDAtUlM0y7hSbjXuxRWJ1pguY8/n/8pXus6ZjYjw6U8/4CdB0KXP7Cvnk/CnrNUUx8KbeDTpLNwFlVXkpKCAH50sk8jXe5LyDta2micItUMiO3mFa1zG0tTVXux5yfXW4nTdknKnGNJm51buu5FXxrjC90TlKlaUiyCQiFLeHJ4Mu0Nan8bUyUAlGgbMKRa1IDywlyXFjY0KnlcYufgBKEX+8ErvkEGG5vheoKXHY6UgBr3ymeS3QfhjWxKFoqRYAqTWBUAkpXqQ0yTU7k8haZ2hYxCZFbruocKDJV0vFR1+IW0lKplOsxed2AEFlMB4OijEHOSgHg21mn2vgd0pXvvGgeGpONri5D6XQazalm2wSSXAGq9qwnDxCur8l9rPbUDxz/gLksOxN0DhR5+wHgryf91ZY9EZRMBAMiUwGFuiTpnCKqoNAm1d86WI6EngU9rTIQRSmMk3g4bjoU8lW/FWM75P3sbPnsRNWxKgixSMwUD537RCVk0vbKx53sHCIBhEQOVemRUzwEgG8M/wYAtWOFwo/JPeR1PNPvSpenI4sjzkwfavutc0LJxzgFJ6ucO5WNlWYnn0y/F9pvunwXpvPCAgrDMAzTdhzzc+/nI4qTcJrgFfawP06TsQLpcWdZyf6gbCTw03nAsJP2zfv1MCbpKlcJlSXQCTMJIrvcbS+t8h3ppJHcNJsUYpXpbpH2tZwBIrc+TrYIUSsbIjBloMg4J4WySFC73dgGhYjjlVdDWSBhhxuHcDpsNPXyjyXOMJfX507F0JC4ap3wEEWeiovOVrGgJTxBiMZF4PMmR6tf12RF8R1t/1rcpt05XJWpFpzfrw9+8okIwqRJkCrjY0iJlSNDkzhdrgmRVkz2VGMpUFPOA3lrvVXadGzfYwHoJ+vOx83Jfdo9niZyNEmmySRdZbdvf9pV2pNj/E1zZpdQWYI8OaV8l5oW99Vy2odyOcWpg6xj//LXLzc/lzMzQkbe7kxbChPydxsUvwwUZ3ee3oXChetVOgOIz0iOBC+RQ96G4ngxGpON2hIwmvAXxApMJ4dqO5KpJNJI25w+046ahoO7HWwb99lloqPbb478zV5dHCPnVnltue1xlYBC25RKp0xhUhYyTuh/AgCrTEfVklfVoYbEC8pbkaHvgdZNr9tQ4x5L69ZlGcnb6sz0oWwVXYke5cn0LexrlvmoOgHN2jjLXM5UQKHSJ7ktNXNgwAIKwzAM03aMu8R+39mxRpVF0WxMMuRuO4AoGYnkAHU7rMlseyjh2ddQJkijwplBpSzdhPXdFANUAhMJKHIpDmWJqDoQmSU8msn9G1InnmRz9r6Tydf5j8nvKsQCwOq6o+rYQzknKss1TahzJPfN99+3lmWreKLBHbBq8MeE/erzCRFx1dO3LAdAidHquDmdBQcKcewv7PfDjlO/rR5dJFTlTDVCEPo0LbaVJqbOCSNBpR5UJuJV8gMASUlAoQmW6irzuDLR3YOcK4A9DJXaqPoJKENLxHZ5OVBoLJVw0P2w4jQ6qRCdKAfCWV5iBvBKv0/ZyeB0rOjaOstQmQKNVWVXyGQSnCkjt98Nil9OifxdAta2Ldzldg4AdgcKCSd+ZVWmgyGai1Q6pcyxkdcRCoVMh5Bqu3VOH+o+RBTFi7D424tx8Uh1x6mg0CTfWY6iOpb6Flmljs2GY4U+26Tek0wh5+i+IhCVHBq//uTXuPWTW8V6FWU25PQqiLo7XDn3M21nUcxdgkvfn9xNS3bvUGmRar0kOsqZL6rtGNllpK2ttBdBO0sRtP26VspM54UFFIZhGKbtKBtpvy+HXwL2SSlRbpwsK0sLmuyvSypcEZ0dmvCUKyYVdcYEjfZdAVnzFVc8SWyRg/uodKdZYUn2CpgFgBWvidt02hBQsvSdFPcJNo5KkWqMK7Mqce0ro8POB/e6X69q3dv3UP24kPoUqhaaK+Bw77f7W75pLp8Rno1ISEyY+4fcWQStZtI13s87BRYZxb7vXmOVP+1p3GNOVHQT8fOGnQfAmtDouvZQuYaqNa0qgJWugsuBqnKmhW/wpzH5oRIDei/VeNpmEoOoHEklZKgyVOjq/3ffsgf2+olJqypW2e7rXCVyHkmd8bv2cqDIZHLV/eGTrfbcrZk00uekVrtO5LKU1y54zXRG6AJ4ZQHFLKsKEOwLWBNwVX4FCTnk9vBqY6xzVLWmLCoI5BjaUmd3XqiOJXm/pdJpTPtsmunCoN8PYAU7zy6fjUQqgZfWvISX17yMdDptfieyMDOkVLiPVKUrzhI9Wrfqe1Htu19N+pV5zMoCorOEJxQKIS+apy3vMkuPIvHAjp9MnUH0XaicLUznhgUUhmEYpu1wnpA4O+s0KeqXqQWy04ECWLkUTeQyyGLWRkeBQkPzFRMY2h+U8UH7cM9a91i6miq3/iXhpWK9YnxCOFr8TjJTSQBpd9ZGa9FY8l2QI4cEDtoXslOEysCaFA4U3bF0sKj3Rzgq3mPlm+J+Q4V2U25v+bbrMVWuyaPJs83lqZF3zRDZhWn/UM/A+H0PhT2A2yvFvx984L++o39mLi7aucizjbH8OGWV6DJQTht0GgDYSipobLEi74dECVkAkDNQ/PI2nBPO3Y2izaqqdMaZgUKTT6XYYqx3QJG7AxZlaTi31/k44SxPcAZpEs+f/by5XNEkjkvTGaFwoPTIs67IZxKceUzfY3BQt4NwaI9Dpc5JwSGXhq7bCZVKjes+DgOKB5jtohs0IdgvrX4JgHD4+HXWcU7WK5sqAahzc8rrxN9EKlPy6rqkc/pQ7gZgdcjJBuQSufHDG22PqwQUZ1jt/1b9D3+e/2cAdkcJdTNKpBJYsGOB+XhNS40pMO1psNwglB3z9vq3Xdtnhu8a20H3X1jlzghTZRzlRHJw8Qjh0vnJez8xnTCqttw5kRw0JZuUZVhO58y14681n3v/4vfx9oX2bZ82eZprHX74ibRM54UFFIZhGGb/oToxprIeVZAp5Vssf0XcHoglPMVGdy5ntgVguS/oKjiFq9YpHA3k3ukplV7QZFtRhoCmanX5zqRr7fepbl2Tc5AxTheTjl6ipMN01jgFFQA4+qfidsgU9+t1x9LYi8RtKgHcOwCYcbm433OsdlP+mzwOq1N290aLwoEiZ528lDoacSMDpSWbJTwA0O8I7+dDIfGvzyH+6zrpdnMxEopoBRHi0y2io9Ozy54FoHddzNk2x/a8vCxnhBA0uZVzEg7qdhAA4PRBp/sLKEl7SUCfAvF9OctmVNvs1WrYWWrgBU0K5cm2TJUjQFm378KhMI7odYRt+02xReEY+8MJf8Cg4kF47NTHfLfRyYyzZ+CfZyi6pwUkhBCS6aRt0ptIJZBOp00xg1xBVJazYOcC5bpILPpg0wfmMaLLV3F+LxQAquraU9Eo1kuimtdEWRd0TPkYgN2501aojjuVqCl3pyHkcqzvvGV1zpq1YZa5Xjkrh4QkVWYKOZN2N4h99/UukaekykvR7TvZhfbympfx0eaPlMezl+vo862fA7Byh64dfy3+ffa/8dXlX6F7XnfzGCN0nYC8ICFV1wmI6bywgMIwDMO0LdfNEeUV135uPTZMdJNwZaKkUkBzjXBZeDkdyFHhl8vRGaGr8fkKi/h7d4rbNe8aY6WrxElHaYEyZFXa53I+DU12FJ0UXGUu1D7Yw6GREdEc0a73ihfF/YnfU48jwW2b6GhjltjI4ba0P3IUV89VmSmAFS7rej+9M6YOeTi5+X7UpC13hLMLD/FQQjhcctGc3RBZmaBlUDJDNaHI4YiZO/DW+rd8BQM5hwHQiwDONrmANWFVTQRpAiS3liVBoySnxBR0dAIKOQdo3TRZl3MXnNvh7MKjElBUZQlvXfiWa5y8DbpymNs+u81236uzDuW/mCGyVPKgcHuMLxuPVy54BZN6T1K+b1vSq6AX0kibZQ8tqRYc8vQhGPfUOFNAoXa6tF9U3wkAjOkmjplrJ1xrfje6QFLn90JCE3VgkSEB5Zi+x9hes2T3EtdY0xnh+E7kPB5dsG1r+PWkXwOwBD9iZ/1O27YST5/xtLI0JUgnpHc3vmt+T7KbpUuOPv/GdGAVCwfW/x32f9qxukwfZ7Dxz977mTU2ZHerAGqH0jPLngFghcSGQiGM7jbafI2z5FAnAHtB4dCya4c5MGABhWEYhmlbykYAN60Feh5kPXbQ+eJWvnLT0gBUGSe/qoBUAOhuuBFoUmyKAFm+Yt+eodIduW0wQeLCyDPdz9Vstd/XdTAqNia8smuFumNIkwKTwcfb79OkUna2ZIOhJwI/Xw6ccZ/6eXpfEkDofvfh1phikbOBzaqW2JoSHp0DRi590vCnxAXmsq41cV1anIRPCi8zS3iCBM5mxKp3Mn/NqLO0T1Go6+vrXvftqvPNEd+03acr/s6Sh6sOvsr1Wi93S8jI9aFSDMAudHhlmgBWvghlqLy69lUAwG2f3uYa6wqwNI4x1YRaJRD1KexjZmLIE1edS+ToPiLU8/h+9t+WV1tnp0tCN7Hf35BwQeGiC3dYWU5rq4QwPqrrKACWM0cXhEsiRWlOqbm/VRk0gNtxRF1cPt7ysWssZbTQ+5IjQpXFYn4nDqGqteG8flDr4a119r/nJOY53RgTekxAbiTXlXVD5VFefLT5I7MttJyZMqX/FNf7Es6/B17BrLrj2fmbTaQTykwf6ibVmgwSp6iVE878+6J92qewFQI106FhAYVhGIbZ91AWCrkcdiwHftsLeMgow+hxkPp11UYmwNwnxa3ZWvcAKuEhp0WNYgJP4seAye7nKhwW6qTOvWNcrZSv6pkdahTODTlj49EpVpBtW+TSFPd2d5Eh+hhOmPd/C2xbrHaU0Lbm27MBAOhbL+s+hyZrQaYalo1f5yqh9sZphBAPie+kKdsOlG88Km5H6kURk1+sAM5/BDjUneNC3HyE6Lg0rmycbwaKc6JGpRbOq+LUshawJtleDhSatMgOlPu/uh+AKFOgya8ziJUgdwe5Gw7pcYjtvWXoM9K20+RYNXFyTtQJeo3cyliXU3LJSNG9zJmN4uUqcZYseWWgtAdoP8glI3d+IRx0lK8SCoXQPa87kumkskyC3CM5kRxT3NCVYjiFLTpuPtnyiWssHTO0HdQSd/72+a6xOhdFKBTCE6c9gX+e3vpyJxXDu1iCMDllAKtkqCSuELkVOEud5l8x3/xdy1B7cnm/yp9V1w2IxpAYpsIUW0KOQGljf9vGpt1i47ju4nwhiJvGj9YIjXTMqcJ0mc4NCygMwzDMvofqj6nM468BreSUv1BqBDSSMyJA3kCnwZx4hkTJk4wpGkgnpKOMoNKqzfaxOgdKmdFSUproeTp95GDgrfOBt281xrbNFVgtlRut5UeOUWeaFBmTdJV7pKk6MyGO8ng8qE5bVzmTmlOuuSkxIZocXoKzwyKfoAsUIbd7w+izgVu3AZf9y39sUS9gwmWeri5yBvTI72Fe8fa60twtVwhWLakWJNNJWz6ECpqUeTlQKLeBwmQBSwxZVbEKKYjfhu7qsNOp8I3hopSKwmxldjTssG2HV8tcc1Lo2GZqZUzZEPJYXX6Gs5OLV66Js1MMZcMEyWLZlwzrMgyAVaajQs7AIJHAmQcDWAJHXjTP/E50gbxVzeL1tD9UjieC9j+VrXTN6Wq7L+PlCjq81+E4tGf2AmQBe+jv4l2LzWX6rTizPWT+dab1+6cSFyIajuJbo7/leg0dT06RgMqnnOVVTqGqMF6IeDiuFP10x/PJA092jVWFyHq1Hp/US5xT/Pywn7ueU9Ga3wmF6a6sWJnxa5mODQsoDMMwzL6HJhflC9TP71iqfnzAkeKW2uz6tdbtrJQOBJB2u1BIFJFPBqlz0eY59rG6kpWowx0E6PNBAHeXl3Ufqdfb1jQ4chIqjXIwlQNlh6P0QtHFwUYrxaAPU1bGz5q0eiK/Iy2EgLJQNY6PiPyWS6IftOr9PHF2wNoLKKPgjXVv2FoH66AwzueXP49kOqktbyBXCk3+11etB6AWZ0iUUXXgkJ/XdWVxQm2U5bbIBE2UymvF7422X+WKoPdzThi7Gh2gznvpPPMxXfkHlaZ8tPkj2+Ne5VK0jx+c+yAAYHONEExVjpr9CQkiDao8JQMKeJWXVa2PyR2RTCfNfaLqqgNYLa5potwzv6f2/ek77FsoHH0k1Ki2OWi76LaASukAbyGHGFumD77W8dZ6kd8jt8oGLOHEuU9Ux2hhvBCJdMJ1LOrcO6rjm0qW5LFe3ZFKc0sBWMHSKr5zsOV+KlGVp/pAol1rXst0bFhAYRiGYfY9FGqZTtlDPonCXu7HAKDEsPZSK18zRLZ9XWVtc8gdQmGxhErooK49zgm0roQnZlzB3L3ae71+7OuyqtPusd9f/pqxHdLnK1AE7wKWmKSZfCkDjX8813eT6pGLaS1X4oaWH2ozULZBCCiJdMc5JZMdJJ9t/QyAfuIq8/s5vwegn+RRrsmHmz5EIpUwJ64qpweJGqruHgB829pePlp0U6Ir6SQKrata5xpLV9WpfCIajiIaipqihQxNKJ1OCJXjwizJcewPmlg60bUxBkTgJwBsrt2MNZVr0LNACASqDkb7k8N6HgbAaserQnagUMZNbYvelZUfzbeVhKlEI/p+yaEhT3qdQhjdJ6GMJsok2MjQdu2PUqm1lVZ7el04s5MbDxftjz+97FPl84+eIsr9KCiWBEVnhgoJGl9t+8r2uGo7TKeIo9Tm/7d35/FRlef//98zmSQkQAgJCcGARlYXBATBBZdaUQFFcalaWnBDW+yC9fe11rWKVunXtm6tX6u4t1Zb6lorVSvtp618xB1QcWURy74lkJBlZn5/TO4zZ86cmUlIMicz83o+HjxyZuZk5iZzcjL3da77upIFfW4/LrbWlTmO7UuGrGVrLhkoiZbS2ZlCt9Le1UDx+/zqkdfDqhOD3JE5f60BANnDZEXs3izV2orhHfUDqWelNOXn7t9nanBsa22fmItdeCRp9HmRrxsdmTpWTRjbz6Nvaw0K54e8REt4Vvw58vX570fvMxPYRB9GL3kt/j5nZkpXcy45MRN6+zjsNVyabCnpZgLVtyb16/x0R6QrUL+hbRrWI8HJWhg8LuHj4daPYgFfdNL3nabEnSu6A5PdIUXbotonI6mkmuTd8sYt+sVbv7Am0m5daswSmbDCcVkoQ0uHJu2UI0UnhGcOjyzdGdAzEmhMWijUfvy3ztcTZcAky3BwPq9zCYMJJDmfP9EVeykaUJIik0zz/+7l1g7eQ2bsH2//OOa9OX1INDNnSOkQa9sELe57/77452rN3DHLWkxnGrfMIGtC3fo99iKizsCICdiZY8h+vDqXfpklZIm6/3SFc4afI0l6YPkDemnVSzHjSpUJM+vgWVp+/nKrk5bTkfscqeXnL9fVh18dc3+iANGd79wZc9utK5cJHjq75STKwJKkk/c7WX+a9ifrXGMKxZoiulLyDBRnly039ky4vS362yPQQ3uCexKeB5CdCKAAANKvyHSS2SltbF1OMWKqdNIt0pWfSgdPd/8++2R/08rczUAxV0+dS5esJU22n5MJIDgnkkGX5T6JpCrWWz0utk21lP4lPE7rW69wO8fcmtUQs/zJtF5uy4foZO21O8m6cEXqnTxk0uPtEhXvdJMqgCJJb6x/o82Twu2NkWUhpmDtT4/8abStba37xNbq2NN6ZTvPn6fiQHFMkVfDbRzmvrguJK0TN5M9k4xbXQdJ2rd3NBi1ZP2SuP3dfh4XH3JxzG1n6+XuwhT+DIfD+nhbJLuhsqhStxx9i07c70QdOeDImOUi5v35cGv8ss6iQJECvoAVaDNBEWdhUynyvvh9fitYZZ+IOzsvrdi6QlJ0Uu3z+VRTUiNJWr87dtmkCcwcXN7JXceSsB9zP/6fH0fG0cYMlLaaXDM55rY9qJWMW92iIX0i33vcH9veVcrn8+mAsgOsLK+nP31aUmyg0Fk42c4cL8mKw9qDYXv7e5IqUIvsRAAFAJB+9myBha3rkO2ZKG3x1oO5G0AxLaE/fin2fiurxPbzMEUFnRkobkVWJWny/MhXe6eaRPVS7Api20JaBX7T6bCL4+9zXo3eZ0zka0wApXWfRFkzaQia2O3p7C48XeDOr90ZczvZFdzbjoldXuVWFFaKXboR8AeSZlxIUq/8SHaFqathghblPcqt8diLzNq5Fb8tzi9WU6gp8VIDlyvlz3/+fMztRF2JLhtzWdzzJfr/2bNGvvPKd+K+zy0b4OKR0WO/KdjUbQMoZiL+76/+raUbIu3E+xVHltb96mu/0v0n3R+zHGfOmDmSpGMHHhv3XE2hpphjyXTWcWtr2xxsdn3/JOmjbR/F3DaFh+3HtHnOj7bG7puoaHBXMj83t3F0Vi0Wn8+nd2e+q8F9Bmti9UQdWB5bA+X6I66XFK0dZLh1zvp8ZyRjNK4Gyl6M2Z7pY47tbc76V5IV8PInmerW9KmxtpMV303GZJ60pRYUsgcBlCz09ttvq6qqSuedd17M/U8++aSGDh2qyspKnXbaadq82b1SOQB4wq1FrpuerVfnqw6xZUbkWADFdCFyFpF1y0AxE6i1jgwRt+U+kjS0tQNCuW2JSlsCKM4PoPnF7vt1pam/kIbHXjmNO65M56eYIrmt/7+Ey478kf+fM8umkywMxk4OO72NcRdwFqRMduX7lP1j2ycnmsjagx3hcDhlgU5Tf+KKf0Q6bdiDBmaJQqJxmSCJPcCwpSHSgtvZ8SXZJNm03nXu6xyzveuLab/b3gnk9sbtyvPlxbWAliJX2k8dHOm4tSe4Jy7DprswtUjCCuuud+6SFK2L4uaw/odJir/CHw6H1RRsinn/RldEija7ZRE1h5rj3r+hpe7L8Mz3lxSWxO1rlszYn1dKfEx3BXv2jJGswPDeCvgDem76c7pv0n1xAdLDqiLvi7M+kTm221ITJlWA1I29KKzpbOWWZWLqCyULjJgArKSES5pSMcHORN2fkJ0IoGSZF198Ud/+9rc1fvz4mPuXLVumOXPm6Nlnn9X69es1aNAgXXTRRR6NEgAk/X+Obhdf+0nbvm94a5vR2v9KDTsi2zmXgRIpfCnnRMEtKGLa+9rb/ErRLjXOn50pNltnu6JmCs4mu5rt/KC66SP3/bqS3y9NuDT2PtO62Njn0MhXe2ZKY2s3i2RXIX150cyfTvZQS2zQpzHc/QMo9smHlDwDxefz6fAB0VblbclAaQw2Js38sPtiZ6SYppm8FeYVWqn+a+vWun7PB1siSwfdJuD2VsNS+ybJiSaF9iKcJgBiJnluk037RNFeX8F8jxvzHvx313/jlqF0F85ipJJ00cjEn0fNxPa9Te/F3N8SalFY4ZgAUaJWxuFwWC2hlrjgwlnDznJ9zc92RApo25eLmCDPq2tfjdk3WavtrnL31++Oud0YbHStPdKVivIi72OhI+g8sHckIyXRcWfPQnHWpXF9HcfxYp5fiv6u/Z9//p+4ZVtW8DXJc5ssFUmuQcm2MONx6xKF7EUAJcscdthhWrZsmcaNi43mP/jggzrvvPM0cuRI5eXlad68eXrppZf03/+2M2UeADpLb0ennerD2vZ9Fa2pxFs+kbZ8Gtn25difM59PMnUo7B0I3OqaDJrg/hxFrd/vXDpV0NphZYetu0nrEgkla4la6LiC58yOSRczfsN5RdZa0mQLoJj/19bPu25cSXwYrom5vVPdq/CnG+eV3VQTNzPhktp2lXx17eqUk8KfHxMpNj2lZkrM/b0LeltXpfN8ea4FHs0yDfuEbnN9ZOKdqDWrfRymS8jJNSen3NfpldWvpNz3gZMesLZN3Y1UV/X//GmkAPTP3viZVRS32ItMsHYoChSpX1GC7liKjr+yuDLmfrOkxl5w1xQrdS4VCYaDCisc93NOlPligjb2ybu9Xob9+OiKzI9U7F2wJOnG129M+zjM++J3/O01mULOMRr2n6NZjhNS4r8rN0+MzfCy/w68vTHaCc3USLFeJ+xeoNkuPy9fC6ct1HOnP5dwn1TMcckSntySY584s1///v2Vnx9/8nz77bc1YUL0Q3R5ebkGDx6sd999N53DA4BYo1qXGtYcE22fm4rVwjgomatORfFdOrLenh2RrzfbJh9unXXsS3Hs9SBMjZKKEbHPay8QGmr9YGs+lO+Kb8Vq8Ts+UjiX0qSLM+PEubzLBIbeXBC9z2TYDBjddeNqh6YMWMLjnDjZC5+6qW2qtbYTBRf8ir0KnKzmhxTtvvLS6pdiJmZm0lTdq1rBcFB1zS5FRVv379ujr3XfyH6RzC7nchG3QI4JUKzftd5132QTWTNxTPb/sy8pOPnPJ0eWNIWDrh2J3KzfvV5+nz8mi6I7evmsl5M+btoNOzMMzNKRTQ3Rc5LJ2nHWQEkUXCgvitR5ctbxaA41qzCvMCYrYXCfwda2vQVzZxdvbSt7RtdfvviLFWRLVwaKCaCuqV2jRasWWfebrBJ7Zte0wdOsbfvvqel4lawN8DHVx8TcThQQcdYtSlSg2WlE2QgNLh2cdJ9kPt8RCbqb5WjIDQRQcsSmTZtUURFb1b+iokKbNrl/GA6FQgoGg9Y/AOgSp94RaYF7/gtt/56KAyJfP3w2el+Sq0w5wbTkNYEA+4d5+8/GXtjVKsDr+NnZU5lNvRCzrzPY4nTVGqmkOlL/5PRft23sna3vfrG3i/rG3v60dcJmrwnjVnw3zRYFx6feqRtLdMXZMJNVKVrsM44jjX7ZlmWSEk8K7a/prMUgRdPqXbuyuGR/mElhos469kmyyU4wY0z2vMaloyLLy8zPoj01UNqy75nDzoy5HQqH9nppQlc6oOwAa9uto5Ndj7weCvgCcUskzM9jRN8RMftK8RPyRJlMJjizbte6uP2dARH79y7bvCxmX7fn7mpH73O0td07v7d2t7ZtT9eSLfvSqSv/50pr2/zu2AMoPzv6Z9a2vZuS+b2q7l2d8HWcGVT2gIg9MOPMMrOWx3XxZ4N3N3EhOhcRQMkR4XBYfsfVQb/fr1DIPW1u3rx5CgQCCgQCKizsXutnAWSRguJIC9z2fMg3S0/sXCZPOWXJbyJfN7R+sHd+mO9b07phz0BpQwcjU2Olrd2OikqlKz6Url2f9s41McqHRbedE4pR58bv71Z8N82+1/xDrQlV6rtNl3s2ho6ob4kv3Gn3yppXrO2R5SNd90nUMSPR5NReJ8TUvbDXNRhbOVZSigCKrUaCmYA7i8hatRps4zDFUCXpmU+fsSawyQIdJujyh5V/kBSd5CX6/5kJvv3/lyzTIVFNj+7m2sOvldS21r8+n8+aaNuLw7rVmjH1OJxddRJliZhggz2bKlG9FHtQzd7KOFHXpa4286CZuvDgSAe7uuY669ja224y7ZUoMGcCmfZAjn1fU6dISt7dyu7QykOtbfv7ff7B51vbzjbXbX3ujnp++vOpd0LWIYCSI8rKyrR9+/aY+7Zv366yMvdU0BtuuEEtLS1qaWlRYyO9zQF0I70q4+9zLtvIBTfYzumLb4l8LY+0CI0LXuyOdBeJCTSFXOqlGIOOiHxtbwClu9j6aXQ74Ch8e9QPIl/t/5egy9KnNAsqT8c13alFoQQ1a7ohe32CPgV9kuwpXTjyQms72SSvyOWxZFf3Tevij7dFilLbi3ma+hhf1X0V933Jll6YWhqG2xIQ+xKbG16/QVf/6+qY500WQJEiHX9SLTOw3//J9k8SPq9xYNmBCR/rTsZUjtHicxbr91N/36b9q3tFMhTsQTrrZ2fLMFjy30hW2e8/in1et9a6Ru+C3gqFQ9b75pZtJMW+Fws/WWhtJ9q/q+X58/S9Q79n3W5oaVB5j/Ik35EeJpsnUfcne2aK23voxp7lYX8f7L+D5n2wbpvlcV2cgWJqKSG3EEDJEaNHj9b770fXbO7evVuffvqpRo0a5bq/3+9XXl6e9Q8Aug1nsVLJ22wHr/j90phvx95nlvA4C0c27Yr/frOcx21CZurRmE48mRZAqbBNJJ0ZKKZeTqglGjgJeZ+BkommD52uZ09/Vncff7cGlcS3VrUbVhrNCnrms2eS7OnTo5Mfjbkn2VVkk13ym/ciWVj2iawJrrh1yHDLFDEZH6YLi/Hf3f+N21eKrUOx+MvFMc/rNqGesn+02O3xfzzemmwmCoo8PPlha/vyxZcnfF7D2QnmuIHHJdzXa/2K+rV5cvvVrkgA7E+f/Mm6zy3DwJ55sst2zjMBlNW1q+Oeu29hZImfKQzrlm0kSSfud6Lr2NbURmoqOWsCpYMzSLG9cXuCPdPHZJ4kOqbf2vCWtb039WPsP2d7Fphb4WCpbe2UO8KeaWOCuMh+BFByxAUXXKCHHnpIy5cvV3Nzs6655hodfvjhGjJkiNdDA4D2cQZL+rsvB8gJR3w39naiQMeBp8V/b6IaKFK09okJMLh19+nONttS+J2tl+0ZTKa185ZPWvclgNJeQ0qH6Ph9j0+5374lyYvM2tmvLEvJsy7MBMa0MrZPKk13F7eaK26ZIqajhnMybF7DWZx01c5Vcc+bLNvBWQD2pVUvxY3Bzl64NNVyHzc3HnVjm/fNBPe+d6+17Tb5/vaB0YDymro1cfu6LRky2VAm4JKoLbHP59P1R1wf9/3mGHNbJtbVnMto7EHKdFg2K1oLpr65XqFwSI3BRpUUlCRc4vPWxmgAZW+CHPZ9fT6f/jQtElQzHbQMswwvnZlBZ79wdtpeC94igJIjjjrqKN16662aOnWqKioq9PHHH+sPf/iD18MCgI7rN9zrEXjH+X83QRFnMdSzHoz/3mRZJf1aCzOu+mfrvq3ZKpkYYHCO2X77+R9K21ZJr97ovi86jVmGIUmXj7086b69CmLbOCfLVLjg4AskRbNB7BPfbXu2SZIe/fDRuO9zq6Fh6lw8/3lsXQOz7MB0DTGcS32kaIedtjAFMpNNIE8dfKok6ezhkclZqpoOr33jNT06+VEtP3950vbAmcQEsOwFY93evx+O/aG1vbZ2rbXtVpfDcBYaTpZBdMawM+IeM/sP6OX9MtLPd6a3DbvP57OyvBpaGrSntTW8W0Hpq8ZfJSmyfMtoaxHl/zfp/0mSfjTuR3Hngl75kXOFsxCwWe6V7sygXW7Znsg6BFCy1I033qgnn3wy5r5LL71UX375pXbs2KFFixapujpx1WsA6Nau/EIacYo07GRp6i+8Ho13AoWtXWZ8kZbDiYIiMXVAWgvJWvu6BA2W/zHy9fW7HftmyJLO8ZdEt51deOzW/Fva9FHix9Fp+hT2UVGgSBVFFbr4kIuT7tueDJQRZZFJ9aodkWwQewaKaTXsxm3yZm9pbGdqNTgn1fYir6b+hOkqY2/XanfJIdFj02SwJPv/ja+KdGd6Y/0bkTGkCPJVFFdobP+xSffJNLccHanxNKh3dJmY2/uX78/XsQOPlSTtaNxh3d8UigRQCpzZaIpmKizfslxS8mUl5r7mULOu+/d1+taL3/KsC4+bRMdcVzLty9/c+KYVtHCrcWR+V+wBxrZ2yjm6+mgtm7VMF428KO6xktYlvc7gpgnsdHUNFCm2+5WzgDGyEwEUAEDm6VkuffMJ6Vt/jGznsoLeksKRgq/JskpKBsbeTlYDxSlZwdnuaOrt0qznpO+96d61yf7/sE9I9+yM3xedIt+fr2dOf0ZPnvpkyn2dE7BkWRc9A5Gr3ZsaItkg9mKSMw6ckfD73CbgpjuQmXwZiZYa/GTCT6xt04XHXIVPVFzSGRxye147kzWRqrZENhvYK3LuMnVKpMTZC2aZjr3VsMlAcQugGA+teEhS29sSP/f5c1q2ZZmVhdTV3V4SuXhkNBh569G3pv31ze/qlf+80goIrqtbF7efCX6t3LbSCki2p413oiVB5vffmfnVEmpJWMi2s9101E0qDkSyyeydopC9CKAAAJDJdreu/W7YljyA0qc16zDszEBxmbyd/0Ls7UwrIuvzSYO/JlUkWN41eX50u35rdNuDK7i5pLpXtVVnJBln2n2iyZMkHdwvtq6F/Sq8PYjhLDLpVoTUZKA4l74kmuiZtsdSpD5KQ0uDNXm0P2Y386CZcfc52ybb7d9nf0nRwrZeTdS9ZJY6LVm/xLovUQcj89795Yu/WPskazU8uWaypGiBXzMBbmugKtx6PvUqsGVvrzxtyLS0v769DpA5Rg/pd0jcfvbA4dzFcyV1Tqthe4ZJbVOttR0MBdP6npw+9HRJ3aOQL7oeARQAADLZgNGRr3Ubkwc6TMaJmUgm23e/o92/N1u61IydFd02nYYkAigZyJnRMaSPe3F8Z5FPt1oXZqK+eufqmH0TZaA4X/v9ze9bzxs2S+Uc8vx5WnDSgpj7BvYe6LqvFK3xYKRawpONKooqJEWCYCZgkSioZf9ZmmU8JjvJLQNlYvVESdJHWyNLLx5cHqkX5VZ4WIpvFW0KC6e7jbFRU1Ljyesaps6QFA1Sui3hKbF1z/vnukhtrfZkoLTFtf+61toOhoNpWb5jmONyS8OWtL0mvEMABQCATNa6ZEB165MHRcoiV7LbFEDxt348MBNGqwtPhtRASSVgKya58i/R7Zam9I8FHeLMTikMxBYKPaj8IEnS1oatMfe7Td5Myn9YYX249UPrfivbwXH8H1Z1WMyyiR2NO1QUKJIUWx/FyXmFPllQxPk87SlSmy3sRUnf2BCpBeNWRFaSJlRNsLZNcMOnyDFin+wb5vs31m/UEx89oZdWRzoj2Wuo2DlrXJgMkHRO1u3OGXGO5h8zX6+c/Yonr283f2kks+/1/74e95izRkl9c/1edZZK5h/r/iEpEswIhoNpzdYyv6fObkDITgRQAADIZGWtrU53b5KCSYIiq/4V+WrqmaSqgVJYIoWD0p7azFvC0x7r3oxuN6a/FSncDesbacn6rQO/lXJf+1V459KZ7XsiKfWmwKXREmpRni8vJgBj3/7dh7+L2VeKz0Dx+/wxyybC4bA1sU+WkWCCLEahP747jOHsaOLMgMgF9iVdDyx7QFLiYq8Bf0BjKsZIii7H+WDrB5Kkkf3iW96bJVKfbP9Ety29zbrfvjQmGVOXxaulVT6fT6cMPkVVPas8ef22CvgDenRytBvWguULEv5etdc5w8+RFA2eJQqudSWz/M+cb5DdCKAAAJDJSlrrPKz+T/JAx64NsbdTBUUaW9eTz9/X1h45y5cP2IpUwlv3nnCvHpvyWEyh1kTM0hspPiPFdOKx12qQIpOsZBOsF754IWZfKfGE7PhBx0uKTLrbsizBOcZkxU2dz+PWijeXLN2wVFLy5R/meDDZAJ9u/1SS+0TdmRnRXqZocC4W95WkN2a8EXefCWA52btDLdu8rNMyUCYMiAROTKHaRBljXcm8tslgQnYjgAIAQCZb/37k6wdPJw+KXOb4oNvm1sTh9nXsyRRW+2vbZPbA0zwZCuJV9azSoZWHtmlf0wlFii8W+86mdyRJ1/z7mpj7TQZKWyQqWGqYeidPrnxyr9raJgugdGTfbHLV+KskRWvcJAug7GraJSlau2Z17WpJ0uiK0XH79i10b13dlm5Rki0DJZvOje1QnF+sqftPjbnvuiOuS/l9b2x4o9NaQJs6Qea96KzMlvbo7hlA6FwEUAAAyGSN0c4DCrVIPn+0hold6aDo9sYP2rcsx7xGttRAkaQCszSitdjnYRdJE+d6NhzsvdOGRANf+/beN+axiftEioQ6W5qGwqG2B1DCya9o/+PLf0iKLBXZm8KYps1uImaZiZS7ARQTTPt85+eSosU63d7DEWUjJEVqoITDYWtft+4wzuVUhmmHnEquB1Ck+EK2bS10vHH3RkkdX/5kitaaukXm9zWdhX0H9xlsbaf6fUbmI4ACAEAmK4t+cFOoJXFApMBWS2H7mtRZJb0HRLeX/Lp13yxawpPvmDgNGBNpf4yMUxyILuFxdgC5fNzlkqSmUOykJhgOyu8SaPzLGX+Juy9Vu9VvH/jtuH3zfW3/XUk1+X7mtGesbbdCqLnA3vGoOdRsBT427N4Qt685Bh7/8HGtqo0u3bIv9TLsy6nOGnaW+hf313+++Z+E4/jV134Vc9sEULzqwtMd2DvspHLN4dFMsJXbVkrq+FIb87MvLyqXFK2Pk84MlIA/oKGlQyXRiScXEEABACCTff366HayAIoUfSxVxx5JOvd38fdl81VWrhpmrFEVoxI+NrzvcGvbXBk2LUd3Nu6M23+/kv2sbVOENFUGyimDT5EkHbXPUXuVgTKu/7ikj9tf93/W/U+bnzeb2NsTb23Yai3VGlw6OG5fUyfm3U3v6twXzpWUvPju/874X/31jL/qxqNu1KvfeDWuPbWd6epk5HoNFEk6Y+gZMbeL8tyzeiTpvBHnWdtm6VtHf3amjo35ffaiBooU7fRV21SbYk9kOgIoAABksvIh0e2WPSmyRFqvtm5emboGysDD4u/LpkmCsxhnA90TMpXp2CNJFUUVMY/5fX5ricGnOyLFRHc172rT8y7fslxSdEKWaKJnJuxNwaY213X482l/liSdO+Lcdk0gnRP4XOHz+axA05aGLUmzguzHgGllbLqkuOmZ31ODSgYlfNyud0HvmNvm+dOZ7dDdFOcX67LRl0mSLjz4Qg3oNSDhvs4CylLnLeH5bMdnktTp7ZHbyhyfdOLJfln0SQgAACStU2I+vIaCe9eaOJtqoPgc15DMkiZknPIe5da2s+2vFM082dYQWf7iU9uWaq3YskKHDzg8moGSYJJsWifbU/dTTd6G9x2uZbOWuU4ok+lX1K9d+2cTc4W/oaUhaaaPW62T5ZuXd8oYeufHBlBMJkwuZ6BI0pwxc3T+wee7LpNKpaM/O3t9o3A4nHLJXVdpCEaWc+1o3JHW10X6kYECAEA2SfZh1EzWNn20d511sqmN8ZCvx94edpI340CH+Xw+nbDvCdqvZD/V9KmJe/yo6qMkRdoMS9E6Jc7il4YJyJjASaplOeYK+Ora1e1awtOe4MnNE29WeY9y60p/LjLddB774LGkraX79+wfd19dc12njCHRe5brARTJvcZMWyRbMtWm77fVYKlvqU/ZdryrlBWWSYouEUT2IoACAEA2SfqhsfXDf2HvtmWgnPlAO547wwQc3Uz61ngyDHSOO4+/Uy9Mf8G1q8pbG96SJC3dsFSSrAlWooySrXsimQ73vHuPJKXMQCnrUWZtb6iPFDXt7KKi04dO1+JzFmvfkn1T75zlVm5fmTRQZdraprpvb52434lx96U72yGTXTYmNgjYniK0bvy2bMKpT0/1rAZKv+JIdphZ1oXsRQAFAIBskteGAMqnf5N2rotsJ/uQ2VpE05JNARS78bOlnuWp90O3lig7wGQuLPxkoaTUNU3MkhzDTNYTTcjs9+9NEdm2au9yn2wz44AZkqQzh56ZdJmGWxDtl8f9stPGccvEW2Lq7khSkbOrFxKaM3pOzG2/czllB2zbsy36+5rmujTmvGEKCyN7EUABACCbtGUJjyTt/DL1/oO/5njuLKqBIkkXLpLO+K10SudNrtD9mGUvJgshVVedeyfdG3M7VQaKm1wuKtpVDiyPdNK59/17rbo2boEqn88XVwflyH2O7LRxFOcX67TBp8Xcl8ttjPfGwF4DU++0l7wqImuKSX+x84u0vi7SjwAKAACZ7oz7o9ttWcJjl2z/vjXSJYujtws6Lw2+W9jvSGn0ean3Q0Y7Yp8jJElVPask2TJQEiy7GFM5RpLUtzDSuaUl1CK/z9/mK+UBXyDns0W6wsfbPra2zVKpRJPkh05+SGcOO1OStE/Pfbr8/SCA0j7ObkadyasisvUtkYzNPoV90vq6SD8CKAAAZLpB46Pbqa66OSeBqfavsl3JLdmnfeMCuoH9S/aXJH207SNJUnM40mo4UQZKvj9fAV9A2xsj7UiD4WDKjJLF50QDjabGCjpXeVF0md3u5t2Skhf2vemom7T8/OX629l/6/Sx7N9n/5jb+dlUYDsNBvRM3Op4bzx92tPWdqold13FFKWudy59RdYhgAIAQKazX/FKFRBxPp5qf/vEoJg6Icg89u4gL37xYrTIZJKgiAmChMIhBUPBlMsBcrm9cLp884BvWturd66W5F33G2edFYrIto9bu/GOMMWVK4srPVvCUxyInGfe2fROWl8X6UcABQCATFdoS4du2JF8X9O+2GjLVbq570uX/lMq6NwPvUA62JdX/ORfP2nTBKvAH+nStKdlj1rCLdQ06QbMBFWS1tatleRd4MKeDSNR4Le9Lj7kYvUr6qdbj761U57P/L5uqt+khpYGSemvQ2QKCfft0Tetr4v0I4CSQ6ZMmaLy8nJVVVVZ//785z97PSwAQEfZW/LuXNv2faW2ddbpWyPtM6a9owK6Befkti1tTs0V7fqWegVDwTYtBzA1U9A1fD6fDiw7MOY+rzJQyDjqmCGlQ/TaN17TtCHTOuX57L/j85fOl5T+Y2NQr0GSom3Tkb0IoOSQuro6vfLKK9qwYYP176yzzvJ6WACAtGpnDRQgyzSFWju4JMleMFevV+1cpbDCbbqaveDkBRrYa6AeOvmhzhko4oQVjrntVQCFQqEd11VZOya4ZTo1pUtpj1JJZKDkAgIoOaSurk59+nDCB4Cs1rudxfnyClLvA2SRhZ8slJQ8xf/j7ZGOL49/+Likti0VGd53uF466yWNrxqfcl/snZXbVsbc9iqAIkk3HXWTZ6+NeAeXHyxJ6pHXQ5LUHGpO6+v3yu+lPF+eNuzeoHA4nPobkLEIoOSQuro6lZSUeD0MAEBXuOx/Ix1zZvyxfd/n56MAst/jUx63tp///HlJbevSsfjLxW3eF+nnZQDljKFn6OzhZ+uKcVd4NgZEnbDvCZKkFVtXSJIG9hqY1tf3+XxWfaU9wT1pfW2kF5+ackhdXZ3GjRuniooKjR07VnfccYdCoZDrvqFQSMFg0PoHAOjmKg+UvvtvacAor0cCdDtjKsfE3Zds8l1RVBFzmyKy3cPU/afG3PY727Knkc/n00+P/KkuHHmhZ2NAlFma51NkaVCBB9mVQ0uHSpJ2Ne1K+2sjfQig5JAVK1Zo7dq1Wr9+ve655x795je/0U03uacfzps3T4FAQIFAQIWFhWkeKQCgS43jAz9yz4SqCTG3ky3LOf/g82P3pVZQt3DN4dfE3DbdV4ADyg6QJO1qjgQv8vPyk+3eJcyyoS0NW9L+2kgfAig5pH///pKkQCCgiRMnat68eVq4cKHrvjfccINaWlrU0tKixsbGdA4TANDVTvmVdPy1kfbEQI742dE/i7mdbFnOmcPOjLlNAKV76FPYR6WFpdbtokCRd4NBt2Jqnxj29uXpUt4j0t56U/2mtL820oe/BjmsublZpaWlro/5WRMPANnL75eO+7HXowDSqqpnVcztZMtyehf0jrnt5VIRxKptqrW2vcgyQPc0oGdsAXUvspNM0GZn0860vzbSh78GOeLNN9/UY489pvr6eknS+++/rxtvvFHf+c53PB4ZAABA+rUnq2RN7ZouHAnaIxSO1u/zIssA3ZMzQOpFDZRhfYdJkoIh6kdmMwIoOWLQoEF67bXXNHz4cFVVVemCCy7QjTfeqFmzZnk9NAAAgLSw1z1JFUC54OALrO1BvQd11ZDQAV5MktE9FecXx9ze05L+Tjgmc60xSPmDbMYSnhxRVVWlRx55xOthAAAAeOZP0/6kM54/Q1LqzjozD5qpRz54RJL02Y7Punpo2AsUkUUig0sHp/01TUDPHkA55NFDJEnvz3qfpYBZgncRAAAAOaG0R6m1nayIrCRVFld28WjQUWSgIJGmYFPaX7MwrzDmte31et7e+Hbax4OuQQAFAAAAOaGsR5m1nayNMbqv2YfMtrapgQK7hdOi3UX7FfVL++ubzJO7371bktQcbLYeawm1pH086BoEUAAAAJATSKHPfBePvFiSNGX/KfL5fB6PBt3JiLIRevKUJ3Xd4ddpTOWYtL/+0vVLY27bCx5/sv2TdA8HXYS/IgAAAMg5K7asSLnP1ROuliSdNeysrh4O2qhXQS8tP3+5/u+x/9froaAbOrjfwTr3gHM9ee3vH/r9mNvrdq2ztn/x1i/SPRx0EXIXAQAAkHNKC0tT7vPNA76pCVUTtF/Jfl0/IAAZrVdBL0nSIf0ihWNnvUS302xEAAUAAAA5p665LuU+Pp9PQ/sOTcNoAGS6voV9JUkfbP3A45GgK7GEBwAAADnn8x2fez0EAFnEZKDYa58g+xBAAQAAQM74waE/kCTddsxtHo8EQDaxd4Wyd+BBdiGAAgAAgJxx6ahL9c7MdzSu/zivhwIgy9SU1EiSdjbt9HYg6DIEUAAAAJBT7FeKAaCzbG7YLEna2UgAJVsRQAEAAAAAoIMO63+YJOmzHZ/FPUZtlOxAAAUAAAAAgA5qCjZJkj7YEt+Jp64pdecvdH8EUAAAAAAA6KADyg6QJK3ctjLusWWbl6V7OOgCBFAAAAAAAOig0RWjJUkb6jfEPfbe5vfSPBp0BQIoAAAAAAB00ODSwZKkVTtXSZKG9x2u8VXjJUnDSod5Ni50HgIoAAAAAAB0UFmPspjbAX9AJQUlkqSN9Ru9GBI6GQEUAAAAAAA6qHdB77j7hvcdLkn6atdX6R4OugABFAAAAAAAOsjv86tXfi/r9q6mXdq+Z7sk6Q8r/+DVsNCJCKAAAAAAANAJdjXvsrZH9hupxmCjh6NBZyOAAgAAAABAJ9ivZD9re2fjTp17wLkejgadjQAKAAAAAACdYE3tGmt7dOVoHVR2kHW7rqnOiyGhExFAySHbtm3TWWedpcrKSg0ePFiPPvqo10MCAAAAgKyU58uTz+ezisuurVvr8YjQUQRQcsh3vvMdlZWVaf369frrX/+qK664Qm+++abXwwIAAACArHDV+KusbdOBZ2T5SEnSV3V04sl0BFByxJYtW/TMM8/o5ptvVl5eng444ADNnDlTCxYs8HpoAAAAAJAVZhw4w9oe2GugJKmqZ5UkadXOVZ6MCZ2HAEqOeO+991RdXa2qqirrvgkTJuidd97xcFQAAAAAkD38Pr9+O+m3unzs5RpSOkSSVFpYKkna3bzbw5GhMwS8HgDSY9OmTaqoqIi5r6KiQps2bXLdPxQKKRwOS5KCwWCXjw8AAAAAssFR1UfpqOqjrNsDe0cyUTbs3uDVkNBJyEDJEeFwWH5/7Nvt9/sVCoVc9583b54CgYACgYAKCwvTMUQAAAAAyDr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' width=1104.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axe = plt.subplots(figsize=(12, 4))\n",
|
||
"\n",
|
||
"axe.plot(weather09.time, weather09.temperature)\n",
|
||
"axe.plot(weather10.time, weather10.temperature)\n",
|
||
"axe.plot(weather11.time, weather11.temperature)\n",
|
||
"axe.plot(weather12.time, weather12.temperature)\n",
|
||
"axe.tick_params(axis='x', labelrotation = 45)\n",
|
||
"\n",
|
||
"axe.axvline(np.datetime64('2022-09-22'))\n",
|
||
"axe.axvline(np.datetime64('2022-09-26'))\n",
|
||
"axe.axvline(np.datetime64('2022-10-13'))\n",
|
||
"axe.axvline(np.datetime64('2022-10-19'))\n",
|
||
"axe.axvline(np.datetime64('2022-10-26'))\n",
|
||
"axe.axvline(np.datetime64('2022-11-03'))\n",
|
||
"axe.axvline(np.datetime64('2022-11-22'))\n",
|
||
"\n",
|
||
"axe.axvspan(ldg_pp_1026.timestamp.iloc[0], ldg_pp_1026.timestamp.iloc[-1])\n",
|
||
"\n",
|
||
"axe.set_xlim(\n",
|
||
" np.datetime64('2022-09-16'),\n",
|
||
" np.datetime64('2022-12-01'),)\n",
|
||
"\n",
|
||
"fig.suptitle(\"9, 10, 11, 12 월 광양 기온\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 71,
|
||
"id": "6031b210",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "ff987da2312d4dcf8bd9ede4de295c69",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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' width=1104.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axes = plt.subplots(1, 6, figsize=(12, 4), sharey='row')\n",
|
||
"\n",
|
||
"axe = axes.ravel()[0]\n",
|
||
"axe.plot(weather09.time, weather09.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(weather09.time, weather09.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": 72,
|
||
"id": "f702ecba",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b063e59d00>"
|
||
]
|
||
},
|
||
"execution_count": 72,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "4cc46684a6184c1eaa67f42b32755dfb",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 73,
|
||
"id": "bd1708e6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b064b7ffa0>"
|
||
]
|
||
},
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "5a83a15e05a54e0382a27c7e3ca92ac3",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 74,
|
||
"id": "120b4798",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "21e5e9031e8846398dcfbd27e44eee72",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axe = plt.subplots()\n",
|
||
"axe.plot(weather09.time, weather09.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": 75,
|
||
"id": "1d9f1269",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "9936271824c44a4ab6eb1ed3dfcc1691",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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d7q63t8DawV7U99knlPsxr2yAt5sO6S/chv9tOGQTlK3+/U0ORgwIQE+9JyxWGZJGA0nSoLjq7HbP+i5XdVAeKq9Dfnk97rk2EBrNpT8fQgh8t78M/Q3eiAhsudTJqcZm7Dhcjde+P4jEYaF4KLqXzTI/HChHk7nlJNc7D1d3GJZCCOwtOYW1B04o29JklpF3og7Xhvz6609llZxCX38v+PzC1x/9ek79kWexyvh+fxmazB1feqLU2Ig/vLMVY9/bhuU7jiqDBofK6y54OPVeWiFiX9sI+cwAQ1VDM8Z9sAMvr7zw4emFvLomF0P+sxGPL96F4zVNyiHq0Qv0D27Kq8D76UVYnXUcP+S0D6KLsVhlpOWdPcFyUWW9cj/7eM15l3PVSR0GZUfqTRbM21SAxT8Vw9O145MczPw2ByNmb0b/l7/HS1/tAwBsLzp7WZGOQraVEALzNhXgrwt/xt6SUxgz/yc89UkmRs5Jx67i6vMus72oCs2Ws2fxzy2rxZGqBqzYXYqJn+zBhKUt15kyWax48P1tGP/xbhSdbMCLX+5HQUWdzeOtPXD2AyKv3HZeq5TNhXgg5Se8n1YEjQbw82wJteM1p23aWWWBScv34Oqpa7H7SPv6l24/gkc/2IH0/Jb/m9kq46eCk7h/3laMmJ122Qe9DhyvwfIdRy/rY14KZxrEc+o9y3c3FWDuj4fwcHRPvDbG9oTFJdWNuOWNTcrfL321H2+tz0cXdx0KKxsQGdIVrz5wLa4Jbv+pf76+stVZx/G/P1+nur5NByvw1vp8PDq0DxZsOWwzr+a0GSXVjXh3YwEA4Lpevthz9JRNmzfXnT1F3t+X7sabf4rEH6J6wE3XcShtL6pCF3cdru7RFVsOVeLRD3YgwMddmV9W06TcLz7ZEtKrnopFiJ8HXHQS7n93K2L66NFotip9icG+Hgj29cCHCdF4IGUr8stbAve+yCB8u6+ln3VRRsu2/evegTh4ohZf7CrFhwnR+HjbEXy3v8wm6D/fVYr1OeXo1c1L1XP4fnqR8jxktOknPVRRjzfW5uHzvw8BADQ2W/DG2jwUVtZjy6Gz7e65NhCT77gKd7+9Bd5uOnTzdgUAFJ1sQJPZis92lijb1OqRBT9j/l8HY3BvP5xutmJ7URXcXSS4aiWUGk+j3mRBo8mCo9WNuKGPHiXVjTb/qwcH90RAV3f8b8MhFFU2QAiBk/XNeGt9HqJ6+mLV3pbn9pOfSzC4tx4Wq4w3f8hDb70X/vV1yweyRZZxa7g/ZnyTg4+3txxxVNaZsLWgCjeHdb/gc3ay3oStBSfxh0E9Lrj3LYTAvf/LAACEBXhjcO9LP/r6pbYVVuHdTYewv7QGK54civCALh22+8/3udhV1L5/3B6cJix3Flfjpn62F1f7YlcpgJbD5dfGROKjbcXYWWzEf8dGIv1Q+0tWVNSZUFHXMkK7r7QG972TAQ8XLRY+egP6G7zRzctVmX8+j36wAx8+Fo1mq4xZ3+Xg/qjg8x7iP/vZXtScNuO5L7I6nH/fOxmoM1kAAFPuG4jwgC54ZMF27CvteK/v+RX78FXmMXzyxI3t3gSVdSY8nLodAFD82r1I/Hg3ZGEbkKXGRhSfbMDO4molePp090JXj5a9oI1Jw6DRaFBQUYcfc8rxh0E98Oroa6EBIEka9NJ7KsHy9sPX4ZEbe+GRBT8DADxdtRh9fTDcdD3x0t0R8HTV4WhVI77b337gythohrHxFLzddKg/s/2tBgb54O5rAjF7fceDPAE+bpg9Ngr/99FO7CiuRmFlPfr5e+OTn49i8U/F7da1Zv8JrNnfsmdYb7LYrC+/vA57jrZcHiXQxx1X9/DBhoMVqKgz4U/v/YTD/7kXO4qr0WyRMSzcH1ZZIKPgJHYWV2P66gMormrEJ/93I1I2FyqPqZU0+OtNvXHgzJ7762sPQidpsKXgJNLzK/HpjhKl7YaD5bBYZWw4WIH302xH/vcePYUGkwVfZZbaTP98V8lFw/Jvi3ciq7QGx06dhqtWwpjrQ1Bc1YB5mwowalAP3B8VDKClT7nVvtKaC4Zlk9kKN52kuuujrskMF60Ed5ezH+xmq4yVe47hdLMV01YfUKZ/sasELloJd18ThIZmC6atOoDovn6IizBgQXqRw1y00GnCcvxHu7Dx+Th4uergppOwJrsMx06dPcSpqjdh6qqWf8CJmtNKALSV8pfr0dhshVYC/vFZS4CdNlvxl4Utb/j+Bm/cc01gu+W8XLVoaG75h6XlV2L74SqszynH0u1HsXT7URS8cje+2XccIwYEoIubDsdOnUaInycazgmCm0L12F509tCr5rRZud9L7wlvNx1WTohFZZ0JViEQ+9pGAMCzt4fh+KnTWLnnGLYVVWHknHQUVtZjzPUheHPsIAgh8PWeY8pjHa1qRGPz2ReYVtLAKgtkldZg5Jx0NFvPHp62fZ5a3wj9DV2wPXkEPN200LbpJ70qsAt+zK3A1T18oJU0uLbNXvltEQbljeHp2vKy6tXNs91z+caYSLzwZcuh+J8Gh6DUeBo/5pbjht5+ePneAejTzQt+Xq7IK69T9lxj+uqxOCEakkajrOOxoX3xXlohvttXhq4eLsqg09B+3fBTYcshvruLpPQ1dmT/sRoUnOma+HT8TTB0ccPV09YBAIRoCdctZw6Hbw33R7NFRkbBSZtR/kfOvHa6e7thzTM3wywLBPt6wNjYrLR5ZU0uOupuPtVoRn55PVbsLm03r6HZivmbC5XXXav1OeVobLYoz3Fbsiywcs8xZJ35sH1jbcve7omaJmzOr0RBRT1+zK1Af4M3ru7RFevadC9klZw67/O056gRD72/HS/dHYHHb7YdrJu2KhtbCk7i47/diG5ernB30aLmtBm3v5WGHl3dsWrizfip8CSsssDircXYcLCi3eO3HnWlbC5EmMEbhyrqkVdeh6XbW7oHovv4wX4dBWc5TVjWnDZjxjc52H3EiOM1p3FuV8dfF+1Q7u8sPnthtffjByPM4A1XnYQQv7NvXotV4PkV+2weo6CiHv87c1jcylUrIePFOLz45T7lcLJ1b6pV/5e/BwAMv8ofdwwMwMsrs/HHqB6wnOn3Gzs4BP8ZfS3qTRY8+uFOxPbrhpTNhXDRavBQdE/4e7uju3fLVSy1kgaBXVsOnT954kas2FWKJ24JhZebDj39PDF7fT4OVbS8wb/YXYrbIgx4c10eDp9sUOp5d9Mhm/pu7t8daWfe9M1WGcG+Hjh26jRu6H3+6yd19Wz/YTPxtjB4uenw8JkBkC7uLvhm4s3IKDiJ+6Paj9z37X72UPvfowaitsmCB6N7os5kQbNFxuM390GjyYq5P+bj8Zv7onebQ/ObQrspYflMXFi7cLjn2kC8l1aIt87sgQItXRnL/u9GGBvN8HDRwsNVi6ySU8peams/YExfPXYcrsamgxUorGiAq1ZCTz8P6LQSxg3prQy07Txcrby5bw3rDoOPO97ZeMjmgwho+aD7PHEIDG26PHr42l4y5dwu4AAfN5TXmvCvr/cj8+gpdHHT4W+39MXO4mr00nvi0x0leHeT7WvRRavBabMV2wqrMGJAgM08qyzw5NLdHfZtL8yw7QL651f7seixaJsP7p3FRsiyUAYRn1qWCbNVxvvxg/HcF1lotsqY8W2OTVg2ma3KNyhiX9sISQPERQSgst6EyrqW256jRvxl4c/t3q8BPm7YkDQckf9eZ/PctL6227o/Khhftpva+ZzmTOn9XloNizg7HqXRALcPCEB/gzfmtzkMaiu0uxc2Pje8w3lNZitmfJuD63r6oqqhGZV1JqXv7c6rA+DfxQ1Ltx/FiAgDFj0Wjap6E97ZWNDhod6F/GFQjw77Ob/KLIWflytuu8qg+rGq6k3484LtyC+vb7eX2hFfTxc0ma34+qlYvLOhABsOlmPp327E9b38sCKzFINCfHFVYMd9RZfL2uwTCOrqjkE9fS9pOSEEPttZgtomM564JbTd4Z8QAsP/uxlHzoyq671csftft5/3MLG2yYwpX2dDCCD5ngjcPjtN2WuLCOyCtc/eqrSdt6nApg/S0MUNP/9zBDQaDQ6eqMXMb3OwtaBl73VAkA/+93AUws7pczvdbMWAqWvPu31/jumFT88MrLhoNViSEIOh/VsOr0uqGzHirTQ0W2RoNFCCJv6m3vh4+xFcE+yDZX+7CV09XVBz2oyc47U4cLwGs77LRaCPO+KH9FZqWLnnmHIE9nhsX3yxqwR1Jgv0Xq6obmiGt5sOIX4eOHiiDjP/eA2iQnzh6+mi9PdPGzUQ07/JAQBIGqDw1XuU53hrwUnlqEytYeH+OHC8Fu/8+ToM6dcND763DTvOGaiL6umL+Jt6I+mLLPTp5omVE4ZA7+1h9zOlO01Y/v2jHfj+QMun/Kw/XoNh4f7oqfdERV0TYl7ZoLRPHBaKPUdOYUdxNWbcfzXGDemjaj0mixVX/avlxf3JEzcipo8eX2UeQ0xfPfqc2UOSZYH//pCHAUE++CGnHH6eLrh9QADGfbDjvI/71YShuL7XpV8B83wsVhnldSZ4umhx/az1yhvpv2MHIdTfC6NTfgLQcni9+bnhkDQadPV0gcUqo6HZ2mH3hLMyNjTjupnrAbQE2o6Xb1e97L9XH1A++B66oSde/9PZAcLqhmY89P42ZS8ncVgoku8eoMyXZYGs0lMYFOJ7wa9zFVTU48DxGkxavhcAEB7grfT5Lhx3A/7vo10AgKQ7wvH0CNvv8f5w4ASWbCvG8HADXlnT0sXw7dM34753WgZkvFy1+OSJm/DfH/JsBrRWThiK69q83tpu5/LxNyGoqzumrjqgHGncPsCAkVcH4oU2R1kTb+vfbq+21bghvXFTaLeWvv6MImwtqELy3RF4dGgf3PP2FhSdOcLp7u2Kk/VnuyJmjx2EI9WNeOq2fjYDlFX1JkxdfQC39O+Obt5u+CqzFI/c2Aux/bpj48EKRPfVw9tVcojLSjhNWBaW1yAl7TD+MKgHbg23HeiZv7kQeSdqIQC8fO8AQADbiqowKrLHJX038ZOfj+JIdQNeuivikr7Dtza7DIFdPbC9qAqFFfV4cng/fJlZCr2XG/52Th/P5fRAylZlBH3LC7ehp94TR6oaYLYKdPVwgX8Xtyu2bkcx69scLMw4jGdGhGHyHeGql7NYZaw9cAJNZhn3RQbZDEQALUcex06dRjcvV3i76aDT/vJv2f3js704ZjyNV0dfg9vfSgcA5M64C7f9dzN66j3wyRM3weUCj//Sl/vQ2GzF2w9HYe6Ph/DtvuMorGxo1+6WsO74+G832kzbX1qDUe+2BOyB6XfCy02HuiYz7v1fBuqazPhqQiyCurojYkrHe8EBPm5IGnkVNh2ssPmObaugru747plboPdyRV2TGVa55bX36Y4S/HNly/d45z4UhT9eF6zuyeqAo1yDx2nC0t5PlCPKOHQSr63NRZihC+Y8FGXvcuzCYpWRll+JW8L8neKXMp/tPAp3Fy3ujwpGs0WGpMElB3GT2Ypb39ikfHPjsaF9MCzcH1E9feHn5WrTVgiBKauy4ePughfuilCmN5gsEAC8z/yia0F6kbIHCwCRIV3x3l8HQ39m0Car5BQ+3HoY/l3ckJZfiaCuHgj0cUfisFCE+nu3q7G2yYznPs/CX27qjWHn7NxcKkfJAIYlkRM6UtWAEzVN0GklRPX0tfnWwi8hhECTWcYPOSdwoqYJY2/oCf05wWsvjpIBDEsicmiOkgGOf9xCROQAGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKUnV1NcaMGQODwYDQ0FAsWbKkw4ZCCCQnJ6NHjx4ICgpCUlISZNn2XIGLFy+Gi4sL3nvvvUtelojIkUmJiYnQ6/UoKyvDmjVrMHnyZOzc2f4SpikpKVi3bh1ycnKQl5eHjIwMzJkzR5mfnJyMZcuWISIi4pKXJSJyeFqtVpSVlYlWkyZNEuPHjxfnioyMFMuXL1f+XrlypQgPD1f+LikpEUIIMWzYMDF//vxLWvZCLBaLACAsFouq9kT02+IoGSAFBwcjMPDspRRiYmKQmZlpE6gmkwnZ2dmIiYmxaZefn4/6+pbz84WEhHQYxmqWJSJydJK/v+3pk/z9/VFRYXudjKqqKsiyjLZtW+9XVra/MNivXVaWZVitVuVGRGRvkiRJ505oN/gizpyYqG3b1vsXG6j5JcvOmDEDOp0OOp0Obm6//RPYEpHjk4xGo80Eo9EIvd72kph+fn7KvLbtALRre65fsuzUqVNhsVhgsVhgMl340rRERJ1BKi4uRm1trTJhz549iIyMtGnk6emJsLAwZGVl2bQLCQlRwvB8fsmykiRBq9UqNyIie5Pi4uKQnJwMs9mMnJwcpKamIiEhAXPnzkV8fLzSMCEhAdOnT4fRaERNTQ2mTZuGhIQEVSv5NcsSETkCafHixSgqKoLBYMDIkSMxc+ZMxMXFoaSkBHl5Zy8H+vzzzyM6OhphYWHo168foqKiMGXKFFUr+TXLEhE5Al5WgogcmqNkAH8bTkSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqcCwJCJSgWFJRKQCw5KISAWGJRGRCgxLIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhUYFgSEanAsCQiUoFhSUSkAsOSiEgFhiURkQoMSyIiFRiWREQqMCyJiFRgWBIRqSBVV1djzJgxMBgMCA0NxZIlSzpsKIRAcnIyevTogaCgICQlJUGWZWV+VlYWoqOjERAQgOuvvx67du1S5r3++uvo0qULAgMDlVtSUtIV3zgiostFSkxMhF6vR1lZGdasWYPJkydj586d7RqmpKRg3bp1yMnJQV5eHjIyMjBnzhwAQFNTE0aNGoWJEyeivLwcL7zwAkaNGoWGhgYAQF1dHaZPn44TJ04ot9mzZ3fqhhIR/RrSypUrMXPmTGi1WkRERCA+Ph4LFy5s1zA1NRUvvvgifH194ePjg+TkZKSmpgIAvv/+e3h5eeHRRx8FADz88MMICAjA6tWrAbSEZdeuXTtvq4iILjMpODgYgYGByoSYmBhkZmbaNDKZTMjOzkZMTIxNu/z8fNTX12P37t028859nLq6Ovj4+FzBzSAiurIkf39/mwn+/v6oqKiwmVZVVQVZltG2bev9yspKVFRU4EKPU1dXh4kTJ8JgMCAiIgLPPvssqqqqzluULMuwWq3KjYjI3iRJks6dYDNwA7QM7rTOa9sOaAk2IQQu9Djz589HWVkZysvLsXr1ahQUFGD06NHnLWrGjBnQ6XTQ6XRwc3P75VtHRHSZSEaj0WaC0WiEXq+3mebn56fMa9sOAPR6PfR6PS70ON27d4ckSdBoNAgPD0dqairS09NRWVnZYVFTp06FxWKBxWKByWT6dVtIRHQZSMXFxaitrVUm7NmzB5GRkTaNPD09ERYWhqysLJt2ISEh8PPzw6BBg2zmne9xWpnNZmi1Wnh7e3dclCRBq9UqNyIie5Pi4uKQnJwMs9mMnJwcpKamIiEhAXPnzkV8fLzSMCEhAdOnT4fRaERNTQ2mTZuGhIQEAMCoUaNw+PBhfPLJJxBC4PPPP0dubi4eeOABNDY2YtasWUr/ZUVFBRITEzFu3Dh4eHjYZaOJiC6VtHjxYhQVFcFgMGDkyJGYOXMm4uLiUFJSgry8PKXh888/j+joaISFhaFfv36IiorClClTAABdunTBqlWr8Prrr8PX1xezZs3C6tWrodfr4erqiubmZgwZMgQGgwGxsbEYPHgw5s2bZ69tJiK6ZBrROnrjoKxWK3Q6HSwWCw/JiX6HHCUD+NtwIiIVGJZERCowLImIVGBYEhGpwLAkIlKBYUlEpALDkohIBYYlEZEKDEsiIhUYlkREKjAsiYhU0Nm7gItp/ek6z5hO9PvU+t6392ksHD4sW8+2zjOmE/2+nXsFh87m8GcdkmUZFotFOdO6o7JarXBzc4PJZHKKsyM5U73OVCvgXPU6Q61CCMiyDJ1O1+7yNZ3J4fcsJUmCq6urvctQzdnO7u5M9TpTrYBz1etMtdoLB3iIiFRgWF4mGo0G06ZNc+iugracqV5nqhVwrnqdqVZ7c/g+SyIiR8A9SyIiFRiWREQqMCyJiFRgWNIlYzf3lWPvL16rZTab7V1Cp2NY2pEz/YTz5MmTyM3NRW1trVOMnJaXl+Pnn39GcXExmpub7V3OBRUUFGD+/PnKjy8cPTD37t2LUaNGoba21t6ldCqGpZ3k5eXhlVdeQUFBgb1Luajs7GzcfPPNSExMxFVXXYUffvgBgOPuYe7fvx8333wzkpOTERsbi6VLlwJwzHqFEBg3bhxmzpyJ1157DWaz2aEDMzs7G6NHj8bIkSPh4+Nj73I6FcPSTl599VXMnj0bn332GYqKiuxdznkVFRXh7rvvxtNPP4309HQ88sgjSEhIgNFodMg9zIKCAtx77734xz/+gY0bN+Lpp5/Ga6+9BpPJ5JD1ajQajBgxAsOHD0djYyOmT5/usHuY+/fvxx//+Ec899xzmDx5sr3L6XQMSztxd3fH3XffjTVr1mDx4sUOG5hpaWl48MEH8dRTTwEAZs+ejdDQUKxfvx6AY+2tybKML774AmPHjsWECRMAABMmTMCAAQOQk5OD7OxsVFZW2rnK9iIiInDixAkMHToUx48fx4wZM9DU1GTX30Gfq6mpCffccw+GDBmCCRMmKP/3ffv2Ye3atcjIyMCxY8fsXOWV5fC/Df+tEUKguroaoaGhePHFF7F27VrMnDkTGo0Gjz76KEJDQ+1dog1vb28EBgYCAJqbm+Hq6gofHx8cOnQIABxqb02SJAwePBilpaXKtFmzZmHNmjVoaGjA8ePHMXToUDz33HOIiIiwY6W2rrvuOnTr1g333XcfXFxc8MUXX2D+/PmIiIhAXV0dHnzwQXuXCHd3d7z77rtITEzEDz/8gJEjR+LNN9/EZ599Bq1Wi9OnT+P666/HP//5T4SHh9u73CuCYdmJZFmGRqNBt27d8MwzzwAA7rrrLpw+fRqzZ88GAIcJTKvVCq1Wi+HDh8Pf3x8AlD2dIUOGoL6+3qZ9U1MT3N3dO73OVq31Dhs2TDmdX0NDAzw9PZGZmYlrr70WP/74I95//33s3r3brmEpy7LNXuPAgQNRWVmJ3bt349Zbb4Wvry9mzZqFpKQkfPTRRwBaPmTt9cHUOhB5//33w2Qy4aWXXsKyZcuwc+dOLF++HAMGDMD27dvx9ttvIy8v7zcblo6zn/8bdvjwYRw4cMCmH8rDw0OZ/8ADDyApKQkbNmzAkiVL7HpI3lqrVquFEEIJSgDQ6Vo+Wz08PJCVlaVMX7ZsGT7++GO7jO6fW2/b8556eXlh6tSpuPbaayGEwO233w69Xo/Vq1d3ep1ta237OrBYLACAPn36ID8/Hx4eHjh16hQ2b96MoUOH4tixY2hubrZLULZ9boGWwH7wwQfxxBNPYPPmzfj6668RGRkJFxcX3HLLLdBqtfjmm286vc7OwrC8wk6dOoVbb70VQ4YMwa5du6DVam067lv7floDMy0tDSkpKSguLrZ7rRqNpsNBBr1erwTjggUL8PTTTyM2NrbTT/Glpt7WkGl9nnv37o3+/ft3ap0d1doamK0fQLfddhsqKyuxYcMG/PnPf0ZKSgrGjx+PAwcOoKamxu71tn4YAcD48eOxa9cuhIeHw2KxKK+FsLAwREVFdXqtnUbQFTdixAgxbtw4ERISIrZv3y6EEMJqtSrzZVlW7n/66afizjvvFBUVFZ1epxAXr1UIIbZu3SqefPJJ8eGHH4qePXuKvXv32qNUIYS6eoUQor6+XixatEj07NlTZGdnd3aZQoiOa7VYLEIIIb777jsRHBws/Pz8xPLly4UQQjQ0NIjq6mq71Hq+eluf27avWSGE+OCDD0Tfvn1FXl5ep9fZWRiWV1hWVpa45557xIkTJ8QLL7ygKjDr6uo6vU4h1Ne6efNmodFoRFBQkF2DUm29ixYtEo899pi44YYbxJ49exyu1lZ///vfxYoVK4QQZ0PUXtQ+t5s2bRJTp04VoaGhdntuOwvDshM0NjYKIYSoqKgQSUlJFw3Mcz+1O9OFarVYLEKWZVFUVCTuv/9+kZuba7c6W6l5bg8cOCByc3PFiRMn7FanEBeutS1Zlu36Gmil5rndu3ev+PLLL0VBQYHd6uwsDMtO0DYQq6qqLhiY9naxWlvV1NR0dmkdUluvI7hYrfbemzyXMz23nYFheQWdb++g9YXXt29fkZGR0clVdcyZahXCuep1plqFcL56OwvPlH6Z5Ofn47PPPoMkSYiNjcXw4cMv2L66uhovv/wytmzZgl27dsHNza3Tvh7iTLUCzlWvM9UKOF+9dmXvtP4t2LdvnwgMDBRJSUli6NCh4k9/+pMoLCy86HLV1dWivLy8Eyo8y5lqFcK56nWmWoVwvnrtjWH5K5WXl4tBgwaJefPmCSGEqKysFOHh4WL16tU27RyhX9KZahXCuep1plqFcL56HQF/7vgrHT58GH379sWECRMgyzK6d++OQYMGYd++fUhLS0NkZCTi4+MhSZJdf7LmbLU6W73OVKsz1usI+AueX+nGG29UTnQgSRI+/PBDrFixAl5eXiguLsbnn3+OKVOmALD/SSecqVbAuep1ploB56vXIdh1v9bJmUymdtNKS0tFaWmpEEKI5uZmsWDBAnHnnXfa/as2zlSrEM5VrzPVKoTz1esouGd5iXJzc/H4448DAFxdXdudPCI4OBjBwcFoamqCi4sL4uLiUFlZiYaGBtZ6Ec5UrzPVCjhfvY7o/wFqGhCMH2RlpAAAAABJRU5ErkJggg==",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 76,
|
||
"id": "32da81f5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "0a733ff7004d4e059f090878e0a9e9f6",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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"\n",
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|
||
" Figure\n",
|
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" </div>\n",
|
||
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 77,
|
||
"id": "5fbfb827",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "920ae83d95a34a6b952ce6d430073fc3",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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" Figure\n",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axe = plt.subplots()\n",
|
||
"axe.plot(weather09.time, weather09.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": 78,
|
||
"id": "59c5b0a2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "d92cd00a262b42bdac33faaf0e556706",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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" Figure\n",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 79,
|
||
"id": "673f9aad",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "e5094314538d4af88df545ccee44724c",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' 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" </div>\n",
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" "
|
||
],
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"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"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": 80,
|
||
"id": "1dad10da",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "3cb73f1623f443a081d4cf9b69f2352c",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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" Figure\n",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axe = plt.subplots()\n",
|
||
"axe.plot(weather09.time, weather09.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": 81,
|
||
"id": "cffec2f9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 82,
|
||
"id": "710fa93d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"components = \"CO2\tN2\tCO\tH2\tO2\".split()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 83,
|
||
"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": 84,
|
||
"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": 84,
|
||
"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": 85,
|
||
"id": "1d6d94a7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"gas = ct.Solution('gri30.xml')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 86,
|
||
"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": 86,
|
||
"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": 87,
|
||
"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": 87,
|
||
"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": 88,
|
||
"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": 89,
|
||
"id": "812ba6eb",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"3019.350799684347"
|
||
]
|
||
},
|
||
"execution_count": 89,
|
||
"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": 90,
|
||
"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": 91,
|
||
"id": "7079e99f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.lines.Line2D at 0x1b064e39bb0>]"
|
||
]
|
||
},
|
||
"execution_count": 91,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 92,
|
||
"id": "6b02caaf",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.lines.Line2D at 0x1b0646c07f0>]"
|
||
