{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Light Curve Analysis of TRAPPIST-1d&e transits\n",
"## Mayuko Mori / The University of Tokyo"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"このノートでは、JpGU2018にて発表したTRAPPIST-1の惑星質量推定のためのライトカーブ解析についての方法をまとめました。 \n",
"この研究は2017年度卒業研究として行ったものです。 \n",
"疑問点やアドバイス等あればぜひこちらまでお願いします \n",
"→mori@astron.s.u-tokyo.ac.jp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 0. 解析に必要なモジュールの準備"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"from glob import glob\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as pl\n",
"%matplotlib inline\n",
"\n",
"#styling\n",
"pl.style.use('seaborn-white')\n",
"import matplotlib\n",
"matplotlib.rcParams.update({'font.size': 15})\n",
"pl.rcParams['ytick.labelsize'] = 'large'\n",
"pl.rcParams['xtick.labelsize'] = 'large'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. データフレームの準備"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1-1 測光結果を読み込む"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"測光には福井暁彦さんのプログラムafapphotを用いた。 \n",
"様々なアパーチャー半径で測光した結果、目で見てライトカーブが綺麗に見えるアパーチャー半径を複数用意した。 \n",
"以下で行うフィッティングを様々な半径で行なった結果BIC等の基準から最も良くフィッティングできる半径を残すことにする(結果としては13pixだった)。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" GJD-2450000 | \n",
" airmass | \n",
" sky | \n",
" dx | \n",
" dy | \n",
" flux(10) | \n",
" err(10) | \n",
" flux(11) | \n",
" err(11) | \n",
" flux(12) | \n",
" err(12) | \n",
" flux(13) | \n",
" err(13) | \n",
" flux(14) | \n",
" err(14) | \n",
" flux(15) | \n",
" err(15) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 8062.876429 | \n",
" 1.5601 | \n",
" 1109.2 | \n",
" -0.027 | \n",
" -2.954 | \n",
" 0.998611 | \n",
" 0.004243 | \n",
" 0.999285 | \n",
" 0.004415 | \n",
" 0.997248 | \n",
" 0.004615 | \n",
" 0.997372 | \n",
" 0.004839 | \n",
" 0.997539 | \n",
" 0.005075 | \n",
" 0.995310 | \n",
" 0.005315 | \n",
"
\n",
" \n",
" 1 | \n",
" 8062.877054 | \n",
" 1.5560 | \n",
" 979.4 | \n",
" -0.084 | \n",
" -2.454 | \n",
" 1.003984 | \n",
" 0.004132 | \n",
" 1.004214 | \n",
" 0.004304 | \n",
" 1.004072 | \n",
" 0.004506 | \n",
" 1.003590 | \n",
" 0.004729 | \n",
" 1.005631 | \n",
" 0.004968 | \n",
" 1.005165 | \n",
" 0.005211 | \n",
"
\n",
" \n",
" 2 | \n",
" 8062.877679 | \n",
" 1.5516 | \n",
" 875.1 | \n",
" -0.130 | \n",
" -1.302 | \n",
" 1.006406 | \n",
" 0.004044 | \n",
" 1.004540 | \n",
" 0.004190 | \n",
" 1.004198 | \n",
" 0.004377 | \n",
" 1.003489 | \n",
" 0.004581 | \n",
" 1.003510 | \n",
" 0.004800 | \n",
" 1.003624 | \n",
" 0.005028 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" GJD-2450000 airmass sky dx dy flux(10) err(10) flux(11) \\\n",
"0 8062.876429 1.5601 1109.2 -0.027 -2.954 0.998611 0.004243 0.999285 \n",
"1 8062.877054 1.5560 979.4 -0.084 -2.454 1.003984 0.004132 1.004214 \n",
"2 8062.877679 1.5516 875.1 -0.130 -1.302 1.006406 0.004044 1.004540 \n",
"\n",
" err(11) flux(12) err(12) flux(13) err(13) flux(14) err(14) \\\n",
"0 0.004415 0.997248 0.004615 0.997372 0.004839 0.997539 0.005075 \n",
"1 0.004304 1.004072 0.004506 1.003590 0.004729 1.005631 0.004968 \n",
"2 0.004190 1.004198 0.004377 1.003489 0.004581 1.003510 0.004800 \n",
"\n",
" flux(15) err(15) \n",
"0 0.995310 0.005315 \n",
"1 1.005165 0.005211 \n",
"2 1.003624 0.005028 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('TRAPPIST-1_171105_zband.csv', delimiter=',', parse_dates=True)\n",
"df = df.drop(['Unnamed: 0'],axis=1)\n",
"df.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"GJDをBJDに変換したものに置き換える。(変換プログラム:http://astroutils.astronomy.ohio-state.edu/time/utc2bjd.html)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" time | \n",
" airmass | \n",
" sky | \n",
" dx | \n",
" dy | \n",
" flux(10) | \n",
" err(10) | \n",
" flux(11) | \n",
" err(11) | \n",
" flux(12) | \n",
" err(12) | \n",
" flux(13) | \n",
" err(13) | \n",
" flux(14) | \n",
" err(14) | \n",
" flux(15) | \n",
" err(15) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 8062.880338 | \n",
" 1.5601 | \n",
" 1109.2 | \n",
" -0.027 | \n",
" -2.954 | \n",
" 0.998611 | \n",
" 0.004243 | \n",
" 0.999285 | \n",
" 0.004415 | \n",
" 0.997248 | \n",
" 0.004615 | \n",
" 0.997372 | \n",
" 0.004839 | \n",
" 0.997539 | \n",
" 0.005075 | \n",
" 0.995310 | \n",
" 0.005315 | \n",
"
\n",
" \n",
" 1 | \n",
" 8062.880963 | \n",
" 1.5560 | \n",
" 979.4 | \n",
" -0.084 | \n",
" -2.454 | \n",
" 1.003984 | \n",
" 0.004132 | \n",
" 1.004214 | \n",
" 0.004304 | \n",
" 1.004072 | \n",
" 0.004506 | \n",
" 1.003590 | \n",
" 0.004729 | \n",
" 1.005631 | \n",
" 0.004968 | \n",
" 1.005165 | \n",
" 0.005211 | \n",
"
\n",
" \n",
" 2 | \n",
" 8062.881588 | \n",
" 1.5516 | \n",
" 875.1 | \n",
" -0.130 | \n",
" -1.302 | \n",
" 1.006406 | \n",
" 0.004044 | \n",
" 1.004540 | \n",
" 0.004190 | \n",
" 1.004198 | \n",
" 0.004377 | \n",
" 1.003489 | \n",
" 0.004581 | \n",
" 1.003510 | \n",
" 0.004800 | \n",
" 1.003624 | \n",
" 0.005028 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" time airmass sky dx dy flux(10) err(10) flux(11) \\\n",
"0 8062.880338 1.5601 1109.2 -0.027 -2.954 0.998611 0.004243 0.999285 \n",
"1 8062.880963 1.5560 979.4 -0.084 -2.454 1.003984 0.004132 1.004214 \n",
"2 8062.881588 1.5516 875.1 -0.130 -1.302 1.006406 0.004044 1.004540 \n",
"\n",
" err(11) flux(12) err(12) flux(13) err(13) flux(14) err(14) \\\n",
"0 0.004415 0.997248 0.004615 0.997372 0.004839 0.997539 0.005075 \n",
"1 0.004304 1.004072 0.004506 1.003590 0.004729 1.005631 0.004968 \n",
"2 0.004190 1.004198 0.004377 1.003489 0.004581 1.003510 0.004800 \n",
"\n",
" flux(15) err(15) \n",
"0 0.995310 0.005315 \n",
"1 1.005165 0.005211 \n",
"2 1.003624 0.005028 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df.rename(columns={'GJD-2450000': 'time'})\n",
"df_BJD = pd.read_csv('BJD.txt', delimiter=' ', header=-1,parse_dates=True)\n",
"df_BJD.columns=['BJD']\n",
"df['time']=df_BJD['BJD']-2450000\n",
"df.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"306"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"データの数は306点。これをプロットしてみると以下のようになる。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAukAAADYCAYAAABWfX0qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBT3/EcUAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = pl.subplots(1,1,figsize=(12,3),sharex=True)\n",
"\n",
"time = df['time']\n",
"flux = df['flux(13)']\n",
"\n",
"ax.plot(time, flux)\n",
"\n",
"#add plot labels\n",
"ax.set_xlabel('BJD-2450000')\n",
"ax.set_ylabel('Normalized Flux')\n",
"ax.legend(loc='lower left')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1-2 外れ値を除く"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"上のグラフから、1箇所明らかに外れている値があるのがわかる。確認したところすべておなじフレーム(MSCT2_1711050228)のデータだったので、fluxの平均から$5\\sigma$以上離れている点を除くと、その1点だけが除かれた。(おそらくcosmic rayの影響)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sigma = 5\n",
"df=df[np.abs(df['flux(12)']-df['flux(12)'].mean())<=(sigma*df['flux(12)'].std())]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"また、airmassについても1点だけおかしい点があった。こちらはFits header書き込みエラーだと思われるので、データ点を減らさないために、前後の平均値を用いることにして使うデータに戻してやった。"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Int64Index([9], dtype='int64')\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAADGCAYAAAAZm6xKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzuUZnPd5toUAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = pl.subplots(1,1,figsize=(12,3))\n",
"ax.plot(df['time'],df['airmass'],label='airmass')\n",
"ax.legend(loc='lower right')\n",
"\n",
"print(df[np.abs(df['airmass']-df['airmass'].mean())>(sigma*df['airmass'].std())].index)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAADGCAYAAAAZm6xKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['airmass'][9]=(df['airmass'][8]+df['airmass'][10])/2.\n",
"\n",
"fig,ax = pl.subplots(1,1,figsize=(12,3))\n",
"ax.plot(df['time'],df['airmass'],label='airmass')\n",
"ax.legend(loc='lower right')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"305"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"外れ値を除いたデータ点は305点、プロットすると以下のようになる。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAvMAAADfCAYAAAB79FyzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghhBDCRkkxL4QQQgghhI36H3C1m7pvi/qXAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = pl.subplots(1,1,figsize=(12,3),sharex=True)\n",
"\n",
"time = df['time']\n",
"flux = df['flux(13)']\n",
"err = df['err(13)']\n",
"\n",
"ax.plot(time, flux)\n",
"\n",
"#add plot labels\n",
"ax.set_xlabel('BJD-2450000')\n",
"ax.set_ylabel('Normalized Flux')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"左側の凹みがe、右側がdのトランジットと予想されるが、確認はモデルフィットの際に行う。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. モデルの準備\n",
"### 2-1 トランジットのモデルを定義する\n",
"様々な物理量からトランジットのライトカーブモデルを描くプログラムPyTransit(https://github.com/hpparvi/PyTransit )を、2つのトランジットが重なった状況にも適応できるようにした。 \n",
"\n",
"今回のノートでは簡単のため(また精度がそこまで高くなく、大きく変化する可能性のあるトランジット中心の値以外は先行研究の値を用いた方がよいため)、 フィッティングの際に半径比kとトランジット中心tcのみを変動させ、その他のパラメタは固定している。状況に応じて固定したパラメタをフリーにしたり、priorの置き方も工夫する。"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from pytransit import MandelAgol\n",
"\n",
"def transit_model_q(parameters, fix, time, model=MandelAgol()):\n",
" \n",
" k_d,tc_d,k_e,tc_e = parameters\n",
" p_d,a_d,b_d,p_e,a_e,b_e,q1_,q2_ = fix\n",
" \n",
" #compute inclination\n",
" inc_d = np.arccos(b_d/a_d)\n",
" inc_e = np.arccos(b_e/a_e)\n",
" #convert q to u\n",
" u1,u2 = q_to_u(q1_, q2_)\n",
" #evaluate the model\n",
" m = 1-(1-model.evaluate(time, k_d, (u1,u2), tc_d, p_d, a_d, inc_d))-(1-model.evaluate(time, k_e, (u1,u2), tc_e, p_e,a_e, inc_e))\n",
" \n",
" return m"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2-2 必要な物理量の代入\n",
"トランジットモデルを描くための物理量を先行文献から求める。"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from astropy import units as u\n",
"\n",
"#values come from S.Wang et al.(2017) \n",
"tc_0d = 7682.2921#pm 0.0023(BJD-2450000)\n",
"_Pd = 4.04982 #pm 0.00017(days)\n",
"tc_d = tc_0d+94*_Pd\n",
"_ad = 0.02145 #semimajor axis (AU)\n",
"_Rpd = 0.772 #pm 0.030 (R_earth)\n",
"\n",
"#from M.Gillon et al.(2017)\n",
"_bd = 0.17 #pm0.11\n",
"\n",
"_Rs = 0.117 #pm 0.0036(Rsun)\n",
"k_d = _Rpd/_Rs/u.Rsun.to(u.Rearth)\n",
"a_s_d= _ad/_Rs/u.Rsun.to(u.au)\n",
"\n",
"#values come from S.Wang et al.(2017) \n",
"tc_0e= 7574.9829 #pm 0.0025(BJD-2450000)\n",
"_Pe = 6.099570 #pm 0.000091 (days) w/o TTV\n",
"tc_e = tc_0e+80*_Pe\n",
"_ae = 0.02818 #semimajor axis (AU)\n",
"_Rpe = 0.918 #pm0.039 (R_earth)\n",
"\n",
"#from M.Gillon et al.(2017)\n",
"_be = 0.12 #+0.11/-0.09\n",
"\n",
"k_e = _Rpe/_Rs/u.Rsun.to(u.Rearth)\n",
"a_s_e= _ae/_Rs/u.Rsun.to(u.au)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"主星TRAPPIST-1の有効温度、表面重力、金属量から、プログラムlimbdark(https://github.com/john-livingston/limbdark )を用いて周縁減光パラメタの理論値を求める。 "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import limbdark as ld\n",
"\n",
"#from M.Gillon(2017)\n",
"teff, uteff = 2559, 50 \n",
"logg, ulogg = 4.39, 0.03 \n",
"feh, ufeh = 0.04, 0.08 \n",
"\n",
"ldc = ld.claret(\"z*\", teff, uteff, logg, ulogg, feh, ufeh, n=int(1e4))\n",
"#ldc = u1_,u1err, u2_,u2err"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"周縁減光のパラメタとして、$(u_1,u_2)$よりも以下で定義される$(q_1,q_2)$の方が使いやすい(範囲を指定すれば物理的にありえない状況を除ける)ため、変換の式。"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def u_to_q(u1, u2):\n",
" '''\n",
" convert limb-darkening coefficients\n",
" from u to q\n",
" \n",
" see Eq. 15 & 16 in Kipping 2013\n",
" '''\n",
" q1 = (u1 + u2)**2\n",
" q2 = u1 / (2 * (u1 + u2))\n",
" return q1, q2\n",
"\n",
"def q_to_u(q1, q2):\n",
" '''\n",
" convert limb-darkening coefficients\n",
" from q to u\n",
" \n",
" see Eq. 17 & 18 in Kipping 2013\n",
" '''\n",
" u1 = 2 * np.sqrt(q1) * q2\n",
" u2 = np.sqrt(q1) * (1 - 2*q2)\n",
" return u1, u2"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"q1_,q2_ = u_to_q(ldc[0],ldc[2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ためしに生データに理論値を入れたトランジットモデルを重ねると以下のようになる。"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABCEAAAEOCAYAAAC3sA26AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIiKd+P9SoxRjJeOacgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = pl.subplots(1,1,figsize=(15,4),sharex=True)\n",
"\n",
"time = df['time']\n",
"flux = df['flux(13)']\n",
"\n",
"ax.plot(time, flux, 'r-', label='rad=13.0(pix)')\n",
"\n",
"transit_params_d = [k_d,tc_d]\n",
"transit_params_e = [k_e,tc_e]\n",
"\n",
"transit_params=transit_params_d+transit_params_e\n",
"\n",
"transit_fix = [_Pd,a_s_d,_bd,_Pe,a_s_e,_be,q1_,q2_]\n",
"\n",
"transit_model = transit_model_q(transit_params,transit_fix, time, model=MandelAgol())\n",
"\n",
"ax.plot(time, transit_model , color ='black')\n",
"\n",
"ax.set_xlabel('BJD-2450000')\n",
"ax.set_ylabel('Normalized Flux')\n",
"ax.legend(loc='lower left')\n",
"pl.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"本来はTRAPPIST-1dとeのトランジットが重なる予定だった(それを狙った観測であった)。しかし実際にはTTVの影響でタイミングが重ならなかったことがわかる。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2-3 systematicsのモデルを定義する"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"systematics = flux / transit_modelとして、各点のsystematics($s_i$)について\n",
"\n",
"$s_i = w_1 X_{i1} + w_2 X_{i2} + \\cdots $\n",
"\n",
