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xiangze/NKPC_indeg.ipynb Secret

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NKPC_indeg.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pystan\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def runmodel(model,data):\n",
" smodel = pystan.StanModel(model_code=model)\n",
" fit = smodel.sampling(data, iter=31000, warmup=1000, thin=10, chains=3, seed=71)\n",
" res=fit.extract()\n",
" print fit\n",
" return fit,res"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>chingin</th>\n",
" <th>years</th>\n",
" <th>Qr.</th>\n",
" <th>year_q</th>\n",
" <th>chingin_r</th>\n",
" <th>chingin_r4</th>\n",
" <th>unemp</th>\n",
" <th>CPI</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>18.8</td>\n",
" <td>1970</td>\n",
" <td>1st Qr.</td>\n",
" <td>1970_1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.066667</td>\n",
" <td>32.066667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>19.6</td>\n",
" <td>1970</td>\n",
" <td>2nd Qr.</td>\n",
" <td>1970_2</td>\n",
" <td>1.042553</td>\n",
" <td>NaN</td>\n",
" <td>1.133333</td>\n",
" <td>32.533333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>20.4</td>\n",
" <td>1970</td>\n",
" <td>3rd Qr.</td>\n",
" <td>1970_3</td>\n",
" <td>1.040816</td>\n",
" <td>NaN</td>\n",
" <td>1.233333</td>\n",
" <td>32.600000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>21.0</td>\n",
" <td>1970</td>\n",
" <td>4th Qr.</td>\n",
" <td>1970_4</td>\n",
" <td>1.029412</td>\n",
" <td>NaN</td>\n",
" <td>1.266667</td>\n",
" <td>33.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>22.1</td>\n",
" <td>1971</td>\n",
" <td>1st Qr.</td>\n",
" <td>1971_1</td>\n",
" <td>1.052381</td>\n",
" <td>1.175532</td>\n",
" <td>1.166667</td>\n",
" <td>34.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 chingin years Qr. year_q chingin_r chingin_r4 \\\n",
"0 0 18.8 1970 1st Qr. 1970_1 NaN NaN \n",
"1 1 19.6 1970 2nd Qr. 1970_2 1.042553 NaN \n",
"2 2 20.4 1970 3rd Qr. 1970_3 1.040816 NaN \n",
"3 3 21.0 1970 4th Qr. 1970_4 1.029412 NaN \n",
"4 4 22.1 1971 1st Qr. 1971_1 1.052381 1.175532 \n",
"\n",
" unemp CPI \n",
"0 1.066667 32.066667 \n",
"1 1.133333 32.533333 \n",
"2 1.233333 32.600000 \n",
"3 1.266667 33.500000 \n",
"4 1.166667 34.000000 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d=pd.read_csv(\"chingin_emp_CPI_q.csv\")\n",
"d.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"CPI_r=np.array(d[\"CPI\"][4:])/np.array(d[\"CPI\"][:len(d)-4])\n",
"CPI_r=np.hstack([[1]*4,CPI_r])\n",
"d[\"CPI_r\"]=CPI_r"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f85e0880b50>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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IHZKbdlXbUb5IeYrmK0q+3PmIT4hn9PLReKyH4gWKsyl6E1GnovBYD9Gno4lLiOOJhk/Q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\n0BcRCSIKfRGRIKLQFxEJIv8PnhrK8ta67EgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f85e0a732d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(d[\"chingin\"])\n",
"plt.legend(\"wage\")\n",
"plt.plot(d[\"CPI\"])\n",
"plt.legend(\"CPI\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f9243773750>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IxMXVzRIY22ksu47t4jdLfsOH0z6kZVDL2p+kEpd3vpwVB1bU+zxNifVp65k9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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9243773d10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(d[\"chingin_r\"])\n",
"plt.plot(d[\"CPI_r\"])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"d4=d[4:]\n",
"d4=d4[:-1]\n",
"data={\"N\":len(d4),\"pi\":d4[\"chingin_r\"],\"u\":d4[\"unemp\"],\"c\":d4[\"CPI_r\"]}\n",
"d4s=d4[:40]\n",
"sdata={\"N\":len(d4s),\"pi\":d4s[\"chingin_r\"],\"u\":d4s[\"unemp\"],\"c\":d4s[\"CPI_r\"]}"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"modelind=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];\n",
" real<lower=0,upper=100> c[N];\n",
" real<lower=0,upper=100> u[N];\n",
"}\n",
"\n",
"parameters{\n",
" real L[N-1]; //lambda*phi \n",
" real alpha;\n",
" real gamma;\n",
" real<lower=0> un; //natural unemployment rate\n",
" real<lower=-20,upper=20> beta; //[N]\n",
" real<lower=0> sL;\n",
" real<lower=0> s;\n",
"}\n",
"\n",
"model{\n",
" real p[N];\n",
" \n",
" for(i in 2:(N-1))\n",
" L[i]~normal(L[i-1],sL);\n",
" \n",
" for(i in 2:(N-1))\n",
" p[i]<-alpha+gamma*c[i-1]+beta*pi[i+1]-L[i]*(u[i]-un);\n",
" \n",
" for(i in 2:(N))\n",
" pi[i]~normal(p[i]-gamma*c[i-1],s);\n",
" \n",
"} \n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "RuntimeError",
"evalue": "\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-48-980fd9562534>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0msmodel_ind\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0mpystan\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mStanModel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_code\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmodelind\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mfit_ind\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msmodel_ind\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msampling\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m31000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwarmup\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mthin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchains\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m71\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mres_ind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfit_ind\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextract\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;32mprint\u001b[0m \u001b[0mfit_ind\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36msampling\u001b[1;34m(self, data, pars, chains, iter, warmup, thin, seed, init, sample_file, diagnostic_file, verbose, algorithm, control, n_jobs, **kwargs)\u001b[0m\n\u001b[0;32m 712\u001b[0m \u001b[0mcall_sampler_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mizip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpars\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 713\u001b[0m \u001b[0mcall_sampler_star\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodule\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call_sampler_star\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 714\u001b[1;33m \u001b[0mret_and_samples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_map_parallel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall_sampler_star\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcall_sampler_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 715\u001b[0m \u001b[0msamples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0msmpl\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msmpl\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mret_and_samples\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 716\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36m_map_parallel\u001b[1;34m(function, args, n_jobs)\u001b[0m\n\u001b[0;32m 78\u001b[0m \u001b[0mn_jobs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[0mpool\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmultiprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPool\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocesses\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 80\u001b[1;33m \u001b[0mmap_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunction\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 81\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 82\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mmap\u001b[1;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[0;32m 249\u001b[0m '''\n\u001b[0;32m 250\u001b[0m \u001b[1;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mRUN\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_async\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 252\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 253\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mimap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m 556\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 557\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 558\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 559\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 560\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mRuntimeError\u001b[0m: \nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n"
]
}
],
"source": [
"smodel_ind= pystan.StanModel(model_code=modelind)\n",
"fit_ind = smodel_ind.sampling(data, iter=31000, warmup=1000, thin=10, chains=3, seed=71)\n",
"res_ind=fit_ind.extract()\n",
"print fit_ind"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"modeli2=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];\n",
" real<lower=0,upper=100> c[N];\n",
" real<lower=0,upper=100> u[N];\n",
"}\n",
"\n",
"parameters{\n",
" real L[N-1]; //lambda*phi \n",
" real alpha;\n",
" real gamma;\n",
" real<lower=0> un; //natural unemployment rate\n",
" real<lower=-20,upper=20> beta[N-1];\n",
" real<lower=0> sL;\n",
" real<lower=0> s;\n",
"}\n",
"\n",
"model{\n",
" real p[N];\n",
" \n",
" for(i in 2:(N-1))\n",
" L[i]~normal(L[i-1],sL);\n",
" \n",
" for(i in 2:(N-1))\n",
" p[i]<-alpha+gamma*c[i-1]+beta[i-1]*pi[i+1]-L[i]*(u[i]-un);\n",
" \n",
" for(i in 2:(N))\n",
" pi[i]~normal(p[i]-gamma*c[i-1],s);\n",
"} \n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "RuntimeError",