]
|
||
},
|
||
"execution_count": 92,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 93,
|
||
"id": "76c19f15",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\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": [
|
||
"<StemContainer object of 3 artists>"
|
||
]
|
||
},
|
||
"execution_count": 93,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 94,
|
||
"id": "d023d019",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"LDG_comps = \"H2\tCO\tN2\tO2\tAR\tCO2\".split()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 95,
|
||
"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": 96,
|
||
"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": 97,
|
||
"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": 98,
|
||
"id": "d9478620",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date_Time</th>\n",
|
||
" <th></th>\n",
|
||
" <th>O2 %</th>\n",
|
||
" <th>Air ratio</th>\n",
|
||
" <th>Exc.Air %</th>\n",
|
||
" <th>CO2 %</th>\n",
|
||
" <th>CO ppm</th>\n",
|
||
" <th>CO @0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 mg/Nm3</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Cooler °C</th>\n",
|
||
" <th>T-Hose °C</th>\n",
|
||
" <th>In1</th>\n",
|
||
" <th>In2</th>\n",
|
||
" <th>In3</th>\n",
|
||
" <th>In4</th>\n",
|
||
" <th>AUX_tc °C</th>\n",
|
||
" <th>Status</th>\n",
|
||
" <th>CO %</th>\n",
|
||
" <th>HV kcal/Nm3</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-10-13 11:34:45</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.69</td>\n",
|
||
" <td>1.03</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>12.34</td>\n",
|
||
" <td>543774.813</td>\n",
|
||
" <td>560088</td>\n",
|
||
" <td>562239</td>\n",
|
||
" <td>702236</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>54.377481</td>\n",
|
||
" <td>1640.823633</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-10-13 11:34:46</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.61</td>\n",
|
||
" <td>1.03</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>12.84</td>\n",
|
||
" <td>562813.313</td>\n",
|
||
" <td>579698</td>\n",
|
||
" <td>579713</td>\n",
|
||
" <td>724062</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>56.281331</td>\n",
|
||
" <td>1698.271716</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-10-13 11:34:47</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.49</td>\n",
|
||
" <td>1.02</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>12.84</td>\n",
|
||
" <td>562813.313</td>\n",
|
||
" <td>574070</td>\n",
|
||
" <td>576172</td>\n",
|
||
" <td>719639</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>56.281331</td>\n",
|
||
" <td>1698.271716</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-10-13 11:34:48</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.49</td>\n",
|
||
" <td>1.02</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>13.23</td>\n",
|
||
" <td>577399.813</td>\n",
|
||
" <td>588948</td>\n",
|
||
" <td>591105</td>\n",
|
||
" <td>738290</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>57.739981</td>\n",
|
||
" <td>1742.286027</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-10-13 11:34:49</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.44</td>\n",
|
||
" <td>1.02</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>13.39</td>\n",
|
||
" <td>583123.875</td>\n",
|
||
" <td>594786</td>\n",
|
||
" <td>595500</td>\n",
|
||
" <td>743780</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>58.312387</td>\n",
|
||
" <td>1759.558207</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15824</th>\n",
|
||
" <td>2022-10-13 15:58:30</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.34</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>-100</td>\n",
|
||
" <td>0.41</td>\n",
|
||
" <td>1972.226</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>0.197223</td>\n",
|
||
" <td>5.951131</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15825</th>\n",
|
||
" <td>2022-10-13 15:58:31</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.36</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>-100</td>\n",
|
||
" <td>0.39</td>\n",
|
||
" <td>1901.880</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>0.190188</td>\n",
|
||
" <td>5.738864</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15826</th>\n",
|
||
" <td>2022-10-13 15:58:32</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.37</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>-100</td>\n",
|
||
" <td>0.38</td>\n",
|
||
" <td>1848.294</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>0.184829</td>\n",
|
||
" <td>5.577170</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15827</th>\n",
|
||
" <td>2022-10-13 15:58:33</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.37</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>-100</td>\n",
|
||
" <td>0.38</td>\n",
|
||
" <td>1848.294</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>0.184829</td>\n",
|
||
" <td>5.577170</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15828</th>\n",
|
||
" <td>2022-10-13 15:58:34</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.37</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>-100</td>\n",
|
||
" <td>0.35</td>\n",
|
||
" <td>1712.067</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>0.171207</td>\n",
|
||
" <td>5.166109</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>15829 rows × 37 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date_Time O2 % Air ratio Exc.Air % CO2 % \\\n",
|
||
"0 2022-10-13 11:34:45 --- 0.69 1.03 3 12.34 \n",
|
||
"1 2022-10-13 11:34:46 0 0.61 1.03 3 12.84 \n",
|
||
"2 2022-10-13 11:34:47 0 0.49 1.02 2 12.84 \n",
|
||
"3 2022-10-13 11:34:48 0 0.49 1.02 2 13.23 \n",
|
||
"4 2022-10-13 11:34:49 0 0.44 1.02 2 13.39 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"15824 2022-10-13 15:58:30 0 20.34 --- -100 0.41 \n",
|
||
"15825 2022-10-13 15:58:31 0 20.36 --- -100 0.39 \n",
|
||
"15826 2022-10-13 15:58:32 0 20.37 --- -100 0.38 \n",
|
||
"15827 2022-10-13 15:58:33 0 20.37 --- -100 0.38 \n",
|
||
"15828 2022-10-13 15:58:34 0 20.37 --- -100 0.35 \n",
|
||
"\n",
|
||
" CO ppm CO @0%O2 ppm CO @0.0%O2 ppm CO @0.0%O2 mg/Nm3 ... \\\n",
|
||
"0 543774.813 560088 562239 702236 ... \n",
|
||
"1 562813.313 579698 579713 724062 ... \n",
|
||
"2 562813.313 574070 576172 719639 ... \n",
|
||
"3 577399.813 588948 591105 738290 ... \n",
|
||
"4 583123.875 594786 595500 743780 ... \n",
|
||
"... ... ... ... ... ... \n",
|
||
"15824 1972.226 0 0 0 ... \n",
|
||
"15825 1901.880 0 0 0 ... \n",
|
||
"15826 1848.294 0 0 0 ... \n",
|
||
"15827 1848.294 0 0 0 ... \n",
|
||
"15828 1712.067 0 0 0 ... \n",
|
||
"\n",
|
||
" Cooler °C T-Hose °C In1 In2 In3 In4 AUX_tc °C Status \\\n",
|
||
"0 5.0 --- --- --- --- --- --- 48 \n",
|
||
"1 5.0 --- --- --- --- --- --- 48 \n",
|
||
"2 5.0 --- --- --- --- --- --- 48 \n",
|
||
"3 5.0 --- --- --- --- --- --- 48 \n",
|
||
"4 5.0 --- --- --- --- --- --- 48 \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"15824 5.0 --- --- --- --- --- --- 48 \n",
|
||
"15825 5.0 --- --- --- --- --- --- 48 \n",
|
||
"15826 5.0 --- --- --- --- --- --- 48 \n",
|
||
"15827 5.0 --- --- --- --- --- --- 48 \n",
|
||
"15828 5.0 --- --- --- --- --- --- 48 \n",
|
||
"\n",
|
||
" CO % HV kcal/Nm3 \n",
|
||
"0 54.377481 1640.823633 \n",
|
||
"1 56.281331 1698.271716 \n",
|
||
"2 56.281331 1698.271716 \n",
|
||
"3 57.739981 1742.286027 \n",
|
||
"4 58.312387 1759.558207 \n",
|
||
"... ... ... \n",
|
||
"15824 0.197223 5.951131 \n",
|
||
"15825 0.190188 5.738864 \n",
|
||
"15826 0.184829 5.577170 \n",
|
||
"15827 0.184829 5.577170 \n",
|
||
"15828 0.171207 5.166109 \n",
|
||
"\n",
|
||
"[15829 rows x 37 columns]"
|
||
]
|
||
},
|
||
"execution_count": 98,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X1013_raw"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 99,
|
||
"id": "c586397e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\720058084.py:1: DtypeWarning: Columns (2,4,5) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||
" X1019_raw = pd.read_csv('./221019/19_10_2022_13_50_25.csv', parse_dates=[['Date', 'Time']], )\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date_Time</th>\n",
|
||
" <th></th>\n",
|
||
" <th>O2 %</th>\n",
|
||
" <th>Air ratio</th>\n",
|
||
" <th>Exc.Air %</th>\n",
|
||
" <th>CO2 %</th>\n",
|
||
" <th>CO ppm</th>\n",
|
||
" <th>CO @0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 mg/Nm3</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Sample flow l/h</th>\n",
|
||
" <th>current pump load %</th>\n",
|
||
" <th>Cooler °C</th>\n",
|
||
" <th>T-Hose °C</th>\n",
|
||
" <th>In1</th>\n",
|
||
" <th>In2</th>\n",
|
||
" <th>In3</th>\n",
|
||
" <th>In4</th>\n",
|
||
" <th>AUX_tc °C</th>\n",
|
||
" <th>Status</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-10-19 13:50:26</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>21.54</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.2</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-10-19 13:50:27</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.55</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.2</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-10-19 13:50:28</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.55</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.1</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-10-19 13:50:29</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.55</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-10-19 13:50:30</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.55</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>172588</th>\n",