"という線形の組み合わせが成り立っているとする。($X_{im}$はairmassやdxのような要素、w_mはパラメタとなる重み。) \n",
"これをベクトル表記すると\n",
"\n",
"$\\vec{s }= X \\cdot \\vec{w }$\n",
"\n",
"と表される。pythonの行列計算を用いる。逆行列を求めるため正方行列にする必要があるので以下のようにしている。\n",
"\n",
"$X^T \\cdot\\vec{s } = X^T \\cdot X \\cdot \\vec{w } $ \n",
"$(X^T \\cdot X)^{-1} \\cdot X^T \\cdot \\vec{s } = (X^T \\cdot X)^{-1} \\cdot X^T \\cdot X \\cdot \\vec{w }=\\vec{w }$ \n",
"結局、 \n",
"$\\vec{w }=(X^T \\cdot X)^{-1} \\cdot X^T \\cdot \\vec{s }$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2-3-1. systematicsの組み合わせを用意する"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"systematicsが上記のような線形の組み合わせで表されると近似した場合、すべての要素を入れれば入れるほど正しい結果になるとは限らず、どの要素を入れるかを考慮する必要がある。 \n",
"プログラムを用いてその組み合わせを用意する。"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import itertools\n",
"free=[['dx'],['dy'],['airmass'],['sky'],['del_time']]\n",
"\n",
"seq1=['dx','dy','airmass','sky','del_time']\n",
"temp1=list(itertools.combinations(seq1,1))\n",
"temp2=list(itertools.combinations(seq1,2))\n",
"temp3=list(itertools.combinations(seq1,3))\n",
"\n",
"m=0\n",
"for m in range(len(temp3)):\n",
" b=[seq1[n] for n in range(len(seq1)) if not seq1[n] in temp3[m]]\n",
" free.append(b)\n",
" m += 1\n",
"m=0\n",
"for m in range(len(temp2)):\n",
" b=[seq1[n] for n in range(len(seq1)) if not seq1[n] in temp2[m]]\n",
" free.append(b)\n",
" m += 1 \n",
"m=0\n",
"for m in range(len(temp1)):\n",
" b=[seq1[n] for n in range(len(seq1)) if not seq1[n] in temp1[m]]\n",
" free.append(b)\n",
" m += 1\n",
"\n",
"free.append(seq1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"上で用意したのは名前の組み合わせなので、ここから実際の値の組み合わせを準備する"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"time_mean = (df['time'][0]+df['time'][304])/2\n",
"df['del_time']=df['time']-time_mean"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sys_combination = [] \n",
"\n",
"for n in range(len(free)):\n",
" X=np.ones_like(time)\n",
" for m in range(len(free[n])):\n",
" X=np.c_[X,df[free[n][m]]]\n",
" sys_combination.append(X)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"このうちどの組み合わせを$X$として採用するかをフィッティングして(BIC等を基準にして)決めたい。$w$がフリーパラメタとなるが、初期値が適切でないとおかしな結果を出してしまうので、初期値として、OOT(Out-Of-Transit)からざっと求めた値を用いることにする。 \n",
"### 2-3-2 各systematicsの組み合わせについて$\\vec{w}$の値を求める\n",
"まず、OOTのデータ点(ざっと)を用意する。"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"df2 = df[~((df['time']>8062.910) & (df['time']< 8063.00))]\n",
"time_OOT = df2['time']\n",
"flux_OOT = df2['flux(13)']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"これについて$\\vec{w}$を求める"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"w_before = []\n",
"sys_combination_OOT = [] \n",
"for n in range(len(free)):\n",
" X=np.ones_like(time_OOT)\n",
" for m in range(len(free[n])):\n",
" X=np.c_[X,df2[free[n][m]]]\n",
" sys_combination_OOT.append(X)\n",
" w = np.linalg.solve(np.dot(X.T,X), np.dot(X.T, flux_OOT))\n",
" w_before.append(w)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"これで各systematicsの組み合わせについて$\\vec{w}$のおよその値が求められた。例えば"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAokAAAFqCAYAAAB278CQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAgBfwPOIF24tRZzAQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"w=w_before[10]\n",
"X=sys_combination[10]\n",
"sys_model = np.dot(X,w)\n",
"\n",
"\n",
"fig,ax = pl.subplots(1,1,figsize=(10,6),sharex=True)\n",
"pl.plot(time_OOT,flux_OOT)\n",
"pl.plot(time,sys_model,'k-')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. 各パラメタセットでフィットし最も良いセットを決める(MLE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"systematicsについて様々なパラメタの組み合わせを用意した。パラメタは、増やせば増やすほどよくフィットされてしまうが、これは物理的に正しくない「overfitting」を起こしている可能性がある。 \n",
"そこで、カイ自乗でなくBICという値を用意し、これを小さくするようにフィッティングを行う。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4-1 基準: Bayesian Information Criteria (BIC)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def rms(flux,flux_model):\n",
" residual = flux-flux_model\n",
" return np.sqrt(np.mean((residual)**2))\n",
"\n",
"def chisq(flux,flux_model,err):\n",
" residual = flux-flux_model\n",
" return np.sum((residual/err)**2)\n",
"\n",
"#BIC = chi2 + num_p * np.log(num_d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4-2 フィッティング\n",
"最小にする関数を定義。"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import scipy.optimize as op\n",
"\n",
"def obj (params_full,fix, t, f, err):\n",
" '''\n",
" objective function: chi-squared\n",
" '''\n",
" transit_params=params_full[:4]\n",
" sys_params=params_full[4:]\n",
" \n",
" m = transit_model_q(transit_params, fix,t, model=MandelAgol())\n",
" s = np.dot(sys_use,sys_params)\n",
" \n",
" Tc_d = params_full[1]\n",
" Tc_e = params_full[3]\n",
" if not (time[0]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(15,5))\n",
"#plot corrected data\n",
"pl.plot(time, flux, 'ko', alpha=0.5, label='raw data')\n",
"#pl.set_title('raw data & transit+systematics models (z-band)', fontsize=18)\n",
"#plot transit+sys models\n",
"pl.plot(time, transit_model*sys_model, 'r-', lw=2, label='transit & sys model');\n",
"\n",
"pl.legend(fontsize=18)\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"さらにここで、(短いチェーンの)MCMCを用いて、optimizeしたものからさらに少し動いた位置での値を試してより最適な方を選択する、という手法を導入する。emcee(https://emcee.readthedocs.io/en/stable/#) というパッケージを用いた。"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import emcee\n",
"from tqdm import tqdm\n",
"\n",
"def runmc(obje, params, args=(transit_fix,time,flux,err),nsteps=500):\n",
" dim = len(params)\n",
" nwalkers = 100\n",
" sampler = emcee.EnsembleSampler(nwalkers, dim, obje, args=args)\n",
"\n",
" pos0 = [params + 1e-4 * np.random.randn(dim) for i in range(nwalkers)]\n",
" for pos,_,_ in tqdm(sampler.sample(pos0, iterations=nsteps)):\n",
" pass\n",
" idx = np.argmax(sampler.flatlnprobability)\n",
" paramsmc = sampler.flatchain[idx]\n",
" \n",
" return paramsmc, sampler.flatlnprobability[idx]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"500it [00:57, 9.48it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"systematics is ['airmass']\n",
"rms w/o systematics:\n",
"0.00361899\n",
"chisq:\n",
"254.76667194\n",
"reduced_chisq:\n",
"0.85492172\n",
"BIC: 294.8089\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"resultmc, lnprobmc = runmc(lambda *x: -obj(*x), result.x,args=(transit_fix,time,flux,err),nsteps=500)\n",
"\n",
"transit_params_after_mc = resultmc[:4]\n",
"sys_params_after = resultmc[4:]\n",
"\n",
"transit_model2 = transit_model_q(transit_params_after_mc,transit_fix, time, model=MandelAgol())\n",
"sys_model = np.dot(sys_use,sys_params_after)\n",
"print('\\nsystematics is' ,free[2])\n",
"#compute rms\n",
"rms_after2 = rms(flux,sys_model*transit_model2)\n",
"print('rms w/o systematics:\\n{:.8f}'.format(rms_after2))\n",
" \n",
"#compute BIC\n",
"num_d=len(time)\n",
"num_p=full_params.size\n",
"chi2 = chisq(flux,sys_model*transit_model2,err)\n",
" \n",
"dof = num_d - num_p\n",
"red_chi2 = chi2 / dof\n",
"BIC = chi2 + num_p * np.log(num_d)\n",
" \n",
"print('chisq:\\n{:.8f}'.format(chi2))\n",
"print('reduced_chisq:\\n{:.8f}'.format(red_chi2))\n",
"print('BIC: {:.4f}'.format(BIC))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"MCMCを使った場合の方がBICが3小さくなった。この場合をプロットしてみると"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABCAAAAFVCAYAAAA+O56wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(15,5))\n",
"pl.plot(time, flux, 'ko', alpha=0.5, label='raw data')\n",
"pl.plot(time, transit_model*sys_model, 'r-', lw=2, label='transit & sys model');\n",
"\n",
"pl.legend(fontsize=18)\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"文献値、optimizeの結果、mcmcによるフィッティングの結果を並べると以下の通り。"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 6.04923922e-02, 6.04924398e-02, 6.36341026e-02],\n",
" [ 8.06297518e+03, 8.06297414e+03, 8.06297437e+03],\n",
" [ 7.19326633e-02, 7.19326248e-02, 7.29153086e-02],\n",
" [ 8.06294850e+03, 8.06293746e+03, 8.06293755e+03],\n",
" [ 9.99960742e-01, 1.00036903e+00, 1.00768005e+00],\n",
" [ 1.11969222e-04, 1.11969799e-04, 2.02121608e-04],\n",
" [ 9.71992474e-04, 1.01983271e-03, -4.03808313e-03]])"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.c_[full_params,result.x,resultmc]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"同様のことを様々なアパーチャー、31パターンのパラメタの組み合わせで行い、BICを計算する。(radiusの値を変化させる) \n",
"なお、errはreduced$\\chi^2$がおよそ1になるように0.935倍した(測光プログラムでおよそ良いエラーを出しているが過大・過少見積もりしている場合があるのでここで補正する)。"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"aperture radius =13pix\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 7.98it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 0\n",
"systematics is ['dx']\n",
"rms w/o systematics:\n",
"0.00363099\n",
"reduced_chisq:\n",
"0.98171147\n",
"BIC: 327.8536\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 9.05it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 1\n",
"systematics is ['dy']\n",
"rms w/o systematics:\n",
"0.00362671\n",
"reduced_chisq:\n",
"0.97890126\n",
"BIC: 327.0133\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 8.32it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 2\n",
"systematics is ['airmass']\n",
"rms w/o systematics:\n",
"0.00362426\n",
"reduced_chisq:\n",
"0.97753513\n",
"BIC: 326.6049\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 9.87it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 3\n",
"systematics is ['sky']\n",
"rms w/o systematics:\n",
"0.00362853\n",
"reduced_chisq:\n",
"0.98016548\n",
"BIC: 327.3913\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 10.16it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 4\n",
"systematics is ['del_time']\n",
"rms w/o systematics:\n",
"0.00363154\n",
"reduced_chisq:\n",
"0.98232153\n",
"BIC: 328.0360\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 9.28it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 5\n",
"systematics is ['sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00363033\n",
"reduced_chisq:\n",
"0.98177792\n",
"BIC: 332.6120\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 8.85it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 6\n",
"systematics is ['airmass', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362094\n",
"reduced_chisq:\n",
"0.97921637\n",
"BIC: 331.8487\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 9.08it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 7\n",
"systematics is ['airmass', 'sky']\n",
"rms w/o systematics:\n",
"0.00360950\n",
"reduced_chisq:\n",
"0.97276394\n",
"BIC: 329.9258\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 7.76it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 8\n",
"systematics is ['dy', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362590\n",
"reduced_chisq:\n",
"0.98196241\n",
"BIC: 332.6670\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 8.89it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 9\n",
"systematics is ['dy', 'sky']\n",
"rms w/o systematics:\n",
"0.00362110\n",
"reduced_chisq:\n",
"0.97840893\n",
"BIC: 331.6080\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 9.00it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 10\n",
"systematics is ['dy', 'airmass']\n",
"rms w/o systematics:\n",
"0.00362071\n",
"reduced_chisq:\n",
"0.97886788\n",
"BIC: 331.7448\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 9.44it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 11\n",
"systematics is ['dx', 'del_time']\n",
"rms w/o systematics:\n",
"0.00363165\n",
"reduced_chisq:\n",
"0.98554457\n",
"BIC: 333.7345\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 9.82it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 12\n",
"systematics is ['dx', 'sky']\n",
"rms w/o systematics:\n",
"0.00362398\n",
"reduced_chisq:\n",
"0.97975412\n",
"BIC: 332.0089\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 8.22it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 13\n",
"systematics is ['dx', 'airmass']\n",
"rms w/o systematics:\n",
"0.00362184\n",
"reduced_chisq:\n",
"0.97968167\n",
"BIC: 331.9873\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 8.58it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 14\n",
"systematics is ['dx', 'dy']\n",
"rms w/o systematics:\n",
"0.00362425\n",
"reduced_chisq:\n",
"0.98098251\n",
"BIC: 332.3750\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.14it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 15\n",
"systematics is ['airmass', 'sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00361564\n",
"reduced_chisq:\n",
"0.97871542\n",
"BIC: 336.4410\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 10.33it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 16\n",
"systematics is ['dy', 'sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362286\n",
"reduced_chisq:\n",
"0.98156540\n",
"BIC: 337.2874\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.19it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 17\n",
"systematics is ['dy', 'airmass', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362103\n",
"reduced_chisq:\n",
"0.98191094\n",
"BIC: 337.3900\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.20it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 18\n",
"systematics is ['dy', 'airmass', 'sky']\n",
"rms w/o systematics:\n",