"evalue": "\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-12-d650c3cd08f5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0msmodel_i2\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0mpystan\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mStanModel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_code\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmodeli2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mfit_i2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msmodel_i2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msampling\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m31000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwarmup\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mthin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchains\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m71\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mres_i2\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfit_i2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextract\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;32mprint\u001b[0m \u001b[0mfit_i2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36msampling\u001b[1;34m(self, data, pars, chains, iter, warmup, thin, seed, init, sample_file, diagnostic_file, verbose, algorithm, control, n_jobs, **kwargs)\u001b[0m\n\u001b[0;32m 712\u001b[0m \u001b[0mcall_sampler_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mizip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpars\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 713\u001b[0m \u001b[0mcall_sampler_star\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodule\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call_sampler_star\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 714\u001b[1;33m \u001b[0mret_and_samples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_map_parallel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall_sampler_star\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcall_sampler_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 715\u001b[0m \u001b[0msamples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0msmpl\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msmpl\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mret_and_samples\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 716\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36m_map_parallel\u001b[1;34m(function, args, n_jobs)\u001b[0m\n\u001b[0;32m 78\u001b[0m \u001b[0mn_jobs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[0mpool\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmultiprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPool\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocesses\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 80\u001b[1;33m \u001b[0mmap_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunction\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 81\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 82\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mmap\u001b[1;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[0;32m 249\u001b[0m '''\n\u001b[0;32m 250\u001b[0m \u001b[1;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mRUN\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_async\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 252\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 253\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mimap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m 556\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 557\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 558\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 559\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 560\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mRuntimeError\u001b[0m: \nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 29: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n"
]
}
],
"source": [
"smodel_i2= pystan.StanModel(model_code=modeli2)\n",
"fit_i2 = smodel_i2.sampling(data, iter=31000, warmup=1000, thin=10, chains=3, seed=71)\n",
"res_i2=fit_i2.extract()\n",
"print fit_i2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## betaとLに拘束がない"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model_bLnil=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];\n",
" real<lower=0,upper=100> c[N];\n",
" real<lower=0,upper=100> u[N];\n",
"}\n",
"\n",
"parameters{\n",
" real L[N-1]; //lambda*phi \n",
" real alpha;\n",
" real gamma;\n",
" real<lower=0> un; //natural unemployment rate\n",
" real<lower=-20,upper=20> beta[N-1];\n",
" real<lower=0> s;\n",
"}\n",
"\n",
"model{\n",
" real p[N];\n",
" \n",
" for(i in 2:(N-1))\n",
" p[i]<-alpha+gamma*c[i-1]+beta[i-1]*pi[i+1]-L[i]*(u[i]-un);\n",
" \n",
" for(i in 2:(N))\n",
" pi[i]~normal(p[i]-gamma*c[i-1],s);\n",
"} \n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "RuntimeError",
"evalue": "\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-18-6556663a27ef>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfit_bLnil\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mres_bLnil\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrunmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_bLnil\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m<ipython-input-8-c2fdf41c0493>\u001b[0m in \u001b[0;36mrunmodel\u001b[1;34m(model, data)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mrunmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0msmodel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpystan\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mStanModel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_code\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mfit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msampling\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m31000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwarmup\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mthin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchains\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m71\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextract\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mprint\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36msampling\u001b[1;34m(self, data, pars, chains, iter, warmup, thin, seed, init, sample_file, diagnostic_file, verbose, algorithm, control, n_jobs, **kwargs)\u001b[0m\n\u001b[0;32m 712\u001b[0m \u001b[0mcall_sampler_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mizip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpars\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 713\u001b[0m \u001b[0mcall_sampler_star\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodule\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call_sampler_star\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 714\u001b[1;33m \u001b[0mret_and_samples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_map_parallel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall_sampler_star\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcall_sampler_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 715\u001b[0m \u001b[0msamples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0msmpl\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msmpl\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mret_and_samples\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 716\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36m_map_parallel\u001b[1;34m(function, args, n_jobs)\u001b[0m\n\u001b[0;32m 78\u001b[0m \u001b[0mn_jobs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[0mpool\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmultiprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPool\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocesses\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 80\u001b[1;33m \u001b[0mmap_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunction\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 81\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 82\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mmap\u001b[1;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[0;32m 249\u001b[0m '''\n\u001b[0;32m 250\u001b[0m \u001b[1;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mRUN\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_async\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 252\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 253\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mimap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m 556\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 557\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 558\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 559\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 560\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mRuntimeError\u001b[0m: \nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 25: stan::math::normal_log: Location parameter is nan, but must be finite!\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n"
]
}
],
"source": [
"fit_bLnil,res_bLnil=runmodel(model_bLnil,data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AR(2)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model_ar2=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];\n",
" real<lower=0,upper=100> c[N];\n",
" real<lower=0,upper=100> u[N];\n",
"}\n",
"\n",
"parameters{\n",
" real L[N]; //lambda*phi \n",
" real<lower=0> un; //natural unemployment rate\n",
" real alpha[N];\n",
" real<lower=-20,upper=20> beta[N];\n",
" real gamma[N];\n",
"\n",
" real uu[N];\n",
" real cc[N];\n",
" \n",
" real uc[3];\n",
" real cL[3];\n",
" real ac[3];\n",
" real b[3];\n",
" real g[3];\n",
" \n",
" real<lower=0> su;\n",
" real<lower=0> sL;\n",
" real<lower=0> sa;\n",
" real<lower=0> sb;\n",
" real<lower=0> sg;\n",
" real<lower=0> s;\n",
" \n",
" real<lower=0> soc;\n",
" real<lower=0> sou;\n",
"\n",
"}\n",
"\n",
"model{\n",
" real p[N];\n",
" \n",
" for(i in 3:(N)){\n",
" u[i]~normal(uc[1]+uc[2]*u[i-1]+uc[3]*u[i-2],su);\n",
" L[i]~normal(cL[1]+cL[2]*L[i-1]+cL[3]*L[i-2],sL);\n",
" \n",
" alpha[i]~normal(ac[1]+ac[2]*alpha[i-1]+ac[3]*alpha[i-2],sa);\n",
" beta[i]~normal(b[1]+b[2]*beta[i-1]+b[3]*beta[i-2],sb);\n",
" gamma[i]~normal(g[1]+g[2]*gamma[i-1]+g[3]*gamma[i-2],sg);\n",
" } \n",
" for(i in 1:(N)){\n",
" u[i]~normal(uu[i],sou);\n",