|
||
" <td>2022-10-21 13:46:54</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.43</td>\n",
|
||
" <td>515343.750</td>\n",
|
||
" <td>510190</td>\n",
|
||
" <td>508331</td>\n",
|
||
" <td>634906</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>172589</th>\n",
|
||
" <td>2022-10-21 13:46:55</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.43</td>\n",
|
||
" <td>515343.750</td>\n",
|
||
" <td>510190</td>\n",
|
||
" <td>508331</td>\n",
|
||
" <td>634906</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>172590</th>\n",
|
||
" <td>2022-10-21 13:46:56</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.43</td>\n",
|
||
" <td>515357.813</td>\n",
|
||
" <td>510204</td>\n",
|
||
" <td>508344</td>\n",
|
||
" <td>634921</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>172591</th>\n",
|
||
" <td>2022-10-21 13:46:57</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.43</td>\n",
|
||
" <td>515357.813</td>\n",
|
||
" <td>510204</td>\n",
|
||
" <td>508343</td>\n",
|
||
" <td>634920</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>172592</th>\n",
|
||
" <td>2022-10-21 13:46:58</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.43</td>\n",
|
||
" <td>515366.313</td>\n",
|
||
" <td>510213</td>\n",
|
||
" <td>508351</td>\n",
|
||
" <td>634930</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>172593 rows × 35 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date_Time O2 % Air ratio Exc.Air % CO2 % \\\n",
|
||
"0 2022-10-19 13:50:26 --- 21.54 --- --- 0.04 \n",
|
||
"1 2022-10-19 13:50:27 0 21.55 --- --- 0.04 \n",
|
||
"2 2022-10-19 13:50:28 0 21.55 --- --- 0.04 \n",
|
||
"3 2022-10-19 13:50:29 0 21.55 --- --- 0.04 \n",
|
||
"4 2022-10-19 13:50:30 0 21.55 --- --- 0.04 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"172588 2022-10-21 13:46:54 0 -0.29 0.99 -1 17.43 \n",
|
||
"172589 2022-10-21 13:46:55 0 -0.29 0.99 -1 17.43 \n",
|
||
"172590 2022-10-21 13:46:56 0 -0.29 0.99 -1 17.43 \n",
|
||
"172591 2022-10-21 13:46:57 0 -0.29 0.99 -1 17.43 \n",
|
||
"172592 2022-10-21 13:46:58 0 -0.29 0.99 -1 17.43 \n",
|
||
"\n",
|
||
" CO ppm CO @0%O2 ppm CO @0.0%O2 ppm CO @0.0%O2 mg/Nm3 ... \\\n",
|
||
"0 0.000 0 0 0 ... \n",
|
||
"1 0.000 0 0 0 ... \n",
|
||
"2 0.000 0 0 0 ... \n",
|
||
"3 0.000 0 0 0 ... \n",
|
||
"4 0.000 0 0 0 ... \n",
|
||
"... ... ... ... ... ... \n",
|
||
"172588 515343.750 510190 508331 634906 ... \n",
|
||
"172589 515343.750 510190 508331 634906 ... \n",
|
||
"172590 515357.813 510204 508344 634921 ... \n",
|
||
"172591 515357.813 510204 508343 634920 ... \n",
|
||
"172592 515366.313 510213 508351 634930 ... \n",
|
||
"\n",
|
||
" Sample flow l/h current pump load % Cooler °C T-Hose °C In1 \\\n",
|
||
"0 60.2 51 5.0 --- --- \n",
|
||
"1 60.2 51 5.0 --- --- \n",
|
||
"2 60.1 51 5.0 --- --- \n",
|
||
"3 60.0 51 5.0 --- --- \n",
|
||
"4 60.0 51 5.0 --- --- \n",
|
||
"... ... ... ... ... ... \n",
|
||
"172588 60.0 53 5.0 --- --- \n",
|
||
"172589 60.0 53 5.0 --- --- \n",
|
||
"172590 60.0 53 5.0 --- --- \n",
|
||
"172591 60.0 53 5.0 --- --- \n",
|
||
"172592 60.0 53 5.0 --- --- \n",
|
||
"\n",
|
||
" In2 In3 In4 AUX_tc °C Status \n",
|
||
"0 --- --- --- --- 48 \n",
|
||
"1 --- --- --- --- 48 \n",
|
||
"2 --- --- --- --- 48 \n",
|
||
"3 --- --- --- --- 48 \n",
|
||
"4 --- --- --- --- 48 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"172588 --- --- --- --- 48 \n",
|
||
"172589 --- --- --- --- 48 \n",
|
||
"172590 --- --- --- --- 48 \n",
|
||
"172591 --- --- --- --- 48 \n",
|
||
"172592 --- --- --- --- 48 \n",
|
||
"\n",
|
||
"[172593 rows x 35 columns]"
|
||
]
|
||
},
|
||
"execution_count": 99,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X1019_raw = pd.read_csv('./221019/19_10_2022_13_50_25.csv', parse_dates=[['Date', 'Time']], )\n",
|
||
"X1019_raw"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 100,
|
||
"id": "ae46697f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\RIST\\AppData\\Local\\Temp\\ipykernel_26764\\2870550581.py:1: DtypeWarning: Columns (2) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
||
" X1026_raw = pd.read_csv('./221026/26_10_2022_10_58_31.csv', parse_dates=[['Date', 'Time']], )\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
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|
||
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|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
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|
||
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|
||
" text-align: right;\n",
|
||
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|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date_Time</th>\n",
|
||
" <th></th>\n",
|
||
" <th>O2 %</th>\n",
|
||
" <th>Air ratio</th>\n",
|
||
" <th>Exc.Air %</th>\n",
|
||
" <th>CO2 %</th>\n",
|
||
" <th>CO ppm</th>\n",
|
||
" <th>CO @0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 mg/Nm3</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Sample flow l/h</th>\n",
|
||
" <th>current pump load %</th>\n",
|
||
" <th>Cooler °C</th>\n",
|
||
" <th>T-Hose °C</th>\n",
|
||
" <th>In1</th>\n",
|
||
" <th>In2</th>\n",
|
||
" <th>In3</th>\n",
|
||
" <th>In4</th>\n",
|
||
" <th>AUX_tc °C</th>\n",
|
||
" <th>Status</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-10-26 10:58:32</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.64</td>\n",
|
||
" <td>1.03</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>13.93</td>\n",
|
||
" <td>529838.813</td>\n",
|
||
" <td>545734</td>\n",
|
||
" <td>546500</td>\n",
|
||
" <td>682578</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>59.9</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-10-26 10:58:42</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.43</td>\n",
|
||
" <td>1.02</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>14.37</td>\n",
|
||
" <td>559243.625</td>\n",
|
||
" <td>571499</td>\n",
|
||
" <td>570882</td>\n",
|
||
" <td>713032</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.1</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-10-26 10:58:52</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.26</td>\n",
|
||
" <td>1.01</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>14.39</td>\n",
|
||
" <td>577013.000</td>\n",
|
||
" <td>582783</td>\n",
|
||
" <td>584394</td>\n",
|
||
" <td>729908</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.1</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-10-26 10:59:02</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.21</td>\n",
|
||
" <td>1.01</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>14.31</td>\n",
|
||
" <td>578459.438</td>\n",
|
||
" <td>584244</td>\n",
|
||
" <td>584321</td>\n",
|
||
" <td>729817</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-10-26 10:59:12</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.18</td>\n",
|
||
" <td>1.01</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>14.33</td>\n",
|
||
" <td>578049.250</td>\n",
|
||
" <td>583830</td>\n",
|
||
" <td>583108</td>\n",
|
||
" <td>728302</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>59.9</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17212</th>\n",
|
||
" <td>2022-10-28 10:47:23</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.22</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.20</td>\n",
|
||
" <td>499715.656</td>\n",
|
||
" <td>494719</td>\n",
|
||
" <td>494425</td>\n",
|
||
" <td>617536</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>59.9</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17213</th>\n",
|
||
" <td>2022-10-28 10:47:33</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.22</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.19</td>\n",
|
||
" <td>500295.563</td>\n",
|
||
" <td>495293</td>\n",
|
||
" <td>494991</td>\n",
|
||
" <td>618243</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>59.9</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17214</th>\n",
|
||
" <td>2022-10-28 10:47:43</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.23</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.18</td>\n",
|
||
" <td>500632.594</td>\n",
|
||
" <td>495626</td>\n",
|
||
" <td>495310</td>\n",
|
||
" <td>618643</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.1</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17215</th>\n",
|
||
" <td>2022-10-28 10:47:53</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.23</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.16</td>\n",
|
||
" <td>500998.750</td>\n",
|
||
" <td>495989</td>\n",
|
||
" <td>495635</td>\n",
|
||
" <td>619049</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.2</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17216</th>\n",
|
||
" <td>2022-10-28 10:48:03</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.23</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>17.12</td>\n",
|
||
" <td>502340.094</td>\n",
|
||
" <td>497317</td>\n",
|
||
" <td>496910</td>\n",
|
||
" <td>620641</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>17217 rows × 35 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date_Time O2 % Air ratio Exc.Air % CO2 % \\\n",
|
||
"0 2022-10-26 10:58:32 --- 0.64 1.03 3 13.93 \n",
|
||
"1 2022-10-26 10:58:42 0 0.43 1.02 2 14.37 \n",
|
||
"2 2022-10-26 10:58:52 0 0.26 1.01 1 14.39 \n",
|
||
"3 2022-10-26 10:59:02 0 0.21 1.01 1 14.31 \n",
|
||
"4 2022-10-26 10:59:12 0 0.18 1.01 1 14.33 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"17212 2022-10-28 10:47:23 0 -0.22 0.99 -1 17.20 \n",
|
||
"17213 2022-10-28 10:47:33 0 -0.22 0.99 -1 17.19 \n",
|
||
"17214 2022-10-28 10:47:43 0 -0.23 0.99 -1 17.18 \n",