"0.00360983\n",
"reduced_chisq:\n",
"0.97471912\n",
"BIC: 335.2541\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.06it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 19\n",
"systematics is ['dx', 'sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362611\n",
"reduced_chisq:\n",
"0.98433534\n",
"BIC: 338.1101\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.24it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 20\n",
"systematics is ['dx', 'airmass', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362170\n",
"reduced_chisq:\n",
"0.98292470\n",
"BIC: 337.6911\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.35it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 21\n",
"systematics is ['dx', 'airmass', 'sky']\n",
"rms w/o systematics:\n",
"0.00361454\n",
"reduced_chisq:\n",
"0.97486814\n",
"BIC: 335.2983\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.39it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 22\n",
"systematics is ['dx', 'dy', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362312\n",
"reduced_chisq:\n",
"0.98373990\n",
"BIC: 337.9332\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:09, 10.20it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 23\n",
"systematics is ['dx', 'dy', 'sky']\n",
"rms w/o systematics:\n",
"0.00361811\n",
"reduced_chisq:\n",
"0.97952035\n",
"BIC: 336.6800\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 8.79it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 24\n",
"systematics is ['dx', 'dy', 'airmass']\n",
"rms w/o systematics:\n",
"0.00362232\n",
"reduced_chisq:\n",
"0.98295700\n",
"BIC: 337.7007\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:10, 9.20it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 25\n",
"systematics is ['dy', 'airmass', 'sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00361136\n",
"reduced_chisq:\n",
"0.97861821\n",
"BIC: 341.1538\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 7.76it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 26\n",
"systematics is ['dx', 'airmass', 'sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00361362\n",
"reduced_chisq:\n",
"0.98018955\n",
"BIC: 341.6189\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 8.74it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 27\n",
"systematics is ['dx', 'dy', 'sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00361922\n",
"reduced_chisq:\n",
"0.98340707\n",
"BIC: 342.5713\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 9.47it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 28\n",
"systematics is ['dx', 'dy', 'airmass', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362761\n",
"reduced_chisq:\n",
"0.98871355\n",
"BIC: 344.1420\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 8.95it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 29\n",
"systematics is ['dx', 'dy', 'airmass', 'sky']\n",
"rms w/o systematics:\n",
"0.00361493\n",
"reduced_chisq:\n",
"0.98138792\n",
"BIC: 341.9736\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100it [00:11, 7.54it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mcmc found better solution!!!!!!!\n",
"\n",
"number 30\n",
"systematics is ['dx', 'dy', 'airmass', 'sky', 'del_time']\n",
"rms w/o systematics:\n",
"0.00362530\n",
"reduced_chisq:\n",
"0.98748943\n",
"BIC: 348.5125\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"time = df['time']\n",
"\n",
"radius = '13' #ここを変えて回す\n",
"flux = df['flux('+radius+')']\n",
"err = df['err('+radius+')']*0.935\n",
"\n",
"transit_params_d = [k_d,tc_d]\n",
"transit_params_e = [k_e,tc_e]\n",
"\n",
"transit_params=transit_params_d+transit_params_e\n",
"\n",
"BIC_list = []\n",
"rms_list=[]\n",
"reduced_chisq_list = []\n",
"\n",
"params_after_mc1_list=[]\n",
"transit_params_after_list=[]\n",
"w_after_list=[]\n",
"\n",
"count = 0\n",
"\n",
"\n",
"print('\\naperture radius =' + radius+'pix')\n",
"\n",
"\n",
"for n in range(len(w_before)):\n",
" sys_use = sys_combination[n]\n",
" w = w_before[n]\n",
" full_params = np.concatenate((transit_params, w), axis=0)\n",
"\n",
" result = op.minimize(obj, full_params, args=(transit_fix,time,flux,err), method='nelder-mead')\n",
" resultmc, lnprobmc = runmc(lambda *x: -obj(*x), result.x,args=(transit_fix,time,flux,err),nsteps=100)\n",
"\n",
" if lnprobmc > -result.fun:\n",
" best= resultmc\n",
" print (\"mcmc found better solution!!!!!!!\")\n",
" else:\n",
" best = result.x\n",
"\n",
" params_after = best\n",
"\n",
" params_after_mc1_list.append(params_after)\n",
" transit_params_after = params_after[:4]\n",
" transit_params_after_list.append(transit_params_after)\n",
" sys_params_after = params_after[4:]\n",
" w_after_list.append(sys_params_after)\n",
"\n",
" transit_model = transit_model_q(transit_params_after,transit_fix, time, model=MandelAgol())\n",
" sys_model = np.dot(sys_use,sys_params_after)\n",
" print('\\nnumber',count)\n",
" print('systematics is' ,free[n])\n",
" #compute rms\n",
" rms_after = rms(flux,sys_model*transit_model)\n",
" print('rms w/o systematics:\\n{:.8f}'.format(rms_after))\n",
"\n",
" #compute BIC\n",
" num_d=len(time)\n",
" num_p=full_params.size\n",
" chi2 = chisq(flux,sys_model*transit_model,err)\n",
"\n",
" dof = num_d - num_p\n",
" red_chi2 = chi2 / dof\n",
" BIC = chi2 + num_p * np.log(num_d)\n",
"\n",
" #print('chisq:\\n{:.8f}'.format(chi2))\n",
" print('reduced_chisq:\\n{:.8f}'.format(red_chi2))\n",
" print('BIC: {:.4f}'.format(BIC))\n",
"\n",
" BIC_list.append(BIC)\n",
" rms_list.append(rms_after)\n",
" reduced_chisq_list.append(red_chi2)\n",
"\n",
" count += 1\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ここで様々な半径を試したところ、13pixが最も良いという結果を得た。 \n",
"これで全てのパラメタセットの場合のBICが計算できた。これを小さい順に並び替える。"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_criteria=pd.DataFrame({'BIC':BIC_list,'rms':rms_list,'reduced chi2':reduced_chisq_list,'free_systematics':free})"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_criteria['delta_BIC']=df_criteria['BIC']-min(df_criteria['BIC'])\n",
"df_criteria=df_criteria[['free_systematics','BIC','delta_BIC','rms','reduced chi2']]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" free_systematics | \n",
" BIC | \n",
" delta_BIC | \n",
" rms | \n",
" reduced chi2 | \n",
"
\n",
" \n",
" \n",
" \n",
" 2 | \n",
" [airmass] | \n",
" 326.604874 | \n",
" 0.000000 | \n",
" 0.003624 | \n",
" 0.977535 | \n",
"
\n",
" \n",
" 1 | \n",
" [dy] | \n",
" 327.013347 | \n",
" 0.408473 | \n",
" 0.003627 | \n",
" 0.978901 | \n",
"
\n",
" \n",
" 3 | \n",
" [sky] | \n",
" 327.391350 | \n",
" 0.786476 | \n",
" 0.003629 | \n",
" 0.980165 | \n",
"
\n",
" \n",
" 0 | \n",
" [dx] | \n",
" 327.853600 | \n",
" 1.248726 | \n",
" 0.003631 | \n",
" 0.981711 | \n",
"
\n",
" \n",
" 4 | \n",
" [del_time] | \n",
" 328.036008 | \n",
" 1.431134 | \n",
" 0.003632 | \n",
" 0.982322 | \n",
"
\n",
" \n",
" 7 | \n",
" [airmass, sky] | \n",
" 329.925837 | \n",
" 3.320962 | \n",
" 0.003610 | \n",
" 0.972764 | \n",
"
\n",
" \n",
" 9 | \n",
" [dy, sky] | \n",
" 331.608044 | \n",
" 5.003170 | \n",
" 0.003621 | \n",
" 0.978409 | \n",
"
\n",
" \n",
" 10 | \n",
" [dy, airmass] | \n",
" 331.744811 | \n",
" 5.139937 | \n",
" 0.003621 | \n",
" 0.978868 | \n",
"
\n",
" \n",
" 6 | \n",
" [airmass, del_time] | \n",
" 331.848661 | \n",
" 5.243787 | \n",
" 0.003621 | \n",
" 0.979216 | \n",
"
\n",
" \n",
" 13 | \n",
" [dx, airmass] | \n",
" 331.987321 | \n",
" 5.382446 | \n",
" 0.003622 | \n",
" 0.979682 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" free_systematics BIC delta_BIC rms reduced chi2\n",
"2 [airmass] 326.604874 0.000000 0.003624 0.977535\n",
"1 [dy] 327.013347 0.408473 0.003627 0.978901\n",
"3 [sky] 327.391350 0.786476 0.003629 0.980165\n",
"0 [dx] 327.853600 1.248726 0.003631 0.981711\n",
"4 [del_time] 328.036008 1.431134 0.003632 0.982322\n",
"7 [airmass, sky] 329.925837 3.320962 0.003610 0.972764\n",
"9 [dy, sky] 331.608044 5.003170 0.003621 0.978409\n",
"10 [dy, airmass] 331.744811 5.139937 0.003621 0.978868\n",
"6 [airmass, del_time] 331.848661 5.243787 0.003621 0.979216\n",
"13 [dx, airmass] 331.987321 5.382446 0.003622 0.979682"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_criteria.sort_values(by=[\"BIC\"], ascending=True).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"このあとMCMCでつかいたい、BICが最小の10組のパラメタセットをまとめておく。(最後にわかるが、計算を実行したところ上位10組のパラメタセットではどれも1シグマの範囲で同じ結果が出た)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"good_number=df_criteria.sort_values(by=[\"BIC\"], ascending=True).head(10).index"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. 良いパラメタセットでフィッティングする(MCMC)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"emceeについてはこれをみるべし(https://speakerdeck.com/dfm/data-analysis-with-mcmc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"以下のnumを0~9まで変化させるとそれぞれのパラメタセットについてのMCMCを実行できる。"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"num = 0"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['airmass']"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"free[good_number[num]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"nstepsを変えることでより精度を上げられる。後ほど示す方法でautocorrelation lengthを計算し、それによりステップ数を調節して、収束するのに十分なステップ数を与えている。"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"10000it [17:19, 9.24it/s]\n"
]
}
],
"source": [
"sys_use = sys_combination[good_number[num]]\n",
"params = params_after_mc1_list[good_number[num]]\n",
"\n",
"dim = len(params)\n",
"nwalkers = 100\n",
"nsteps =10000\n",
"sampler = emcee.EnsembleSampler(nwalkers, dim, lambda *x: -obj(*x), args=(transit_fix,time,flux,err))\n",
"\n",
"kdt,Tcdt,ket,Tcet,w0t,w1t=params\n",
"\n",
"kdin = kdt + 1e-2 * np.random.randn(nwalkers)\n",
"kein = ket + 1e-2 * np.random.randn(nwalkers)\n",
"Tcdin = Tcdt + 1e-3 * np.random.randn(nwalkers)\n",
"Tcein = Tcet + 1e-3 * np.random.randn(nwalkers)\n",
"w0in = w0t + 1e-2 * np.random.randn(nwalkers)\n",
"w1in = w1t + 1e-2 * np.random.randn(nwalkers)\n",
"#w2in = w2t + 1e-3 * np.random.randn(nwalkers)\n",
"#change when vec(w) has 3 w\n",
"\n",
"pos0=[]\n",
"for i in range(len(kdin)):\n",
" pos0.append(np.array([kdin[i],Tcdin[i],kein[i],Tcein[i],w0in[i],w1in[i]]))\n",
"\n",
"for pos,_,_ in tqdm(sampler.sample(pos0, iterations=nsteps)):\n",
" pass\n",
"\n",
"idx = np.argmax(sampler.flatlnprobability)\n",
"paramsmc = sampler.flatchain[idx]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"この時最も$\\chi^2$が小さくなるパラメタの値の組み合わせは"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 6.41432471e-02, 8.06297418e+03, 7.23759711e-02,\n",
" 8.06293754e+03, 1.00805860e+00, -4.60454419e-03])"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"paramsmc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"試しにこのparamsmcを使った結果のライトカーブを見てみると"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"systematics is ['airmass']\n",
"rms w/o systematics:\n",
"0.00362259\n",
"chisq:\n",
"291.94479774\n",
"reduced_chisq:\n",
"0.97640401\n",
"BIC: 326.2667\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABCEAAAFVCAYAAADR+fWOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8k9X9B/BPekkvQNsUewEBxYJWWoGhoqBiFbwyqXTK\n9IcTLOp04m1TptsPl82XczhUhijTKQ7U6U9cBREVJ0wRQUUBy63cKy1YWiFpgdIU2vz+OCRN21ye\npM/9+bxfr7zSpk+Tk+S5nPM933OOzev1ekFEREREREREpLA4rQtARERERERERNbAIAQRERERERER\nqYJBCCIiIiIiIiJSBYMQRERERERERKQKBiGIiIiIiIiISBUMQhARERERERGRKjQNQkyfPh2/+MUv\nJG1bVVWFqVOnYvjw4Rg+fDimTZuGQ4cOxfz8sTwfEREREREREcUuQasXXrhwId5++20MHz484rYu\nlwuTJk1Cc3Mzbr/9drS0tOCVV17Btm3bsHDhQtjt9qieP5bnIyIiIiIiIqKuUT0I0dLSgrlz52LO\nnDmS/+ef//wnampqsGTJEuTl5QEAhgwZgttuuw2LFi3ChAkTonr+aJ6PiIiIiIiIiOSh6nAMj8eD\n8ePH47nnnkNxcTFycnIk/d/SpUsxfPhwf8AAAEaOHIn+/ftj6dKlUT+/1OcjIiIiIiIiIvmoHoQ4\ncuQInn32WcyYMQMJCZETMerr61FVVYWCgoJOfysoKMDmzZujev5ono+IiIiIiIiI5KPqcIzu3bvj\n448/lhR88Dlw4AAABM1qyMrKwuHDh3H48GH06NFD0vNH83w+TU1N2LRpE7KyshAfHy+57ERERERE\nRERm1dLSgrq6OhQWFiI5OVnS/6gahIiLi0NcXHTJF0ePHgUApKSkdPpbUlISAKCxsRE9evSQ9PzR\nPJ/Ppk2bMHHixKjKTURERERERGQFb7zxBs477zxJ22q2OoZUXq834jY2m03R58vKygIgPtjc3FzJ\nr0VERERERERkVjU1NZg4caK/zSyF7oMQqampAMR8Dx35Huvevbuiz+cbgpGbm4s+ffpIfi0iIiIi\nIiIis4tm2gJVJ6aMRe/evQEAdXV1nf5WW1uLtLQ0f2BBi+cjIiIiIiIiIml0H4RIS0tDnz59gq5a\nsWXLFhQWFmr6fEREREREREQkje6DEABw5ZVXYs2aNdi1a5f/sdWrV2PPnj249tprNX8+IiIiIiIi\nIopMd3NCVFVVYd26dRg2bBj69u0LALjjjjuwePFiTJ48GaWlpfB4PHj55ZdRUFCA4uLiqF9D7ucj\nIiIiIiIiosh0lwmxdu1aTJs2DWvXrvU/lpmZiddffx35+fmYPXs25s+fjzFjxuDll1+G3W6P+jXk\nfj4iIiIiIiIiiszmlbJmpcVVV1dj9OjRWL58OVfHICIiIiIiIkJsbWXdDccgIiIiIlJLeXk5ysrK\nsHfvXvTr1w8lJSUYPHiw1sUiIjIt3Q3HICIiIiJSQ3l5OWbOnAmXy4U+ffrA5XJh5syZKC8v17po\nRESmxSAEEREREVlSWVkZHA4HHA4H4uLi/D+XlZVpXTQiItNiEIKIiIiILGnv3r1IT09v91h6ejr2\n7t2rUYmIiMyPQQgiIiIisqR+/fqhvr6+3WP19fXo16+fRiUiIjI/TkxJRERERJZUUlKCmTNnAhAZ\nEPX19XC5XJgyZYrGJSMiM+JEuAIzIYiIiIjIkgYPHoyHHnoIDocD1dXVcDgceOihhyzZKCAiZXEi\n3DbMhCCyEEZfiYiI2hs8eLAhr4W8phMZS+BEuAD892VlZZY7dpkJQWQRjL4SERGZA6/pRMbDiXDb\nMBOCyCIYfSVSHnsmyWq4z2uD13Qi4+nXrx9cLpf/eAWsOxEuMyGILILRVyJlsWeSrIb7vHZ4TScy\nnpKSErhcLrhcLrS2tvp/Likp0bpoqmMmBJFFMPpKpCz2TJLVhNrnX3jhBeTm5jI7QkG8phMZj28i\n3MDssSlTpljy/MhMCCKLYPSVSFnsmSSrCbbPNzU14ZNPPmF2hMJ4TScypsGDB8PpdGLevHlwOp2W\nDEAADEIQWQaXISNSVr9+/VBfX9/uMfZMkp6Ul5fD6XSitLQUTqezy4GBYPv8hg0b0LNnTzgcDsTF\nxfkzJcrKyrr0WtQer+lEZGQcjkFkIUZdhozICEpKSjBz5kwAIgOivr4eLpcLU6ZM0bhkRG3zNzgc\njnYZCl1puAbb5w8ePIjRo0e3244ZQcrgNZ2IjIqZEERERDJgzyTpkS/74dZbb8W2bdvQ3NwsW4ZC\nsH3+iiuuQHJycrvtmBFERESBmAlB1AGXGyOiWLFnkvQkMPsBALxeL1avXo2RI0ciJydHlgyFjvu8\n7zUBZgQREVFwzIQgCsDlxoiIyCwCV6/IyMiAzWZDcnIytm7dCkCZDAVmBBERUSTMhCAKwCX2iIjI\nLPbu3Ys+ffoAAPLz87FmzRokJSXB7Xb7V1NQIkOBGUFERBQOgxBEAQIrbD6cUIuIiIyoX79+cLlc\ncDgcyM3NxYgRI7B+/XrYbDY4HA7Lrk9P5MMhuETa4HAMogBcYo+IiMyipKTEn/HQ2tqKpKQknHXW\nWZg/fz5KSkpQVlYm23KdREbDIbhE2mEQgihAxwqb7+eSkhJZnl/uNdqJiIhCCTU/AwA2vsjyAofg\nyrViDBFJw+EYFsTUs9B8FbbAz0eudFUl1mgnIiIKJ9j8DE6nk/MfkeVxCC6RdhiEsBg2hCNTakIt\nTnpJRER6wMYXUfs5U3w4BJdIHRyOYTFMPdPO3r17kZ6e3u4xVvqIiEhtnP+ISPkhuEQUGjMhLIa9\nH9phxJ2IiPSgpKQEM2fOBCDqAPX19Yot10nR4ZBZ9Sg5BJcoEI/rzhiEsBg2hLXDSh8REekBG1/6\nxCGz6pN7CC4bm9QRj+vgGISwGDaEtcNKHxER6YVS8x9R7Dh3lLGxsUnB8LgOjkEIi2FDWFus9BER\nEVEwHDJrbGxsUjA8roNjEMKC2BAmIiIi0hcOmTU2NjYpGB7XwXF1DCKTKC8vh9PpRGlpKZxOJ8rL\ny7UuEhEREUnE1RqMjavOUDA8roNjEMLC2Gg1D984RJfL1W4cIr9TIiIiY/ANmXU4HKiurobD4eB8\nAgbCxiYFw+M6OA7HsChOnmMuHIdIRERkfBwya1ycd41C4XHdGYMQFsVGqzRGWWqJ4xCJiIjkZZQ6\nAOmHnhqb3H9Jzzgcw6L27t2L9PT0do+x0dqekYY4qDkOkcN4iIjI7IxUByDqiPsv6R2DEBbFyXMi\nC8wWiYuL8/9cVlamddE6UWscYiwXNQYtiKgrKisBm03cdu7UujRkFUaqAxB1pIf9l/U/CodBCIvi\n5DmRGSlbRK1Jb6K9qDEST0RERmSkOgBRR1rvv6z/USScE8KiOHlOZEZb11eNcYjRzj3BuUeIiMiI\njFYHIAqk9f4brv7nu+dcFdbGIISF6WnyHD0qKSnBzJkzAYiGdn19PVwuF6ZMmaJxybQT7UUtXNCC\nEyYREZFesQ5ARtbV/berdbRQ9b8NGzZg9+7dXJ2POByDKBSu69tZtMN4Qs09YrfbmaZHRES6xToA\nGVlX9l85hlKEqv+53W7N56ogfWAmBFEYzBZpL9phPKEi8d26deMwDRUdOAA8/TTw/vtikr/4eCA/\nH7jpJuCee4DkZK1LSASsWwf89a/AqlXAjz8CAwYAd90FXHON1iXrOmZ+GRPrAGRkse6/cgylDVX/\ny8jI4FwrBIBBCCKKUjQXtVBBi1mzZiErK6vdtrwIKeOLL4DiYuDgQSAxETjzTMDrBb79FvjmG+C1\n14CPPgJyc7UuKVnZG28At90GHD8OOBxAYaEImE2dChQVaV26rvH1KjL9mIiMINr5v4IJVf8rKyvj\nXCsEgEEIIlJYsKCF1hMmWcW+fW0BiDvuAJ56CsjIEH/btQuYOBH46itgwgRg5Upty0rWtXs3MGWK\nCED8+tfAk08CdjvQ0iIyIx59VOsSdg0n6CUiI5Grjhaq04pzrRDAOSGITE+P6zRziVh1zJwpAhDj\nxgEvvdQWgACAvDxg8WIgLQ34/HPgww+1KydZ28yZgMcjMh6efloEIAAxbOiRR0SGhJFpvVQeEVE0\nlKyjca4V8mEmBJGJ6TUNmEvEquPdd8X9LbcE/3tODnDFFcC//w0sWWKOsfdGwPkB2nv/fXE/eXLw\nv999N/Dqq6oVR3bM/CIiJSh1LVG6jsa5VghgEILI1PScBsyLkLKOHAG+/178/Kc/AX/7W/DtKivF\nfUWFKsWyPL0GBrVy7BhQVSV+LiwMvs2QIYDNJuYyMSIu9UhkbHoMHCt9LTFbHU2P36HVaRqEmD59\nOiorK/Haa69F3LaqqgozZszA119/DQAoKirCI488gszMzJi2u+GGG7Bx48ZOr3PVVVdh9uzZsb4l\nIl2RY3IhMqbAlbE2bYq8vdutXFmojZ4Dg1pwudp+7t49+DZ2O5CaChw9qk6Z5MbMLwqGjSJj0Gvg\nmNcS6fT6HVqdZkGIhQsX4u2338bw4cMjbutyuTBp0iQ0Nzfj9ttvR0tLC1555RVs27YNCxcuhP3k\nAFKp23m9XuzatQtjxozBlVde2e61Tj31VPnfLJFGmAZsXd26tf28cWPoXmZSFwOD7QX2DzQ0BN/G\n6xVzRhiZ2XoVqWvYKIqOlgEbvTb2eS2RTq/fodWpHoRoaWnB3LlzMWfOHMn/889//hM1NTVYsmQJ\n8vLyAABDhgzBbbfdhkWLFmHChAlRbVddXY3GxkaMHj0axcXFMr9DIv1gGrB1ZWSIOR8OHAA2bw4d\nhNi4UaxCcNppYmlEUhYDg+0lJ4t97/vvgfXrgfPP77zNtm3AiRPql41IKWwUSad1wEavjX1eS6TT\n63dodaqujuHxeDB+/Hg899xzKC4uRk5OjqT/W7p0KYYPH+4PLADAyJEj0b9/fyxdujTq7Xbu3AkA\n7bYjMiPOQmxtP/2puJ8zB2ht7fz3+nrgssuAn/wEmDVL3bJZFVeG6exnPxP3L70kAmId/eMf6paH\nSGlcMUW6wIBNXFyc/+eysjJVXr9fv36oDxzfCH009nktkU6v36HVqR6EOHLkCJ599lnMmDEDCQmR\nEzHq6+tRVVWFgoKCTn8rKCjA5s2bo9oOAHbs2AGgLQjR2NgY0/shMoLBgwfD6XRi3rx5cDqdMQUg\n9LjMJ0X2yCNinP2qVWKFjB9/bPvb998DY8eKJTzT04F77tGunFbCwGBnDz8ssnC+/VYsx3n4sHjc\n6wXmzg09qSqRUbFRJJ3WARu9NvZ5LZFOr9+h1ak6HKN79+74+OOPJQUffA4cOAAAQbMmsrKycPjw\nYRw+fFjydj169MCOHTvQrVs3PPnkk/jggw/Q2NiIvn374sEHH8TYsWNjfHdE5qRVKiQn7eq6AQOA\nt98Gfv5z4M03gXfeAQoKgOZmYPt2keLerRvwwQdAdrbWpbUOzg/QXm4usHAhUFICvPYaUFYGDBoE\nVFcDP/wAjBsHLF0aPEuCyIg4VFI6rYcd6HliWV5LpNHzd2hlqgYh4uLiEBcXXfLF0ZPTYaekpHT6\nW1JSEgCRySB1ux49emDnzp04evQoDh8+jKeeegoNDQ1YsGABfv3rX+P48eO4/vrroyojkZlpMXZV\n6zGgZnLNNWJOiGefBT76SIyvb2kBTj8duPJK4KGHgP79tS4lWd3o0cC6dcBTTwHLlgHl5UCfPsAf\n/wg8+igQ5NJOZFhsFEmnh4ANG/vGx+9QfzRdolMKr4SFwW02m+TtAGDChAlobW3FxIkT/X8bO3Ys\nfvrTn+Kvf/0rrrvuOsTHx8deaCIT0WJCH07aJa++fYFnnhE3Ir3KywNefDH43zgxJZkNG0XSWDVg\nw2xQMjvdByFSU1MBiPkkOvI91r17d8nbAcDNN9/caZvk5GQUFxdjzpw52LlzJ8466yx53gCRwWmR\nCsmZjImIpGFjhczOagEbZoOSFag6MWUsevfuDQCoq6vr9Lfa2lqkpaUhNTVV8nbhZJ5csJwTVRK1\n0WJCH07aRUQUma+x4nK52jVWtJo8mJMYE3Wd1iuCEKlB90GItLQ09OnTp93qFj5btmxBYWFhVNsd\nOHAAY8eOxZw5czptt2fPHgDo1ANL1JGVKlpazMDMmYyJiCLTU2NFbwERIqPSekWQUKxU9yXl6T4I\nAQBXXnkl1qxZg127dvkfW716Nfbs2YNrr702qu1ycnLQ0NCAhQsX4siRI/7t9u/fj7KyMlxwwQXI\nyspS4V2RUVmxoiXHMp/Rvh6XniIiCk9PjRU9BUSIjEyP2aBWrPuSsnQ3J0RVVRXWrVuHYcOGoW/f\nvgCAO+64A4sXL8bkyZNRWloKj8eDl19+GQUFBSguLvb/r9Tt/vCHP+Cee+7BTTfdhBtvvBFHjx7F\nG2+8gYSEBPzhD39Q/T2TNHoZ92qESRP18llJFaq8ei4zEZHWtF6+MBDn8iGShx5WBOnICHVfMhbd\nZUKsXbsW06ZNw9q1a/2PZWZm4vXXX0d+fj5mz56N+fPnY8yYMXj55Zdht9uj3m7MmDF4/vnnkZKS\ngpkzZ+LVV1/F0KFD8eabbyIvL0/V90vS6CkCq6eep2D09FlJYbTyEhHphZ6Grumx95b0iWn94ekx\nG1TvdV8yHk0zIVasWNHpsZKSkqAXzzPOOAP/+Mc/Ij6n1O3GjBmDMWPGSCsodYkcvfJ6isDqqecp\nGD19VlIYrbxEPkbLOCLz0dPyhXrsvSX94coP0ugtG1TvdV8yHt1lQpA2lIpKy9XLracIrJ56noLR\n02clhdHKSwQwg4f0Q+05e8KVQ2+9t6Q/nDvEmPRe9yXj0d2cEKQ+JaPScvVy6ykCq6eep2D09FlJ\nYbTyEgHM4CEKRm+9t6QeqZlhnDvEmKTWfZkhSFIxCEGKVqblutjoLc1TzxUtvX1WkRitvEQAK9JE\nJI1RG2XRlDuazix2PBhXpLovh9pQNDgcgxRNh5droiqmeUpntM/KaOUlAjgJHxFFZtRhW9GWO5oh\nFkzrNy8OtaFoMBOCFI1Ky9nLrefsA70x2mdltPISMYOHqGuMmiEQDaMO24q23NFkhul9SCvFzugZ\nglY4J+kJgxCkaGVaDxcbnlSISG56OLcRqUnOa6lV0raN2iiLttzRdmax40FeeqnnGnmoTVfOSXr5\n/I0m3ul0OrUuhN41NDRgwYIFmDRpEtLS0rQujmTl5eWYO3cuFixYgPXr1yMzMxM5OTmdtsvJyUFe\nXh4qKytRVVWF3NxcWSvTOTk5KCoqQnFxMYqKioKWQSm+kwoAZGdnw+12Y8WKFcjLy1O1HERkPoHn\ntszMTJSVlUU83xIZkdzX0rlz5wIQPew2mw0pKSkAgMrKShQVFclWbq2tX78ebrfb//4AwO12Izc3\nV9fvM9pyZ2ZmYsWKFQCApKQkuN1uf2cWz4PK0lM918j7QaznJD19/lqKpa3MOSFMquN4vu3bt+MX\nv/gFrr/++qBLcOpliS+5cXwaESnNqOO+iaSS+1pqlaWZjTr/QbTllmtuJ6WWizczPdVzjTzHV6zn\nJD19/kbD4RgmFXhQ1NTUYPPmzbDZbP4LiRnTHoMxaiokERmHUcd9E0kl97XUyGnb0TDqsK1Yyt3V\nIRYd0+F9nWf9+/fH0KFDI6a4WzUlXm/1XKMOtYn1nKS3z99IGIQwqcCDoqKiAsnJyUhOTkZDQ4Ol\nKshWqegQkXZYCSGzk/taauSJXaNt7Bq1UaZ2ubvSeSZlPL9ZgxRK13PN+rl1FOs5ie2M2HE4hkkF\nLh9XX1+P5ORkNDU1+VONrFJBNmoqJBEZB5frJLOT+1qqZtq2XCn+5eXluOuuu1BSUoIPP/wQiYmJ\nHHolo8B0eF/nWXp6ur/zLFyKe6SUeDMPmVOynmvmz62jWM9JbGfEjpkQJhUY0UtLS0N9fT28Xi+G\nDRsGwDoVZKOmQhKRcRi5V5dICiWupWr0tMu1CofvebZt24bMzEwAwJdffomRI0f6G7usV3RNYI9y\nfX090tLSJHeeRcpGM/OQOSXruWb+3IKJ5ZzUlc/fKlkmoTAIYVKBB4XD4YDb7UZhYSGysrL8UTqr\nVJCNmgpJRMbAYCdZgRGvpXI1onzP09zcjLS0NNhsNgDA1q1bMWrUKEtkliqtK51nkVLizT5kTqlj\n0+yfm1xi+fytskxxOAxCmFjgQdEx2sYKsr5YPRpKZHRGbKARmZ1cjSjf86Snp+PYsWNISUlBcnIy\n6uvrLZNZqrSudJ5FykbjuP3YqPG5WbX+a7Usk2AYhLAIVpD1i9FQIuoKq1biiCKRqxHle578/Hys\nWbMGAOD1emG32y2VWaq0WDvPImWjcchcbJT+3OQcLmW0ayCzTBiEIJ0w4glELoyGElGsGMQkCk2u\nRpTveRwOBy688EJs2LABhw4dwhVXXIG7777bUseaWvW1aDvPwm3PIXOxUfpzk6P+a9RrILNzGIQg\nHdDqBKKXwAejoUQUKwYxiUKTqxHV8XmuueaaTnUGvdQplGTUBh/AjOBYKfm5yVH/Neo1kNk5DEKQ\nDnT1BBLLhV8PF1JfudetW4fNmzdj2LBhyMnJAWC9aCgRxYZBTKLw5GpEhXsePdQp1GDUBh/pkxzZ\nAEa9BjI7R2IQ4sSJE0hICL7pgQMH/A0nolh05QQS64Vf6wtpYLkvuOACrFy5Ep9++ilGjRqF5ORk\ny0VDiSg2Vpo4TC/lIOpI6zqFWoza4CN9kiMbwMjDGqyenRMnZaMJEyagsrKy0+OLFy/GuHHj5C4T\nWUy/fv1QX1/f7rFIJ5Dy8nI4nU7ceuut2LZtG5qbmxEXF+evBJSVlYV9zb179/rXnvZR80IaWGHp\n1asXLr30UqSlpeHrr7+Gw+EwXe8JESmjpKTEP3N8a2ur/+eSkhJZnt8XMHW5XO0CveXl5bI8v9HK\nQebnq1+UlpbC6XRK2se0rlOoJZb6GlEovmwAh8OB6urqmOq/Sl8DSTmSghDp6ekYP348Fi5cCABw\nuVy499578eijj2L8+PGKFpDML9oTSGBlFBAzVK9evRoHDhwAIO3Cr/WFtGOFJTc3F1dddRV+8pOf\nwOl0MgBBRJLIUYkLJzBgGk2gV256KQeZW6zBLq3rFGphg8+4YgmuqWHw4MFwOp2YN29eTPVfpa+B\npBxJwzFeffVVLFiwAE888QSWLVuGiooKnHLKKXjrrbf4JVOXRTsuKrAympGRgWPHjiE5ORlbt25F\nTk6OpAu/1hPCGDl9jIj0Re8Th5mpHGRusQ6r0LpOoRaOYzcms89ZYvVhDUYleWLKG2+8EevXr8eH\nH36IhIQE/P73v+cXTrKJ5gQSWBn1rdmdlJQEt9vtj8pHuvBrfSE1Y4WF47WJzEcvAVO9lIPUpfZ1\nJdZgl9Z1CjWxwWc8VpmzRCrWV/VBUhBi5cqVcDqdaGlpwd///nds2rQJDz/8MD766CM89thj6Nmz\np9LlJPILrIzm5uZixIgRWL9+PWw2GxwOh+QLv5YXUrNVWMweZSeyKr0ETPVSDlKPFteVrgS7rNg4\nZ2POGJhJ1ob1Vf2QNCfEnXfeiWHDhmHJkiUoKirC1KlT8dZbb2Hnzp249tprlS4jUTsdxyQmJSXh\nrLPOwvz58w01n0JXx8HpScfx2h6PB9u2bcOkSZN0NfaQiKKjl/G2eikHqUeLeUA454F0nCzWOKwy\nZ4kUcp1X9DrHhpFIyoSYNWsWrr766naPFRYW4t1338Wzzz6rSMHIuiJF1s2WRWAGgVH2mpoa/xAZ\nr9fLKDORwemlh1cv5QiHPcPy6dh7W1NTg61bt2L//v0AEPazjfV7YP1COjOm+Jv1+GUmWRs5skKY\nTSEPSUGIjgEIH7vdjt/+9reyFoisTeqBbYTKqJUEprBWVFQgOTkZAJCRkWGKigmpw6wVQLIGJSqm\nko+JjRuB6mqgtRVoaRH3wW4JCW23xMTofg72t/h4wGbr4icXXOB1xRfcttls6N27d9jPtqvfA+sX\n0pgtxd/MDUsG19rIMb+QGQNwWpAUhCgoKIAtzEVm06ZNshWIrI0HtvZiaQgGRtndbjfsdjs8Hg+G\nDRsGwNgVE1KHmSuAZA1yX78kHxNr1gAXXQR4vbK8j2i12myA3Y44X4CiY6DCbm+7l3pLTMTdbje+\n+PprJHbrhr0HDuD0piYct9lwmsOBblVVaGhqwuY//xmDJ01q9xprXn0Vg1pb0a21FS0NDUhPSEC3\n5GQsffNNDD7zzLbgiY4YMQBrtslizV7/ZHBNkCMrxGwBOK1ICkI8/vjj7YIQJ06cQGVlJRYtWoRp\n06YpVjiyHh7Y2oq1IRgYZQcAm82GkSNHIicnB4CxKyakDlNVAF94AXjwQeDDD4HLL9e6NKakx0ab\n3NcvycfE44+LAMTgwUCfPkBcnLjFx7f9HBcnMhZaWoDjx4ETJ9pugb9L+LnF40GLx4N4rxfxXi/i\nvF7A4xE3GeUACDoTw7597X//v/9r9+svwz3pX/4i7uPjIwdGkpKA5OSu3SI9h92O8o0bDRmANVuK\nP+uf1iBHVojZAnBakRSECDUhT0FBAd555x0UFxfLWiiyLh7Y2upKQ9AXZfdVTOx2O1pbWw1fMSF1\nmKYCWF8P/O//As3NgNPJIIQC9Jo1I/f1S9Ix8e23ItiVmgosXw6cckpMrxWNx53Otvfp9SKutRUN\nhw4hMy0Nv3v44faBC9+tubn9LdhjYW5rPvsMxxsbkZqQgPjWVsS3tOCY243G+nrkOBxIttngbW4G\nPB7YASR4vbADiG9pQXxLC2wnTiCxtRVJNpsIlrS0iFtTk+KfVyRnJyTg7/HxaElMxImEBJxISIAH\ngPe//wUGDJAe0PDdUlLE/uC7D7z5HktO7vIwGrOl+LP+aR1dzQqRGoDTY7BcTyQFIUIZMmQIHn30\nUbnKQgai1IFltsi6ngX7DuVoCPorJv/+N2r27MEZOTm46+abcXZcHPDVV8DRo223lhZg7FggI0Pu\nt0cGY5oK4HPPAS6X+Pnzz4FvvgHOO0/bMpmMXrNm5L5+STomnnhC3N99tyoBCKBDcMRmQ2t8PFJ7\n9sTO6moTPdD+AAAgAElEQVQgM7PT9uXl5Sh7990u1Re6BQSefJ/tp59+isJLLsHAgQP927lcLng8\nHjQ2Nrbb1uVytQWpvF5x7QkW8PAFR3yZHU1NwW/h/hbN7fhxJJ44gcQTJ4JnklRXR/U5SWazhQ9W\nRApinLwNTk3F4Isvbns8KQmoqmrbNiVFsTlD5MaGJUklJQCn12C5nti83tgGEXo8HsyePRsfffQR\nli9fLne5dKW6uhqjR4/G8uXLOzXQrKg8SGWg3QVehufnCV5Z/u8wIwM9u3fHsR9/RNPBg8hISEB3\nmw09k5OR2NwM+/HjOO5yISMxEddeeqkIHBw50j6QEOqxo0eljVHOzwdWrQJ69lT+jZNuKX1eUUVD\nA3D66SIIcfHFYr/+n/8B3nhD65KZSmlpKfr06YO4uLZVxltbW1FdXY158+ZpWDJp1y+p17iIx8Sm\nTcA554iG3549QK9eqrxHZ2AmxEm+351OZ3TvIQodP7cNGzZg8ODBQfeDBx54wBj1iJYWPPHYYzjy\n44/o2b07Ek6cQMKJE2g8dAiZqam4/ZZbgKYmVFZU4JtVq9BQW4vstDQMGzQIvTMzOwc1jh1ru29s\n7HzzPS7z0JmQbDYRkOjeHejWre0mx+92u+wBjkjHZqj9edy4cdi0aZMsxz3pVzTfYTTnSTOIpa0s\nKQgRbGLKlpYW2Gw2/PGPf8SNN94YW4kNgkGI9qx2YOlKa6to8B8+3PnW0BD88cDbyeDA4ZoaJDQ3\nI+n4cTGeVynJyeErFOvWATt2ABdcAHzyiXjcBFjZiI3hP7cnnhBDMUaNAl57DTjjDFFJ3r0b6NtX\n69KZhpGvQdE2ysMeExMnAv/6F3DPPcCcOdH9r0rvQcnvqqvPrZfzTaTPU5EAbUtLW0AiUsAilsd8\nNyWDHQkJQFoa0KOHuA/8OdR9qL8lJUl6yWD73Pbt27F582YUFRWF/H5MEWS3uGi/Qz0Hy5UQS1s5\npokpASAxMRFDhgxBX1asLMc0Y7fVcuKEGCfe0BA+UBApiNDQIIIIMugR8HNLXBya7XY02+1otNmQ\n3rs3ahsb0XDiBOLT09FrwABk9u0bfS9FamrkGcj37xezun/1FXDDDcB774neDQNjCl7sQo3T1Etj\nIayGBuDpp8XPf/gD0K8fcOONwFtviQbijBnals9EjDxsL9qhJCHHLu/bJ/athAQgyATh0Z6HojnG\nopkLQMn6Qlf2Az2dpyN9nooMP4qPF9dppQP/J06IYESwjMmu/H7kiHjuQ4fEravsdknBjLM+/BAp\n2dk4npwMj90OT1ISvt+2DVlHj6J3UhI8Xm/Q76er36EhroEmF+13aJohpgrq0sSUZE2WOrA8HhFA\nCHZraAj9t8C/NzbKW6Zu3cQFMfDmu0iGu/kqHN264ekXX0RdYyNSs7LQejJQENiDdLq8JQ6td2/g\n449FIGLZMuDPfxaT+RmYXserG5WeGgthzZ8vhmFccglw2WXisQcfFA3Fl14Cpk83TaaP1ow8IZ5s\njfJPPhGZcddcIwJeHURzHorlGJM6sZuS9YWu7Ad6O0+H+zwN3fHjy1ZIS5P/uT2ets6bcPdStmlu\nBg4eFLcwbg7ymD/k9de/AgCOJyTAY7fjaHw8sHgxkJaG8bt3w5aejuakJHh8N7sdPxw9ChQUdA54\nZGSI+7g441wDTS7a49DIwXK1hAxCTJ8+XfKTPP7447IUhozBUAdWS4sIBLhcoW9ud/vfA4MIcqQS\nxsUB6entAwVSggbBtuvWTZb1za+YPFlc1BoatP8OBw4UqetXXw28/rroRTbIRFbBGLrCqEN6ayyE\n7JFatkxscPvtbfvv8OHAyJHA6tXAokXALbeoXl6zMuqa97I1yv/7X3E/enTQP0dzHlLyGFO6vhDr\nfmCk83THfaampgbr169Hc3MznE6ndXvFk5KArCxx6wrfErMSAhd1u3djy5dfIs1mQ4/WVsQ3NqLF\n5UJGfDy6tbYiyePxTzTaHQA2bAAADAFCTzL6xRfBH7fZgLQ09APw58REnOjWDU3JyWhKTobbZsOh\n++4DiotFwCLYLS1NlvoiCdGeu40cLFdLyCBEZWWlpCfoOEyDzE/1A6ulpXOgQOqtoUHa5IihJCa2\nBRDS08Pf0tKw+9AhrPjmG1S6XHCcfjqumjABhRdcoLtGte5OjmPGANnZwK5dwHffAUOHalIMOVIe\nLZUppAI9NRZC9kjdfz8Gf/aZ2Khjo/D660UQYuVKBiFInka51wusWCF+9mXddBDNeUjJY0x315qT\njHSeDtxnmpqasHLlSgDAqFGj2CsuB5utbXnT7Gz/w53qAzfcgMGDB8PR4fHCwkK89957Yq6AtDQ0\nHjyIpro6TL31VuSfeirQ0IA95eX46O230TMxERnx8fCeDGqcf+aZyExM7BwA8d3q65EBIAMAfvyx\nc9l9151Q0tJEQCI9vS044XCIVWx69hT3HX/OzBT/p7N6q9ZiOXcbNViulphXx7ASTkwpgxMnuhZI\n6Ir0dHHSdTjaTsDhboGBhSjW0jbyxEO6GG94113Aiy+Kif00yK6S6/sz8n6gR3qahDBUWQYfOYIp\n8+YBZ50FVFS0/6evvgIuvDD438iSuny+3bULGDBANBbq6kS2XZDX0MPkkXpltPO0b59ZtGgRkpKS\nMGzYMOTk5ACQ97vSRV1AB2SdQDaKbdppaQEaGjDL6URzbS2y7XYkNzUhuakJXpcLDpsNRUOHisxd\nt7vzrb4+9g8gPj54gCJc4KJnT5Gxa+LgBY+P0GRdHeOpp57C1KlTkZqaKmshjYhBiA58Y+d+/FHa\nzeUSEd5Y2WztAwnR3NLTVUtHM2pFTjeVsf/8B7jySrFk59at6r3uSXJ+f4EXKrvdDpvNBo/Hw4tW\nDHSzfyL0bNc/ef99jF+/HvjVr4Dnn2//T8ePi+BnYyNw4EC7njaimPzjH8CddwIlJcC//x1yM9mW\nAjUpIzYolJxx36r7QTB6qs/F/L20tIi6d8fghMvVNqHnwYPBfz5yJLbC+oIX0QQuMjNNH7ywAllX\nx3j11VcxZcqUdkGIKVOm4Mknn0Q2K1HmceKEOCFJDSj8+GNsmQk2m7QshGA3g4xr01PaeDR0M+a+\nqEhcjCoqgC1bgEGD1HttyPv9+VLwAisPWVlZTJ2NgZ7SuUOlcP/ENzt7sPH5iYkiE2LFCmDVKtFw\nDGDEhhBpzDcfxOWXh91Maiqwno4xNRkxVVrJYSS6qQvogJ7qczEfn/HxbUMwotXc3BaQ6BigiBS8\nqKsTt2gkJAQPTmRmisB9Vpa4D/i5fNculL37Lq+dBhYyCBEsQWLdunXwKLnmL8nD5RI9yZGCCQcP\nim2jHZETHy9OEKecEvnmO5GkpQVNGTWTUJUDu90Op9Op2xOlbi62iYlikqVXXwXeeQd47DFVX16J\nyh0rdfLQS2Mh2JjQo3V16Ld/vwi0FhUF/8dRo0QQYuXKdkGIrsx6zuCFRQXOBxEhCBENvRxjFJ7U\ncemxnB90UxfQAb3NGaL68Wm3A7m54hYNj0dapkWw4EVtrbhJNNBmw9SUFHjS01Fvt+Pga6+hdtQo\nZA8a1ClggawsICUlyg+BlCZpiU4ykMZG4IwzRMqVFDab9ICCL6iQnm76gEIsglUOdu3aBZvNhqSk\nJN0uraSri+0NN4ggxL//rXoQQolZ3FmpM5dgPVL3n3024t58Ezj3XBFwDeaSS8T955+3ezjWIBWX\nbNOGLgI/W7eKYT25uWLoGlmKlF7xWM8PuqoLaMxQq8DpSVJS14MXBw+ict06bFixAp79+3Gq3Y5B\np5yCBJcLdVu2IKO5Gd2OHkVKaytSGhuBxkac6nue3btDv4TdDmRnI6lPn/bBiY4Bi+xs0d6x22P+\nGEgaBiHMJjkZGDtWTFwlJbjgcBhiqIMRBKsc9O3bF3a7Xdc94bq62I4eLbJmysuBHTvE8p0qUSIl\nmZU68+nUI/XII+I+xFKJAMRwjIQEsVxbQ4PYxxF7kIoZNurTTeDHNxTjsss4htqiIvWKx3p+0FVd\nQGNWHaKkmYDgRXl5OWZ++y0cp5+O9CFDsPrkftitd2/Yf/ITOBwOLF68GNnduiHlyBH0iovDJfn5\nSDlyBC379+OGSy8FamtxeNcuHNy2DRkeD7ofO4ak5maxTGqopVI7ysgIHagIfMwXtGDnbNRCBiFs\nNhuX3zSiuDjg9de1LoVldawclJaWIqvDGtZ66wnX1cU2KQkYN07sw+++C0ybpurLy53yyEqdBSxf\nLu7DBSFSU4HzzgO+/FIs13n11QBiD1Ixw0ZZwTIedBP4ibA0J1Gs5wdd1QV0gEOUtBHqXLty5Upc\nd911AMT+7D52DE3p6fi+oQE5Z54prqXDhuGGkxOHPu10wnX++eL/vV4keTxo+eEH9IqPx5Rx49qG\nf9TVdf65rq5tIs/t2yMXOiEByMkBevUSwZRevdrffI/l5jLDIkDYOSHuv/9+JCYm+h9rbm7Gb3/7\nWyQnJ7fbtqsz8hKZlVF6wnV1sb3mGhGE+Owz1YMQcgtXqdNFajd1jcsFfPutmM/koovCblqbn4/s\nL7/E+7/9Lb758kuUlJTEHKQyynnFiEJlPDQ0NHQ6PlUP/LS2Ap9+Kn6WcT4IMpeunB90VRcgSwoV\nRPN6vaivr4fD4UB+fj7WrFkDj8eD9PR0uFyuTtfOds9js8GTnIzW007DF9XVmHL99eEL0doqru/B\nghOBjx04IG4uF7Bvn7hF0rNn5GBFr15ixRCTCxmEGD9+fKfHxo0bp2hhiMyGPeExuPhicf/FF+JC\nYPAUt2CVOt2kdlPXfPaZmChwxAigW7eQm5WXl+OT77/HrwGc43LhPwHfdyw9jzyvKCdUL9zevXv9\nFWAAqKmpwfr169Hc3Ayn06lOEHHLFjFmuk8fMfcTURA8P5CRhQqiXXjhhXC5XACA7OxsFBQUYPPm\nzf7zdcdrZ5eC9XFxIljQsydw9tmRt/d4gJoa4Icf2m4df//hBxGwOHhQ3DZtCv+c3bqJuaY+/FBk\nU5pQyCDEk08+qWY5iEzJ7OmNivTm9+snbnv3Aps3A+ecI09hdUQ3qd0Wosi+unq1uB81KuxmZWVl\naBo4EN7//hen7t+PrJM9HGVlZXA6nVGXw+znFTX59osNGzbA7XZj9+7d6N+/PwYNGoScnBwAoiGX\nkZHhrwA3NTVh5cqVAIBRo0apF0T07W8XXcT5ICgknh/IyEIF0R566CEA8O/XZ555Jh555JGQ+7Wq\nwbikJOC008QtnJYWsTphpGDFDz8AR4+KTMsjR6wXhFDD9OnTUVlZiddeey3itlVVVZgxYwa+/vpr\nAEBRUREeeeQRZHaYjVzu7Yi6yqzpjYr25l98MfCvfwGrVpkyCMEx/epSbF/98ktxP2JE2M1833dt\ndjZyamvRe98+NPft26Xv26znFTX59osTJ05g9+7diIuLg8fjQU1NDdxuN0aOHImcnBzU19dj6NCh\n/rkhFi1ahLS0NAwbNswfqAC6FkSUFCT74gtxH2HojxFxeJq8eH4go4oURJO6X2sVjAt7LouPF3NH\n5OQAQ4eGfhKvV0xinZho2gAEoGEQYuHChXj77bcxfPjwiNu6XC5MmjQJzc3NuP3229HS0oJXXnkF\n27Ztw8KFC2E/OcmH3NsRUWiK9ub7ghCffw7cfXdXi6o7HNOvro77qsfjwbZt2zBp0iQUFxfH1uA5\nfhz45hvx8wUXhN3U931/f9ppyKmtxWnff4/v0tL4fWvMt1989913SElJQUpKCk6cOIEff/wRKSkp\n2LJlC+x2u7/3zNew8wWV4gKGinUliCg5SObLhBg5sitvW3c6vv/t27fjF7/4Bfr37+8P/rBBTWQd\ncgXR1A7GydbhYbMB6enKFVQnVB9s3dLSgjlz5mD69OmS/+ef//wnampqMH/+fNx55524++67MXv2\nbFRUVGDRokWKbUdEoe3duxfpHU6SsvXm++aFWLUKgDixO51OlJaWwul0ory8vOuvoaGSkhL/REqt\nra3+n0tKSrQumikF7qs1NTVYs2YNvF4vvF6vv5IQ9T61cSNw7BgwYIAYNxqG7/vecnK73rt28fvW\nAd9+UV9f759wu2fPnkhPT0d6ejr2798Ph8PRqQLZr18/1NfXt3uurgQRA4NkcXFx/p/LysraNjpw\nANi5U/SKDRkS0+voVeD7r62txebNm2Gz2fznxZiOTyIilUk6l5OfqkEIj8eD8ePH47nnnkNxcXG7\nNMZwli5diuHDhyMvL8//2MiRI9G/f38sXbpUse2IKDS5K+LtFBSINZqrqrB12TLMnDkTLperXWTZ\nyJVSX5qgw+FAdXV10IYOySdwX62oqEBycjJsNhsyMjJiryR89ZW4v/DCiJv6vu+DgwYBAM6oqcFD\nDzzA71tjvv0iPT0dTU1NAMR8D7169cLQoUMxceLEoHN2yB1ElBTQXbMGALAnOxuld95pimCsT+D7\n9x2f6enpaGhoYCWeOjFbpwSFZ6TvW9HOORNSPQhx5MgRPPvss5gxYwYSEiKPBqmvr0dVVRUKCgo6\n/c03M6oS25HyjHRioc4U7c2Pi/OPe97y0kvtIsuBqfRG3m8GDx4Mp9OJefPmxTQ5IUkXuK+63W54\nvV40NTXh7JOzXsdUSfDNByEhCAGI7/s3Tz8N5OUhqbkZg73e6F6PZOfbL3r37o1jx47B7Xbj2LFj\nOPXUU8Oey+QOIkoJ6NadzNLcnpVlmmCsT+D792WlNDU1+SvzrMSTjy/d3UydEqwLh2a071vRzjkT\nChkFuPzyy2GTOPvy8uXLJW3XvXt3fPzxx5KCDz4HDhwAgKBZE1lZWTh8+DAOHz4s+3Y9LLA+q5a4\nRKHxKT7pz8UXA0uXInPzZqSfDBr6UumTkpLapdIbeb/hhGzKC9xXAcBms/knHQRirCREGYTwu+QS\nYNcuMd/JuedG978kq8D9orGxEW63GxkZGRg4cGDE41DOscZSZnE/tmIFAKBu4EB/mi9gjhV1At9/\nWloa6uvr4fV6MWzYMACsxFMbs60sxbpweEb7vrk8bnRCRgNuvPFG/88ulwtvvPEGrrjiCgwdOhSJ\niYnYuHEjPvjgA5SWlkp+sbi4uHYTOUlx9OhRAEBKSkqnvyUlJQEAGhsbZd+OQQhlGe3EQsEpOunP\nJZcAAAa5XFhUXw+Hw+FP1QXgT6UHur7faBUIYAVEPb591VdJsNvtaG1tja2ScOgQsH07kJwMRPs9\nXXIJ8M9/AitXAg88EN3/kuz0sIpAxIBuUxN67duHVgDVffv6/88sGQKB79/hcMDtdqOwsBBZWVn+\nDCZW4gkw38pSrAuHZ7Tvm8vjRidkEOLugBnp77zzTjz88MOYPHlyu22GDh2KJUuWKFY4APBKSFm1\n2Wyyb0fSxdKAM9qJhTRw3nlAUhJyamvhqamBC4Db7YbdbofH4/H3knV1v4k2ECBnwIIVEPXJUkk4\nubQzzj1XLKEVjVGjxP2qVWIZLl5vCBGCIevWIbG1Fft79kTTySAsYK4MgcD33/Ecq+dKPDPZ1GW2\nlaVYFw7PiN+3HgLbRiFpXMTXX3+N3//+950ev/DCC/Hkk0/KXqhAqSfXR/V4PJ3+5nuse/fusm9H\n0sTak2vEEwupLCkJOP98YNUq/PbiizH/4EEAMqXSB4gmECB35gIrINrociVB4lCMoA2Uc84BcnOB\nmhpg2zYgPz/2ckSBjSUD++ILAEBFZiZcLpfp03yNUok3SiabmY59s6W7sy4cnhrft16OD72UQ02S\nxkb07t0b//nPfzo9/u6776J///6yF6rjawNAXV1dp7/V1tYiLS0Nqampsm9H0sS6HA2XKCRJTk5O\n2b+mBk6nEwsWLMBZZ53lT6WXY7+JZjZjuZdf4iRGBiUhCBFyQq2NG/1DjbBypQqFNd7kXkoz3ERw\nq1cDAAZMmsQVdXTECMvxme3YN9vKUqwLh6f0962X40Mv5VCbpEyIqVOn4je/+Q2++OILFBQUwOv1\nYv369SgvL8ff//53RQuYlpaGPn36BF21YsuWLSgsLFRkO+osWJQu1p5cjpsiSUaMEPcnG31K7DfR\n9ETInblgtl4dS2htbVue84ILQm4WNsNm1Chg4UIxOeWddypeZA77aWOU3mu/1lZ/JkS/n/8czgED\nNC4Q+Rghk82Mx75RMmWkYF04MiW/b70cH3oph9okBSGuvfZaZGVl4V//+hc+/fRT2Gw25Ofn43e/\n+50qjfYrr7wSCxYswK5du5CXlwcAWL16Nfbs2dOusi73dtQmVMWtW7duqD85aaCP1J5cM11ISCG+\nRt7XXwMtLUB8vOz7TTSBALlTJ1kBMaAdOwC3G+jdG+jQAAkUtoEyfrx44PPPlSyptLJYjOEqeytW\nAHV1wOmnAyfrK6QPRkil57Gvf6wLa0cvx4deyqE2yWtlnn/++Tj//POVLAsAoKqqCuvWrcOwYcPQ\n9+Qs0HfccQcWL16MyZMno7S0FB6PBy+//DIKCgpQXFzs/1+5t7OqYBkPoSpuHo8HLpcLgP56cq04\nvsp0cnNF5buyEtiyBTjnHNlfIppAgBKZC6yAGMzJXmlceGHYSSXDNlAKC4GMDOD774GKCsXnhTBC\nY0kthqvszZsn7m+7jZOY6owRMtnCHfusI5HV6eXaqJdyqE3yeplr167F7bffjssvvxz79u3Dc889\nh0WLFsleoLVr12LatGlYu3at/7HMzEy8/vrryM/Px+zZszF//nyMGTMGL7/8Mux2u2LbWVGocUkb\nNmwIOm6+ublZl+PzQr2Pd955x1hjgalt3L1vHL4CBg8eDKfTiXnz5sHpdIbcf802HpVi4Mte8M3r\nEELYsb7x8cANN4gNn39e4QLrY9yxXuZhMNQ8LC4XUFYmgg+TJmldGurACNeDUMd+YWGhJcegEwXS\nw7VRT+VQm80rYc3Kzz77DPfddx/GjRuHxYsXY+nSpVi8eDHmzp2LP/3pT/jZz36mRlk1U11djdGj\nR2P58uWdelDMxul0dorGuVwufPfddxgyZEinxx0OB5xOpwYlDS/Y+9i+fTs2b96MoqKidr0Weqs0\nsHeig7/9DXjgAaC0FHjlFa1LQ1aXlwfs3g18+y1wcpnYUMIey5s2icyebt2A6mqRGaEgLc8rgcP5\ntD736qksEb3wAnDPPcAVVwAff6x1acigQmW3Bqvr6bVOR6QUvdS59VKOWMXSVpY0HGPOnDmYNm0a\nJk6ciPfffx+AmKwyLS0N8+bNM30QwkpCpapmZGTIMuxCrYMs2PvYt28fjh8/ruuxwIabNE0NvkyI\nNWu0LQfRvn0iANGjBzBkSMTNww61KSwERo8Gli8XwbXf/EbmwkZRFoXpaR4GQ83D4huKUVqqbTnI\n0IId+7NmzTLWsCQihehlSKxeyqEmSUGInTt3YtSoUZ0ev+yyy/zj4cgcQo1LGjp0qD96HmvFTc0G\ndrD3UVdXh6ysrHbbKXXRjTXYoqfKum4MHQrY7cDWrWJCQIV7jIlC8g3FuOgiMaSiqx54QAQhnnsO\nuP9+IEHyNE2Gord5GAxR2fvuO5Ftk5EBXH99pz8bvdeMtGXVMehEUvD8qg5Jc0I4HA5UVVV1enzT\npk045ZRTZC8UaSfcuCSp4+ZDUXNN7WDvIzExsVNFWImLblfW+927d2/QuTcs3TuRlNSW9v7119qW\nhaxt5UpxHyQoH5NrrwUGDBATVC5eLM9z6pCh5mHQi1dfFfcTJwLJye3+ZNU15Sm8aOZdseoYdKJI\neH5Vj6QgxIQJE/DHP/4Rn332GQDRUHrnnXfw+OOPY7xvqTEyBSUnWlKzgR3sfUyfPh3x8fFBL7py\nTprWlWCL3irreplMDiNGiHsFJ6fsKt18VqTcdyFxUkrJ4uJEBgQAPPMMEHmKJk3F+rmywROlffva\n5r+57bZOf1YzoE/GEG3DyQiTahJpgedX9UjK/fzlL3+Jw4cP495770VzczOmTJmChIQE3HbbbfjV\nr36ldBlJZUqlqqqd/hfsfZx55pmdhpQAkHWYSFdSj/W05Jeu5qdQYYWMjqJJx9PVZ2Vxin0XBw+K\nySSTkgA5l6uePBl47DFg9WrgrbeAm2+W77ll1JXP1VDzMOiAe8oUZBw5gnX9+uG9JUtQkpjY7rPS\n2/AW6kztdO5YhnIaYlhSDJhKT13B86t6JAUhbDYbHn74Ydxzzz3YtWsXEhMTcfrppyO5Q4ogUTh6\naGAHu+g6nU5JF2+pF7auBFv0VFnX1fwUgUGI1lbRg6ygaBtcuvqsLE6x72LVKnF/4YUiECGX7t2B\np54C7rgDuO8+sRKCDoc5dvVzldLgYeMB2P2Pf+CMZcvQnJCA/xYXBz33KB3Q5/fQNVoEpa3acOq4\nrxYWFuK9995jhwDFjPOlqEdSTf53v/sdduzYgdTUVJxzzjnIz89HcnIyDh06hNGjRytdRtJQtOm3\n4bbXa/qflGEi0aQ6djX1uKtzb8hFV/NT9O0L9OoFuFzA9u2Kv1y06Xi6+qwsrivfRdjzndxDMQJN\nmQJcdhnw44/Agw/K//wyUHof5zhcAB4P0h59FADw+ahROJyZGfTco+TwFn4PXadFOrfehnKqIdi+\n+vjjj6OlpYWp9BQzDh9Uj6QgRFlZGX7+859j+fLl7R5vbW3F/v37FSkYaS/ayoiU7fXSwA4k5eId\nTaVCr8GWaOmqUmOztTX+li1T/OWibXDp6rOyuFi/i4jnL7knpQxkswEvvSQmIHz9deCjj+R/jS5S\neh/nOFwAM2bglIMH8WNmJlb75sFB53OPktcYfg9dp0VQ2ooNp2D76vHjx1FdXe3fpqamBhs2bMAb\nb7zRLrDMOZwoFLPU4Y1A8npgkydPxv3334+pU6firrvuUrJMpBPRpt8aNSVdyjCRaFMdzTDWUg/D\nZ9opLgbefhtYtKhtMj+FRJuOp7vPysJi/S7Cnr/OOANYt04syxnQOJTVgAHAn/4ETJsGlJYCa9cC\np3T3TjwAACAASURBVJ4a9dMolUqv9D5u1XRyv2XLgD/+EQDwf5deipaA5VqDnXuUusZY/nuQgRbp\n3HoayqmWYPtqVlYW6urqAIgAxJo1a2Cz2dC7d29/YHncuHEcskFhmaEObwSSB1ZPnDgRL774IubN\nm4ff/OY38Hg8sNlsSpaNNBZtNN+oKelSop5W7OnWXTT42muBhASRFn/woKIvJbVXydebMmvWLKSm\npqK5uVkfn5WFxbrfhj1/lZUBLS3A8OFiDgelPPigyLT44QfguuuAo0ej+nclU+mVPh9Y8Rzrt3Mn\ncNNNQGsrDvzyl/iqe3fNerQt/T3IRKusBD1lmqqRaRBsXz311FORmJgIl8uFrVu3wmazwev1YtCg\nQf4g85w5cwyd7cMsDjILyZkQAHDRRRfhzTffxK9+9StMnDgRM2bMUKpcpAPRRvONPJlLpKinVXu6\ndRUNzsgAioqATz4Bli4Fbr1VsZeS0qvUcfIx3z7B4IP2Ytlvw56/nn9ePHD77XIWs7OEBODf/xaT\nX65fD9xyi/hd4kSsSmejKXk+sOo5FocPA9dfD7jdwLhxyHnhBTy0aZNmPdqW/R5kFO76YYVJP9Wa\nmDPYvpqQkIDp06dj06ZN2L9/P3r37o1BgwYhJyfHv92+ffswqsOwOiN0mAFciYvMxeb1Rl6YPD8/\nH1988QV69uwJAHC73bj33nuxZ88eHDx4EFu3blW8oFqqrq7G6NGjsXz58k6pX2YWeLILrIyEOtlF\nu73RWKHyoHtz5gD33guUlIjGmYacTmenRqvvd6fTqV3BKCahzl/Tr74aAydOBBwOoLoaSE1VvjDb\ntolAhNsthh49+6yYNyKC0tJS9OnTB3EBQYvW1lZUV1dj3rx5SpZYFpY7xzY2imFmn3wC5OcDX30F\npKVpXap234PdbofNZoPH47HGd6Igs9eRfNS8NoY7Z4Qqx3fffYchQ4YY8trNegfpVSxtZUmZEOef\nfz4SExP9v2dkZODVV1+F0+nEO++8E1tpSfeiHWNo9jGJusoKsKriYhGE+Ogj4NgxICVFs6Jw7LSy\n1G6Qhjp/DXzmGbFBaak6AQgAOOssEWS76irgb38DPB6RjREhI8LI2WiAxc6xR4+KITf//S+QkwMs\nXqyLAATQ9j0ENpqzsrJ03+uq9yCWUefNipaa18Zw54xQWT1Tp07Fe++91+lxI2T7yPXZyn2s6P3Y\nI32SlAlhdVbNhCDSpXPPFZMELlkC/PSnmhWDPRLK0U2P4Y8/An36AM3NwI4dQF6eeq8NAO+/D9xw\ngwhCTJwIvPoqENAh0JFuPjcCEKZifvgwMHasmN+mVy9gxQqRCaEzRjrHGWHf10OmkhqNRT3tN6He\nr1EbzVI+20jvTe5jxQjHHilP1kyI0tJS/O1vf0OPHj1QWloa8glsNhteeeWV6EtLRBSL668XQYjF\nizUNQnDstHJ002M4b54IAFx7rfoBCEDs3x9+CIwbB7zxBlBbC/zrX8AppwTdXGo2mlEr4EYSauz2\n7268EfmPPAJs2SJWP1mxAjjzTK2LG5SRsr10c84IQ+tMJS3natDq2hgqU8KoWVeRPlsp37Hcx4oR\njj3Sp5C5nTk5Of7VL7Kzs5GTkxP0lp2drVphiYhw/fXi/r33xIoFGtHd6iEmoouVdo4fB+bOFT9P\nnare63Z02WXA8uUi8PCf/wDDhom5A0KINEO+kitoUJvAirlvBv6L6utx+o03igDE2Wej4sUX4fzX\nv3Q7y72RVsrQxTkjAq1WzfAJtk8qsSoEr43KifTZSvmO5T5W5Hw+rvxhLSEzIZ588kn/z3/5y19U\nKQwRUUSFhcAZZwC7d4tG2dVXh91cyV5fo/am6J3WPYYAgBdeACorRS/1VVep97rBDB8usn8mTAC+\n/BK45BLg8ceB3/xGrKgRBfZaqSMwiyDx+HFctmIFLvzyS9HzM348Nj38MJ6aO1fXs9wr0aOt1PlY\nF+eMCLSeN0svczVQaFKOj3CfrZTvWO5jRa7n48of1hPvDDFAa8mSJdi+fXvE244dO3CmTlMJ5dLQ\n0IAFCxZg0qRJSNPJxFFWUV5ejrlz52LBggVYv349MjMz/UstkUXZbCJF/pNPxDj9228PuXKA76IG\niIwut9uNFStWIC8vj/uRjmVmZmLFihUAgKSkJLjdbn/jR5Xvra5OrMDi8Yh5GPQwXj89XSxLW18P\nrFkj9v/33wfOP1/MKyDRggULkJ2d7c90BMRnXFVVheLiYiVKbknr16+H2+3GWXV1uOWNN3DWjh3w\n2mz472WXof/77+OFk3MAOBwO2Gw2pJycZLeyshJFRUUalrxNTk4O8vLyUFlZiaqqKuTm5nap0azk\n+Vjzc4ZEOTk5KCoqQnFxMYqKilQtm2+fTAmY0NntdiM3N1c3+5yVyXF8SPmO5T5W5Hq+uSczD/V8\nTqTQYmkrh+xCefjhhyU9gc1mw081HJdN5sWoKIV0zz3A008DX38NLF0acm4Is/T6mm0Mf6T3o3WP\nIaZPF439q67SdN6RTux2YPZsMUfFXXcB69eLLIk77wQeewzIzY34FEboMTaDn48YgUN3342L9uwB\nAPyQmYm/X3ABfvaXvwBxcYaZb0HOHm0lz8eanzMMQE9zNVBnchwfUr5juY8VuZ7PKOdEkk/IIERF\nRYWa5SDqxCwNSFJAt27AI48Av/61aHyNHRs0G8IMFzWzBeOkvh/N0nk3bABeegnehAQ8n5eHdVOm\n6C/wc/XVwKZNwP/+L/Dcc2LuigULxPHwwANAZmbIf2VDRGF1dcAzz+DsWbOApiaciI/HhwUF2HDd\ndfjZhAn+fciKwSClz8ccAhAeAzX6JsfxIfU7lvtYkeP5rHhOtLroBpN20NzcjI0bN+Lcc8+VqzzU\nRWbqMTVDA5IUdNddwF//KnqD331XpM93YIaLmtmCcbp+P62twL33Al4vlg0YgB0JCfoN/HTvDsya\nJbIgfvc7sVrM448DzzwDTJkCPPggcPrpnf6NDRGFfP+9yM56+WXg2DHx2E03IeHPf8Z1/fvjug6b\nWzEYZIbzsdExUKNfch0f0X7Hemk3WPGcaHWSghAbN27EY489hu3bt6O1tbXT37du3Sp7wSh6Zusx\nZYUlMr1cPOQk+T2lpIjG1733imyIceM6TdJnhoua2YJxun4/M2YAq1bhaGoqPh01Sp+Bko4GDQIW\nLQK++EIEIZYtE0M25swBrrlGzJkydiyQmOj/F7kbImY8D0ly4oRYQvWll4APPhBBLEB83tOnAxdc\nEPJfrRgMMsP5mEgpWhwfemo3WPGcGIpVrqkhJ6YM9MADDyA+Ph5Tp07F559/jsceewwDBgzApk2b\nMHPmTAwYMECFomrHKBNTmm1SF6NMNKUVM066GPV7GjIEeO01MUFlcrJYNSCA3BOracFsk4np9v18\n8YWY+NHrxfNFRTien2+syRv79QNuuQUYPx44ckQsA1lRAfzf/wEvvihW+ujeHejbF4gLuTp31Mx4\nHgrL6xUrlMycKQI8//gHsH27CIDefDPw+usiC6VDoC0YLScp1IIZzsdEStHi+NBbu8Fq58RgjHpN\nlXViykBbt27F66+/jsLCQrz99tvo378/fv7znyM7Oxtvvvkmro6wRB6pQ9c9jDFgVDQ8Xae1xyjq\n95SUJBoBV14JOJ1iEkGFxz6qzWy9h7p8P4cOAf/zP0BLC/DQQ6jv1g31Rs3C8gXmnnlG3L/8MrB1\nq1hy9IUXgKwskSFxzTXAFVcAPXt26eXMeB7q5PBhYMUKsRrJBx8A+/e3/W3gQOCOO4DJk8VnS2EZ\n/XxMpCS1jw+ztRvMwBLX1JMkBSG8Xi8yT050ddppp2H79u0YPnw4LrvsMsyZM0fRApJ0Zhy+wApL\naGa8eMT0nq64QswP8fe/A5MmiRUzAlLPjc5swTjdvZ+WFtGA3LtXrDTxxBMoqajQX6AkWllZYqLK\nBx8Uk22+/ba47d4tJrFcsEBsl58PXHRR223gwJBL3gZjuvOQ1wtUVwPffisyHj79FPjmG7Gf+PTp\nA0yYANx0E3DeeVF9XkREemHGdoPRhzKY7poahqQgxMCBA/HZZ5/h5ptvxoABA7Bu3TrccsstOHjw\nYNA5IkgbuuxhJMWY8eIR83t66ik0v/ce7Bs2YPHw4VhfXGy4C084ZgvG6eb9eL3A1KnAkiVARgbw\n1luA3a6/QElX2GzAT34ibn/+s8iK+OADcVuzRgzZqKgAXnlFbH/KKcC55wIFBeJWWCjmnejePejT\nG/o81NwsgjIVFcC6dSLY8O23QG1t++3i44ERI8TSqGPHAkOHMvBARIZntnaDnua4iJWhr6lRkhSE\nuOOOO/Dggw8iPj4eY8eOxZw5c/CrX/0KFRUVuCDMxEukLlNVnCkis108gNjfU/mePXi/oAC/278f\n1333HWr69sXM3bsNdeEhDTzxhMigSUoC3nsP6N/f/yfdBErkZLOJgMKgQcBDD4lG+Lp1Yj4M3622\nVkxuuWxZ+/897TTgjDPEihunnea/3XT++Xj69dcB6PA81NwM/PADsG+fGEKxbx+wc6eYQ2bHDjFP\nRrCOlIwMEYg57zzg0kuBiy8GevRQvfhEalGj99joPdRmZLZ2gxmGMpixbh+Kzev1eqVsuHHjRiQm\nJiI/Px9r1qzB/Pnz0atXL9x3333tojVmVF1djdGjR2P58uWdUmSI1BLsAg7AdBf1WCoqTqcTLpcL\n47/7DkWffQaP3Y5nb7gBTQMHQsLcu2RFL70E/PKXYpLGd94REzpandcL7NkDlJcDmzYBmzeLW0UF\ncPx42H9tTkxEfVISPOnpSMvLQ1r//kBammi8p6W1/ZySIoZLBbvZ7WKCx9ZWMfyhpUWsQOG7P3YM\naGwUN9/Phw+LOT1crvb3Bw4AdXXh36/NJoIpZ54psht8gYf+/ZnpQJYR2Hsc2OiRM4ivxmuQvqkR\nhCotLUWfPn0QFzD5cmtrK6qrqzFv3jxZX0tJRgzYxdJWlpQJAQDnnHOO/+cRI0ZgxIgR0ZeQiGIS\nLsXMbI3sWHqgfWPoPr30UvQ8eBDnbNqEu5YuhdOEk+Ya8eKkO7NmibkSAOD55xmA8LHZRLbDGWcA\n11/f9vjx42LYQmWluH3/fdutqgo4cAB2jwdZx4+LlTn27QNWrtTqXbSJjwdyc4HevdtuZ5wh5r0Y\nOFD8nJysdSlJRTx/dqZG77EZeqgpdmoNkzDLUAZTZmIGISkI4Xa78corr2DHjh1obm7u9HcjRZeI\njCjwAl5TU4OKigrU1tbivvvuw+zZsy1xsgon8MKzuLgYGW43+lZXY9rKlaJn1CTZWmYY76gprxf4\nwx+Axx8Xv8+aJSY1pfASE4GzzhK3YLxeEXyorRXZB7W1wMGDIkuhoaH9ralJBDU63pqbxf2JEyI7\nJT5eZEXEx7f9nJoqMilSU9tu3bsDmZniGHc42n7Ozha3+Hh1PyvSLZ4/g1NjIjwrTbZHnakVhLLS\nUAYzkBSEmDZtGr777juMHDnS9EMviPTIdwGvqanBmjVrkJycjFNOOQW1tbWsRKHzhefvV1+N+956\nC71/+AG4/HLgP/8