" c[i]~normal(cc[i],soc);\n",
" }\n",
" \n",
" for(i in 2:(N-1))\n",
" p[i]<-alpha[i]+gamma[i]*cc[i-1]+beta[i-1]*pi[i+1]-L[i]*(uu[i]-un);\n",
" \n",
" for(i in 2:(N-1))\n",
" pi[i]~normal(p[i]-gamma[i]*cc[i-1],s);\n",
"} \n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inference for Stan model: anon_model_8b14be01ee17da83e5496d21ebe1a7c3.\n",
"3 chains, each with iter=31000; warmup=1000; thin=10; \n",
"post-warmup draws per chain=3000, total post-warmup draws=9000.\n",
"\n",
" mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n",
"L[0] 3.61 2.1 12.25 -13.59 -1.11 1.25 3.02 39.08 34.0 1.06\n",
"L[1] -0.08 0.29 1.34 -4.18 -0.29 0.34 0.54 1.6 21.0 1.08\n",
"L[2] -0.15 0.25 0.43 -0.65 -0.64 -0.07 0.07 0.86 3.0 1.56\n",
"L[3] 0.1 0.13 0.19 -0.23 -0.03 0.03 0.34 0.34 2.0 1.96\n",
"L[4] -0.03 0.05 0.07 -0.11 -0.11-4.6e-3 0.02 0.09 2.0 1.72\n",
"L[5] 1.9e-3 2.6e-3 0.02 -0.04-4.8e-3 3.5e-3 5.8e-3 0.05 55.0 1.05\n",
"L[6] 8.3e-3 6.0e-3 0.01 -0.02-6.5e-4 9.0e-3 0.02 0.04 5.0 1.22\n",
"L[7] -8.5e-3 0.01 0.01 -0.03 -0.02-4.2e-3 2.7e-3 0.01 2.0 1.92\n",
"L[8] 9.6e-3 1.7e-3 6.5e-3-9.6e-4 5.8e-3 0.01 0.01 0.03 15.0 1.08\n",
"L[9] -1.8e-3 6.6e-3 9.4e-3 -0.02 -0.01 1.1e-3 5.6e-3 0.01 2.0 1.88\n",
"L[10] 4.1e-4 4.8e-3 6.9e-3-8.5e-3-6.5e-3 1.3e-3 4.8e-3 0.01 2.0 1.63\n",
"L[11] 0.02 2.4e-3 4.8e-3 0.01 0.02 0.02 0.02 0.03 4.0 1.36\n",
"L[12] -0.03 7.5e-3 0.01 -0.04 -0.04 -0.02 -0.02 -0.01 2.0 2.8\n",
"L[13] 0.02 5.4e-3 7.6e-3 7.6e-3 8.4e-3 0.02 0.02 0.03 2.0 2.53\n",
"L[14] 0.02 1.7e-3 3.8e-3 9.7e-3 0.01 0.01 0.02 0.03 5.0 1.26\n",
"L[15] -5.1e-4 2.2e-3 4.4e-3-9.2e-3-3.1e-3-1.5e-3 2.6e-3 8.2e-3 4.0 1.24\n",
"L[16] 4.2e-3 1.8e-3 5.2e-3-3.6e-3 8.1e-4 2.1e-3 7.1e-3 0.02 8.0 1.12\n",
"L[17] -0.01 4.9e-3 6.9e-3 -0.03 -0.02 -0.01-7.8e-3-3.0e-3 2.0 1.88\n",
"L[18] 0.02 2.5e-3 4.9e-3 0.01 0.02 0.02 0.03 0.03 4.0 1.32\n",
"L[19] -0.01 2.4e-3 4.8e-3 -0.02 -0.01 -0.01-8.2e-3-2.9e-3 4.0 1.19\n",
"L[20] 7.5e-3 4.2e-3 6.0e-3-6.0e-4 2.5e-4 8.6e-3 0.01 0.02 2.0 1.85\n",
"L[21] 4.9e-3 1.2e-3 3.9e-3-4.3e-3 3.7e-3 4.3e-3 6.8e-3 0.01 10.0 1.12\n",
"L[22] -4.3e-3 3.9e-3 5.6e-3 -0.01-9.9e-3-3.8e-3-2.5e-4 6.5e-3 2.0 1.67\n",
"L[23] 8.4e-3 2.6e-3 4.6e-3 3.1e-3 3.6e-3 8.2e-3 0.01 0.02 3.0 1.52\n",
"L[24] 3.7e-4 6.9e-4 3.5e-3-7.2e-3-7.5e-4-2.1e-4 2.2e-3 7.7e-3 26.0 1.07\n",
"L[25] 2.9e-3 1.7e-3 3.9e-3-3.4e-3 1.5e-4 1.8e-3 5.2e-3 0.01 5.0 1.19\n",
"L[26] -1.9e-3 4.3e-3 6.0e-3 -0.01-9.4e-3-4.7e-4 2.6e-3 8.3e-3 2.0 2.0\n",
"L[27] 1.5e-3 1.9e-3 3.8e-3-5.4e-3-10.0e-4 7.1e-4 3.7e-3 9.7e-3 4.0 1.25\n",
"L[28] 5.7e-3 2.2e-3 3.9e-3 1.0e-3 2.2e-3 5.3e-3 8.3e-3 0.01 3.0 1.37\n",
"L[29] 5.7e-3 2.9e-3 5.1e-3-3.5e-3 1.6e-3 5.2e-3 0.01 0.01 3.0 1.38\n",
"L[30] -6.4e-3 3.4e-3 4.8e-3 -0.01 -0.01-6.3e-3-2.6e-3 2.7e-3 2.0 1.54\n",
"L[31] 5.3e-3 2.7e-3 4.7e-3-2.6e-4 1.0e-3 4.7e-3 8.2e-3 0.02 3.0 1.36\n",
"L[32] 3.4e-3 6.2e-4 3.9e-3-5.8e-3 1.0e-3 4.5e-3 5.9e-3 0.01 40.0 1.06\n",
"L[33] -5.2e-3 7.4e-3 0.01 -0.02 -0.02-1.1e-3 2.5e-3 0.01 2.0 2.44\n",
"L[34] 0.01 1.8e-3 4.1e-3 2.5e-3 6.8e-3 0.01 0.01 0.02 5.0 1.17\n",
"L[35] -6.2e-3 4.1e-3 5.7e-3 -0.01 -0.01-5.7e-3-2.5e-3 6.4e-3 2.0 1.54\n",
"L[36] 6.7e-3 2.2e-4 3.4e-3 6.4e-6 4.9e-3 7.0e-3 7.7e-3 0.01 236.0 1.02\n",
"L[37] -2.0e-3 3.3e-3 4.7e-3-8.2e-3-6.8e-3-1.8e-3 1.6e-3 6.9e-3 2.0 1.6\n",
"L[38] 5.6e-3 1.6e-3 3.6e-3-5.7e-4 3.2e-3 4.6e-3 7.8e-3 0.01 5.0 1.2\n",
"L[39] 2.7e-3 1.1e-3 3.3e-3-3.6e-3 1.0e-3 1.7e-3 4.6e-3 0.01 9.0 1.09\n",
"L[40] 5.5e-4 2.2e-4 3.5e-3-7.3e-3-9.4e-4 7.3e-4 1.9e-3 7.9e-3 262.0 1.01\n",
"L[41] -1.9e-4 4.2e-3 5.9e-3-7.8e-3-7.0e-3 7.1e-4 4.1e-3 0.01 2.0 1.73\n",
"L[42] 1.7e-3 1.8e-3 4.0e-3-6.1e-3-5.3e-4 9.3e-4 4.2e-3 0.01 5.0 1.15\n",
"L[43] 8.2e-3 3.1e-4 3.5e-3 1.4e-3 6.0e-3 8.8e-3 9.4e-3 0.02 128.0 1.03\n",
"L[44] -7.3e-3 2.6e-3 4.6e-3 -0.01 -0.01-7.0e-3-3.7e-3 1.2e-3 3.0 1.49\n",
"L[45] 2.4e-3 2.9e-3 5.0e-3-5.7e-3-1.5e-3 1.8e-3 5.7e-3 0.01 3.0 1.39\n",
"L[46] 0.01 2.5e-3 4.3e-3 3.6e-3 7.8e-3 0.01 0.02 0.02 3.0 1.32\n",
"L[47] -5.2e-3 3.0e-3 5.2e-3 -0.01 -0.01-5.3e-3-1.4e-3 5.5e-3 3.0 1.48\n",
"L[48] 5.0e-3 2.7e-4 4.3e-3-3.7e-3 2.7e-3 5.3e-3 6.3e-3 0.01 250.0 1.02\n",
"L[49] -8.8e-4 4.8e-4 4.5e-3-9.2e-3-3.0e-3-1.5e-3 9.2e-4 0.01 89.0 1.04\n",
"L[50] -3.7e-3 5.9e-3 8.3e-3 -0.01 -0.01-2.3e-3 2.2e-3 0.01 2.0 1.83\n",
"L[51] 3.0e-3 7.0e-4 4.8e-3-8.2e-3 9.1e-5 3.9e-3 6.1e-3 0.01 48.0 1.06\n",
"L[52] 3.7e-3 3.4e-3 5.8e-3-8.0e-3-1.5e-3 4.3e-3 8.0e-3 0.01 3.0 1.31\n",
"L[53] 5.6e-3 1.2e-3 4.5e-3-3.9e-3 2.8e-3 7.1e-3 7.9e-3 0.01 14.0 1.07\n",
"L[54] -4.6e-3 2.3e-3 5.0e-3 -0.01-7.4e-3-5.6e-3-1.8e-3 7.6e-3 5.0 1.16\n",
"L[55] 7.0e-3 3.0e-4 4.4e-3-1.9e-3 4.7e-3 7.4e-3 8.2e-3 0.02 207.0 1.01\n",
"L[56] -3.1e-3 3.0e-3 5.3e-3-9.3e-3-8.6e-3-2.8e-3 4.9e-4 7.9e-3 3.0 1.49\n",
"L[57] 1.8e-3 2.2e-3 4.4e-3-5.9e-3-9.0e-4 7.9e-4 4.2e-3 0.01 4.0 1.2\n",
"L[58] 5.7e-3 2.5e-4 4.0e-3-3.1e-3 4.0e-3 5.6e-3 7.1e-3 0.01 255.0 1.03\n",
"L[59] -3.9e-3 5.0e-3 7.0e-3 -0.01 -0.01-3.2e-3 1.1e-3 0.01 2.0 1.63\n",
"L[60] 6.6e-3 1.9e-3 4.6e-3-3.2e-3 3.5e-3 7.4e-3 9.9e-3 0.01 6.0 1.15\n",
"L[61] -3.3e-3 4.4e-3 6.2e-3 -0.01 -0.01-2.6e-3 1.2e-3 8.4e-3 2.0 1.59\n",
"L[62] 5.0e-3 3.3e-4 4.5e-3-4.4e-3 2.1e-3 6.3e-3 7.1e-3 0.01 188.0 1.02\n",
"L[63] -3.3e-4 2.1e-3 4.6e-3-8.1e-3-3.5e-3-1.3e-3 2.6e-3 0.01 5.0 1.16\n",
"L[64] 4.7e-3 4.0e-4 4.6e-3-5.1e-3 1.7e-3 6.1e-3 7.0e-3 0.01 135.0 1.03\n",
"L[65] 5.0e-5 3.4e-4 4.5e-3-8.9e-3-1.8e-3-7.8e-4 2.0e-3 0.01 173.0 1.03\n",
"L[66] -1.1e-3 1.9e-3 4.7e-3 -0.01-3.3e-3-2.7e-3 1.1e-3 0.01 6.0 1.13\n",
"L[67] 1.6e-3 5.4e-3 7.7e-3-8.7e-3-8.0e-3 3.2e-3 7.2e-3 0.02 2.0 1.62\n",
"L[68] 2.6e-3 4.0e-4 4.4e-3-7.2e-3 2.7e-4 3.9e-3 4.6e-3 0.01 117.0 1.02\n",
"L[69] -2.0e-3 4.7e-3 6.6e-3 -0.01-9.9e-3-6.4e-4 3.1e-3 9.7e-3 2.0 1.69\n",
"L[70] 4.8e-3 4.5e-4 4.0e-3-3.3e-3 3.2e-3 4.5e-3 6.1e-3 0.01 79.0 1.04\n",
"L[71] 8.3e-4 1.7e-3 4.2e-3-7.0e-3-1.7e-3-2.5e-4 3.4e-3 0.01 6.0 1.11\n",
"L[72] 2.0e-3 1.9e-3 4.3e-3-5.5e-3-8.0e-4 9.7e-4 4.5e-3 0.01 5.0 1.21\n",
"L[73] 4.2e-3 5.5e-4 3.5e-3-3.3e-3 2.0e-3 5.2e-3 5.9e-3 0.01 41.0 1.04\n",
"L[74] -5.2e-5 1.4e-3 3.8e-3-8.4e-3-1.6e-3-9.1e-4 2.1e-3 8.3e-3 7.0 1.11\n",
"L[75] 2.7e-3 3.6e-3 5.1e-3-3.9e-3-3.5e-3 3.4e-3 6.3e-3 0.01 2.0 1.69\n",
"L[76] 3.3e-3 4.0e-4 3.8e-3-5.6e-3 1.4e-3 4.5e-3 5.2e-3 0.01 90.0 1.04\n",
"L[77] 2.3e-3 2.5e-3 4.3e-3-2.7e-3-1.8e-3 2.1e-3 5.2e-3 0.01 3.0 1.32\n",
"L[78] -1.5e-3 5.9e-4 4.0e-3 -0.01-3.0e-3-5.3e-4 5.0e-5 5.7e-3 46.0 1.06\n",
"L[79] 6.9e-3 1.7e-3 3.9e-3 2.1e-3 3.9e-3 6.0e-3 9.2e-3 0.02 5.0 1.16\n",
"L[80] -2.5e-3 9.7e-4 4.0e-3 -0.01-3.7e-3-3.0e-3-8.0e-4 6.7e-3 17.0 1.09\n",
"L[81] -2.9e-4 4.7e-3 6.6e-3-9.1e-3-8.8e-3 1.0e-3 4.7e-3 0.01 2.0 1.76\n",
"L[82] 4.9e-3 1.0e-3 3.7e-3-3.5e-3 2.7e-3 6.0e-3 7.2e-3 0.01 13.0 1.08\n",
"L[83] 3.5e-3 1.7e-3 3.8e-3-1.6e-3 6.8e-4 2.4e-3 5.7e-3 0.01 5.0 1.16\n",
"L[84] 1.6e-3 3.2e-3 5.5e-3-8.8e-3-2.6e-3 9.4e-4 7.3e-3 8.6e-3 3.0 1.34\n",
"L[85] -3.8e-3 4.5e-3 6.4e-3 -0.01 -0.01-3.0e-3 3.3e-4 9.9e-3 2.0 1.74\n",
"L[86] 7.7e-3 2.8e-3 4.8e-3-8.9e-4 3.9e-3 7.0e-3 0.01 0.01 3.0 1.36\n",
"L[87] 7.6e-4 3.6e-3 6.2e-3-6.9e-3-6.3e-3 9.3e-4 5.1e-3 0.01 3.0 1.37\n",
"L[88] -3.6e-3 2.8e-3 4.9e-3 -0.01-6.9e-3-4.0e-3 1.8e-3 2.4e-3 3.0 1.26\n",
"L[89] -2.5e-3 4.8e-3 6.8e-3 -0.01 -0.01-1.2e-3 2.7e-3 0.01 2.0 1.78\n",
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"beta[57] 0.71 0.3 0.42 0.26 0.27 0.57 1.28 1.28 2.0 51.83\n",
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"beta[59] 0.71 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 49.95\n",
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"beta[61] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 50.78\n",
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"beta[65] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 51.28\n",
"beta[66] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 52.38\n",
"beta[67] 0.7 0.3 0.42 0.26 0.27 0.57 1.26 1.28 2.0 49.08\n",
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"beta[69] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 50.46\n",
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"beta[72] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 51.37\n",
"beta[73] 0.7 0.3 0.42 0.26 0.27 0.56 1.26 1.28 2.0 49.31\n",
"beta[74] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.3 2.0 50.2\n",
"beta[75] 0.69 0.29 0.42 0.26 0.27 0.56 1.25 1.28 2.0 45.45\n",
"beta[76] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.3 2.0 50.6\n",
"beta[77] 0.69 0.29 0.42 0.25 0.26 0.56 1.25 1.27 2.0 45.01\n",
"beta[78] 0.71 0.3 0.43 0.26 0.28 0.57 1.29 1.3 2.0 49.05\n",
"beta[79] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 47.58\n",
"beta[80] 0.71 0.31 0.43 0.26 0.27 0.57 1.3 1.3 2.0 48.25\n",
"beta[81] 0.7 0.3 0.42 0.25 0.27 0.56 1.26 1.28 2.0 46.36\n",
"beta[82] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 50.68\n",
"beta[83] 0.7 0.3 0.42 0.25 0.27 0.57 1.26 1.28 2.0 45.68\n",
"beta[84] 0.71 0.31 0.43 0.26 0.27 0.57 1.3 1.3 2.0 48.27\n",
"beta[85] 0.69 0.29 0.41 0.26 0.27 0.57 1.24 1.28 2.0 37.95\n",
"beta[86] 0.71 0.31 0.44 0.26 0.27 0.57 1.31 1.31 2.0 44.1\n",
"beta[87] 0.69 0.29 0.42 0.26 0.27 0.57 1.25 1.28 2.0 43.42\n",
"beta[88] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 51.23\n",
"beta[89] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 50.39\n",
"beta[90] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 50.33\n",
"beta[91] 0.7 0.3 0.42 0.25 0.26 0.56 1.27 1.28 2.0 50.93\n",
"beta[92] 0.71 0.3 0.42 0.26 0.28 0.58 1.28 1.29 2.0 46.6\n",
"beta[93] 0.69 0.3 0.42 0.25 0.26 0.55 1.27 1.27 2.0 46.4\n",
"beta[94] 0.71 0.3 0.42 0.27 0.28 0.58 1.28 1.29 2.0 46.57\n",
"beta[95] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 48.07\n",
"beta[96] 0.71 0.3 0.43 0.27 0.28 0.58 1.29 1.29 2.0 49.75\n",
"beta[97] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 49.47\n",
"beta[98] 0.71 0.3 0.43 0.27 0.28 0.58 1.29 1.29 2.0 52.16\n",
"beta[99] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 50.55\n",
"beta[100] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 53.81\n",
"beta[101] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.28 2.0 53.46\n",