|
||
"17215 2022-10-28 10:47:53 0 -0.23 0.99 -1 17.16 \n",
|
||
"17216 2022-10-28 10:48:03 0 -0.23 0.99 -1 17.12 \n",
|
||
"\n",
|
||
" CO ppm CO @0%O2 ppm CO @0.0%O2 ppm CO @0.0%O2 mg/Nm3 ... \\\n",
|
||
"0 529838.813 545734 546500 682578 ... \n",
|
||
"1 559243.625 571499 570882 713032 ... \n",
|
||
"2 577013.000 582783 584394 729908 ... \n",
|
||
"3 578459.438 584244 584321 729817 ... \n",
|
||
"4 578049.250 583830 583108 728302 ... \n",
|
||
"... ... ... ... ... ... \n",
|
||
"17212 499715.656 494719 494425 617536 ... \n",
|
||
"17213 500295.563 495293 494991 618243 ... \n",
|
||
"17214 500632.594 495626 495310 618643 ... \n",
|
||
"17215 500998.750 495989 495635 619049 ... \n",
|
||
"17216 502340.094 497317 496910 620641 ... \n",
|
||
"\n",
|
||
" Sample flow l/h current pump load % Cooler °C T-Hose °C In1 In2 \\\n",
|
||
"0 59.9 52 13.0 --- --- --- \n",
|
||
"1 60.1 52 13.0 --- --- --- \n",
|
||
"2 60.1 52 13.0 --- --- --- \n",
|
||
"3 60.0 52 13.0 --- --- --- \n",
|
||
"4 59.9 52 13.0 --- --- --- \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"17212 59.9 53 14.0 --- --- --- \n",
|
||
"17213 59.9 53 14.0 --- --- --- \n",
|
||
"17214 60.1 53 14.0 --- --- --- \n",
|
||
"17215 60.2 52 14.0 --- --- --- \n",
|
||
"17216 60.0 52 14.0 --- --- --- \n",
|
||
"\n",
|
||
" In3 In4 AUX_tc °C Status \n",
|
||
"0 --- --- --- 48 \n",
|
||
"1 --- --- --- 48 \n",
|
||
"2 --- --- --- 48 \n",
|
||
"3 --- --- --- 48 \n",
|
||
"4 --- --- --- 48 \n",
|
||
"... ... ... ... ... \n",
|
||
"17212 --- --- --- 48 \n",
|
||
"17213 --- --- --- 48 \n",
|
||
"17214 --- --- --- 48 \n",
|
||
"17215 --- --- --- 48 \n",
|
||
"17216 --- --- --- 48 \n",
|
||
"\n",
|
||
"[17217 rows x 35 columns]"
|
||
]
|
||
},
|
||
"execution_count": 100,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X1026_raw = pd.read_csv('./221026/26_10_2022_10_58_31.csv', parse_dates=[['Date', 'Time']], )\n",
|
||
"X1026_raw"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 101,
|
||
"id": "f722824e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date_Time</th>\n",
|
||
" <th></th>\n",
|
||
" <th>O2 %</th>\n",
|
||
" <th>Air ratio</th>\n",
|
||
" <th>Exc.Air %</th>\n",
|
||
" <th>CO2 %</th>\n",
|
||
" <th>CO ppm</th>\n",
|
||
" <th>CO @0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 ppm</th>\n",
|
||
" <th>CO @0.0%O2 mg/Nm3</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Sample flow l/h</th>\n",
|
||
" <th>current pump load %</th>\n",
|
||
" <th>Cooler °C</th>\n",
|
||
" <th>T-Hose °C</th>\n",
|
||
" <th>In1</th>\n",
|
||
" <th>In2</th>\n",
|
||
" <th>In3</th>\n",
|
||
" <th>In4</th>\n",
|
||
" <th>AUX_tc °C</th>\n",
|
||
" <th>Status</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2022-11-03 09:21:03</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>21.46</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.02</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>59.9</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2022-11-03 09:21:13</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.46</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.02</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2022-11-03 09:21:23</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.46</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.02</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2022-11-03 09:21:33</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.46</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.03</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2022-11-03 09:21:43</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>21.46</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>0.03</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8701</th>\n",
|
||
" <td>2022-11-04 09:31:13</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>12.53</td>\n",
|
||
" <td>568653.500</td>\n",
|
||
" <td>562967</td>\n",
|
||
" <td>560806</td>\n",
|
||
" <td>700446</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8702</th>\n",
|
||
" <td>2022-11-04 09:31:23</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>12.49</td>\n",
|
||
" <td>568608.938</td>\n",
|
||
" <td>562923</td>\n",
|
||
" <td>560753</td>\n",
|
||
" <td>700380</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>59.9</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8703</th>\n",
|
||
" <td>2022-11-04 09:31:33</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>12.44</td>\n",
|
||
" <td>567972.438</td>\n",
|
||
" <td>562293</td>\n",
|
||
" <td>560144</td>\n",
|
||
" <td>699619</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8704</th>\n",
|
||
" <td>2022-11-04 09:31:43</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>12.41</td>\n",
|
||
" <td>567513.875</td>\n",
|
||
" <td>561839</td>\n",
|
||
" <td>559756</td>\n",
|
||
" <td>699136</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.1</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8705</th>\n",
|
||
" <td>2022-11-04 09:31:53</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-0.29</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>12.41</td>\n",
|
||
" <td>567392.125</td>\n",
|
||
" <td>561718</td>\n",
|
||
" <td>559746</td>\n",
|
||
" <td>699123</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>---</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>8706 rows × 35 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date_Time O2 % Air ratio Exc.Air % CO2 % \\\n",
|
||
"0 2022-11-03 09:21:03 --- 21.46 --- --- 0.02 \n",
|
||
"1 2022-11-03 09:21:13 0 21.46 --- --- 0.02 \n",
|
||
"2 2022-11-03 09:21:23 0 21.46 --- --- 0.02 \n",
|
||
"3 2022-11-03 09:21:33 0 21.46 --- --- 0.03 \n",
|
||
"4 2022-11-03 09:21:43 0 21.46 --- --- 0.03 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"8701 2022-11-04 09:31:13 0 -0.29 0.99 -1 12.53 \n",
|
||
"8702 2022-11-04 09:31:23 0 -0.29 0.99 -1 12.49 \n",
|
||
"8703 2022-11-04 09:31:33 0 -0.29 0.99 -1 12.44 \n",
|
||
"8704 2022-11-04 09:31:43 0 -0.29 0.99 -1 12.41 \n",
|
||
"8705 2022-11-04 09:31:53 0 -0.29 0.99 -1 12.41 \n",
|
||
"\n",
|
||
" CO ppm CO @0%O2 ppm CO @0.0%O2 ppm CO @0.0%O2 mg/Nm3 ... \\\n",
|
||
"0 0.000 0 0 0 ... \n",
|
||
"1 0.000 0 0 0 ... \n",
|
||
"2 0.000 0 0 0 ... \n",
|
||
"3 0.000 0 0 0 ... \n",
|
||
"4 0.000 0 0 0 ... \n",
|
||
"... ... ... ... ... ... \n",
|
||
"8701 568653.500 562967 560806 700446 ... \n",
|
||
"8702 568608.938 562923 560753 700380 ... \n",
|
||
"8703 567972.438 562293 560144 699619 ... \n",
|
||
"8704 567513.875 561839 559756 699136 ... \n",
|
||
"8705 567392.125 561718 559746 699123 ... \n",
|
||
"\n",
|
||
" Sample flow l/h current pump load % Cooler °C T-Hose °C In1 In2 \\\n",
|
||
"0 59.9 52 5.0 --- --- --- \n",
|
||
"1 60.0 52 5.0 --- --- --- \n",
|
||
"2 60.0 52 5.0 --- --- --- \n",
|
||
"3 60.0 53 5.0 --- --- --- \n",
|
||
"4 60.0 53 5.0 --- --- --- \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"8701 60.0 51 5.0 --- --- --- \n",
|
||
"8702 59.9 52 5.0 --- --- --- \n",
|
||
"8703 60.0 52 5.0 --- --- --- \n",
|
||
"8704 60.1 51 5.0 --- --- --- \n",
|
||
"8705 60.0 52 5.0 --- --- --- \n",
|
||
"\n",
|
||
" In3 In4 AUX_tc °C Status \n",
|
||
"0 --- --- --- 48 \n",
|
||
"1 --- --- --- 48 \n",
|
||
"2 --- --- --- 48 \n",
|
||
"3 --- --- --- 48 \n",
|
||
"4 --- --- --- 48 \n",
|
||
"... ... ... ... ... \n",
|
||
"8701 --- --- --- 48 \n",
|
||
"8702 --- --- --- 48 \n",
|
||
"8703 --- --- --- 48 \n",
|
||
"8704 --- --- --- 48 \n",
|
||
"8705 --- --- --- 48 \n",
|
||
"\n",
|
||
"[8706 rows x 35 columns]"
|
||
]
|
||
},
|
||
"execution_count": 101,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X1103_raw = pd.read_csv('./221103/03_11_2022_09_21_02.csv', parse_dates=[['Date', 'Time']], dayfirst=True,)\n",
|
||
"X1103_raw"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 102,
|
||
"id": "9d995b8a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X1019_raw['CO %'] = X1019_raw['CO ppm'] / 10000\n",
|
||
"X1019_raw['HV kcal/Nm3'] = (X1019_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
|
||
" + X1019_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 103,
|
||
"id": "c290c4b4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X1026_raw['CO %'] = X1026_raw['CO ppm'] / 10000\n",
|
||
"X1026_raw['HV kcal/Nm3'] = (X1026_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
|
||
" + X1026_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 104,
|
||
"id": "0de6bab5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X1103_raw['CO %'] = X1103_raw['CO ppm'] / 10000\n",
|
||
"X1103_raw['HV kcal/Nm3'] = (X1103_raw['CO ppm'] / 1000000 * dhCO * (kmol_in_Nm3/4184) \n",
|
||
" + X1103_raw['H2 %'] / 100 * dhH2g * (kmol_in_Nm3/4184))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 105,
|
||
"id": "67835067",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X1019_raw[['Date_Time', 'O2 %', 'CO2 %', 'CO %', 'H2 %', 'N2 %', 'HV kcal/Nm3']].to_csv('./221019/X1019.csv')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 106,
|
||
"id": "c9520176",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['Date_Time', ' ', 'O2 %', 'Air ratio ', 'Exc.Air %', 'CO2 %', 'CO ppm',\n",
|
||
" 'CO @0%O2 ppm', 'CO @0.0%O2 ppm', 'CO @0.0%O2 mg/Nm3',\n",
|
||
" 'CO @0.0%O2 g/Nm3', 'CO mg/Nm3', 'H2S ppm', 'H2S @0.0%O2 mg/Nm3',\n",
|
||
" 'CH4 %', 'CxHy %', 'H2 %', 'N2 %', 'Net cal.val. MJ/kg',\n",
|
||
" 'Net cal.val. MJ/m3', 'Gross cal. val. MJ/kg', 'Gross cal. val. MJ/m3',\n",
|
||
" 'T-gas °C', 'T-air °C', 'Diff. press. Pa', 'Sample flow l/h',\n",
|
||
" 'current pump load %', 'Cooler °C', 'T-Hose °C', 'In1 ', 'In2 ', 'In3 ',\n",
|
||