RE+4ZHHuTusDjAe65R0zAGBcHzJsnVlOhrrPZxFCLHj2AvDytS0MUFM+fwanR\ne2yWHmqKjVpBKLPNcWF2koIQa9euxYsvvojhw4crXR4iCsJ3Aa+oqEBycjJSUlJw7NgxZGdnw+Fw\nGKYSJXcqbODzpaamorm5GdXV1bDb7Zh1/fW4/733kLthA46NGIGUVauAnBwZ34362JsUo+pq4Gc/\nE8u3JiUBb77JIRhEFsPzZ3Bq9B6zh9ra1AxCWWUogxnERd4EyM7ORvcQy3MRhVJeXg6n04nS0lI4\nnU6Ul5drXSTDKikpgcvlQm1tLZKSknDs2DE0NTXh7LPPNkwlypcK63K52qXCxrpfdHy+pKQkHD16\nFNdeey0aGxvRmJmJBaWlqHE4kLJzJzznngts3Cjzu4q+zF05Jvr164f6+vp2j6ndm6TX4zpkuT75\nREw4+PXXQL9+wOrVDEAQGVws5yE9nD/1yNd77HA4UF1dDYfDIXt2pRqvQfrlq8O6XC60trb6f/ZN\nsE7WFO+UMKtdbm4uZs2ahdNOOw3x8fE4evRou5vZAxQNDQ1YsGABJk2ahLS0NK2LYwi+BiIgglhu\ntxsrVqxAXl4ecgzeG62FnJwc5OXlYeXKlairq0NGRgaGDRuGnJwcuN1u5ObmoqioSOtihjV37lwA\nIgXWZrMhJSUFAFBZWRlT2UM935IlS3D66afD4XDgeHIythYWou/OnehZUwMsWADk5wNnny3Pm4qC\nHMdEZmYmVqxYAQBISkqC2+329yapcVzp9bgOVq5Vy5Zh5DvvIPW3vwWOHgVGjxbDciw0XKC8vBxz\n587FggULsH79emRmZvL8S4YX63lI6/OnnuXk5KCoqAjFxcUoKipS5PNQ4zVIn3x12MrKSlRVVSE3\nN5fDJEwmlraypOEYCQkJ2LFjB2699dZ2j3u9XthsNmzdujX60pKpceyl/AYPHozZs2e3W+bKF002\nQkrj/7d373FR1Pv/wF8Lyk0CF0UUEI+RaEAgpHgvxFtfUzFUKjEvQFpWfjuGmlpGpg9LSUvtHnkv\nOhZqSedo6dHy6DENlZ/mDbzAqgjmchEQBOb3x353ZLkOt93Z2dfz8dgHMPOZmc/y2dnPzPtzmZbu\nClvX/q5du4bHHntMXFbUrh02RkdjxD/+gQGXLum65b/+OvD227pHAhpJS5wTph7vKNfzunq+grVa\njP7nP9ExP183qeJbbwELFugmN7QQnISPlKqp30Om/v4ksmQcJkHVSboiW758Ofr374/IyEixtZGo\nPhx72TrM+SKqpccE1rU/Dw8P5OfnGyz/q7gYe6ZMwYAHHtDdjL77LvDPfwJbtgBVHj/cmlrqnDBl\nRS7X81qfL+e8PIzauxe+/xcYz1Kr0XX/fqB3b5PmzxTkEDDi4xCpNTTne4g3QkRE8iApCJGbm4sN\nGzaga9eurZ0fUgjOhNx6zPUiqqUnpqprfy+//DJ++OGH2o8TEAD07w9MnQqcOgX06QMsXgzMm6d7\n9F8rkus50ZgbRbm+h14dO+LRlBQ8lpaGtuXlKGvbFnv69MHJsDC8aYEBCMD0ASP2xKDWItfvISIi\nkk7SxJQhISE4ceJEa+eFFIST0FB1LT0xVV37mzhxYv3HGTxYF4CYORMoK9N11ff1BZKTAUFowXds\nSI7nRGMnC5Xde8jNBZYswWsff4xhqaloW16O/+fri+VTpmD7Qw8hPDLSNPmSAVNPwle1J4aVlZX4\ne3JyslGOT8olu+8hIiJqNJUgNHzVnZiYiI8++gjDhg1Dt27d0KbauNoXXnih1TIoBxqNBsOGDcO+\nfftqtCxR3dgVl2TvwAFgzpz7T80YMABYulQ3iaFK1eKHk9s5ER8fX6NFUf93XXMWy+I9nD8PrFkD\nbNoE3L0LACgYNAhJvr74b3m5LP63pla1J0LVHkHG6okQHR0NT09PWFndb+uorKyERqPBV1991erH\nJ2WTxfcQEREBaNq9sqQgRFhYWN07UKmwb98+6bk0QwxCmA9emFCjlZcDn38OLFkC/PWXbtmQIcD8\n+cDo0YCVpA5jZsmsbhRLS4GdO4HPPgP+/e/7y598UjfR6ODBNTax9O8DU77/pgS4iIiIyPw05V5Z\n0pwQ69evx8MPPwxVK7QMErUUjkGmJmnTBpg9G3juOWD9emDVKuC333Qvb2/g5Zd1c0i4uJg6py1O\n9mOrS0uBX34Btm8Hdu0C8vJ0y+3tgagoYO7cOh+3yu8D084f09JzwBAREZFySGrii42Nxf/Td1cm\nkimOQaZmeeABYOFC4MoVXSDib38DMjKAv/8d6NIFmDQJ2L1b7P6vBLIcW11SAvz4oy7w4+YGjBmj\nG3aRl6d7ysVHHwHXrwNffFFnAALg90FTpKWlIT4+HtHR0YiPj69zbhApWnoOGCIic9OS36lESiOp\nJ4STkxPKyspaOy9EzWLq2eBJIZycgLg4XfDhxx913f/37gW++073atcOGDUKGDtWNxTA1dXUOW4y\nWTzy9d494NgxYP9+3evwYV0PCL3AQGDiRN2rVy/Ju+X3QeNU7zly4cIFPPfcc+jevTt69+7dpKEc\n5vokHyKi5mJvPKL6SQpCDB06FM8//zzCwsLQtWtX2NnZGaxX+sSUZB5k37WczIu1NTB+vO517Rqw\neTPwj38AJ0/qnqSRnKybvHLAAN3cEYMGAX376oIUZqS1bxSrz0swKTQUfnfvAseP6wIOv/4KFBXd\n30ClAoKDgQkTdIEHH58mHZffB9Loy2fnzp2wtbVFcHAwcnJycObMGahUKrF3DC+eiYzL0ue0MXdV\ne+MBEH8mJyezHIkgMQixZ88eqNVqnDhxosajOlUqFYMQJAscg0ytxsNDN1Rj4UIgM1M3LOPHH++3\n3B8+rEtnba0bMjBgADBwINCnD/Dgg7rllqa8HOd/+gn716xBn9JSTNJq0fm779Dh7bdrpu3VCwgL\n0z2V5PHHgQ4dmn14fh80rGpLHQAIgoDDhw+jbdu2sLOzg52dHQoKCnjxTGRkbEU3f+yNR1Q/SUGI\n/fv3t3Y+iJpNFl3LSfm8vHQTWc6eDRQW6oZqHDigC0ScOgX88YfutX69Lr2dne4m288P8PXV/fT2\nBrp1081DYc6KinRBmatX77/OnwfOngXS09Hz3j30rLZJadu2yO7SBd0mTNAFaUJDAXf3Fs+a1O8D\nS25trNpS1759e5SUlMDOzg5Xr15Fz549cffuXTg7OwPgxTORMbEV3fwpvTeeJded1DIkBSEA4M6d\nO/jhhx9w8eJFtGnTBj169MDo0aPh6OjYqANmZWXhvffew++//w4ACA0Nxeuvvw6XBmaeP378ONas\nWYPTp0/DyckJw4cPxyuvvFJjO6npJk6cWOtkm6NGjcLatWsb9Z5IPjgGmYzqgQd0wwYmTND9XVSk\nm99A3zvi1ClAo9EN4Th5sub2arUuGNGtmy644eamm2OiUyfdT1dXXa8AR0fAxkY3VKE1lZbqJoDU\nanU/8/KAW7eAmzcNX9nZuvelf6RpHW45OkLr5oZbHTsiu0sXXHd3R45ajazr1/HV6tWt+17Q8PeB\npbc2Vm2p69WrF44cOQJbW1sAuotlQRAQHBws/q2Ui2ciuWMruvlTcm88S687qWVICkJkZWXhueee\nQ35+Pry9vVFZWYnvvvsOH3/8MbZt2wYPDw9JB9NqtZg2bRrKysoQGxuLiooKJCYm4vz589i+fTts\nbGxq3e7o0aOIiYmBk5MTZs2aBWtra2zatAn//e9/kZSUJLbUSE0nCAIyMjIwfPhwjBw50uBYUt8L\nEVEN7drpWvZDQ+8vy88H/vxT9zpzRvfz8mVdDwKtVveqLUBRnbW1bv+1vfQBivpeZWW6J0/cvat7\n6X/X/ywubvyTP2xsdMGTqoGUHj10T63w8cH6VatqtATlabWyuZm19NbGqi11nTt3xoABA3DixAk4\nOztDEAT4+/vD1dVVnBdCCRfPROZA6a3oVSm1RV3JvXMtve6kliEpCPHuu+/Cy8sLH374ofhBu337\nNubOnYuVK1fiww8/lHSwjRs3Ijs7Gz/++CO8vb0BAIGBgZgxYwZ27tyJyMjIWrdbtmwZrK2tkZSU\nJH4BDx8+HOHh4fj000+xYMGCRqXTaDQoLi7GsGHDEB4eLinvRERN4uysmyNiwADD5YIA5OTcH8aQ\nlaX7Ozf3/isnB7h9W9fD4t49oKBA92otbdoA7dvremi0b697ubgAnTvremm4ud3/3d1d99Oq7ic9\ny70lyNJbG6uXj62tLXr27Im4uDgAUOTFM5E5kPt3Z0tReou6UnvnWnrdSS1DUhDiyJEj2Lp1q0FE\n1sXFBfPmzcOMGTMkHywlJQUhISFiAAIABg4ciO7duyMlJaXWIIRGo8GFCxfw9NNPG0SAvb29MXTo\nUOzYsQMLFiyQnA4A0tPTxXVERCahUt2/sQ8JaTj9vXu6YIT+defO/d/v3dMFNep72drq5qewswPs\n7Wv+bm8PODi0yJCPqi1bDg4OKCsrg0ajqfVm1pStYJbU2libhlrqmlIOSm3VJDImJbeiV8UWdfNk\n6XUntQxJQQhbW1tY1dLapVKpUF5eLulA+fn5yMrKwqhRo2qs8/Pzw8GDB2vd7ubNmwAAn1oe0+bl\n5YW9e/fixo0bktN16dIFFy9eBHA/CFFcXAwHBwdJ74OIyCTatr3fO0HGqrds6VvwamvZMnUrmKW0\nNtanJVvqTF2eREqi1Fb0qtiibp5Yd1JLqLsfbRX9+/fHqlWrUFhYKC4rKCjA+++/j379+kk6kD5I\n4ObmVmOdq6srCgsLDfavpw8OFFV9jvz/ycvLAwDk5uZKTgcAFy9eRLt27bBixQoEBQUhKCgIw4cP\nR0pKiqT3QkREtavasmVlZSX+npyc3Ky0rUHf2qhWq6HRaKBWq3nD3AymLk8ikp+0tDTEx8cjOjoa\n8fHxSEtLE9d5eXkhPz/fID1b1OWPdSe1BEk9IebPn49nnnkGjz/+OB588EEAwKVLl9ChQwckJiZK\nOpA+OGBvb19jnX427uLiYjxQ7ZF13t7ecHR0xJ49ezBz5kyo/q+rcGlpKQ4dOgQAKCsrQ69evSSl\nA3TDMYqKilBYWIiVK1eioKAAmzdvxty5c3Hv3j2MHz9e0nsiIiJDjWnZkkMrmCW0NhqLHMqTiOSj\nod5RbFE3X6w7qbkk9YTo0qULUlJS8Nprr+GRRx5B3759sWjRIqSkpEiOVgqC0GAaVS1jkW1sbDBj\nxgycOXMGcXFxOH/+PM6ePYs5c+agpKQEAGBtbS05HQBERkZiyZIlWLt2LUaMGIEJEybg22+/Rdeu\nXbFq1SpUVFRIek9ERGSoMS1bbAVTFpYnEVXVUO8otqgTWS5JPSEAwNHREVFRUU0+kH64RGlpGajW\nFQAAIABJREFUaY11+mWOjo61bjt79mwUFBRgy5Yt2L17NwBg6NChiI2Nxfvvvy8+elNqumeffbbG\nMezs7BAeHo7169cjPT0dPXv2bPJ7JSJ54qR5ra8xLVtsBVMWlicRVSWldxRb1IksU51BiDfffFPS\nDlQqFZYuXdpgOnd3dwD352WoKicnB05OTnVODmllZYVFixZh5syZuHLlCrp06QIPDw+sWbMG1tbW\n8PDwaFS6uri4uADQDQshImXhpHnG0ZhZ3S1lBnhLIYfyZKCRSD74FAUiqkudQYgrV67Uu6FGo8GN\nGzfQpk0bSUEIJycneHp64syZMzXW/fnnn/D3969z2927d8PV1RX9+vVDx44dxeXHjh2Dn5+fOKeE\nlHQ3b95EdHQ0/ud//gcvv/yywXEuX74MADWitkRk/vgoMONpTMsWW8FqZ64306YsTwYaieSFvaOI\nqC51BiG2bNlS6/Ly8nJ8+umnOHHiBHr16oUVK1ZIPtjIkSOxefNmZGRkiI/HPHz4MC5fvlzvF9LG\njRtx9+5d7Ny5E23a6LJ84MAB/PHHH3jvvfcalc7NzQ0FBQXYvn07pk+fLg4BuX79OpKTk9GvXz+4\nurpKfk9EZB44aR7JnT7wcPLkSVy+fBn+/v7w9vbmzbREDDQSyYscekcRkTxJnhMC0PVYWLhwIS5f\nvozZs2dj5syZ4s2+FM8//zx27dqF6dOnIzo6GqWlpfjyyy/h5+eH8PBwAEBWVhZSU1MRHByMrl27\nitvNmTMHs2bNwsiRI3Ht2jVs2LABgwcPxtixYw32LyXdW2+9hZdeegnPPPMMJk2ahKKiImzbtg1t\n2rTBW2+91Zh/CRGZCXYLJTmr2oqv1WqhUqlw+vRpODk5iY+2tpSb6ab2AjFVoNFce60QGQN7uxFR\nbSQ9HaOsrAyrV6/GpEmTYGtri+TkZMyePbtRAQhAN+fC1q1b0atXL6xduxabNm3C8OHD8eWXX8LG\nxgaAbujE/PnzcezYMXG7UaNGYfXq1bh16xZWrFiBlJQUxMTEYP369eITLxqTbvjw4fjoo49gb2+P\nhIQEbNiwAb1798Y333wj9tAgImWJiIiAVquFVqtFZWWl+HtERISps0Zk0IpfUFAAZ2dn2NnZ4ezZ\nswAsp9eOPhij1WoNhlSkpaU1uK0pns7RnPwSERFZKpXQwLMzT548icWLF0Oj0WDOnDmYMWMGrKwk\nxS4UQ6PRYNiwYdi3bx/niyAyY2yxJLmKjo6Gp6cnrKyscODAAZSUlMDOzg4FBQUIDw8Xe/HEx8eb\nOqutKj4+vkaPJanvvWpvkqrjz1tzGEtz8ktE5o3XFEQ6TblXrrMrQ2lpKVavXo2tW7ciKCgIH3/8\nMbp169ZimSUiMjZ2C21ZjbkA48Va/aoOF+rVqxeOHDmC0tJSODs7i712lDiZW/XPxcmTJw0+F9nZ\n2Th79iyuX78OAPV+bkwx/pxzzRBZJk6ES9Q8dQYhxo4di6ysLHTt2hWDBg3CP//5zzp38sILL7RK\n5oiISJ4acwHGi7WGVZ1FvlOnTvDz88OZM2fEIRpKnMytts/F5cuX0a5dO/To0QPZ2dk4cuQIVCoV\n3N3dJX1ujB1o5FwzRJaJE+ESNU+dQYjy8nJ06dIF5eXl2L59e507UKlUDEIQEVmYxlyA8WKtYdVb\n8X18fPD6668jICBA7C3wwQcfKKoXSW2fCz8/P5w+fRodO3bE2bNnoVKpIAgCfH19Zfm54SMIiSwT\ne0ERNU+dQYj9+/cbMx9ERNTKWnJIRGMuwHixJk1trfhK7kVS2+fioYceQnFxMdRqNa5fvw53d3f4\n+vqKTwiR2+eGjyAkskzsBUXUPI17vAUREZmllr6ZbcwFmLlfrJlyPgsl9yKp63PRu3dvcVJHc/jc\ncK4ZIsvDXlBEzWNZj7kgIrJQVW9mraysxN+Tk5ObtL/GPPLUnB+PaupHMGZmZsLZ2Vn8Ozs7GydP\nnsS2bdsQHx9v1o+CbOhzYc6fGyJSNn0vKLVaDY1GA7VarYgeakTGwiAEEZEFqH4zCzSva3tjLsDM\n+WKtpYM3jeXl5YX8/HwAECdqzM/PN5io0VwDEQ19Lsz5c0NEyhcQEID4+Hh89dVXiI+P53cTUSNw\nOAYRkQWo3vU9OzsbJ06cQFlZGeLj45s0xKAx3dDNtcu6qeezqNrl1xwmamyshj4X5vq5ISIiorox\nCEFEZAGq3szevXsXv/76KwDgsccea3B+CClzIphy3oTWZOr5LKpOfGgOEzUSEREphVKvbeTAOl4/\n+xPVqaCgAJs3b8a0adPg5ORk6uyQzKSlpeGTTz7B5s2bceLECbi4uIg3CHLeN1kWNzc3eHt748qV\nK9i3bx/atWuHAQMGoHPnzrC3twcAXLlyBaGhoQbb6edEAIBOnTohLy8P+/fvh7e3t/hZlJLGXLm4\nuIhPi7K1tUVeXp44+Zix3pubmxtCQ0Nx+/ZttG/fHh07dhTX5eXloXPnzjXKrbXxu4mIiJRMydc2\nLa0p98qcE4KoGVpz0jpTT4hH5iUtLQ3x8fGIjo6uc8JC/fjV4OBgjBo1yqASratFXcqcCKaeN6E1\nyWleArlM1MjvJiLLIqV+IVIaJV/byAGDEETN0JpfUPzyI6kae1NYdbJDvbqGGEiZ0LKlJ72UG7lM\nPiaXgAi/m4gsB4OOZKmUfm1japwTgqgZWnPSOlNPiEfmo+pNIYAGJyxszPPNpcyJYOp5EyyJHCZq\n5HcTkeVobP1CpBS8tmld7AlB1AyNaVGW075JWRobrW9Mi7qUIQByGSZAxmGO303sTk7UNGwNJkvF\na5vWxSAEUTO05hcUv/xIqqbcFEodYiAlYCGXYQJkHOb23cTu5ERNZ45BR6KWwGub1qUSBEEwdSbk\nTqPRYNiwYdi3b1+NLqhErfn4Hj4aiKTQ32Sp1WqD4RWsLKm1mNN3U3x8fI0utfq/+YAwovqxfiGi\nhjTlXplBCAkYhCAiuTOnm0IiY4qOjoanpyesrO53/qysrIRGo8FXX31lwpwRmQfWL0RUn6bcK3Ni\nSiIiBZDDhIVEcsTJxYiah/VLy2JQh4hzQhARKQ4n4SO6z9zmsCAi5eIcNUQ6DEIQESkIL3CIDHFy\nMSKSi6qPPLWyshJ/T05ONnXW2IBBRsXhGERECsJnuhPVxO7kRCQHmZmZNcbMy+GRp1UnIK3agMGA\nLbUW9oQgIlIQPtOdiIhInuT6yFM599AgZWIQgohIQeR6gUNERGTp5DpHDRswyNgYhCAiMlO1jd+U\n6wUOERGRpZPrHDVswCBj45wQRERmqL7xm3FxcQaP/4qJiTH5BQ4RERHJc46aiIgIJCQkAND1gMjP\nz4dWq0VMTIyJc0ZKxSAEEZFMNObZ4fVNQBkfH9+kCxw+u5yIiMjy6HtosAGDjIVBCCIiGWjszNQt\nPcM2Z8YmIiKyXHLsoUHKxTkhiIhkoLEzU7f0+E3OjE1ERERExsAgBBGRDDR2ZuqWnoCSM2MT1VTb\n5K9ERETUPAxCEBHJQGN7NrT0DNvmMjM2bwrJWPRDlLRarcEQJX7miIiImodBCCIiGWhKz4aAgADE\nx8fjq6++avJklM05vrHxppCMiUOUiIiIWgeDEEREMmDqZ4eb+vhS8KaQjIlDlIiIiFoHn45BRCQT\npp6Z2tTHb0hLPxGElKG1Hi3r5eUFrVYrPv4WkOcQJSIiInPDnhBERGQWzGXeCjKe1hyiYw5DlIiI\niMwRgxBERGQWeFNI1bXmEB1zGKJERERkjjgcg4iIzIL+prBq1/uYmBjeFFqw1h6iI/chSkREROaI\nQQgiIjIbvCmkqjhvAxERkfnhcAwiIiIySxyiQ0REZH4YhCAiIiKzxHkbiIiIzA+HYxAREZHZ4hAd\nIiIi88IgBBFRA9LS0gwmQ4yIiOBNDxERERFRE3A4BhFRPdLS0pCQkACtVgtPT09otVokJCQgLS3N\n1FkjIiIiIjI7DEIQEdUjOTkZarUaarUaVlZW4u/JycmmzhoRERERkdnhcAwionpkZmbC09PTYJmz\nszMyMzNNlCMikoLDqIiIiOSJPSGIiOrh5eWF/Px8g2X5+fnw8vIyUY5ILy0tDfHx8YiOjkZ8fDyH\nyJCIw6iIiIjki0EIIqJ6REREQKvVQqvVorKyUvw9IiLC1FmzaLzJpPpwGBUREZF8GT0IkZWVhZdf\nfhkhISEICQnB/Pnzcfv27Qa3O378OKKiohAYGIghQ4bg7bffrnU7qemamg8iUgapregBAQGIi4uD\nWq2GRqOBWq1GXFwcu3WbGG8yqT6ZmZlwdnY2WMZhVERERPJg1DkhtFotpk2bhrKyMsTGxqKiogKJ\niYk4f/48tm/fDhsbm1q3O3r0KGJiYuDk5IRZs2bB2toamzZtwn//+18kJSWJFxpS0zU1H0SkDPpW\ndLVabdCKXldwISAggEEHmeFcHVQfLy8vaLVaqNVqcRmHUREREcmDUYMQGzduRHZ2Nn788Ud4e3sD\nAAIDAzFjxgzs3LkTkZGRtW63bNkyWFtbIykpSbyAGD58OMLDw/Hpp59iwYIFjUrX1HwQkTJUbUUH\nIP5MTk5msMFM8CaT6hMREYGEhAQAuuBUfn4+tFotYmJiTJwzIiIiMupwjJSUFISEhIg3/gAwcOBA\ndO/eHSkpKbVuo9FocOHCBYSHhxtcXHp7e2Po0KHYsWNHo9I1NR9EpBzsqm3+OFcH1YfDqIiIiOTL\naD0h8vPzkZWVhVGjRtVY5+fnh4MHD9a63c2bNwEAPj4+NdZ5eXlh7969uHHjhuR0Dg4OTcoHESkH\nW9HNn/4ms+ojGGNiYniTSSIOoyIiIpInowUh9EECNze3GutcXV1RWFiIwsJCPPDAAwbrHBwcAABF\nRUU1tsvLywMA5ObmSk5nZ2fXpHwQkXKwq7Yy8CaTiIiIyPwYbTiGPjhgb29fY52trS0AoLi4uMY6\nb29vODo6Ys+ePRAEQVxeWlqKQ4cOAQDKysokp2tqPohIOdhVm4iIiIjINIzWE6JqYKAuKpWqxjIb\nGxvMmDED69atQ1xcHGbOnInKykp88MEHKCkpAQBYW1tLTtfUfBCRsrAVnYiIiIjI+IzWE0I/XKK0\ntLTGOv0yR0fHWredPXs2pk2bhp9++gnjxo3D+PHjoVKpEBsbCwDiBHNS0jUnH0RERERERETUdEbr\nCeHu7g5ANy9DdTk5OXBychIDBNVZWVlh0aJFmDlzJq5cuYIuXbrAw8MDa9asgbW1NTw8PCSn0wca\nmpIPIiIiIiIiImo6owUhnJyc4OnpiTNnztRY9+eff8Lf37/ObXfv3g1XV1f069cPHTt2FJcfO3YM\nfn5+4lwOUtLZ2to2OR9ERERERERE1HRGG44BACNHjsSRI0eQkZEhLjt8+DAuX76M0aNH17ndxo0b\n8c4776C8vFxcduDAAfzxxx+IiopqdLqm5oOIiIiIiIiImk4lSJmpsYXcvn0bY8aMgbW1NaKjo1Fa\nWoovv/wSXl5eSEpKgo2NDbKyspCamorg4GB07doVALBnzx7MmTMHgwcPxsiRI3Ht2jVs2LABISEh\n+Pzzz2Ftbd2odFLyUZVGo8GwYcOwb98+eHp6GuvfRURERERERCRbTblXNmoQAgAuXbqEFStW4Pjx\n47Czs8Pjjz+O+fPnw8XFBQCQnJyMhQsXYsWKFYiIiBC3S0lJweeff46rV6+iQ4cOGDt2LGbNmlXj\nUZtS0zWUj6oYhCAiIiIiIiIyZBZBCHPEIAQRERERERGRoabcKxt1TggiIiIiIiIislwMQhARERER\nERGRUTAIQURERERERERG0cbUGSAiIvlJS0tDcnIyMjMz4eXlhYiICAQEBJg6W0RERERk5tgTgoiI\nDKSlpSEhIQFarRaenp7QarVISEhAWlqaqbNGRERERGaOQQgiIjKQnJwMtVoNtVoNKysr8ffk5GRT\nZ42IiIiIzByHYxARkYHMzMwaj1hydnZGZmamiXJESsKhPkRERJaNPSGIiMiAl5cX8vPzDZbl5+fD\ny8vLRDkipeBQHyIiImIQgoiIDERERECr1UKr1aKyslL8PSIiwtRZIzPHoT5ERETE4RhERArWlK7v\nAQEBiIuLM9guJiaGXeap2TjUh4iIiBiEICJSKH3Xd7VabdD1PS4uTlIggkEHamleXl7QarVQq9Xi\nMg71ISIisiwcjkFEJENpaWmIj49HdHQ04uPjmzRmnl3fSW441IeIiIgYhCAikpmWmrwvMzMTzs7O\nBsvY9Z1MST/UR61WQ6PRQK1WS+qZQ0RERMrB4RhERDJTtQcDAPFncnJyo27W2PWd5IhDfYiIiCwb\ne0IQEclMS/VgYNd3IiIiIpIbBiGIiGTGy8sL+fn5Bsua0oOBXd+JiIiISG44HIOISGYiIiKQkJAA\nQNcDIj8/H1qtFjExMY3eF7u+ExEREZGcsCcEEZHMsAcDERERESkVe0IQEckQezAQERERkRKxJwQR\nERERERERGQWDEERERERERERkFAxCEBEREREREZFRMAhBREREREREREbBIAQRERERERERGQWDEERE\nRERERERkFAxCEBEREREREZFRtDF1BsxBRUUFACA7O9vEOSEiIiIiIiKSB/09sv6eWQoGISTIzc0F\nAERFRZk4J0RERERERETykpubi27duklKqxIEQWjl/Ji9u3fv4vTp03B1dYW1tbWps0NERERERERk\nchUVFcjNzYW/vz/s7OwkbcMgBBEREREREREZBSemJCIiIiIiIiKjYBCCiIiIiIiIiIzCooIQp0+f\nxowZM9C7d28EBwfjhRdewKVLlwzSZGVl4eWXX0ZISAhCQkIwf/583L59u8a+bt++jTfeeAMDBw5E\ncHAwpkyZgtTU1BrpfvvtN0yePBmBgYEICgrC9OnTcfLkyRbJr0ajQc+ePet9HT16VEw/ceLEWtPM\nmTNH6r9QNsytLI8fP46oqCgEBgZiyJAhePvtt2vNi9Q8S00nd0otR6nH4Dkp/7KUWkZKOScB5ZUl\n60rjluWRI0fw7LPPIigoCEOGDMHy5ctRVFQkKb8tXQfyvJR/WbK+VE5Zsr40/7I0Zn1pMXNCXLp0\nCRMmTIC9vT2mT58OANiwYQMEQcCuXbvg5uYGrVaLCRMmoKysDFOnTkVFRQUSExPh4eGB7du3w8bG\nBgBw584dTJo0CTk5OZg+fTqcnJywbds2ZGdnY/v27ejZsycA4Pfff8fUqVPRo0cPTJgwAeXl5fj6\n66+Rk5ODr7/+GgEBAc3Kb3FxMX7++eca25aWluKdd95Bhw4dsGvXLjg7O0MQBAQHB2PgwIEYOXKk\nQXoPDw/06dOnBf7LxmFuZXn06FHExMTAyckJU