"beta[102] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.28 2.0 53.94\n",
"beta[103] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 51.72\n",
"beta[104] 0.7 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 52.08\n",
"beta[105] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 54.57\n",
"beta[106] 0.7 0.3 0.42 0.26 0.26 0.56 1.26 1.27 2.0 52.82\n",
"beta[107] 0.71 0.3 0.42 0.26 0.27 0.57 1.28 1.29 2.0 52.64\n",
"beta[108] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.28 2.0 52.8\n",
"beta[109] 0.7 0.3 0.42 0.26 0.27 0.57 1.28 1.28 2.0 53.48\n",
"beta[110] 0.7 0.3 0.42 0.26 0.27 0.57 1.28 1.28 2.0 53.69\n",
"beta[111] 0.7 0.3 0.43 0.26 0.27 0.57 1.28 1.28 2.0 54.42\n",
"beta[112] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.27 2.0 54.36\n",
"beta[113] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 54.49\n",
"beta[114] 0.7 0.3 0.42 0.26 0.26 0.56 1.27 1.28 2.0 55.25\n",
"beta[115] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 54.9\n",
"beta[116] 0.7 0.3 0.42 0.25 0.26 0.56 1.27 1.27 2.0 53.81\n",
"beta[117] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 55.18\n",
"beta[118] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 52.87\n",
"beta[119] 0.71 0.3 0.43 0.27 0.28 0.58 1.29 1.29 2.0 52.46\n",
"beta[120] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.26 2.0 51.69\n",
"beta[121] 0.71 0.3 0.43 0.26 0.27 0.58 1.29 1.3 2.0 52.32\n",
"beta[122] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.26 2.0 49.94\n",
"beta[123] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 52.36\n",
"beta[124] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.27 2.0 51.02\n",
"beta[125] 0.7 0.3 0.42 0.26 0.27 0.57 1.28 1.28 2.0 51.23\n",
"beta[126] 0.7 0.3 0.43 0.26 0.27 0.56 1.28 1.28 2.0 52.23\n",
"beta[127] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 47.48\n",
"beta[128] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 53.06\n",
"beta[129] 0.7 0.3 0.42 0.25 0.27 0.56 1.26 1.27 2.0 49.48\n",
"beta[130] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 54.85\n",
"beta[131] 0.7 0.3 0.42 0.26 0.26 0.56 1.27 1.27 2.0 54.65\n",
"beta[132] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 54.82\n",
"beta[133] 0.7 0.3 0.42 0.26 0.26 0.56 1.26 1.27 2.0 55.2\n",
"beta[134] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 54.86\n",
"beta[135] 0.7 0.3 0.42 0.25 0.26 0.56 1.27 1.27 2.0 55.52\n",
"beta[136] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 55.69\n",
"beta[137] 0.7 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 55.12\n",
"beta[138] 0.71 0.3 0.43 0.27 0.27 0.57 1.29 1.29 2.0 54.95\n",
"beta[139] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.27 2.0 55.27\n",
"beta[140] 0.71 0.3 0.43 0.27 0.27 0.57 1.29 1.29 2.0 54.95\n",
"beta[141] 0.69 0.3 0.42 0.25 0.26 0.56 1.26 1.26 2.0 53.89\n",
"beta[142] 0.72 0.3 0.43 0.27 0.28 0.58 1.3 1.3 2.0 51.53\n",
"beta[143] 0.69 0.3 0.42 0.25 0.26 0.55 1.25 1.26 2.0 50.34\n",
"beta[144] 0.72 0.3 0.43 0.27 0.28 0.58 1.3 1.3 2.0 51.45\n",
"beta[145] 0.69 0.3 0.42 0.25 0.26 0.56 1.25 1.26 2.0 50.62\n",
"beta[146] 0.71 0.31 0.43 0.26 0.27 0.57 1.3 1.3 2.0 52.49\n",
"beta[147] 0.69 0.29 0.42 0.26 0.27 0.56 1.25 1.27 2.0 48.64\n",
"beta[148] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 53.93\n",
"beta[149] 0.7 0.3 0.42 0.26 0.26 0.56 1.27 1.27 2.0 54.14\n",
"beta[150] 0.71 0.3 0.42 0.26 0.27 0.58 1.28 1.29 2.0 48.66\n",
"beta[151] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.27 2.0 53.13\n",
"beta[152] 0.7 0.3 0.42 0.26 0.27 0.57 1.26 1.28 2.0 47.34\n",
"beta[153] 0.7 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 53.93\n",
"beta[154] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.27 2.0 52.47\n",
"beta[155] 0.7 0.3 0.42 0.26 0.27 0.57 1.28 1.28 2.0 54.0\n",
"beta[156] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 50.97\n",
"beta[157] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.28 2.0 54.31\n",
"beta[158] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.28 2.0 53.56\n",
"beta[159] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 53.91\n",
"beta[160] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.27 2.0 53.68\n",
"beta[161] 0.7 0.3 0.43 0.26 0.27 0.57 1.28 1.28 2.0 56.04\n",
"beta[162] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 53.64\n",
"beta[163] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 55.95\n",
"beta[164] 0.7 0.3 0.42 0.26 0.27 0.56 1.26 1.27 2.0 51.03\n",
"beta[165] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 54.98\n",
"beta[166] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.27 2.0 54.22\n",
"beta[167] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.28 2.0 54.91\n",
"beta[168] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 53.9\n",
"beta[169] 0.7 0.3 0.42 0.25 0.26 0.56 1.27 1.27 2.0 53.04\n",
"beta[170] 0.71 0.3 0.43 0.26 0.27 0.57 1.29 1.29 2.0 54.46\n",
"beta[171] 0.7 0.3 0.42 0.25 0.26 0.56 1.27 1.27 2.0 54.66\n",
"beta[172] 0.71 0.3 0.43 0.26 0.27 0.57 1.28 1.29 2.0 52.97\n",
"beta[173] 0.7 0.3 0.43 0.26 0.27 0.56 1.28 1.28 2.0 55.49\n",
"beta[174] 0.7 0.3 0.42 0.26 0.27 0.57 1.27 1.28 2.0 51.97\n",
"beta[175] 0.7 0.3 0.42 0.26 0.27 0.56 1.27 1.28 2.0 54.09\n",
"beta[176] 0.71 0.3 0.42 0.26 0.27 0.57 1.28 1.28 2.0 50.48\n",
"beta[177] 0.7 0.3 0.42 0.25 0.27 0.56 1.27 1.27 2.0 49.38\n",
"gamma[0] -659.9 425.15 850.31 -2552 -1395 -363.7 -23.49 769.42 4.0 1.89\n",
"gamma[1] 200.23 88.43 250.12 -348.7 56.56 130.82 397.03 748.87 8.0 1.54\n",
"gamma[2] 102.54 90.96 128.64 -61.06 -21.81 50.27 239.48 301.38 2.0 3.36\n",
"gamma[3] 26.83 7.41 20.95 -4.21 14.68 29.94 31.33 83.15 8.0 1.41\n",
"gamma[4] -4.33 7.03 12.17 -24.61 -14.39 -3.05 2.54 22.27 3.0 1.28\n",
"gamma[5] 2.55 1.55 7.44 -18.72 0.39 5.0 6.03 12.75 23.0 1.13\n",
"gamma[6] 4.42 3.35 5.8 -6.49 0.06 4.15 10.28 11.82 3.0 1.46\n",
"gamma[7] 4.13 0.72 3.83 -3.95 1.76 5.35 6.44 10.31 28.0 1.09\n",
"gamma[8] 4.11 1.97 3.94 -4.19 1.11 4.53 7.6 8.99 4.0 1.37\n",
"gamma[9] 2.21 0.45 3.42 -4.69 0.77 1.07 4.01 9.87 58.0 1.03\n",
"gamma[10] -0.98 4.19 5.92 -8.87 -8.32 0.31 3.72 8.9 2.0 1.63\n",
"gamma[11] 3.41 1.05 3.33 -4.08 1.47 4.46 5.08 9.92 10.0 1.12\n",
"gamma[12] 3.38 1.36 3.61 -3.89 0.92 4.02 5.9 8.93 7.0 1.18\n",
"gamma[13] 4.94 2.33 4.04 -3.24 1.98 4.82 8.77 10.73 3.0 1.29\n",
"gamma[14] 1.48 0.81 3.54 -4.02 -0.92 0.59 3.51 9.65 19.0 1.11\n",
"gamma[15] 3.04 1.31 3.7 -3.21 0.93 1.64 4.83 11.86 8.0 1.08\n",
"gamma[16] 2.85 0.57 3.48 -4.55 0.76 3.8 4.63 9.6 37.0 1.08\n",
"gamma[17] 5.05 2.25 4.5 -4.24 1.85 5.41 8.64 11.84 4.0 1.36\n",
"gamma[18] 3.56 1.98 3.96 -4.5 0.77 3.87 7.25 8.29 4.0 1.31\n",
"gamma[19] 0.99 2.68 4.65 -4.52 -4.12 1.26 4.15 10.82 3.0 1.44\n",
"gamma[20] 2.99 0.72 4.07 -6.33 0.85 4.01 4.93 10.87 32.0 1.1\n",
"gamma[21] 5.86 4.42 6.25 -4.99 1.29 4.35 13.91 14.51 2.0 1.77\n",
"gamma[22] 6.32 3.94 5.58 -2.91 1.83 5.06 13.2 13.99 2.0 1.71\n",
"gamma[23] 3.13 0.78 3.11 -3.09 1.38 3.92 4.31 9.04 16.0 1.07\n",
"gamma[24] 2.62 0.98 3.4 -4.83 0.78 3.63 4.53 7.77 12.0 1.11\n",
"gamma[25] 1.77 1.27 3.35 -3.31 -0.31 1.06 3.44 9.29 7.0 1.14\n",
"gamma[26] 1.72 1.69 4.14 -4.04 -1.3 0.78 3.83 11.79 6.0 1.2\n",
"gamma[27] 3.26 1.35 3.81 -5.17 1.09 4.03 5.78 9.75 8.0 1.21\n",
"gamma[28] 4.17 1.71 4.19 -4.2 1.28 4.51 7.51 10.87 6.0 1.22\n",
"gamma[29] 2.39 0.29 3.03 -3.7 1.21 2.19 3.27 8.9 113.0 1.04\n",
"gamma[30] 2.71 0.42 3.3 -4.23 1.05 3.13 3.55 10.04 62.0 1.07\n",
"gamma[31] 4.08 3.12 4.41 -4.51 0.9 3.73 8.7 9.17 2.0 1.47\n",
"gamma[32] 0.87 1.75 3.91 -4.55 -2.12 0.31 3.26 9.31 5.0 1.15\n",
"gamma[33] 0.36 3.06 5.3 -6.09 -5.09 0.97 3.91 11.35 3.0 1.39\n",
"gamma[34] 2.28 0.6 4.0 -6.06 0.97 1.86 3.89 11.22 45.0 1.02\n",
"gamma[35] 4.62 2.2 4.39 -4.06 1.28 4.86 8.36 11.61 4.0 1.28\n",
"gamma[36] 0.82 2.03 4.53 -4.99 -3.28 0.58 3.69 11.27 5.0 1.2\n",
"gamma[37] 4.76 1.48 3.93 -3.25 1.84 5.73 7.3 11.39 7.0 1.18\n",
"gamma[38] 2.95 2.86 4.96 -6.55 -0.51 2.63 7.96 8.82 3.0 1.39\n",
"gamma[39] 6.94 4.25 6.01 -3.18 2.05 5.64 14.28 15.0 2.0 1.72\n",
"gamma[40] 2.06 0.38 3.62 -5.8 0.87 2.0 3.1 9.9 93.0 1.04\n",
"gamma[41] 2.98 0.88 4.11 -3.17 1.03 1.32 4.59 13.14 22.0 1.09\n",
"gamma[42] 3.62 1.73 4.25 -5.64 1.12 4.23 6.81 9.32 6.0 1.18\n",
"gamma[43] 5.29 2.26 4.51 -3.57 1.66 5.33 9.65 11.2 4.0 1.34\n",
"gamma[44] 1.82 0.33 3.26 -4.62 0.64 1.49 2.9 9.5 99.0 1.02\n",
"gamma[45] 2.3 1.86 3.71 -3.07 -0.52 1.35 4.8 10.32 4.0 1.25\n",
"gamma[46] 1.36 1.33 3.75 -5.11 -1.13 0.74 3.5 9.97 8.0 1.18\n",
"gamma[47] 3.64 1.59 3.56 -3.71 1.19 4.03 6.29 9.28 5.0 1.19\n",
"gamma[48] 6.38 4.51 6.38 -3.52 1.46 4.38 14.88 15.2 2.0 1.78\n",
"gamma[49] 3.97 1.86 3.72 -3.65 1.25 4.41 7.14 9.1 4.0 1.27\n",
"gamma[50] 2.93 1.28 3.37 -4.64 0.92 3.61 5.17 8.0 7.0 1.17\n",
"gamma[51] 5.36 3.64 5.15 -3.4 1.24 4.14 11.59 12.07 2.0 1.66\n",
"gamma[52] 5.82 4.27 6.04 -4.59 1.24 4.35 13.75 14.13 2.0 1.72\n",
"gamma[53] 5.31 2.79 4.84 -3.27 1.52 4.58 10.79 11.42 3.0 1.46\n",
"gamma[54] 3.41 0.63 3.2 -3.01 1.61 3.75 4.36 10.79 26.0 1.07\n",
"gamma[55] 2.74 1.27 3.6 -4.61 0.68 3.61 4.7 9.06 8.0 1.12\n",
"gamma[56] 1.51 1.54 3.45 -4.06 -1.02 0.95 3.53 8.71 5.0 1.19\n",
"gamma[57] -0.13 3.58 5.07 -6.6 -6.34 0.76 3.37 9.46 2.0 1.56\n",
"gamma[58] 5.92 4.53 6.41 -4.32 1.01 4.06 14.06 14.8 2.0 1.78\n",
"gamma[59] 6.98 5.29 7.47 -5.58 1.23 4.88 16.5 17.86 2.0 1.83\n",
"gamma[60] 6.9 5.4 7.64 -3.64 1.03 3.89 17.65 18.08 2.0 2.11\n",
"gamma[61] 2.45 0.48 3.04 -3.55 1.37 1.96 3.75 9.07 40.0 1.06\n",
"gamma[62] -0.88 4.81 6.81 -10.5 -10.12 1.08 4.06 9.96 2.0 1.86\n",
"gamma[63] -1.7 4.24 5.99 -10.22 -9.55 0.25 2.57 7.66 2.0 1.64\n",
"gamma[64] 4.14 1.39 3.4 -2.95 1.86 5.23 5.79 10.69 6.0 1.21\n",
"gamma[65] 3.21 0.54 3.45 -4.62 1.2 4.33 4.77 9.75 41.0 1.07\n",
"gamma[66] 3.23 0.57 3.54 -3.77 1.19 3.64 4.47 11.44 39.0 1.05\n",
"gamma[67] 1.68 1.85 4.14 -4.33 -1.72 1.07 4.39 10.6 5.0 1.19\n",
"gamma[68] 0.77 2.76 4.79 -5.23 -4.55 1.13 3.85 10.7 3.0 1.51\n",
"gamma[69] 0.68 1.98 3.96 -5.23 -2.9 0.66 3.58 8.45 4.0 1.33\n",
"gamma[70] 6.07 3.66 5.17 -2.14 1.7 5.1 12.21 12.57 2.0 1.57\n",