" 'In4 ', 'AUX_tc °C', 'Status ', 'CO %', 'HV kcal/Nm3'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 106,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X1019_raw.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 107,
|
||
"id": "1c842b80",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.0"
|
||
]
|
||
},
|
||
"execution_count": 107,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X1019_raw['CxHy %'].max()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 108,
|
||
"id": "56df52a6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.lines.Line2D at 0x1b064e8b520>]"
|
||
]
|
||
},
|
||
"execution_count": 108,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(X1019_raw['Date_Time'], X1019_raw['O2 %'],)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 109,
|
||
"id": "8270ac11",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "dd294711963643b0ae273812c9a7ff70",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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"\n",
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" Figure\n",
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" </div>\n",
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' width=920.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(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": 110,
|
||
"id": "dca99a97",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b064f9dac0>"
|
||
]
|
||
},
|
||
"execution_count": 110,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "efbb9e5753ba4e6eb6f17588328c7230",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=1288.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(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": 111,
|
||
"id": "840c4fa4",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b069979b80>"
|
||
]
|
||
},
|
||
"execution_count": 111,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "a8c10d4c20974279ad29369468565747",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=1288.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(14,4))\n",
|
||
"plt.plot(X1026_raw.Date_Time, X1026_raw['HV kcal/Nm3'], label='10-26 열량 kcal/Nm3')\n",
|
||
"plt.plot(X1026_raw.Date_Time - pd.Timedelta(1, 'day'), X1026_raw['HV kcal/Nm3'], label='10-27 열량 kcal/Nm3')\n",
|
||
"plt.plot(X1026_raw.Date_Time - pd.Timedelta(2, 'day'), X1026_raw['HV kcal/Nm3'], label='10-28 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": 112,
|
||
"id": "7171ce7d",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b0696362b0>"
|
||
]
|
||
},
|
||
"execution_count": 112,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "f90db3c755b84745a88389b70df8174b",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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' width=1288.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(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": 113,
|
||
"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": 114,
|
||
"id": "b97ef702",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0.04000000000000001\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"1620.7064102104578"
|
||
]
|
||
},
|
||
"execution_count": 114,
|
||
"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": 115,
|
||
"id": "962f2c0b",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(-0.3, 0.0)"
|
||
]
|
||
},
|
||
"execution_count": 115,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 116,
|
||
"id": "10ce314e",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(0.0, 243684.0)"
|
||
]
|
||
},
|
||
"execution_count": 116,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 117,
|
||
"id": "7d39e42b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(0.0, 1.61822193045)"
|
||
]
|
||
},
|
||
"execution_count": 117,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 118,
|
||
"id": "c92c7cea",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.lines.Line2D at 0x1b075335a00>]"
|
||
]
|
||
},
|
||
"execution_count": 118,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 119,
|
||
"id": "c319e806",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [],
|
||
"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": 120,
|
||
"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": 121,
|
||
"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, weather09.time, weather09.atm_sea * 100)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 122,
|
||
"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": 123,
|
||
"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, weather09.time, weather09.atm_sea * 100)\n",
|
||
"\n",
|
||
"ATM_XH2O = np.interp(time_boiler_0922_mass_anlzr, weather09.time, weather09.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": 124,
|
||
"id": "9b09ca50",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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": 125,
|
||
"id": "93f100db",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b075701cd0>"
|
||
]
|
||
},
|
||
"execution_count": 125,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "403bbd9ae35e48a59b3f24c7cf370ccb",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 126,
|
||
"id": "5f330012",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b075444910>"
|
||
]
|
||
},
|
||
"execution_count": 126,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "790ee5c0d14b40eb999e6bd58367f213",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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" Figure\n",
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" </div>\n",
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' width=331.2/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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": 127,
|
||
"id": "d78b9365",
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(-5.0, -3.0)"
|
||
]
|
||
},
|
||
"execution_count": 127,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"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": 128,
|
||
"id": "f60fa4f0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"42721.51260864389"
|
||
]
|
||
},
|
||
"execution_count": 128,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"(dhH2g * 0.6282/100. + dhCO * 62.6294/100.) / 4184"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 129,
|
||
"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": 130,
|
||
"id": "41df8920",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"1.0"
|
||
]
|
||
},
|
||
"execution_count": 130,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"sum(testX.values())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 131,
|
||
"id": "d819ac28",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>time</th>\n",
|
||
" <th>temperature</th>\n",
|
||
" <th>precipitation</th>\n",
|
||
" <th>wind_direction</th>\n",
|
||
" <th>wind_speed</th>\n",
|
||
" <th>atm_post</th>\n",
|
||
" <th>atm_sea</th>\n",
|
||
" <th>rh</th>\n",
|
||
" <th>radiation</th>\n",
|
||
" <th>sunshine</th>\n",
|
||
" <th>vp</th>\n",
|
||
" <th>XH2O</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <th>30932</th>\n",
|
||
" <td>2022-09-22 16:00:00</td>\n",
|
||
" <td>24.4</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>2.2</td>\n",
|
||
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|
||
" <td>1012.9</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>0.01506</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"text/plain": [
|
||
" time temperature precipitation wind_direction \\\n",
|
||
"30932 2022-09-22 16:00:00 24.4 0.0 70.0 \n",
|
||
"\n",
|
||
" wind_speed atm_post atm_sea rh radiation sunshine vp \\\n",
|
||
"30932 2.2 1002.9 1012.9 50.0 1.76 30660 1525.430983 \n",
|
||
"\n",
|
||
" XH2O \n",
|
||
"30932 0.01506 "
|
||
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|
||
},
|
||
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|
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
" <th>30930</th>\n",
|
||
" <td>2022-09-22 14:00:00</td>\n",
|
||
" <td>24.6</td>\n",
|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
" <td>24.9</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
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|
||
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|
||
" <td>2022-09-22 16:00:00</td>\n",
|
||
" <td>24.4</td>\n",
|
||
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|
||
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|
||
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|
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|
||
" <th>30933</th>\n",
|
||
" <td>2022-09-22 17:00:00</td>\n",
|
||
" <td>24.3</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
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|
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|
||
" <th>30934</th>\n",
|
||
" <td>2022-09-22 18:00:00</td>\n",
|
||
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|
||
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|
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|
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" time temperature precipitation wind_direction \\\n",
|
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"30930 2022-09-22 14:00:00 24.6 0.0 90.0 \n",
|
||
"30931 2022-09-22 15:00:00 24.9 0.0 90.0 \n",
|
||
"30932 2022-09-22 16:00:00 24.4 0.0 70.0 \n",
|
||
"30933 2022-09-22 17:00:00 24.3 0.0 50.0 \n",
|
||
"30934 2022-09-22 18:00:00 22.3 0.0 320.0 \n",
|
||
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|
||
" wind_speed atm_post atm_sea rh radiation sunshine vp \\\n",
|
||
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||
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