6ZMgbW1NTZt2gRnZ2ckJSXB2dkZACTnWWo6uVNq\nOUo9Bs9J+Zel1DJSyjkJKLMsWVcaryyPHDmC6Oho+Pn54amnnsKNGzewefNm+Pn5Ydu2bbCyqrvt\nq6XrQJ6X8i9L1pfTASijLFlfTgdg/mVp1PpSsBBLliwRfHx8hDNnzojLTp06Jfj4+AjvvvuuIAiC\nsHr1auHhhx8W0tPTxTT/+c9/BB8fH+Hbb78Vl61evVro2bOn8Pvvv4vLcnJyhICAACEuLk5cFh4e\nLoSGhgrFxcXistzcXKFv377C9OnTm53fuixbtkzo1auXcOzYMXFZZmam4OPjI3z//ff1bmsOzK0s\nx4wZIwQEBAhXr14Vl6Wnpwt+fn4GZdmYPEtJJ3dKLUepx+A5Kf+ylFpGSjknBUG5ZVkb1pUtX5ZP\nPfWUMHToUKGkpERctnXrVsHHx0c4cOBAvflt6TqQ56X8y5L1pY4SypL1pY4SyrI2rVFfWsxwDI1G\nA7VaDV9fX3FZQEAA2rdvjwsXLgAAUlJSEBISAm9vbzHNwIED0b17d6SkpADQRfp27NiB0NBQ9O3b\nV0zn6uqK+fPni8vy8/Nx7tw5PPHEE7C3txfTdezYEX379sWJEyeand/anD9/Hlu3bsVTTz1lEIFK\nT08HAIP3Zq7MqSw1Gg0uXLiA8PBweHl5icu9vb0xdOhQ7NixQ1wmJc+NSSd3SizHxhyD56S8yxKQ\nXkZKOScB5ZZldawrW74sS0tLoVarERkZafCItpCQEAC6/3l9WroO5Hkp77JkfamcsgRYX+opoSyr\na6360mKCEN26dUN+fr7BuJe8vDwUFhaiU6dOyM/PR1ZWFvz8/Gps6+fnhzNnzgDQfeBu3ryJgQMH\nAtB9cPTjcKKiohAZGQkAcHR0xL/+9S+xe05VWq0W1tbWzcpvXdasWQM7Ozu8+uqrBssvXrwI4P4H\npbi4uN7jy5k5leXNmzcBAD4+PjXWeXl5QavV4saNG5LzLDWdOVBiOTbmGDwndeRaloC0MlLSOQko\ntyyrY13Z8mVpa2uLxMREvPDCCwb7Onv2LADA3d29zry2dB3I8/I+uZYl60vllCXA+lJPCWVZXWvV\nlxYThIiNjUXnzp0xd+5cnDt3DufPn8drr72Gtm3b4rnnnhMvZtzc3Gps6+rqisLCQhQWFuLq1asA\ngA4dOuC9995Dnz59EBwcjBEjRmD//v3iNtbW1vjb3/5WY3/nzp1DamoqgoKCmpXf2pw7dw7//ve/\n8cwzz9QIVFy8eBHt2rXDihUrEBQUhKCgIAwfPtzsoo6AeZWlg4MDANQ6YUxeXh4AIDc3V3KepaYz\nB0osx8Ycg+ekjlzLEpBWRko6JwHllmX1fbOubPmyrO7atWtITk7G8uXL4ePjgxEjRtSZtqXrQJ6X\n98m1LFlfKqcsAdaXSirLqlqzvmwjKZUCuLu7Y9asWXjnnXcQHh4OQHfxs3btWvj6+ordvqp2CdOz\ntbUFoIvwFBQUAAA+/PBDtGnTBosXL4aVlRUSExPx0ksvITExUYxkVVdUVIQFCxYAAGbOnNms/Nbm\nm2++gbW1NaZMmVJjXXp6OoqKilBYWIiVK1eioKAAmzdvxty5c3Hv3j2MHz++3vzIiTmVpbe3Nxwd\nHbFnzx7MnDkTKpUKgK5L1aFDhwAAZWVlqKiokJRn/cV2Q+keeOCBOvMkF0osx8Ycg+ekjpzLUkoZ\nKemcBJRbllWxrmz9sszLy0NYWJi4/zfeeEPcZ22knkctnY7npenKsrb/PetL8y1L1pfKKcuqWrO+\ntJggxAcffIBPPvkEISEhiIyMREVFBZKSkvDqq69i7dq1aN++fYP7UKlU4gVNQUEB9uzZI86iHhYW\nhhEjRuD999+v9cKqpKQEL774Is6dO4dZs2aJ43eaml/9B0/v7t27+OGHHxAWFgYPD48a+4uMjERl\nZSWioqLEZU8++STGjBmDVatWYezYsQ0OEZELcypLGxsbzJgxA+vWrUNcXBxmzpyJyspKfPDBBygp\nKQGg+8ISJDykRqVSSU5nDpRYjo05Bs9JQ3IsSyllpKRzElBuWeqxrjROWapUKqxZswZlZWXYsmUL\nZsyYgTVr1mDUqFG1Hqel60CelzXJrSyrY31p3mXJ+lI5ZanX2vWlRQzHKCgoQGJiIvz9/bFx40aM\nHTsW48ePx5YtW+Dt7Y0333xT7NZZWlpaY3v9MkdHRzHdyJEjxQ8JADg5OSEsLAxnzpyp0TW0oKAA\n0dHROHr0KCZMmIC///3vzc5v9dado0ePori4GE888USt+3z22WcNPiQAYGdnh/DwcNy6dUucXETu\nzK0sAWD27NmYNm0afvrpJ4wbNw7jx4+HSqVCbGwsAMDZ2bnReW4ondwptRwbcwyekzBYJseylFJG\nSjknAWWXpR7rSuOUpbOzM0aPHo3x48dj27ZtcHd3x4oVK+rMb0vXgTwv75NrWVZ/j6wvzbssWV8q\npyz1Wru+tIggxJUrV1BWVoYxY8YYRGTatm2LsWPH4tatW2JXmNrGj+bk5MDJyQkODg7iWBoXF5ca\n6VxcXCAIgsHEHH/99RemTp2K1NRUPP3001i+fHmDUT4p+b106ZLBNgcPHoSNjQ1CQ0Mb/odUyzNg\nPpP8mFtZAoCVlRUWLVqE3377Ddu2bcP+/fvx6aefoqioCNbW1vDw8BAnk2koz1LTyZ1Sy7G5x6j6\nPnhOGjJVWdamahkp5ZwELKMsWVe2fllWZ2dnh9DQUNy4ccNgAreqWroO5Hl5n1zLUo/1pXLKsjas\nL823LFu7vrSIIISNjQ0AiOPuq6qsrASgi/54enrWOjvon3/+CX9/fwBAjx49YGNjU2t0R6PRwNbW\nVvzn37lzBzExMTh79iymT5+OpUuXSvpilZJf/U+91NRU+Pv71xpBvHnzJp588kmsX7++xrrLly8D\nADw9PRvMlxyYW1kCwO7du3H06FF07NgRffr0ES+Kjx07Bj8/P9ja2sLJyUlSnqWmkzullqPUY/Cc\nvE+uZSm1jJRyTgLKLcuqWFe2XllmZGQgLCwM27Ztq5GuqKgIKpVKzFd1LV0H8ry8T65lCbC+rMqc\ny5L1pSFzLsuqWru+tIggRI8ePdCpUyfs2LHDoBtKaWkpdu7cCbVajR49emDkyJE4cuQIMjIyxDSH\nDx/G5cuXMXr0aAC67ixhYWE4cOCA+GgSAMjKysL+/fsxbNgwMSK2dOlSnD17FlOnTsXChQtbPL96\n9+7dQ3p6ep0TVrq5uaGgoADbt2/HnTt3xOXXr19HcnIy+vXrB1dXV8n5MyVzK0sA2LhxI9555x2U\nl5eLyw4cOIA//vjDoBuTlDw3Jp2cKbkcpRyD56SOnMuyMWWkhHMSUG5Z6rGubN2y7NatGwoLC5GU\nlGQwZPTatWvYs2cP+vbtW29X65auA3leyr8sWV/qmHtZsr5UTlnqGaO+VAlSZqpQgJ9//hlz5szB\nQw89hIkTJ6KyshLff/890tPTsXLlSowbNw63b98Wu9VER0ejtLQUX375Jby8vJCUlCRGlzQaDSZN\nmgQAmDp1Ktq2bYvNmzejpKQEycnJ6Nq1KzIyMjB69Gg4OTlh4cKFtU7MoZ9JNSsrC6lXbpRbAAAL\nAElEQVSpqQgODkbXrl0l51cvMzMTI0aMwLx588RxsNX98ssveOmll9CjRw9MmjQJRUVF2LZtG+7d\nu4dvvvlGfMarOTC3styzZw/mzJmDwYMHY+TIkbh27Ro2bNiAkJAQfP755+L+pOZZajq5U2I5NuYY\nPCflXZaA9DJSyjkJKLcsAdaVrV2WALBr1y7Mnz8fvXv3xrhx46DVasX/39dffw0fHx8AtZdlS9eB\nPC/lXZasL5VTlgDrSyWVJWCk+lKwIIcPHxamTJkiBAYGCoGBgcKzzz4rHDx40CBNRkaGEBsbK/Tu\n3Vvo37+/sGDBAuGvv/6qsa/MzEzhlVdeER599FEhODhYmDlzppCeni6u//rrrwUfH596X3rff/+9\n4OPjI3z//feNzq8gCMKpU6cEHx8f4Ztvvqn3/f/888/CxIkTBX9/f6FPnz7C7NmzDfJsTsytLHfv\n3i2MGzdOCAwMFMLCwoQ1a9YIxcXFNfIiNc9S08md0sqxMccQBJ6Tci5LPallpJRzUhCUW5asK1u3\nLPVSUlKEp556SvDz8xP69u0rvPLKK8KlS5cM0tRVli1dB/K8lG9Zsr5UTlnqsb5UTlkao760mJ4Q\nRERERERERGRaFjEnBBERERERERGZHoMQRERERERERGQUDEIQERERERERkVEwCEFERERERERERsEg\nBBEREREREREZBYMQRERERERERGQUDEIQERERERERkVEwCEFERGThwsLC0LNnT/H1yCOPYMyYMfju\nu+9qTZ+dnY2ePXvi6NGjAIB169YZbO/r64t+/fph1qxZOH36dIPHv3PnDpYtW4bQ0FAEBQXh2Wef\nxfHjx+tMP2vWLDz33HMGyw4ePGiQB/0rOztbTPPDDz9g1KhRCAgIQGRkJNLS0gz2cfXqVcTExCAo\nKAiPP/44vvzyS4P1FRUVeP/99zF48GAEBQVhzpw5uHXrlkGaQ4cOITw8HAEBARg7diwOHjzY4Psn\nIiKyJAxCEBEREZ5//nkcOnQIhw4dQkpKCiZPnowlS5bgwIEDkrb38PAQt9+3bx8+/fRTqFQqREVF\n1bjZr+6NN97AoUOH8O677yI5ORl+fn6IiYnB5cuXa6RNSkqqNU/nz5+Hr6+vmAf9q1OnTgCAw4cP\nY9GiRYiOjsaOHTvg4+ODmJgY3L59GwBQVlaG2NhYtGvXDtu3b0dcXBzWr1+Pf/zjH+Ix1q1bhx07\nduC9997D1q1bkZ2djVdeeUVcn56ejhdffBFPPPEEduzYgWHDhuGll17CxYsXJf0PiYiILAGDEERE\nRAQHBwe4urrC1dUVXl5emDx5MgYMGICdO3dK2t7a2lrcvkuXLggKCsL69evh7e2NZcuW1bldXl4e\n/vWvf2HhwoXo378/unfvjsWLF6NTp05ISUkxSHv16lWsWbMGQUFBNfZz8eJF+Pj4iHnQv6ysdJc6\niYmJGDNmDJ5++ml4e3tj6dKlcHZ2FoMMe/fuxa1bt7BixQo89NBDGDt2LGJjY5GYmAhAF6TYvHkz\n5s6di0GDBsHPzw+rV69GamoqUlNTAQCbN29G79698eKLL8Lb2xuvvvoqgoKCsHnzZkn/QyIiIkvA\nIAQRERHVyt7eHiqVqsnbt2nTBpMnT8apU6dw7dq1WtPY2Njg888/x6OPPiouU6lUUKlUKCgoEJdV\nVFRgwYIFiI2Nhbe3d439XLx4sdblAFBZWYnU1FSEhISIy6ysrNC3b19x2Mfx48fh7++Pdu3aiWlC\nQkJw5coV3Lp1C+fOnUNRUZHBPjw9PeHh4WGwj6rrAaBfv371Di0hIiKyNAxCEBERkQFBEHD48GH8\n5z//wcSJE5u1Lx8fHwC64RK1cXBwwGOPPQZHR0dx2Z49e3D16lUMGTJEXPbZZ58BAGJiYmrso6Ki\nApcuXcLp06cxbtw4DB48GC+++CIuXboEACgoKEBxcTHc3NwMtuvUqZM4Z0R2drY4dKPqegC4ceOG\nmK6hfdS3noiIiIA2ps4AERERmd7HH3+ML774AoBu6EF5eTlGjBiBvn37Nmu/zs7OAHSTT0px6tQp\nLFq0CKNGjRKDEKdPn8aGDRvw3XfficMrqsrMzERpaSnKysqwbNkylJWV4ZNPPkFUVBR2796Ne/fu\nAQBsbW0Ntmvbti1KS0sBAHfv3oWLi4vBehsbGwBAaWkpSkpKYGVlhbZt29ZIU3Uf+m1qW09EREQM\nQhARERGAqKgoTJ48GYAuCHHx4kWsWrUKL730khicaAp98MHJyQk//PAD3nrrLXHd2LFjsXTpUvHv\nX3/9Ff/7v/+LwMBArFy5EoAuADB//ny8+uqr6NatW63H6N69O44ePQonJycxSLF+/XqEhoZi165d\neOqpp8T3VdW9e/dgb28PALCzs6uxXv+3g4MD7OzsUFlZifLycrRp08YgjX4ftra2YsCjtvVERETE\nIAQRERFB12Oh6k1+jx49UF5ejnnz5uH3339H+/btxaEVgiAA0E1G2ZA///wTAPDwww+jXbt2CAwM\nFNdVHYKxY8cOvPHGGxg6dChWr14t9ig4deoUMjIykJCQgISEBAC6G/vKykoEBQUhJSUF7u7uaN++\nvcFx7e3t0bVrV9y4cQPt27eHg4MDcnJyDNLk5OSIwyc6d+5c42kc+vRubm4oLy8HAOTm5qJLly61\n7qNLly71HoOIiIg4JwQRERHVQR9s2LRpE+bNmycuz8/PB4Aawxeqq6ysRFJSEkJCQuDm5gZHR0d0\n69ZNfHXo0AEA8NNPP2HhwoWIiIjAhx9+aDCkISAgAHv37sXOnTvF1/Dhw+Hv74+dO3eiU6dO+OWX\nXxAUFCQ+bhPQ9cC4cuUKevToAZVKhaCgIBw7dswgb8eOHROHmzz66KM4ffo0SkpKxDRHjx5F9+7d\n0aFDB/Tq1Qvt2rXD77//Lq7XaDS4du2awT6qHkO/jz59+kj4bxMREVkG9oQgIiIiFBcXIzc3F4Du\nBj0jIwPr1q3Dww8/jMjISMyaNQu7d+9GQEAAPvvsM3Tt2hXdu3cXt6+oqBC3r6iowLVr17Bx40Zc\nunQJ33zzTZ3HvXXrFhYvXoxBgwZhzpw5BoEEe3t7MXBRlaOjI+zs7MTlffv2haOjI+bNm4d58+ah\noqICq1evhlqtRnh4OABg+vTpePHFF+Hr64v+/ftjw4YNKCwsFCfeHDFiBNasWYPXXnsNr776Ki5c\nuIDExEQsWbIEgG5uh8mTJ2PlypVQq9Xo0KED3n77bYSEhKB3794AgClTpmDChAlYu3YtnnzySeze\nvRunTp1CfHx8c4qGiIhIUVSCvpmDiIiILFJYWJjBIzStra3h4uKCgQMH4rXXXoObmxu++OILfP31\n1/jrr7/wyCOPYMmSJejZsycAYN26dVi/fr24fdu2beHq6oo+ffpg5syZ6NGjR53H/vbbb8Ub/eom\nTpyI5cuX11i+ePFiZGZmYsuWLeKyjIwMrFq1CqmpqSgvL8egQYOwcOFCuLu7i2m+//57fPzxx8jN\nzYWvry/efPNN+Pn5iesvXbqE+Ph4nDx5Eh06dMD06dMxbdo0cX15eTkSEhKwY8cOlJeXY8iQIViy\nZIlBj5ADBw5g1apVyMzMxIMPPogFCxZg4MCBdb5/IiIiS8MgBBEREREREREZBeeEICIiIiIiIiKj\nYBCCiIiIiIiIiIyCQQgiIiIiIiIiMgoGIYiIiIiIiIjIKBiEICIiIiIiIiKjYBCCiIiIiIiIiIyC\nQQgiIiIiIiIiMgoGIYiIiIiIiIjIKP4/MiJkHLglFYcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sys_use = sys_combination[good_number[num]]\n",
"transit_params_after = paramsmc[:4]\n",
"sys_params_after = paramsmc[4:]\n",
"full_params = paramsmc\n",
"\n",
"transit_model = transit_model_q(transit_params_after,transit_fix, time, model=MandelAgol())\n",
"sys_model = np.dot(sys_use,sys_params_after)\n",
"\n",
"transit_model_before = transit_model_q(transit_params,transit_fix, time, model=MandelAgol())\n",
"print('\\nsystematics is' ,free[good_number[num]])\n",
"#compute rms\n",
"rms_after = rms(flux,sys_model*transit_model)\n",
"print('rms w/o systematics:\\n{:.8f}'.format(rms_after))\n",
" \n",
"#compute BIC\n",
"num_d=len(time)\n",
"num_p=full_params.size\n",
"chi2 = chisq(flux,sys_model*transit_model,err)\n",
" \n",
"dof = num_d - num_p\n",
"red_chi2 = chi2 / dof\n",
"BIC = chi2 + num_p * np.log(num_d)\n",
" \n",
"print('chisq:\\n{:.8f}'.format(chi2))\n",
"print('reduced_chisq:\\n{:.8f}'.format(red_chi2))\n",
"print('BIC: {:.4f}'.format(BIC))\n",
"\n",
"fig = pl.figure(figsize=(15,5))\n",
"#plot corrected data\n",
"pl.plot(time, flux, 'ko', alpha=0.5)\n",
"#pl.set_title('raw data & transit+systematics models (z-band)', fontsize=18)\n",
"#plot transit+sys models\n",
"#pl.plot(time, transit_model_before*sys_model, 'b-', lw=2, label='before',alpha=0.5)\n",
"pl.plot(time, transit_model*sys_model, 'r-', lw=2)\n",
"pl.xlabel('BJD-2450000')\n",
"pl.ylabel('Normalized Flux')\n",
"pl.text(8062.936,1.005,\"e\",fontsize=25,color='b')\n",
"pl.text(8062.973,1.005,\"d\",fontsize=25,color='b')\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"BICもわずかによくなっている。 \n",
"\n",
"しかしこれを答えとする前に、本当にMCMCのチェーンは収束したのかを確認する必要がある。いくつかの収束の確認法を行う。 \n",
"まずは、各ステップごとのチェーンの動きを見てみる。(100点が10000ステップ動いているような図。)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ys=['k_d','Tc_d','k_e','Tc_e','w0','w1']"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAvMAAAG/CAYAAADVd1hdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nODOU/wPAGpAGVzXTggAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = pl.subplots(dim, 1, figsize=(10*1.2,dim*1.2))\n",
"\n",
"\n",
"for i in range(dim-1):\n",
" ax[i].plot(sampler.chain[:,:,i].T, color='k', alpha=0.1)\n",
" pl.setp(ax[i].get_xticklabels(), visible=False)\n",
" pl.setp(ax[i].get_yticklabels(), fontsize=18)\n",
" ax[i].set_ylabel(ys[i],fontsize=20)\n",
"\n",
"ax[dim-1].plot(sampler.chain[:,:,i].T, color='k', alpha=0.1)\n",
"pl.setp(ax[dim-1].get_xticklabels(), fontsize=16)\n",
"pl.setp(ax[dim-1].get_yticklabels(), fontsize=16)\n",
"ax[dim-1].set_ylabel(ys[dim-1],fontsize=20)\n",
"\n",
"ax[dim-1].set_xlabel('steps',fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"チェーンを眺めてみると、程よく広がったところから収束していっているのを確認できる(そうなるように初期値のばらつきを設定した。) \n",
"チェーンの最初の部分はまだ収束していないので(burn-inと呼ばれる)、ここは取り除いて各パラメタの分布を見てみる。"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"samples=sampler.chain[:,2000:, :].reshape(-1,dim)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA9oAAAPeCAYAAADzhmJRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import corner\n",
"fig = corner.corner(samples, fontsize=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"どの値も綺麗なガウシアン状に広がっている。 \n",
"airmassとoffsetに共分散が見られるが、線形なら問題ない。"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"choice=np.random.randint(0,500,100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"MCMCのチェーンの中からランダムに100個のセットを持ってきて図にしてみると以下のようになる。"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABCYAAAFVCAYAAAAzJe73AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAQFtIs/FqzqYAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sys_use = sys_combination[good_number[num]]\n",
"\n",
"\n",
"fig = pl.figure(figsize=(15,5))\n",
"\n",
"for i in range(len(choice)):\n",
" paramsmc=samples[choice[i]]\n",
" transit_params_after = paramsmc[:4]\n",
" sys_params_after = paramsmc[4:]\n",
" full_params = paramsmc\n",
"\n",
" transit_model = transit_model_q(transit_params_after,transit_fix, time, model=MandelAgol())\n",
" sys_model = np.dot(sys_use,sys_params_after)\n",
"\n",
" pl.plot(time, transit_model*sys_model, 'k-',lw=2,alpha=0.2)\n",
"\n",
"idx = np.argmax(sampler.flatlnprobability)\n",
"paramsmc = sampler.flatchain[idx]\n",
"transit_params_after = paramsmc[:4]\n",
"sys_params_after = paramsmc[4:]\n",
"full_params = paramsmc\n",
"\n",
"transit_model = transit_model_q(transit_params_after,transit_fix, time, model=MandelAgol())\n",
"sys_model = np.dot(sys_use,sys_params_after)\n",
"pl.plot(time, flux, 'ko', alpha=0.5)\n",
"pl.plot(time, transit_model*sys_model, 'r-',lw=3,alpha=1)\n",
"pl.tick_params(labelbottom=\"off\")\n",
"#pl.xlabel('BJD-2450000')\n",
"pl.ylabel('Normalized Flux')\n",
"#pl.text(8062.936,1.005,\"e\",fontsize=25,color='r')\n",
"#pl.text(8062.973,1.005,\"d\",fontsize=25,color='r')\n",
"pl.title('Transit Light-Curve of TRAPPIST-1 planets')\n",
"pl.legend(fontsize=25)\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"残差をプロットしてみて、綺麗にフィットできているか確認する。"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABCEAAADGCAYAAADsfJrXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTrTsF9pvEgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(15,3))\n",
"\n",
"transit_model = transit_model_q(transit_params_after,transit_fix, time, model=MandelAgol())\n",
"sys_model = np.dot(sys_use,sys_params_after)\n",
"\n",
"resid = flux/(transit_model*sys_model)\n",
"\n",
"pl.plot(time, resid, 'bo', alpha=0.5)\n",
"pl.xlabel('BJD-2450000')\n",
"pl.ylabel('residuals')\n",