"gamma[71] 6.21 5.28 7.47 -5.62 0.8 3.76 16.28 17.04 2.0 2.03\n",
"gamma[72] 1.72 2.57 4.45 -3.02 -2.48 1.26 4.23 12.43 3.0 1.39\n",
"gamma[73] 2.79 1.21 3.41 -4.84 0.9 3.75 4.81 8.46 8.0 1.14\n",
"gamma[74] 2.35 0.81 3.64 -4.13 0.46 1.17 4.4 10.52 20.0 1.11\n",
"gamma[75] 4.87 2.74 4.75 -3.43 1.17 4.13 10.05 10.6 3.0 1.51\n",
"gamma[76] 3.74 1.08 3.25 -2.91 1.5 4.72 5.3 10.09 9.0 1.15\n",
"gamma[77] -0.3 3.1 5.37 -6.85 -6.46 0.27 3.46 10.33 3.0 1.41\n",
"gamma[78] 2.03 0.78 4.06 -4.06 -0.41 0.94 4.0 12.54 27.0 1.09\n",
"gamma[79] 2.62 0.49 3.69 -5.97 0.97 2.99 3.7 10.56 57.0 1.05\n",
"gamma[80] 4.71 2.69 4.67 -5.22 1.37 4.51 9.03 11.79 3.0 1.29\n",
"gamma[81] 4.47 3.49 4.94 -5.04 0.95 3.63 9.98 10.27 2.0 1.59\n",
"gamma[82] 4.72 2.69 4.66 -4.24 1.17 4.36 9.63 10.14 3.0 1.42\n",
"gamma[83] 0.63 2.74 4.74 -5.0 -4.59 0.88 4.08 9.54 3.0 1.51\n",
"gamma[84] 4.48 2.66 4.61 -4.49 1.13 4.32 9.32 9.89 3.0 1.52\n",
"gamma[85] 5.69 3.63 5.14 -3.1 1.45 4.87 11.82 12.31 2.0 1.64\n",
"gamma[86] 3.83 1.5 3.67 -3.59 1.21 4.26 6.68 9.34 6.0 1.19\n",
"gamma[87] 2.98 0.3 3.25 -3.74 1.32 3.34 4.01 9.72 115.0 1.02\n",
"gamma[88] 2.77 0.37 3.22 -4.47 1.25 2.91 3.86 9.63 76.0 1.05\n",
"gamma[89] 3.66 1.89 3.78 -4.0 1.0 3.72 7.04 9.27 4.0 1.26\n",
"gamma[90] 7.22 5.35 7.57 -3.7 1.38 4.48 17.79 18.16 2.0 1.91\n",
"gamma[91] 3.71 2.11 3.65 -3.77 1.05 3.72 7.1 9.03 3.0 1.34\n",
"gamma[92] 2.07 0.95 3.14 -3.71 0.74 1.1 3.97 8.34 11.0 1.11\n",
"gamma[93] 2.93 0.46 3.17 -3.44 1.27 3.45 3.92 9.24 48.0 1.06\n",
"gamma[94] 3.17 1.45 3.55 -4.03 0.94 3.72 5.58 8.91 6.0 1.2\n",
"gamma[95] 5.44 2.21 4.42 -2.84 1.9 5.51 9.23 13.28 4.0 1.43\n",
"gamma[96] 2.2 0.52 3.36 -4.94 1.18 1.86 3.63 9.07 42.0 1.09\n",
"gamma[97] 2.19 0.3 3.07 -3.54 1.05 1.42 3.5 9.27 106.0 1.06\n",
"gamma[98] 1.36 2.51 4.36 -3.68 -2.76 1.25 4.45 9.7 3.0 1.33\n",
"gamma[99] 2.38 0.34 3.45 -4.33 1.07 2.11 3.45 10.09 101.0 1.02\n",
"gamma[100] 4.41 2.39 4.14 -3.69 1.25 4.37 8.31 9.45 3.0 1.46\n",
"gamma[101] 3.17 1.15 3.24 -2.99 1.13 3.89 4.52 9.94 8.0 1.14\n",
"gamma[102] 3.71 1.8 3.6 -3.1 1.07 3.89 6.96 8.51 4.0 1.27\n",
"gamma[103] 3.58 0.74 3.65 -3.96 1.54 4.26 5.04 10.55 24.0 1.11\n",
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"gamma[110] 2.52 0.79 3.54 -5.16 0.69 3.66 4.02 8.88 20.0 1.15\n",
"gamma[111] 5.47 3.61 5.11 -3.91 1.39 4.85 11.16 11.96 2.0 1.62\n",
"gamma[112] 2.71 0.78 3.89 -2.87 0.69 1.24 4.17 12.34 25.0 1.16\n",
"gamma[113] 4.8 2.71 4.69 -3.84 1.23 4.33 9.59 11.14 3.0 1.37\n",
"gamma[114] 3.66 1.42 3.75 -3.94 1.25 4.72 5.23 11.71 7.0 1.17\n",
"gamma[115] 4.87 4.01 5.67 -4.6 0.7 3.44 11.81 12.34 2.0 1.81\n",
"gamma[116] 4.99 2.73 4.73 -3.78 1.41 4.6 9.68 10.66 3.0 1.48\n",
"gamma[117] 4.1 1.57 3.84 -3.47 1.46 4.73 6.77 11.15 6.0 1.18\n",
"gamma[118] 2.83 0.41 3.19 -3.53 1.2 3.04 3.82 9.73 61.0 1.03\n",
"gamma[119] 3.05 0.46 3.0 -2.89 1.19 3.89 4.23 9.57 42.0 1.05\n",
"gamma[120] 3.48 1.36 3.59 -3.9 1.19 4.49 5.49 10.26 7.0 1.13\n",
"gamma[121] 3.24 0.95 3.69 -4.18 1.01 4.31 5.16 10.11 15.0 1.09\n",
"gamma[122] 3.12 0.33 3.03 -2.28 1.72 2.73 4.32 9.46 87.0 1.05\n",
"gamma[123] 2.74 0.35 3.67 -5.17 1.48 2.1 4.21 11.13 107.0 1.02\n",
"gamma[124] 4.38 2.67 4.62 -4.91 1.09 4.3 9.09 9.5 3.0 1.34\n",
"gamma[125] 1.79 0.39 3.58 -6.61 0.66 1.98 2.85 8.79 86.0 1.02\n",
"gamma[126] 3.21 0.71 3.6 -3.39 1.73 2.61 4.31 12.74 26.0 1.09\n",
"gamma[127] 1.74 0.5 3.27 -4.86 0.52 0.88 3.23 8.66 42.0 1.03\n",
"gamma[128] 2.47 1.2 3.78 -3.99 0.52 1.39 4.13 11.98 10.0 1.1\n",
"gamma[129] 4.67 3.04 5.26 -5.39 1.01 4.08 10.17 10.74 3.0 1.37\n",
"gamma[130] 3.92 2.22 4.44 -6.39 1.1 3.95 8.04 9.58 4.0 1.27\n",
"gamma[131] 3.86 2.18 4.35 -5.21 0.96 4.23 7.29 10.8 4.0 1.24\n",
"gamma[132] 5.8 3.81 5.39 -4.2 1.64 4.87 11.95 12.63 2.0 1.53\n",
"gamma[133] 6.68 5.11 7.22 -4.33 1.12 4.16 16.43 16.8 2.0 1.81\n",
"gamma[134] 4.29 0.94 3.87 -3.63 1.72 5.07 6.39 11.57 17.0 1.13\n",
"gamma[135] 2.32 0.5 3.56 -5.45 1.09 1.96 3.52 10.3 50.0 1.03\n",
"gamma[136] 1.72 2.19 4.38 -3.24 -2.04 1.07 4.2 12.39 4.0 1.19\n",
"gamma[137] 4.05 2.09 4.19 -4.78 1.01 4.07 8.06 9.72 4.0 1.31\n",
"gamma[138] 4.27 2.01 4.02 -3.64 1.3 4.4 7.71 10.73 4.0 1.27\n",
"gamma[139] 1.72 1.33 3.75 -4.2 -0.73 0.87 4.0 9.76 8.0 1.13\n",
"gamma[140] 2.45 1.41 3.46 -4.29 0.34 2.92 4.56 9.24 6.0 1.26\n",
"gamma[141] 1.36 2.66 4.61 -3.97 -3.12 0.98 4.65 11.42 3.0 1.43\n",
"gamma[142] 2.58 0.49 3.48 -3.47 1.21 1.97 3.89 10.73 51.0 1.06\n",
"gamma[143] 4.61 2.75 4.76 -4.31 1.05 4.46 9.32 10.66 3.0 1.41\n",
"gamma[144] 1.26 0.87 3.88 -5.63 -1.24 0.71 3.38 9.9 20.0 1.12\n",
"gamma[145] 2.63 1.32 3.75 -3.02 0.42 1.4 4.39 12.49 8.0 1.18\n",
"gamma[146] 1.81 0.44 3.65 -4.41 0.05 0.68 3.44 10.56 69.0 1.05\n",
"gamma[147] 2.43 0.36 3.22 -3.82 1.15 2.25 3.79 9.24 81.0 1.05\n",
"gamma[148] 3.3 1.28 3.61 -4.01 1.15 4.09 5.47 9.63 8.0 1.13\n",
"gamma[149] 3.62 1.73 3.86 -4.54 1.06 4.3 6.56 9.08 5.0 1.17\n",
"gamma[150] 3.28 1.47 3.88 -5.42 1.07 4.1 5.49 10.72 7.0 1.13\n",
"gamma[151] 2.38 0.38 3.14 -4.01 1.16 2.01 3.55 9.47 67.0 1.04\n",
"gamma[152] 0.63 2.58 4.47 -5.06 -3.81 0.9 3.83 9.46 3.0 1.4\n",
"gamma[153] 3.24 0.88 3.42 -4.06 1.14 4.43 4.86 9.92 15.0 1.09\n",
"gamma[154] 4.95 2.85 4.94 -4.3 1.18 4.52 10.35 10.67 3.0 1.38\n",
"gamma[155] 3.24 1.5 3.68 -4.49 0.94 3.79 5.78 9.46 6.0 1.17\n",
"gamma[156] 4.31 2.6 4.5 -4.72 1.01 4.22 8.53 10.12 3.0 1.35\n",
"gamma[157] 5.37 3.76 5.32 -4.5 1.22 4.53 11.6 12.11 2.0 1.61\n",
"gamma[158] 3.29 0.61 3.65 -4.87 1.41 3.63 4.1 11.46 36.0 1.04\n",
"gamma[159] 1.55 0.48 3.19 -3.75 -0.02 0.62 3.23 8.62 44.0 1.1\n",
"gamma[160] 6.18 4.33 6.12 -3.85 1.16 5.08 13.78 14.21 2.0 1.64\n",
"gamma[161] 5.48 3.73 5.28 -3.48 1.31 4.23 12.16 12.62 2.0 1.9\n",
"gamma[162] 2.84 0.3 3.36 -4.6 1.3 3.3 3.95 8.94 129.0 1.04\n",
"gamma[163] -0.73 5.16 7.29 -11.08 -9.88 1.38 4.47 11.35 2.0 1.87\n",
"gamma[164] 2.4 0.37 2.84 -3.75 1.11 2.93 3.22 7.81 58.0 1.05\n",
"gamma[165] 5.22 2.54 4.4 -3.54 1.79 4.95 9.82 10.34 3.0 1.53\n",
"gamma[166] 6.09 5.22 7.39 -4.49 0.68 3.41 16.3 16.82 2.0 2.07\n",
"gamma[167] 5.82 3.46 4.89 -2.89 1.79 5.43 11.45 12.04 2.0 1.57\n",
"gamma[168] 1.25 1.49 3.66 -4.03 -1.35 0.76 3.48 9.09 6.0 1.19\n",
"gamma[169] 3.75 0.74 3.65 -4.49 1.45 4.83 5.68 10.39 24.0 1.08\n",
"gamma[170] 6.47 4.35 6.15 -3.33 1.54 4.79 14.26 14.94 2.0 1.74\n",
"gamma[171] 3.58 1.89 3.77 -3.82 0.94 3.81 6.57 8.83 4.0 1.32\n",
"gamma[172] 3.07 1.08 3.75 -3.21 1.62 2.26 4.65 12.25 12.0 1.11\n",
"gamma[173] 4.34 2.76 4.78 -4.79 0.78 4.04 9.26 10.82 3.0 1.44\n",
"gamma[174] 5.84 4.57 6.47 -6.41 1.17 4.72 13.76 14.27 2.0 1.68\n",
"gamma[175] 7.21 6.25 8.85 -5.73 0.9 3.84 19.58 20.26 2.0 2.0\n",
"gamma[176] 4.57 1.62 3.98 -3.89 1.6 5.15 7.58 11.32 6.0 1.23\n",
"gamma[177] 6.5 4.92 6.96 -4.34 1.14 4.45 15.77 16.38 2.0 1.81\n",
"uu[0] 1.52 0.34 0.75 -0.14 0.97 1.61 2.2 2.64 5.0 1.22\n",
"uu[1] 1.08 0.38 0.76 0.01 0.38 1.02 1.61 2.7 4.0 1.34\n",
"uu[2] 1.19 0.19 0.56 0.19 0.82 1.08 1.58 2.35 9.0 1.23\n",
"uu[3] 1.39 0.07 0.55 0.4 1.19 1.26 1.64 2.74 55.0 1.03\n",
"uu[4] 1.49 0.06 0.58 0.2 1.27 1.47 1.73 2.74 87.0 1.03\n",
"uu[5] 1.71 0.55 0.95 -0.27 1.03 1.66 2.68 2.86 3.0 1.38\n",
"uu[6] 1.6 0.11 0.67 0.28 1.34 1.52 1.85 3.22 36.0 1.05\n",
"uu[7] 1.62 0.26 0.59 0.58 1.37 1.44 1.87 3.12 5.0 1.16\n",
"uu[8] 1.53 0.44 0.77 -0.04 0.96 1.56 2.29 2.53 3.0 1.31\n",
"uu[9] 1.26 0.39 0.78 0.28 0.6 1.1 1.72 3.2 4.0 1.34\n",
"uu[10] 1.17 0.06 0.66 -0.47 0.85 1.4 1.45 2.37 129.0 1.06\n",
"uu[11] 0.66 0.6 0.85 -1.12 0.02 0.76 1.55 1.6 2.0 1.84\n",
"uu[12] 0.47 0.16 0.58 -0.86 0.3 0.41 0.81 1.58 14.0 1.11\n",
"uu[13] 0.05 0.54 0.94 -2.15 -0.58 0.39 0.74 1.35 3.0 1.78\n",
"uu[14] 0.13 0.6 0.85 -1.68 -0.5 0.43 0.81 1.27 2.0 1.64\n",
"uu[15] 2.07 0.39 0.79 0.45 1.49 2.17 2.72 3.35 4.0 1.22\n",
"uu[16] 2.14 0.42 0.84 0.84 1.61 1.8 2.66 4.0 4.0 1.26\n",
"uu[17] 1.3 0.4 0.7 0.17 0.67 1.29 1.85 2.62 3.0 1.29\n",
"uu[18] 1.2 0.51 0.73 -0.24 0.65 1.24 1.97 2.04 2.0 1.82\n",
"uu[19] 1.68 0.29 0.64 0.37 1.32 1.51 2.14 2.91 5.0 1.27\n",
"uu[20] 1.79 0.27 0.53 0.51 1.49 2.01 2.1 2.68 4.0 1.2\n",
"uu[21] 2.11 0.09 0.59 0.83 1.83 2.16 2.28 3.48 47.0 1.11\n",
"uu[22] 2.08 0.29 0.81 0.95 1.5 1.83 2.52 4.12 8.0 1.41\n",
"uu[23] 1.76 0.26 0.58 0.23 1.47 1.97 2.13 2.52 5.0 1.16\n",
"uu[24] 2.13 0.19 0.75 0.77 1.76 1.84 2.51 4.0 15.0 1.17\n",
"uu[25] 2.25 0.08 0.65 0.97 2.0 2.19 2.52 3.73 63.0 1.04\n",
"uu[26] 2.46 0.53 0.91 0.45 1.85 2.44 3.42 3.49 3.0 1.34\n",
"uu[27] 2.08 0.05 0.64 0.64 1.79 2.19 2.28 3.39 160.0 1.01\n",
"uu[28] 2.2 0.52 0.74 0.57 1.71 2.23 3.0 3.03 2.0 1.46\n",
"uu[29] 2.59 0.14 0.75 0.82 2.13 2.81 2.98 4.0 27.0 1.11\n",
"uu[30] 2.13 0.17 0.64 0.65 1.93 2.13 2.48 3.34 14.0 1.25\n",
"uu[31] 2.33 0.05 0.49 1.17 2.09 2.43 2.52 3.29 98.0 1.02\n",
"uu[32] 2.37 0.11 0.7 0.77 1.97 2.58 2.74 3.69 43.0 1.06\n",
"uu[33] 2.66 0.35 0.7 1.24 2.11 2.8 3.22 3.78 4.0 1.21\n",
"uu[34] 1.88 0.1 0.53 0.76 1.62 1.71 2.24 2.97 26.0 1.05\n",
"uu[35] 2.03 0.27 0.72 0.85 1.55 1.84 2.43 3.78 7.0 1.14\n",
"uu[36] 2.15 0.05 0.58 0.8 1.85 2.32 2.43 3.22 145.0 1.04\n",
"uu[37] 2.21 0.06 0.64 0.77 1.86 2.42 2.47 3.54 115.0 1.03\n",
"uu[38] 2.34 0.32 0.72 0.73 1.86 2.39 2.96 3.38 5.0 1.21\n",
"uu[39] 2.11 0.05 0.67 0.71 1.83 1.91 2.48 3.56 161.0 1.03\n",
"uu[40] 2.5 0.07 0.59 1.17 2.15 2.71 2.74 3.67 65.0 1.03\n",
"uu[41] 2.46 0.04 0.58 1.22 2.22 2.43 2.72 3.71 184.0 1.01\n",
"uu[42] 2.26 0.04 0.62 0.93 2.04 2.22 2.54 3.64 226.0 1.01\n",
"uu[43] 2.37 0.19 0.51 1.12 2.08 2.55 2.7 3.09 7.0 1.09\n",
"uu[44] 2.04 0.05 0.63 0.45 1.84 2.11 2.33 3.19 143.0 1.07\n",
"uu[45] 2.08 0.45 0.77 0.99 1.35 2.08 2.64 3.63 3.0 1.27\n",
"uu[46] 2.07 0.27 0.6 0.57 1.76 2.31 2.42 2.91 5.0 1.23\n",
"uu[47] 2.67 0.05 0.65 1.21 2.33 2.84 2.97 3.98 157.0 1.05\n",
"uu[48] 2.6 0.44 0.76 1.69 1.83 2.59 3.17 4.13 3.0 1.35\n",
"uu[49] 2.78 0.05 0.64 1.44 2.56 2.65 3.07 4.26 151.0 1.02\n",
"uu[50] 3.0 0.08 0.68 1.55 2.71 2.94 3.29 4.54 67.0 1.04\n",
"uu[51] 3.11 0.51 0.89 1.37 2.48 3.03 4.11 4.18 3.0 1.4\n",
"uu[52] 2.64 0.15 0.68 1.15 2.27 2.84 2.94 4.29 22.0 1.1\n",
"uu[53] 2.8 0.03 0.54 1.68 2.62 2.73 3.05 4.02 443.0 1.01\n",
"uu[54] 2.69 0.08 0.69 1.08 2.41 2.83 2.91 4.15 73.0 1.08\n",
"uu[55] 2.52 0.27 0.61 1.41 2.03 2.46 3.0 3.72 5.0 1.16\n",
"uu[56] 2.53 0.18 0.72 0.62 2.32 2.59 2.82 3.91 16.0 1.16\n",
"uu[57] 2.71 0.3 0.68 0.96 2.38 2.89 3.17 3.77 5.0 1.17\n",
"uu[58] 2.69 0.08 0.58 1.36 2.38 2.85 2.93 3.82 52.0 1.07\n",
"uu[59] 3.01 0.04 0.64 1.55 2.68 3.18 3.28 4.27 325.0 1.03\n",
"uu[60] 2.83 0.04 0.56 1.55 2.58 2.94 3.01 3.95 164.0 1.01\n",
"uu[61] 2.91 0.05 0.58 1.56 2.71 2.91 3.18 4.07 150.0 1.05\n",
"uu[62] 3.08 0.06 0.61 1.5 2.8 3.26 3.32 4.21 121.0 1.03\n",
"uu[63] 2.99 0.06 0.57 1.91 2.77 2.89 3.27 4.3 103.0 1.03\n",
"uu[64] 3.17 0.05 0.59 1.66 2.94 3.29 3.39 4.26 139.0 1.01\n",
"uu[65] 2.94 0.2 0.74 1.52 2.46 2.77 3.42 4.56 14.0 1.14\n",
"uu[66] 2.81 0.04 0.62 1.51 2.64 2.69 3.12 4.2 282.0 1.02\n",
"uu[67] 2.95 0.23 0.74 1.38 2.5 3.02 3.51 4.34 10.0 1.36\n",
"uu[68] 2.95 0.13 0.65 1.66 2.66 2.92 3.18 4.57 23.0 1.14\n",
"uu[69] 2.95 0.17 0.74 1.32 2.52 3.11 3.43 4.16 20.0 1.1\n",
"uu[70] 2.48 0.05 0.58 1.13 2.27 2.48 2.77 3.63 114.0 1.04\n",
"uu[71] 2.47 0.06 0.61 1.33 2.19 2.26 2.81 3.89 102.0 1.05\n",
"uu[72] 2.5 0.06 0.59 0.98 2.31 2.5 2.76 3.68 112.0 1.0\n",
"uu[73] 2.64 0.47 0.81 0.81 2.12 2.68 3.44 3.52 3.0 1.36\n",
"uu[74] 2.59 0.12 0.72 1.06 2.12 2.79 3.03 3.91 36.0 1.08\n",
"uu[75] 1.92 0.24 0.59 0.75 1.61 1.75 2.32 3.18 6.0 1.12\n",
"uu[76] 2.21 0.05 0.62 1.0 1.95 2.01 2.55 3.62 160.0 1.03\n",
"uu[77] 2.04 0.21 0.67 0.77 1.61 1.9 2.48 3.47 10.0 1.1\n",
"uu[78] 1.79 0.43 0.85 0.49 1.02 1.8 2.4 3.47 4.0 1.25\n",
"uu[79] 2.08 0.21 0.57 0.54 1.8 2.3 2.39 2.98 7.0 1.1\n",
"uu[80] 2.41 0.08 0.69 0.82 2.05 2.6 2.72 3.79 75.0 1.04\n",
"uu[81] 2.28 0.08 0.67 0.9 2.02 2.09 2.63 3.75 74.0 1.07\n",
"uu[82] 2.12 0.06 0.54 0.81 1.87 2.22 2.31 3.15 79.0 1.05\n",
"uu[83] 1.93 0.32 0.72 0.71 1.36 1.86 2.42 3.43 5.0 1.16\n",
"uu[84] 2.57 0.14 0.84 0.74 2.03 2.83 2.93 4.34 37.0 1.16\n",
"uu[85] 2.08 0.17 0.74 0.79 1.66 1.85 2.49 3.85 19.0 1.09\n",
"uu[86] 1.79 0.34 0.69 0.44 1.34 1.66 2.3 3.13 4.0 1.18\n",
"uu[87] 2.34 0.41 0.72 1.46 1.67 2.24 2.85 3.88 3.0 1.34\n",
"uu[88] 2.05 0.36 0.72 0.32 1.68 2.26 2.49 3.07 4.0 1.23\n",
"uu[89] 2.59 0.03 0.65 1.21 2.31 2.61 2.83 4.03 474.0 1.0\n",
"uu[90] 2.34 0.12 0.49 1.3 2.11 2.2 2.67 3.33 18.0 1.07\n",
"uu[91] 2.52 0.39 0.78 1.31 1.86 2.46 3.04 4.27 4.0 1.18\n",
"uu[92] 2.85 0.16 0.64 1.62 2.5 2.65 3.21 4.28 15.0 1.08\n",
"uu[93] 2.55 0.13 0.4 1.65 2.31 2.7 2.75 3.23 10.0 1.11\n",
"uu[94] 1.97 0.33 0.66 0.59 1.72 1.93 2.28 3.06 4.0 1.26\n",
"uu[95] 2.58 0.23 0.52 1.48 2.41 2.49 2.89 3.65 5.0 1.22\n",
"uu[96] 3.01 0.29 0.72 1.3 2.59 3.23 3.44 4.27 6.0 1.16\n",
"uu[97] 2.97 0.05 0.55 1.72 2.83 2.9 3.24 4.11 113.0 1.02\n",
"uu[98] 3.23 0.57 0.99 1.84 2.46 2.88 4.03 5.32 3.0 1.38\n",
"uu[99] 3.55 0.31 0.69 2.01 3.15 3.65 4.07 4.68 5.0 1.15\n",
"uu[100] 3.31 0.2 0.6 2.36 2.9 3.15 3.68 4.79 9.0 1.13\n",
"uu[101] 3.38 0.36 0.62 1.92 2.98 3.47 3.9 4.25 3.0 1.37\n",
"uu[102] 3.46 0.05 0.57 2.03 3.24 3.5 3.67 4.64 141.0 1.0\n",
"uu[103] 3.39 0.07 0.56 2.03 3.16 3.5 3.58 4.45 61.0 1.04\n",
"uu[104] 3.57 0.41 1.08 1.91 2.89 3.6 3.66 6.31 7.0 2.02\n",
"uu[105] 3.54 0.08 0.74 1.88 3.18 3.71 3.75 5.03 82.0 1.05\n",
"uu[106] 3.36 0.57 0.81 2.41 2.45 3.41 3.99 4.89 2.0 1.52\n",
"uu[107] 3.49 0.17 0.62 2.45 3.08 3.36 3.88 4.88 13.0 1.11\n",
"uu[108] 3.31 0.47 0.82 2.38 2.41 3.36 3.86 5.03 3.0 1.41\n",
"uu[109] 4.5 0.44 0.76 3.04 4.22 4.3 4.94 6.24 3.0 1.46\n",
"uu[110] 4.41 0.39 0.67 3.46 3.77 4.43 4.88 5.79 3.0 1.35\n",
"uu[111] 4.33 0.07 0.69 2.63 4.15 4.25 4.66 5.78 101.0 1.03\n",
"uu[112] 4.61 0.04 0.52 3.39 4.4 4.63 4.81 5.74 201.0 1.02\n",
"uu[113] 5.19 0.2 0.61 3.84 4.79 5.33 5.59 6.31 9.0 1.13\n",
"uu[114] 4.73 0.07 0.61 3.42 4.42 4.84 4.98 6.07 77.0 1.04\n",
"uu[115] 4.57 0.06 0.62 3.25 4.2 4.75 4.8 5.93 99.0 1.04\n",
"uu[116] 4.79 0.21 0.57 3.59 4.42 4.94 5.13 5.86 7.0 1.09\n",
"uu[117] 4.52 0.03 0.51 3.48 4.3 4.49 4.73 5.69 219.0 1.02\n",
"uu[118] 4.88 0.33 0.66 3.35 4.44 4.94 5.43 5.9 4.0 1.17\n",
"uu[119] 4.65 0.04 0.58 3.51 4.45 4.57 4.87 6.1 198.0 1.01\n",
"uu[120] 4.77 0.33 0.66 3.34 4.31 4.89 5.29 5.75 4.0 1.22\n",
"uu[121] 4.92 0.11 0.56 3.91 4.67 4.86 5.12 6.29 26.0 1.1\n",
"uu[122] 5.03 0.11 0.62 3.65 4.69 5.23 5.3 6.28 29.0 1.07\n",
"uu[123] 5.53 0.1 0.59 4.48 5.24 5.5 5.65 7.18 35.0 1.1\n",
"uu[124] 5.21 0.11 0.72 3.53 4.82 5.44 5.56 6.62 39.0 1.07\n",
"uu[125] 5.39 0.26 0.62 4.45 5.03 5.18 5.69 7.02 6.0 1.17\n",
"uu[126] 5.39 0.26 0.78 3.06 5.16 5.66 5.73 6.54 9.0 1.25\n",
"uu[127] 5.53 0.49 0.85 3.93 4.87 5.46 6.46 6.55 3.0 1.43\n",
"uu[128] 5.79 0.25 0.74 3.94 5.48 5.96 6.0 7.23 9.0 1.12\n",
"uu[129] 5.42 0.06 0.64 4.01 5.07 5.63 5.67 6.7 124.0 1.04\n",
"uu[130] 5.3 0.26 0.58 4.54 4.84 5.15 5.64 6.68 5.0 1.26\n",
"uu[131] 4.8 0.12 0.56 3.52 4.52 4.92 5.0 5.97 21.0 1.07\n",
"uu[132] 4.78 0.04 0.53 3.77 4.58 4.69 4.97 6.05 169.0 1.02\n",
"uu[133] 4.65 0.05 0.55 3.58 4.43 4.6 4.87 5.92 127.0 1.01\n",
"uu[134] 4.65 0.07 0.51 3.48 4.4 4.78 4.84 5.66 59.0 1.05\n",
"uu[135] 4.39 0.13 0.66 2.96 4.01 4.62 4.69 5.71 24.0 1.07\n",
"uu[136] 4.21 0.31 0.63 3.36 3.66 4.14 4.64 5.6 4.0 1.23\n",
"uu[137] 4.7 0.52 0.74 3.37 4.14 4.59 5.59 5.63 2.0 1.54\n",
"uu[138] 4.38 0.08 0.58 3.17 4.1 4.42 4.52 5.78 59.0 1.02\n",
"uu[139] 4.22 0.26 0.63 2.8 3.83 4.47 4.56 5.31 6.0 1.16\n",
"uu[140] 4.18 0.04 0.55 2.9 3.93 4.27 4.32 5.43 208.0 1.02\n",
"uu[141] 4.55 0.36 0.72 3.14 4.0 4.5 5.21 5.8 4.0 1.33\n",
"uu[142] 4.38 0.38 0.67 2.97 3.91 4.41 5.05 5.18 3.0 1.28\n",
"uu[143] 4.06 0.1 0.59 2.76 3.7 4.22 4.41 5.17 37.0 1.07\n",
"uu[144] 4.09 0.2 0.73 2.66 3.76 3.83 4.5 5.8 14.0 1.11\n",
"uu[145] 3.79 0.04 0.59 2.33 3.62 3.79 4.03 5.0 195.0 1.01\n",
"uu[146] 4.34 0.4 0.7 2.95 4.02 4.33 4.63 5.97 3.0 1.33\n",
"uu[147] 3.69 0.27 0.66 2.54 3.25 3.54 4.11 5.17 6.0 1.1\n",
"uu[148] 3.55 0.14 0.72 2.32 3.17 3.29 3.83 5.44 27.0 1.09\n",
"uu[149] 3.93 0.05 0.53 2.87 3.74 3.79 4.18 5.18 131.0 1.02\n",
"uu[150] 4.6 0.51 0.72 3.22 4.29 4.42 5.03 6.27 2.0 1.61\n",
"uu[151] 3.89 0.26 0.58 2.96 3.48 3.78 4.25 5.23 5.0 1.2\n",
"uu[152] 4.97 0.73 1.03 3.23 4.25 4.64 5.8 7.03 2.0 1.91\n",
"uu[153] 5.59 0.22 0.58 4.75 5.27 5.36 5.88 7.08 7.0 1.14\n",
"uu[154] 5.23 0.27 0.67 3.56 4.86 5.47 5.63 6.29 6.0 1.2\n",
"uu[155] 5.31 0.45 0.79 3.68 4.74 5.33 6.09 6.32 3.0 1.32\n",
"uu[156] 4.9 0.09 0.77 3.11 4.53 5.1 5.23 6.34 75.0 1.06\n",
"uu[157] 5.28 0.13 0.69 3.68 4.91 5.53 5.64 6.55 28.0 1.07\n",
"uu[158] 5.03 0.06 0.57 3.75 4.74 5.11 5.22 6.25 89.0 1.01\n",
"uu[159] 4.63 0.42 0.73 3.7 3.94 4.6 5.13 6.23 3.0 1.23\n",
"uu[160] 4.42 0.24 0.67 3.35 3.9 4.28 4.85 5.94 8.0 1.12\n",
"uu[161] 4.69 0.06 0.51 3.57 4.38 4.86 4.93 5.76 84.0 1.05\n",
"uu[162] 4.32 0.12 0.56 2.9 4.08 4.47 4.53 5.35 21.0 1.14\n",
"uu[163] 4.62 0.4 0.79 3.01 4.01 4.66 5.34 5.86 4.0 1.24\n",
"uu[164] 4.3 0.04 0.49 3.2 4.09 4.32 4.48 5.39 122.0 1.02\n",
"uu[165] 4.33 0.46 0.8 3.44 3.5 4.35 4.89 5.99 3.0 1.45\n",
"uu[166] 4.1 0.13 0.78 2.26 3.71 3.93 4.63 5.63 34.0 1.07\n",
"uu[167] 4.76 0.49 0.85 3.04 4.16 4.7 5.67 5.75 3.0 1.34\n",
"uu[168] 4.22 0.17 0.71 2.76 3.78 4.39 4.62 5.57 18.0 1.12\n",
"uu[169] 3.67 0.25 0.56 2.69 3.29 3.54 4.04 4.92 5.0 1.18\n",
"uu[170] 3.78 0.24 0.99 1.69 3.29 3.76 4.29 6.01 17.0 1.02\n",
"uu[171] 4.07 0.52 0.74 2.51 3.53 4.04 4.88 4.93 2.0 1.66\n",
"uu[172] 3.83 0.16 0.59 2.43 3.48 4.0 4.19 4.83 14.0 1.28\n",
"uu[173] 3.49 0.09 0.59 2.13 3.15 3.68 3.78 4.69 46.0 1.08\n",
"uu[174] 3.79 0.28 0.7 1.94 3.42 3.89 4.35 4.73 6.0 1.24\n",
"uu[175] 3.33 0.35 0.85 1.95 2.62 3.2 3.98 5.04 6.0 1.2\n",
"uu[176] 3.74 0.12 0.73 2.29 3.49 3.54 4.12 5.39 34.0 1.08\n",
"uu[177] 3.51 0.31 0.69 1.92 3.06 3.65 4.06 4.51 5.0 1.16\n",
"cc[0] 0.88 0.18 1.93 -3.72 0.21 1.07 1.54 4.92 111.0 1.01\n",
"cc[1] 1.34 0.14 1.86 -2.57 0.5 1.43 1.86 5.82 167.0 1.0\n",
"cc[2] 0.79 0.24 1.81 -3.17 0.05 0.98 1.38 4.79 57.0 1.03\n",
"cc[3] 1.14 0.25 1.63 -2.82 0.62 1.17 1.85 4.33 41.0 1.06\n",
"cc[4] 1.08 0.17 1.87 -2.99 0.33 1.19 1.7 5.37 118.0 1.01\n",
"cc[5] 0.95 0.2 1.85 -2.9 0.34 0.77 1.67 5.22 84.0 1.03\n",
"cc[6] 1.19 0.16 1.84 -3.29 0.36 1.54 1.83 4.68 131.0 1.04\n",
"cc[7] 0.87 0.32 1.92 -3.11 0.24 0.72 1.56 5.79 36.0 1.05\n",
"cc[8] 1.19 0.14 1.83 -2.84 0.61 1.06 1.89 5.38 179.0 1.01\n",
"cc[9] 1.21 0.17 1.88 -2.68 0.51 1.06 1.92 5.66 127.0 1.02\n",
"cc[10] 1.52 0.15 1.67 -1.86 0.78 1.48 2.11 5.65 131.0 1.02\n",
"cc[11] 1.07 0.14 1.82 -3.54 0.36 1.42 1.69 4.75 170.0 1.02\n",
"cc[12] 1.28 0.15 1.9 -2.9 0.53 1.43 1.87 5.53 155.0 1.02\n",
"cc[13] 1.28 0.19 1.81 -2.44 0.63 1.16 2.06 5.43 94.0 1.02\n",
"cc[14] 0.96 0.3 2.01 -4.2 0.25 1.3 1.7 4.98 46.0 1.04\n",
"cc[15] 1.59 0.15 1.82 -2.47 0.65 2.0 2.14 5.56 150.0 1.03\n",
"cc[16] 1.71 0.28 1.85 -2.28 0.73 2.1 2.4 6.15 43.0 1.04\n",
"cc[17] 1.0 0.17 1.89 -3.18 0.29 1.04 1.71 5.13 124.0 1.02\n",
"cc[18] 1.04 0.12 1.65 -2.76 0.37 1.31 1.56 4.63 194.0 1.01\n",
"cc[19] 0.87 0.21 1.96 -3.68 0.2 1.04 1.75 4.76 87.0 1.06\n",
"cc[20] 1.41 0.25 2.03 -3.4 0.47 1.85 2.06 5.97 64.0 1.02\n",
"cc[21] 0.79 0.22 1.82 -3.51 0.23 0.72 1.47 4.83 67.0 1.03\n",
"cc[22] 0.87 0.2 1.98 -4.38 0.14 1.26 1.48 4.74 102.0 1.04\n",
"cc[23] 0.87 0.13 1.81 -3.12 0.38 0.65 1.64 4.94 187.0 1.02\n",
"cc[24] 1.08 0.1 1.76 -2.72 0.56 0.8 1.89 4.94 283.0 1.01\n",
"cc[25] 0.77 0.23 1.84 -4.02 0.17 1.12 1.49 3.83 64.0 1.08\n",
"cc[26] 1.03 0.17 1.82 -3.18 0.42 1.01 1.67 5.02 117.0 1.03\n",
"cc[27] 0.76 0.33 1.82 -3.11 0.22 0.55 1.56 5.03 30.0 1.07\n",
"cc[28] 1.08 0.14 1.57 -2.36 0.37 1.21 1.7 4.25 128.0 1.06\n",
"cc[29] 1.19 0.21 1.89 -3.78 0.54 1.4 1.88 4.83 78.0 1.03\n",
"cc[30] 1.25 0.13 1.66 -2.67 0.65 1.19 1.9 4.91 163.0 1.01\n",
"cc[31] 0.96 0.21 1.95 -3.07 0.42 0.65 1.79 5.61 88.0 1.02\n",
"cc[32] 1.11 0.25 1.91 -3.5 0.47 1.01 1.75 5.25 59.0 1.08\n",
"cc[33] 0.96 0.15 1.66 -2.06 0.09 0.33 1.91 4.81 130.0 1.06\n",
"cc[34] 0.91 0.16 1.88 -3.58 0.43 0.89 1.73 4.62 146.0 1.0\n",
"cc[35] 1.01 0.15 1.85 -3.1 0.49 0.79 1.84 5.09 152.0 1.01\n",