"#pl.text(8062.936,1.005,\"e\",fontsize=25,color='r')\n",
"#pl.text(8062.973,1.005,\"d\",fontsize=25,color='r')\n",
"#pl.title('Transit Light-Curve of TRAPPIST-1 planets')\n",
"pl.legend(fontsize=25)\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"この時の全チェーンのパラメタの値を保存しておく。"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" k_d | \n",
" Tc_d | \n",
" k_e | \n",
" Tc_e | \n",
" w0(offset) | \n",
" w1(airmass) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.061791 | \n",
" 8062.973398 | \n",
" 0.067608 | \n",
" 8062.937494 | \n",
" 1.009202 | \n",
" -0.005430 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.059651 | \n",
" 8062.973431 | \n",
" 0.066465 | \n",
" 8062.937484 | \n",
" 1.008334 | \n",
" -0.004831 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.059651 | \n",
" 8062.973431 | \n",
" 0.066465 | \n",
" 8062.937484 | \n",
" 1.008334 | \n",
" -0.004831 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" k_d Tc_d k_e Tc_e w0(offset) w1(airmass)\n",
"0 0.061791 8062.973398 0.067608 8062.937494 1.009202 -0.005430\n",
"1 0.059651 8062.973431 0.066465 8062.937484 1.008334 -0.004831\n",
"2 0.059651 8062.973431 0.066465 8062.937484 1.008334 -0.004831"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_chain= pd.DataFrame(samples)\n",
"df_chain.columns = ['k_d','Tc_d','k_e','Tc_e','w0(offset)','w1(airmass)']#change\n",
"df_chain.to_csv('df_chain_0_new.csv')#change\n",
"df_chain.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ちなみにこれを用いると各パラメタの中央値や分散がわかる。"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" k_d | \n",
" Tc_d | \n",
" k_e | \n",
" Tc_e | \n",
" w0(offset) | \n",
" w1(airmass) | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 800000.000000 | \n",
" 800000.000000 | \n",
" 800000.000000 | \n",
" 800000.000000 | \n",
" 800000.000000 | \n",
" 800000.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 0.063457 | \n",
" 8062.974230 | \n",
" 0.071949 | \n",
" 8062.937608 | \n",
" 1.007758 | \n",
" -0.004393 | \n",
"
\n",
" \n",
" std | \n",
" 0.003525 | \n",
" 0.000697 | \n",
" 0.002751 | \n",
" 0.000466 | \n",
" 0.003103 | \n",
" 0.002168 | \n",
"
\n",
" \n",
" min | \n",
" 0.045665 | \n",
" 8062.968624 | \n",
" 0.057629 | \n",
" 8062.934419 | \n",
" 0.993047 | \n",
" -0.014780 | \n",
"
\n",
" \n",
" 25% | \n",
" 0.061138 | \n",
" 8062.973748 | \n",
" 0.070137 | \n",
" 8062.937304 | \n",
" 1.005672 | \n",
" -0.005861 | \n",
"
\n",
" \n",
" 50% | \n",
" 0.063542 | \n",
" 8062.974229 | \n",
" 0.071998 | \n",
" 8062.937597 | \n",
" 1.007772 | \n",
" -0.004399 | \n",
"
\n",
" \n",
" 75% | \n",
" 0.065885 | \n",
" 8062.974712 | \n",
" 0.073829 | \n",
" 8062.937904 | \n",
" 1.009858 | \n",
" -0.002938 | \n",
"
\n",
" \n",
" max | \n",
" 0.078020 | \n",
" 8062.977193 | \n",
" 0.083403 | \n",
" 8062.940238 | \n",
" 1.022932 | \n",
" 0.005790 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" k_d Tc_d k_e Tc_e \\\n",
"count 800000.000000 800000.000000 800000.000000 800000.000000 \n",
"mean 0.063457 8062.974230 0.071949 8062.937608 \n",
"std 0.003525 0.000697 0.002751 0.000466 \n",
"min 0.045665 8062.968624 0.057629 8062.934419 \n",
"25% 0.061138 8062.973748 0.070137 8062.937304 \n",
"50% 0.063542 8062.974229 0.071998 8062.937597 \n",
"75% 0.065885 8062.974712 0.073829 8062.937904 \n",
"max 0.078020 8062.977193 0.083403 8062.940238 \n",
"\n",
" w0(offset) w1(airmass) \n",
"count 800000.000000 800000.000000 \n",
"mean 1.007758 -0.004393 \n",
"std 0.003103 0.002168 \n",
"min 0.993047 -0.014780 \n",
"25% 1.005672 -0.005861 \n",
"50% 1.007772 -0.004399 \n",
"75% 1.009858 -0.002938 \n",
"max 1.022932 0.005790 "
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_chain.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"収束性を確認するもう一つの方法。autocorrelation lengthを計算する。\n",
"tauで割った値が~10000ならば誤差の精度が1%といえる \n",
"(詳細はhttps://dfm.io/posts/autocorr/ )"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"11941"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from acor import acor\n",
"tau, mean, sigma = acor(df_chain['Tc_d'])\n",
"result = np.array(df_chain['Tc_d'])[::int(tau)]\n",
"len(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"これで収束性も確認できた。\n",
"同様のことをnumの値を変え繰り返していく。 \n",
"Gillon et al.(2017)とWang et al.(2017)の値を用いてトランジット中心の時刻からTTVの時間を計算すると、最終的に以下の結果が得られる。"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"['./df_chain_0_new.csv',\n",
" './df_chain_1_new.csv',\n",
" './df_chain_2_new.csv',\n",
" './df_chain_3_new.csv',\n",
" './df_chain_4_new.csv',\n",
" './df_chain_5_new.csv',\n",
" './df_chain_6_new.csv',\n",
" './df_chain_7_new.csv',\n",
" './df_chain_8_new.csv',\n",
" './df_chain_9_new.csv']"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datadir = '.'\n",
"path = os.path.join(datadir,'df_chain*new.csv')\n",
"file_list = glob(path)\n",
"file_list = sorted(file_list)\n",
"file_list=file_list[::]\n",
"file_list"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[['airmass'],\n",
" ['dy'],\n",
" ['sky'],\n",
" ['dx'],\n",
" ['del_time'],\n",
" ['airmass', 'sky'],\n",
" ['dy', 'sky'],\n",
" ['dy', 'airmass'],\n",
" ['airmass', 'del_time'],\n",
" ['dx', 'airmass']]"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"good_free=[]\n",
"for n in range(len(good_number)):\n",
" good_free.append(free[good_number[n]])\n",
"good_free"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"Tcd_list=[]\n",
"Tcd_err_list=[]\n",
"Tce_list=[]\n",
"Tce_err_list=[]\n",
"Tcd_wang_list=[]\n",
"Tcd_wang_err_list=[]\n",
"Tce_wang_list=[]\n",
"Tce_wang_err_list=[]\n",
"TTV_d_list=[]\n",
"TTV_d_err_list=[]\n",
"TTV_e_list=[]\n",
"TTV_e_err_list=[]\n",
"TTV_gillon_d_list=[]\n",
"TTV_gillon_d_err_list=[]\n",
"TTV_gillon_e_list=[]\n",
"TTV_gillon_e_err_list=[]\n",
"\n",
"for n in range(len(good_number)):\n",
" df_chain = pd.read_csv(file_list[n], delimiter=',', parse_dates=True)\n",
" df_chain = df_chain.drop('Unnamed: 0',axis=1)\n",
" \n",
" ad,bd,cd=np.percentile(df_chain['Tc_d'], [16, 50, 84], axis=0)\n",
" del1d=bd-ad\n",
" del2d=cd-bd\n",
" tcd_goal=bd\n",
" \n",
" ae,be,ce=np.percentile(df_chain['Tc_e'], [16, 50, 84], axis=0)\n",
" del1e=be-ae\n",
" del2e=ce-be\n",
" tce_goal=be\n",
" \n",
" Tcd_goal=ufloat(tcd_goal,max(del1d,del2d))\n",
" Tce_goal=ufloat(tce_goal,max(del1e,del2e))\n",
" \n",
" Tcd_list.append(Tcd_goal.n)\n",
" Tcd_err_list.append(Tcd_goal.s)\n",
" Tce_list.append(Tce_goal.n)\n",
" Tce_err_list.append(Tce_goal.s)\n",
" \n",
" Tcd_wang_goal=Tcd_goal+2450000-2457738.3654\n",
" Tce_wang_goal=Tce_goal+2450000-2457738.3654\n",
" \n",
" Tcd_wang_list.append(Tcd_wang_goal.n)\n",
" Tcd_wang_err_list.append(Tcd_wang_goal.s)\n",
" Tce_wang_list.append(Tce_wang_goal.n)\n",
" Tce_wang_err_list.append(Tce_wang_goal.s)\n",
" \n",
" TTV_d_wang=(Tcd_goal-tc_d)*24*60\n",
" TTV_e_wang=(Tce_goal-tc_e)*24*60\n",
" \n",
" TTV_gillon_d=(Tcd_goal-tc_d_gillon)*24*60\n",
" TTV_gillon_e=(Tce_goal-tc_e_gillon)*24*60\n",
" \n",
" TTV_d_list.append(TTV_d_wang.n)\n",
" TTV_d_err_list.append(TTV_d_wang.s)\n",
" TTV_e_list.append(TTV_e_wang.n)\n",
" TTV_e_err_list.append(TTV_e_wang.s) \n",
" TTV_gillon_d_list.append(TTV_gillon_d.n)\n",
" TTV_gillon_d_err_list.append(TTV_gillon_d.s)\n",
" TTV_gillon_e_list.append(TTV_gillon_e.n)\n",
" TTV_gillon_e_err_list.append(TTV_gillon_e.s) "
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" free | \n",
" Tc_d(BJD-2450000) | \n",
" Tc_d_err | \n",
" Tc_e(BJD-2450000) | \n",
" Tc_e_err | \n",
" TTV_d_wang | \n",
" TTV_d_err_wang | \n",
" TTV_e_wang | \n",
" TTV_e_err_wang | \n",
" TTV_d_gillon | \n",
" TTV_d_err_gillon | \n",
" TTV_e_gillon | \n",
" TTV_e_err_gillon | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" [airmass] | \n",
" 8062.974224 | \n",
" 0.000721 | \n",
" 8062.937585 | \n",
" 0.000471 | \n",
" -1.376734 | \n",
" 1.038319 | \n",
" -15.716944 | \n",
" 0.677929 | \n",
" 29.381666 | \n",
" 8.875207 | \n",
" -22.456144 | \n",
" 1.360867 | \n",
"
\n",
" \n",
" 1 | \n",
" [dy] | \n",
" 8062.974216 | \n",
" 0.000758 | \n",
" 8062.937537 | \n",
" 0.000464 | \n",
" -1.387837 | \n",
" 1.091112 | \n",
" -15.787056 | \n",
" 0.667559 | \n",
" 29.370563 | \n",
" 8.881538 | \n",
" -22.526256 | \n",
" 1.355731 | \n",
"
\n",
" \n",
" 2 | \n",
" [sky] | \n",
" 8062.974265 | \n",
" 0.000781 | \n",
" 8062.937544 | \n",
" 0.000473 | \n",
" -1.317834 | \n",
" 1.124767 | \n",
" -15.776404 | \n",
" 0.680614 | \n",
" 29.440566 | \n",
" 8.885736 | \n",
" -22.515604 | \n",
" 1.362207 | \n",
"
\n",
" \n",
" 3 | \n",
" [dx] | \n",
" 8062.974169 | \n",
" 0.000791 | \n",
" 8062.937476 | \n",
" 0.000456 | \n",
" -1.456249 | \n",
" 1.139077 | \n",
" -15.873887 | \n",
" 0.656383 | \n",
" 29.302151 | \n",
" 8.887558 | \n",
" -22.613087 | \n",
" 1.350263 | \n",
"
\n",
" \n",
" 4 | \n",
" [del_time] | \n",
" 8062.974189 | \n",
" 0.000782 | \n",
" 8062.937475 | \n",
" 0.000456 | \n",
" -1.427449 | \n",
" 1.126677 | \n",
" -15.876593 | \n",
" 0.657355 | \n",
" 29.330951 | \n",
" 8.885978 | \n",
" -22.615793 | \n",
" 1.350736 | \n",
"
\n",
" \n",
" 5 | \n",
" [airmass, sky] | \n",
" 8062.974261 | \n",
" 0.000682 | \n",
" 8062.937663 | \n",
" 0.000468 | \n",
" -1.323777 | \n",
" 0.982666 | \n",
" -15.605660 | \n",
" 0.673859 | \n",
" 29.434623 | \n",
" 8.868869 | \n",
" -22.344860 | \n",
" 1.358845 | \n",
"
\n",
" \n",
" 6 | \n",
" [dy, sky] | \n",
" 8062.974234 | \n",
" 0.000751 | \n",
" 8062.937556 | \n",
" 0.000468 | \n",
" -1.362068 | \n",
" 1.080842 | \n",
" -15.759876 | \n",
" 0.673237 | \n",
" 29.396332 | \n",
" 8.880283 | \n",
" -22.499076 | \n",
" 1.358536 | \n",
"
\n",
" \n",
" 7 | \n",
" [dy, airmass] | \n",
" 8062.974204 | \n",
" 0.000707 | \n",
" 8062.937600 | \n",
" 0.000463 | \n",
" -1.404874 | \n",
" 1.018072 | \n",
" -15.696694 | \n",
" 0.666568 | \n",
" 29.353526 | \n",
" 8.872861 | \n",
" -22.435894 | \n",
" 1.355244 | \n",
"
\n",
" \n",
" 8 | \n",
" [airmass, del_time] | \n",
" 8062.974170 | \n",
" 0.000722 | \n",
" 8062.937559 | \n",
" 0.000454 | \n",
" -1.454427 | \n",
" 1.039769 | \n",
" -15.755319 | \n",
" 0.654022 | \n",
" 29.303973 | \n",
" 8.875377 | \n",
" -22.494519 | \n",
" 1.349117 | \n",
"
\n",
" \n",
" 9 | \n",
" [dx, airmass] | \n",
" 8062.974192 | \n",
" 0.000720 | \n",
" 8062.937566 | \n",
" 0.000455 | \n",
" -1.423232 | \n",
" 1.037414 | \n",
" -15.744464 | \n",
" 0.655016 | \n",
" 29.335168 | \n",
" 8.875102 | \n",
" -22.483664 | \n",
" 1.349599 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" free Tc_d(BJD-2450000) Tc_d_err Tc_e(BJD-2450000) \\\n",
"0 [airmass] 8062.974224 0.000721 8062.937585 \n",
"1 [dy] 8062.974216 0.000758 8062.937537 \n",
"2 [sky] 8062.974265 0.000781 8062.937544 \n",
"3 [dx] 8062.974169 0.000791 8062.937476 \n",
"4 [del_time] 8062.974189 0.000782 8062.937475 \n",
"5 [airmass, sky] 8062.974261 0.000682 8062.937663 \n",
"6 [dy, sky] 8062.974234 0.000751 8062.937556 \n",
"7 [dy, airmass] 8062.974204 0.000707 8062.937600 \n",
"8 [airmass, del_time] 8062.974170 0.000722 8062.937559 \n",
"9 [dx, airmass] 8062.974192 0.000720 8062.937566 \n",
"\n",
" Tc_e_err TTV_d_wang TTV_d_err_wang TTV_e_wang TTV_e_err_wang \\\n",
"0 0.000471 -1.376734 1.038319 -15.716944 0.677929 \n",
"1 0.000464 -1.387837 1.091112 -15.787056 0.667559 \n",
"2 0.000473 -1.317834 1.124767 -15.776404 0.680614 \n",
"3 0.000456 -1.456249 1.139077 -15.873887 0.656383 \n",
"4 0.000456 -1.427449 1.126677 -15.876593 0.657355 \n",
"5 0.000468 -1.323777 0.982666 -15.605660 0.673859 \n",
"6 0.000468 -1.362068 1.080842 -15.759876 0.673237 \n",
"7 0.000463 -1.404874 1.018072 -15.696694 0.666568 \n",
"8 0.000454 -1.454427 1.039769 -15.755319 0.654022 \n",
"9 0.000455 -1.423232 1.037414 -15.744464 0.655016 \n",
"\n",
" TTV_d_gillon TTV_d_err_gillon TTV_e_gillon TTV_e_err_gillon \n",
"0 29.381666 8.875207 -22.456144 1.360867 \n",
"1 29.370563 8.881538 -22.526256 1.355731 \n",
"2 29.440566 8.885736 -22.515604 1.362207 \n",
"3 29.302151 8.887558 -22.613087 1.350263 \n",
"4 29.330951 8.885978 -22.615793 1.350736 \n",
"5 29.434623 8.868869 -22.344860 1.358845 \n",
"6 29.396332 8.880283 -22.499076 1.358536 \n",
"7 29.353526 8.872861 -22.435894 1.355244 \n",
"8 29.303973 8.875377 -22.494519 1.349117 \n",
"9 29.335168 8.875102 -22.483664 1.349599 "
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_TTV=pd.DataFrame({'free':good_free,\\\n",
" 'Tc_d(BJD-2450000)':Tcd_list,'Tc_d_err':Tcd_err_list,\\\n",
" 'Tc_e(BJD-2450000)':Tce_list,'Tc_e_err':Tce_err_list,\\\n",
" 'TTV_d_wang':TTV_d_list,'TTV_d_err_wang':TTV_d_err_list,\\\n",
" 'TTV_e_wang':TTV_e_list,'TTV_e_err_wang':TTV_e_err_list,\\\n",
" 'TTV_d_gillon':TTV_gillon_d_list,'TTV_d_err_gillon':TTV_gillon_d_err_list,\\\n",
" 'TTV_e_gillon':TTV_gillon_e_list,'TTV_e_err_gillon':TTV_gillon_e_err_list})\n",
"df_TTV=df_TTV[['free','Tc_d(BJD-2450000)','Tc_d_err',\\\n",
" 'Tc_e(BJD-2450000)','Tc_e_err',\\\n",
" 'TTV_d_wang','TTV_d_err_wang','TTV_e_wang','TTV_e_err_wang',\\\n",
" 'TTV_d_gillon','TTV_d_err_gillon','TTV_e_gillon','TTV_e_err_gillon']]\n",
"df_TTV"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"どのパラメタセットを使っても、得られたTcの値は1$\\sigma$の範囲で一致しているとわかる。"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}