"cc[36] 1.16 0.19 1.92 -3.11 0.48 1.14 1.88 5.45 106.0 1.0\n",
"cc[37] 1.0 0.16 1.96 -3.97 0.26 1.4 1.62 4.76 147.0 1.02\n",
"cc[38] 1.44 0.15 1.68 -2.1 0.69 1.44 2.1 5.28 123.0 1.03\n",
"cc[39] 1.2 0.32 1.98 -3.15 0.2 1.74 1.94 5.39 39.0 1.08\n",
"cc[40] 1.41 0.23 2.08 -2.94 0.53 1.81 1.93 5.53 85.0 1.06\n",
"cc[41] 0.82 0.14 1.76 -3.3 0.26 0.86 1.58 4.27 168.0 1.02\n",
"cc[42] 1.19 0.25 2.01 -3.85 0.58 1.11 1.96 5.54 64.0 1.04\n",
"cc[43] 1.22 0.18 2.05 -2.89 0.33 1.2 1.82 6.22 126.0 1.02\n",
"cc[44] 0.99 0.14 1.67 -2.08 0.17 0.59 1.89 4.8 147.0 1.05\n",
"cc[45] 1.13 0.19 1.84 -3.1 0.43 1.3 1.76 5.07 93.0 1.01\n",
"cc[46] 1.16 0.21 1.86 -3.25 0.49 1.15 1.84 5.16 81.0 1.02\n",
"cc[47] 0.65 0.35 1.78 -3.81 -0.12 1.04 1.23 4.2 26.0 1.09\n",
"cc[48] 1.02 0.15 1.71 -2.69 0.46 0.81 1.77 4.82 128.0 1.03\n",
"cc[49] 0.75 0.36 1.86 -3.67-8.3e-3 1.26 1.39 4.25 26.0 1.13\n",
"cc[50] 0.89 0.29 1.86 -3.25 0.14 1.03 1.53 5.13 42.0 1.06\n",
"cc[51] 1.48 0.23 1.85 -2.57 0.64 1.58 2.15 5.61 65.0 1.04\n",
"cc[52] 1.01 0.21 1.76 -2.7 0.39 0.79 1.72 5.11 73.0 1.03\n",
"cc[53] 0.85 0.18 1.96 -3.77 0.1 1.0 1.48 5.4 118.0 1.02\n",
"cc[54] 0.6 0.2 1.96 -4.16 -0.07 0.61 1.44 4.92 98.0 1.01\n",
"cc[55] 0.81 0.31 1.9 -4.15 0.15 1.16 1.51 4.59 38.0 1.02\n",
"cc[56] 1.19 0.17 1.94 -2.66 0.35 1.15 1.74 5.72 135.0 1.01\n",
"cc[57] 1.3 0.14 1.82 -2.5 0.44 1.46 1.79 5.46 168.0 1.02\n",
"cc[58] 1.05 0.3 2.0 -3.05 0.48 0.77 1.77 5.53 45.0 1.01\n",
"cc[59] 0.94 0.16 1.91 -3.25 0.13 1.03 1.58 5.45 134.0 1.01\n",
"cc[60] 0.9 0.21 1.82 -2.98 0.26 0.69 1.61 5.09 72.0 1.06\n",
"cc[61] 0.79 0.22 1.9 -3.94 0.14 1.06 1.43 4.65 78.0 1.03\n",
"cc[62] 1.25 0.35 1.83 -2.94 0.59 1.16 1.92 5.36 28.0 1.13\n",
"cc[63] 1.15 0.25 1.59 -2.38 0.18 1.67 1.95 4.17 41.0 1.06\n",
"cc[64] 1.09 0.13 1.77 -2.55 0.42 0.95 1.67 5.45 189.0 1.01\n",
"cc[65] 1.11 0.1 1.43 -1.76 0.57 0.93 1.7 4.44 220.0 1.01\n",
"cc[66] 0.77 0.39 2.02 -3.73 0.09 0.95 1.6 4.53 27.0 1.17\n",
"cc[67] 1.14 0.15 1.63 -2.47 0.33 1.46 1.63 4.71 112.0 1.03\n",
"cc[68] 1.21 0.13 1.64 -2.17 0.59 1.09 1.87 4.95 165.0 1.01\n",
"cc[69] 1.22 0.16 1.8 -2.4 0.58 1.04 1.95 5.51 123.0 1.0\n",
"cc[70] 1.0 0.16 1.84 -2.45 0.25 0.46 1.81 5.48 128.0 1.03\n",
"cc[71] 0.96 0.11 1.73 -2.75 0.29 0.93 1.59 4.86 259.0 1.0\n",
"cc[72] 1.19 0.24 1.78 -2.88 0.57 1.18 1.88 5.08 53.0 1.07\n",
"cc[73] 0.82 0.18 1.82 -3.3 0.05 1.0 1.4 4.71 100.0 1.06\n",
"cc[74] 0.86 0.25 1.7 -2.87 -0.11 1.37 1.58 4.48 47.0 1.04\n",
"cc[75] 1.01 0.14 1.68 -2.6 0.37 0.96 1.52 4.84 146.0 1.04\n",
"cc[76] 0.93 0.16 1.77 -3.39 0.34 0.99 1.61 4.6 123.0 1.01\n",
"cc[77] 1.03 0.19 1.88 -3.29 0.5 0.84 1.77 5.3 94.0 1.03\n",
"cc[78] 0.97 0.19 1.74 -2.64 0.33 0.9 1.63 5.1 88.0 1.01\n",
"cc[79] 1.31 0.19 1.72 -2.85 0.51 1.76 1.94 4.74 79.0 1.03\n",
"cc[80] 1.11 0.17 1.79 -2.68 0.39 1.1 1.72 5.05 116.0 1.01\n",
"cc[81] 0.81 0.18 1.93 -3.41 0.02 1.0 1.43 5.0 115.0 1.03\n",
"cc[82] 1.07 0.11 1.68 -2.28 0.52 0.75 1.75 5.14 216.0 1.03\n",
"cc[83] 0.98 0.16 1.68 -2.9 0.28 1.15 1.59 4.54 106.0 1.04\n",
"cc[84] 1.27 0.12 1.71 -2.21 0.57 1.15 1.91 5.28 190.0 1.01\n",
"cc[85] 0.94 0.12 1.82 -3.17 0.35 0.81 1.67 4.96 214.0 1.01\n",
"cc[86] 1.23 0.27 1.99 -3.64 0.26 1.7 1.87 5.38 56.0 1.04\n",
"cc[87] 0.77 0.24 1.9 -4.01 0.21 0.93 1.45 4.69 62.0 1.01\n",
"cc[88] 0.93 0.26 2.06 -3.45 0.21 0.79 1.62 5.72 62.0 1.02\n",
"cc[89] 1.1 0.2 1.9 -3.33 0.37 1.41 1.64 4.92 94.0 1.03\n",
"cc[90] 1.06 0.17 1.89 -3.62 0.26 1.54 1.7 4.62 123.0 1.04\n",
"cc[91] 0.76 0.17 1.75 -3.69 0.1 1.17 1.36 4.1 103.0 1.04\n",
"cc[92] 0.86 0.13 1.85 -3.47 0.21 0.91 1.49 4.73 217.0 1.01\n",
"cc[93] 1.18 0.2 2.02 -2.62 0.5 0.83 1.95 6.06 104.0 1.02\n",
"cc[94] 1.26 0.27 1.77 -2.65 0.48 1.41 1.93 5.06 44.0 1.04\n",
"cc[95] 1.26 0.18 1.79 -2.35 0.49 1.16 1.98 5.38 101.0 1.02\n",
"cc[96] 1.08 0.17 1.76 -2.65 0.43 0.96 1.67 5.27 113.0 1.03\n",
"cc[97] 0.72 0.14 1.87 -3.25 0.08 0.71 1.46 4.69 181.0 1.0\n",
"cc[98] 1.0 0.39 2.07 -3.63 0.33 0.8 1.79 5.84 29.0 1.05\n",
"cc[99] 1.12 0.16 1.61 -2.32 0.74 0.9 1.9 4.55 99.0 1.01\n",
"cc[100] 1.17 0.13 1.67 -2.39 0.55 1.11 1.81 4.87 174.0 1.02\n",
"cc[101] 0.87 0.27 2.07 -3.64 0.24 0.59 1.61 5.88 60.0 1.06\n",
"cc[102] 0.83 0.15 1.83 -2.81 0.17 0.35 1.58 5.52 152.0 1.03\n",
"cc[103] 1.29 0.16 1.71 -2.69 0.41 1.73 1.94 4.88 116.0 1.02\n",
"cc[104] 0.96 0.15 1.7 -3.13 0.08 1.59 1.79 4.12 121.0 1.06\n",
"cc[105] 0.75 0.23 1.96 -4.3 7.3e-3 1.18 1.38 4.55 70.0 1.05\n",
"cc[106] 0.95 0.13 1.81 -2.71 0.31 0.79 1.7 4.91 190.0 1.01\n",
"cc[107] 0.89 0.33 2.09 -4.27 0.22 1.21 1.66 4.89 39.0 1.03\n",
"cc[108] 1.06 0.16 1.78 -2.46 0.42 0.64 1.85 5.44 124.0 1.05\n",
"cc[109] 0.78 0.41 2.07 -4.73 0.12 1.09 1.62 4.55 26.0 1.09\n",
"cc[110] 0.86 0.31 1.94 -4.02 0.09 1.24 1.51 4.78 39.0 1.03\n",
"cc[111] 1.04 0.45 2.03 -3.54 0.08 1.42 1.6 5.39 20.0 1.13\n",
"cc[112] 1.4 0.18 1.58 -2.26 0.62 1.75 1.92 4.57 76.0 1.02\n",
"cc[113] 0.75 0.14 1.92 -3.39 0.23 0.38 1.55 5.11 182.0 1.02\n",
"cc[114] 1.1 0.22 1.94 -2.48 0.44 0.59 1.88 5.96 77.0 1.03\n",
"cc[115] 1.38 0.23 1.9 -2.8 0.36 1.86 2.12 5.47 70.0 1.05\n",
"cc[116] 1.68 0.4 2.13 -2.28 0.86 1.39 2.34 7.5 29.0 1.09\n",
"cc[117] 1.1 0.18 1.86 -3.44 0.25 1.62 1.8 4.71 112.0 1.04\n",
"cc[118] 0.87 0.19 1.81 -3.34 0.13 1.13 1.46 4.53 89.0 1.02\n",
"cc[119] 0.78 0.17 1.82 -3.05 0.25 0.48 1.57 5.08 121.0 1.02\n",
"cc[120] 0.89 0.13 1.75 -2.93 0.33 0.7 1.7 4.84 174.0 1.04\n",
"cc[121] 0.74 0.13 1.6 -2.58 0.17 0.53 1.53 4.33 152.0 1.03\n",
"cc[122] 0.99 0.16 1.86 -3.26 0.36 0.97 1.73 4.75 132.0 1.0\n",
"cc[123] 1.16 0.17 1.83 -2.87 0.33 1.42 1.7 4.97 121.0 1.03\n",
"cc[124] 0.92 0.15 1.86 -3.2 0.14 1.03 1.56 5.06 145.0 1.03\n",
"cc[125] 1.14 0.26 1.95 -3.64 0.38 1.48 1.75 4.87 56.0 1.03\n",
"cc[126] 1.1 0.21 1.89 -2.86 0.47 0.69 1.98 5.61 81.0 1.05\n",
"cc[127] 0.9 0.25 2.08 -4.39 0.3 0.75 1.63 5.55 68.0 1.07\n",
"cc[128] 1.18 0.18 1.92 -2.67 0.5 0.95 1.85 6.2 110.0 1.03\n",
"cc[129] 1.04 0.3 1.79 -3.33 0.33 1.11 1.81 4.7 37.0 1.08\n",
"cc[130] 0.89 0.15 1.95 -3.0 0.36 0.5 1.72 5.46 179.0 1.03\n",
"cc[131] 0.77 0.18 1.94 -3.24 0.25 0.44 1.58 5.14 118.0 1.02\n",
"cc[132] 0.92 0.19 1.81 -3.22 0.26 0.87 1.71 4.86 92.0 1.01\n",
"cc[133] 0.73 0.46 2.01 -2.47 -0.07 0.11 1.45 5.98 19.0 1.08\n",
"cc[134] 1.04 0.11 1.73 -2.89 0.33 1.11 1.63 4.87 257.0 1.0\n",
"cc[135] 1.61 0.3 2.19 -2.61 0.62 1.63 2.14 7.37 52.0 1.03\n",
"cc[136] 0.41 0.21 1.92 -4.09 -0.18 0.44 1.26 4.5 81.0 1.04\n",
"cc[137] 0.94 0.21 1.76 -2.91 0.11 1.08 1.55 4.65 68.0 1.05\n",
"cc[138] 1.26 0.23 2.14 -3.71 0.34 1.74 1.94 5.6 88.0 1.08\n",
"cc[139] 0.84 0.16 1.89 -3.41 0.33 0.55 1.68 5.14 131.0 1.04\n",
"cc[140] 0.61 0.15 1.69 -3.17 0.16 0.49 1.4 4.25 123.0 1.06\n",
"cc[141] 0.77 0.15 1.58 -2.86 0.03 0.95 1.31 4.12 107.0 1.02\n",
"cc[142] 0.98 0.27 2.03 -3.81 0.29 1.15 1.65 5.31 58.0 1.02\n",
"cc[143] 1.21 0.1 1.78 -2.98 0.41 1.56 1.8 4.86 295.0 1.02\n",
"cc[144] 1.02 0.14 1.94 -3.03 0.36 0.79 1.7 5.56 181.0 1.01\n",
"cc[145] 1.25 0.18 1.72 -2.56 0.49 1.6 1.73 4.67 95.0 1.03\n",
"cc[146] 0.98 0.16 1.86 -3.34 0.38 0.97 1.67 5.35 143.0 1.02\n",
"cc[147] 0.84 0.16 1.88 -3.4 0.25 0.81 1.65 4.78 138.0 1.01\n",
"cc[148] 0.83 0.15 1.78 -2.51 0.05 0.27 1.76 5.03 140.0 1.04\n",
"cc[149] 1.07 0.15 1.78 -2.2 0.42 0.59 1.82 5.57 144.0 1.04\n",
"cc[150] 1.19 0.18 1.74 -2.6 0.54 1.09 1.83 5.17 92.0 1.02\n",
"cc[151] 1.27 0.12 1.85 -2.85 0.54 1.36 1.9 5.35 235.0 1.01\n",
"cc[152] 0.62 0.22 1.97 -4.31 0.06 0.61 1.48 4.87 77.0 1.09\n",
"cc[153] 0.92 0.34 1.91 -3.73 3.4e-3 1.53 1.93 4.28 31.0 1.13\n",
"cc[154] 0.84 0.2 1.85 -3.57 0.15 1.0 1.53 4.51 88.0 1.06\n",
"cc[155] 1.16 0.11 1.92 -3.2 0.4 1.33 1.74 5.5 323.0 1.0\n",
"cc[156] 1.38 0.18 1.82 -2.14 0.6 1.41 1.84 6.31 108.0 1.01\n",
"cc[157] 0.73 0.19 1.89 -3.92 0.03 0.97 1.32 4.77 104.0 1.03\n",
"cc[158] 0.9 0.17 1.83 -3.3 0.36 0.93 1.64 4.75 121.0 1.03\n",
"cc[159] 0.85 0.17 1.76 -2.47 0.15 0.37 1.65 5.0 110.0 1.05\n",
"cc[160] 0.79 0.13 1.81 -3.07 0.24 0.62 1.6 4.99 180.0 1.02\n",
"cc[161] 1.02 0.19 1.67 -2.31 0.31 0.87 1.67 4.97 79.0 1.01\n",
"cc[162] 0.92 0.1 1.74 -3.05 0.2 1.1 1.51 4.59 292.0 1.02\n",
"cc[163] 0.99 0.17 1.76 -2.78 0.36 0.87 1.71 4.99 107.0 1.03\n",
"cc[164] 1.16 0.15 1.71 -2.55 0.64 0.97 1.83 5.16 133.0 1.01\n",
"cc[165] 0.87 0.13 1.82 -3.17 0.38 0.61 1.73 4.91 185.0 1.01\n",
"cc[166] 1.1 0.16 1.77 -2.7 0.69 0.79 1.83 5.19 120.0 1.05\n",
"cc[167] 1.45 0.24 1.75 -2.08 0.6 1.59 1.9 5.61 55.0 1.07\n",
"cc[168] 0.9 0.31 1.81 -3.59 0.03 1.49 1.64 4.28 35.0 1.08\n",
"cc[169] 0.83 0.18 1.89 -3.55 0.03 1.14 1.46 4.82 115.0 1.06\n",
"cc[170] 0.85 0.15 1.68 -3.18 0.24 1.02 1.5 4.24 134.0 1.01\n",
"cc[171] 1.19 0.19 1.98 -3.64 0.28 1.79 1.93 5.04 109.0 1.06\n",
"cc[172] 1.43 0.19 1.8 -1.96 0.8 0.92 2.36 5.63 93.0 1.04\n",
"cc[173] 0.91 0.17 1.98 -3.64 0.21 1.02 1.57 5.25 140.0 1.02\n",
"cc[174] 0.85 0.15 1.7 -2.87 0.3 0.56 1.63 4.85 137.0 1.01\n",
"cc[175] 1.17 0.18 1.79 -2.43 0.48 1.01 1.74 5.58 100.0 1.02\n",
"cc[176] 1.19 0.19 1.87 -2.68 0.37 1.15 1.85 5.56 101.0 1.0\n",
"cc[177] 1.27 0.1 1.74 -2.63 0.52 1.42 1.83 5.11 309.0 1.0\n",
"uc[0] 0.03 0.02 0.03 -0.01 -0.01 0.03 0.06 0.09 2.0 1.46\n",
"uc[1] 1.34 0.02 0.07 1.19 1.29 1.36 1.39 1.46 9.0 1.12\n",
"uc[2] -0.35 0.01 0.06 -0.47 -0.39 -0.37 -0.31 -0.21 25.0 1.08\n",
"cL[0] 2.7e-3 2.2e-3 3.2e-3-2.6e-3-1.3e-3 4.0e-3 5.2e-3 7.1e-3 2.0 nan\n",
"cL[1] -0.59 0.09 0.15 -0.84 -0.7 -0.62 -0.48 -0.28 3.0 1.39\n",
"cL[2] -0.11 0.07 0.09 -0.25 -0.21 -0.1 -0.03 0.03 2.0 1.73\n",
"ac[0] 0.08 0.36 0.5 -0.52 -0.51 0.05 0.61 0.9 2.0 6.65\n",
"ac[1] -0.17 0.48 0.68 -0.93 -0.7 -0.57 0.63 0.96 2.0 4.12\n",
"ac[2] -0.01 0.12 0.18 -0.22 -0.16 -0.02 0.05 0.49 2.0 1.87\n",
"b[0] 1.59 0.72 1.01 0.57 0.66 1.16 3.01 3.02 2.0 8.66\n",
"b[1] -1.02 0.08 0.16 -1.27 -1.08 -1.07 -0.95 -0.61 4.0 1.28\n",
"b[2] -0.24 0.06 0.11 -0.44 -0.29 -0.27 -0.18 5.8e-3 3.0 1.24\n",
"g[0] 3.89 1.42 2.01 0.42 2.14 4.31 4.73 7.99 2.0 1.98\n",
"g[1] -0.08 0.32 0.45 -0.95 -0.49 0.21 0.26 0.51 2.0 2.29\n",
"g[2] -0.11 0.03 0.11 -0.36 -0.15 -0.1 -0.06 0.14 17.0 1.13\n",
"su 0.12 7.2e-4 6.0e-3 0.11 0.12 0.12 0.12 0.13 70.0 1.05\n",
"sL 6.9e-3 9.6e-4 1.4e-3 4.8e-3 5.7e-3 6.7e-3 8.5e-3 8.6e-3 2.0 nan\n",
"sa 1.6e-3 8.3e-4 1.4e-3 1.7e-4 6.0e-4 1.3e-3 1.8e-3 5.7e-3 3.0 1.36\n",
"sb 4.1e-3 1.0e-3 1.4e-3 1.4e-3 2.9e-3 4.1e-3 5.5e-3 5.9e-3 2.0 nan\n",
"sg 3.64 1.24 1.75 0.31 2.52 3.63 5.06 7.35 2.0 1.78\n",
"s 1.5e-3 9.2e-5 7.3e-4 2.8e-4 1.1e-3 1.5e-3 1.7e-3 3.4e-3 63.0 nan\n",
"soc 1.6 0.69 0.97 0.42 0.43 1.74 2.41 3.28 2.0 2.04\n",
"sou 0.72 0.16 0.22 0.33 0.61 0.62 0.89 1.15 2.0 1.89\n",
"lp__ 4107.9 86.0 227.53 3674.1 4008.9 4063.7 4240.0 4604.9 7.0 1.31\n",
"\n",
"Samples were drawn using NUTS(diag_e) at Mon Sep 26 07:36:07 2016.\n",
"For each parameter, n_eff is a crude measure of effective sample size,\n",
"and Rhat is the potential scale reduction factor on split chains (at \n",
"convergence, Rhat=1).\n"
]
}
],
"source": [
"fit_ar2,res_ar2=runmodel(model_ar2,data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 式をまとめた版"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"modeldelta=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];\n",
" real<lower=0,upper=100> c[N];\n",
" real<lower=0,upper=100> u[N];\n",
"}\n",
"\n",
"parameters{\n",
" real delta[N-2];\n",
" real gamma[N-2];\n",
" real phi[N-2];\n",
" real<lower=0> s;\n",
"}\n",
"\n",
"model{ \n",
" for(i in 2:(N-1))\n",
" pi[i]~normal(delta[i-1]+gamma[i-1]*c[i-1]+phi[i-1]*u[i],s);\n",
"} \n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inference for Stan model: anon_model_38071e88a1d9a3919d53335a7c7dce8d.\n",
"3 chains, each with iter=31000; warmup=1000; thin=10; \n",
"post-warmup draws per chain=3000, total post-warmup draws=9000.\n",
"\n",
" mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n",
"delta[0] 2.1e7 2.4e7 3.4e7 -3.0e6 -5591 1189.5 4.8e7 8.9e7 2.0 3.16\n",
"delta[1] 7.5e6 9.3e6 1.9e7 -6.6e6 -2.1e6 1300.8 4.7e6 5.9e7 4.0 3.02\n",
"delta[2] 4.3e7 6.0e7 8.5e7 -3.0e7 -1.9e7 3061.1 1.0e8 2.5e8 2.0 3.83\n",
"delta[3] 1.0e7 1.3e7 3.6e7 -3.6e7 -9.4e6 -2343 2.3e5 1.1e8 8.0 1.31\n",
"delta[4] 1.7e6 3.6e6 1.1e7 -1.8e7 -7.2e5 -5.1e4 -1.1e4 3.5e7 9.0 1.96\n",
"delta[5] 1.8e7 2.0e7 3.5e7 -8.9e5 -5269 -880.0 1.9e7 1.2e8 3.0 2.4\n",
"delta[6] -4.5e6 6.8e6 9.6e6 -2.9e7 -9.9e6 -2372 1046.3 8.4e6 2.0 2.08\n",
"delta[7] -2.0e6 6.9e6 2.1e7 -5.8e7 -9.8e4 -2213 5.9e5 4.2e7 9.0 2.12\n",
"delta[8] 1.5e7 1.8e7 2.5e7 -1.9e6 -5.8e5 -1991 2.8e7 8.6e7 2.0 2.57\n",
"delta[9] -5.9e5 2.9e6 8.1e6 -1.6e7 -5.7e6 -5537 2402.7 2.5e7 8.0 1.51\n",
"delta[10] -1.1e4 5.5e5 1.9e6 -4.3e6 -7.8e5 1.8e4 1.1e6 3.6e6 12.0 1.43\n",
"delta[11] -2.0e7 2.5e7 3.6e7 -1.2e8 -4.1e7 943.44 1.3e6 4.0e6 2.0 2.02\n",
"delta[12] 3.3e6 4.1e6 7.1e6 -3.5e6 -5.7e5 1209.9 1.8e6 2.0e7 3.0 2.45\n",
"delta[13] 6.5e6 6.1e6 1.4e7 -4.9e6 -4331 945.86 6.1e6 4.8e7 5.0 2.25\n",
"delta[14] -4.2e6 6.9e6 2.0e7 -7.8e7 -9.7e5 1.2e4 7.8e5 2.6e7 8.0 1.34\n",
"delta[15] -7.4e6 6.2e6 1.4e7 -4.4e7 -1.3e7 -3635 -780.9 9.4e6 5.0 1.91\n",
"delta[16] 3.3e7 4.0e7 5.7e7 -1.4e7 -2.3e6 5266.5 7.3e7 1.7e8 2.0 4.04\n",
"delta[17] -1.0e7 1.1e7 1.6e7 -4.4e7 -2.3e7 -1.0e6 -1.5e4 4.0e6 2.0 2.66\n",
"delta[18] 2.8e6 3.2e6 8.9e6 -1.4e7 -1327 331.65 7.4e6 2.6e7 8.0 1.98\n",
"delta[19] 5.1e7 5.8e7 8.3e7 -1.5e7 -5.5e6 4186.2 1.5e8 2.0e8 2.0 3.98\n",
"delta[20] 1.1e7 1.3e7 1.8e7 -7.4e6 -2525 -836.2 2.3e7 5.1e7 2.0 2.57\n",
"delta[21] 1.1e7 9.3e6 1.3e7 -446.5 2255.5 4.8e6 2.3e7 3.8e7 2.0 2.98\n",
"delta[22] -1.5e7 1.7e7 2.4e7 -7.1e7 -2.8e7 -8.9e5 -1.3e4 -3890 2.0 2.35\n",
"delta[23] 1.6e6 4.1e6 1.3e7 -1.5e7 -1.2e6 44.63 6.7e5 4.6e7 10.0 1.42\n",
"delta[24] 2.3e7 2.3e7 4.6e7 -2.5e7 2.2e4 1.3e6 3.2e7 1.5e8 4.0 2.36\n",
"delta[25] -2.9e5 1.4e6 3.5e6 -7.2e6 -2.6e6 -1.3e4 7.5e5 8.2e6 6.0 1.82\n",
"delta[26] -4.8e7 5.4e7 7.7e7 -2.5e8 -8.8e7 -2.7e6 4891.0 4.8e6 2.0 2.25\n",
"delta[27] -2.4e7 3.3e7 4.7e7 -1.5e8 -3.9e7 -1964 -131.4 1.9e7 2.0 1.65\n",
"delta[28] -4.7e6 3.5e6 1.1e7 -3.8e7 -3.5e6 -1.1e6 3125.0 1.1e7 11.0 1.25\n",
"delta[29] 9.2e6 1.2e7 1.7e7 -3.8e6 -6970 3629.9 1.7e7 5.3e7 2.0 2.78\n",
"delta[30] 1.8e7 1.9e7 5.9e7 -7.7e7 -5.7e4 1.2e4 1.9e6 2.0e8 10.0 1.27\n",
"delta[31] 7.5e6 1.1e7 1.5e7 -5.5e6 -1.2e6 -3774 1.2e7 4.5e7 2.0 2.72\n",
"delta[32] -5.5e6 7.7e6 1.1e7 -3.4e7 -1.3e7 1874.7 7.3e5 6.9e6 2.0 2.6\n",
"delta[33] 3.0e6 4.1e6 7.1e6 -3.4e6 -7.4e5 -1974 2.5e6 2.1e7 3.0 3.36\n",
"delta[34] 1.8e7 1.8e7 2.6e7 -557.8 3380.2 2.4e6 3.8e7 7.2e7 2.0 2.99\n",
"delta[35] -2.2e7 2.3e7 3.2e7 -8.3e7 -6.0e7 -5.7e5 1239.4 4.5e5 2.0 4.4\n",
"delta[36] 2.1e6 5.7e6 2.2e7 -4.4e7 -8.4e5 2264.7 1.2e5 7.3e7 15.0 1.39\n",
"delta[37] -2.0e7 2.4e7 3.4e7 -9.9e7 -4.5e7 2493.2 5.5e5 5.5e6 2.0 2.34\n",
"delta[38] -2.9e7 3.3e7 4.7e7 -1.4e8 -6.6e7 -9656 3078.1 1.8e6 2.0 3.03\n",
"delta[39] 2.5e7 2.7e7 3.8e7 -1.2e4 3066.0 2.4e6 5.2e7 1.3e8 2.0 2.96\n",
"delta[40] 6.3e5 2.2e6 8.1e6 -1.9e7 -799.1 4189.7 2.6e6 2.0e7 13.0 1.13\n",
"delta[41] -3.8e5 7.9e5 6.0e6 -1.6e7 -1.4e6 2664.5 6290.6 1.4e7 58.0 1.01\n",
"delta[42] 4.6e7 5.4e7 7.6e7 -2160 611.24 2.5e6 7.8e7 2.1e8 2.0 2.14\n",
"delta[43] 2.0e7 2.7e7 3.8e7 -1.9e7 5014.6 9.1e5 1.8e7 1.1e8 2.0 1.48\n",
"delta[44] 2.6e6 3.0e6 1.1e7 -2.5e7 -7092 1.6e5 6.0e6 2.8e7 14.0 1.38\n",
"delta[45] 1.3e7 1.4e7 2.0e7 -1.2e6 8060.3 1.3e6 2.7e7 6.3e7 2.0 1.92\n",
"delta[46] -3.6e7 3.9e7 5.5e7 -1.5e8 -7.2e7 -1.2e6 -128.8 1.2e6 2.0 3.33\n",
"delta[47] 1.0e5 1.2e6 7.1e6 -1.9e7 -6.7e5 -1.5e4 2.4e6 1.6e7 35.0 1.04\n",
"delta[48] 3.1e6 6.4e6 1.8e7 -4.1e7 -9.9e5 2.1e4 3.1e6 5.3e7 8.0 2.13\n",
"delta[49] 2.9e6 3.9e6 1.4e7 -2.7e7 602.82 5.5e4 2.4e6 4.1e7 13.0 1.03\n",
"delta[50] 1.2e6 4.1e6 1.2e7 -2.7e7 -1.3e4 2.8e5 1.1e6 3.0e7 8.0 2.1\n",
"delta[51] 1.7e6 8.7e6 2.7e7 -5.4e7 -3.0e6 -2072 866.51 7.5e7 10.0 1.81\n",
"delta[52] 2.7e7 3.0e7 4.3e7 -4.3e6 -2.5e6 554.3 6.5e7 1.2e8 2.0 5.84\n",
"delta[53] 1.5e7 1.5e7 2.6e7 -4.9e5 -242.8 5.3e5 1.5e7 8.3e7 3.0 2.61\n",
"delta[54] -2.0e6 5.4e6 2.7e7 -9.3e7 859.25 1.7e4 2.8e6 5.1e7 26.0 1.07\n",
"delta[55] 9.2e5 1.3e7 4.1e7 -1.2e8 -4.7e6 -1324 6952.7 1.0e8 10.0 1.34\n",
"delta[56] -6.9e5 6.7e5 2.2e6 -6.7e6 -4.1e5 -8966 1.6e5 3.0e6 11.0 1.18\n",
"delta[57] -2.9e7 3.1e7 6.3e7 -2.2e8 -2.4e7 982.57 1.1e5 3.2e7 4.0 2.17\n",
"delta[58] -1.4e7 1.8e7 2.6e7 -7.7e7 -2.4e7 -6730 1.9e6 3.9e6 2.0 3.53\n",
"delta[59] 2.8e7 3.6e7 5.0e7 -1.9e7 -522.5 1.3e6 5.9e7 1.6e8 2.0 1.72\n",
"delta[60] -4.1e7 4.6e7 6.5e7 -1.9e8 -6.7e7 -1.9e6 2496.0 2.0e4 2.0 4.39\n",
"delta[61] 1.8e7 2.4e7 3.4e7 -7.9e6 261.64 5.2e5 2.7e7 1.1e8 2.0 1.67\n",
"delta[62] 1.0e7 1.1e7 1.8e7 -4.8e6 1085.5 5299.1 1.4e7 5.6e7 3.0 3.45\n",
"delta[63] -1.7e7 1.8e7 6.2e7 -1.8e8 -3.7e6 -3.0e4 -1.2e4 8.7e7 12.0 1.17\n",
"delta[64] -1.7e7 2.0e7 2.8e7 -7.8e7 -4.6e7 2928.9 2.1e6 4.5e6 2.0 3.09\n",
"delta[65] 1.7e7 2.3e7 3.3e7 -9.7e6 -2.9e6 -6952 2.3e7 9.2e7 2.0 3.94\n",
"delta[66] -4.3e7 4.7e7 8.1e7 -2.6e8 -4.7e7 -1.9e5 1330.4 2.0e7 3.0 1.97\n",
"delta[67] -3.2e6 9.2e6 4.0e7 -1.6e8 -1.5e4 3247.8 1.3e6 6.4e7 19.0 1.05\n",
"delta[68] -9.6e6 1.5e7 2.1e7 -7.4e7 -1.9e7 -4740 1.7e6 8.9e6 2.0 1.55\n",
"delta[69] 5.4e6 3.3e6 5.7e6 -6.0e5 -1277 5.2e6 8.8e6 1.8e7 3.0 2.31\n",
"delta[70] 5.0e6 5.5e6 1.6e7 -2.6e7 -3.6e5 7394.8 1.3e6 4.7e7 9.0 1.49\n",
"delta[71] 8.1e6 5.6e6 1.4e7 -7.9e6 -1855 4.5e6 1.0e7 4.7e7 6.0 2.57\n",
"delta[72] 7.3e6 7.0e6 1.4e7 -1.5e7 4570.7 1.2e6 1.5e7 3.8e7 4.0 1.8\n",
"delta[73] 1.7e6 1.5e7 2.9e7 -8.0e7 6242.0 1.4e4 2.2e7 4.4e7 4.0 1.31\n",
"delta[74] 7.5e5 7.3e5 2.5e6 -4.5e6 2088.8 5548.6 2.2e6 5.6e6 12.0 1.21\n",
"delta[75] -2.5e7 2.8e7 4.8e7 -1.5e8 -3.1e7 -9191 8.1e5 4.4e6 3.0 3.9\n",
"delta[76] 2.7e7 2.6e7 3.7e7 -1.7e6 -2995 2.4e6 6.0e7 1.1e8 2.0 3.19\n",
"delta[77] -4.3e6 7.2e6 1.2e7 -3.9e7 -6.4e6 9696.5 2.6e6 7.1e6 3.0 2.2\n",
"delta[78] -5.0e7 5.2e7 1.2e8 -4.0e8 -2.8e6 -8.9e5 -2936 3.7e7 5.0 2.56\n",
"delta[79] -1.7e7 2.2e7 3.1e7 -1.1e8 -2.9e7 -1.0e6 -1.9e4 3.6e6 2.0 1.62\n",
"delta[80] 5.2e6 6.2e6 2.8e7 -5.7e7 -6286 2.7e5 5.1e6 9.1e7 20.0 1.13\n",
"delta[81] -6.6e6 7.7e6 1.3e7 -4.7e7 -1.0e7 1935.9 8.4e5 1.8e6 3.0 1.85\n",
"delta[82] -8.9e6 1.1e7 1.6e7 -4.9e7 -1.3e7 -1.2e4 -830.5 5.0e6 2.0 1.68\n",
"delta[83] -8.0e6 9.7e6 1.4e7 -4.0e7 -1.8e7 1197.3 2524.9 2.7e6 2.0 1.85\n",
"delta[84] -3.1e6 2.7e6 4.7e6 -1.7e7 -4.1e6 -1.3e6 -6600 1.5e6 3.0 1.68\n",
"delta[85] -1.4e7 1.6e7 2.2e7 -5.9e7 -3.7e7 1.4e4 9.5e5 2.7e6 2.0 2.92\n",
"delta[86] 4.7e6 6.1e6 1.0e7 -4.0e6 -1.2e6 -2744 6.8e6 3.4e7 3.0 3.32\n",
"delta[87] -2.4e7 2.9e7 4.1e7 -1.4e8 -4.3e7 -4.1e4 6364.9 1.7e6 2.0 2.49\n",
"delta[88] -4.0e7 4.1e7 5.9e7 -1.6e8 -1.0e8 6244.2 4.9e4 1.3e6 2.0 4.11\n",
"delta[89] -3.3e7 3.8e7 7.6e7 -2.6e8 -1.4e7 -4253 9.0e5 1.3e7 4.0 2.05\n",
"delta[90] -3.5e6 4.4e6 6.2e6 -1.8e7 -8.5e6 -1.3e4 -5334 4.3e6 2.0 3.04\n",
"delta[91] 1.4e8 1.4e8 2.5e8 -6.1e7 -1026 7.2e5 1.8e8 6.6e8 3.0 2.55\n",
"delta[92] 1.5e7 1.9e7 3.3e7 -4.5e7 -4.9e5 4267.6 3.8e7 9.0e7 3.0 1.42\n",
"delta[93] 1.3e6 7.6e6 2.6e7 -5.7e7 -1.4e4 -290.1 1.1e6 6.9e7 12.0 1.25\n",
"delta[94] 8.7e6 1.2e7 2.0e7 -1.2e7 -9.4e5 -4796 7.6e6 6.2e7 3.0 1.69\n",
"delta[95] 5.2e6 5.2e6 7.4e6 -5.2e5 -9348 1.5e6 1.0e7 2.3e7 2.0 2.27\n",
"delta[96] -1.6e7 1.9e7 6.4e7 -1.6e8 -7.3e6 -1.8e6 4191.6 1.4e8 12.0 1.27\n",
"delta[97] -6.2e6 4.9e6 1.5e7 -5.1e7 -3.0e6 -9.3e5 -1.1e4 1.5e7 9.0 1.54\n",
"delta[98] 2.5e7 2.4e7 4.2e7 -5.7e6 -2025 7.9e5 4.8e7 1.4e8 3.0 2.56\n",
"delta[99] -3.5e5 4.1e6 2.3e7 -6.9e7 -6201 4663.2 3.0e6 4.3e7 32.0 1.04\n",
"delta[100] 1.4e7 1.3e7 1.8e7 -8.8e5 1642.9 5.0e6 2.5e7 5.9e7 2.0 2.25\n",
"delta[101] -7.1e4 2.2e7 7.8e7 -1.8e8 -1.0e7 -1.0e4 -5572 2.0e8 12.0 1.07\n",
"delta[102] 3.2e6 3.2e6 5.6e6 -2.6e6 -2.0e4 1.1e6 3.4e6 1.8e7 3.0 1.55\n",
"delta[103] 1.3e7 1.2e7 1.7e7 4043.3 1.7e4 4.9e6 2.5e7 5.2e7 2.0 2.47\n",
"delta[104] -7.0e6 7.1e6 1.0e7 -3.2e7 -1.0e7 -2.2e6 -1.0e4 3.0e6 2.0 1.84\n",
"delta[105] -2.0e7 2.7e7 3.8e7 -1.1e8 -3.6e7 3330.5 4.6e6 1.2e7 2.0 2.44\n",
"delta[106] 2.1e6 2.4e6 8.8e6 -1.4e7 -2.0e5 8224.1 6.2e5 2.7e7 13.0 1.17\n",
"delta[107] -6.7e7 7.2e7 1.0e8 -2.8e8 -1.5e8 -2.4e6 2926.8 4.7e6 2.0 3.72\n",
"delta[108] 6.7e6 9.6e6 1.4e7 -7.9e6 -1.5e6 -4118 1.6e7 3.7e7 2.0 2.65\n",
"delta[109] 1.2e7 1.9e7 5.0e7 -5.1e7 -3.2e6 -3172 6530.3 1.8e8 7.0 1.91\n",
"delta[110] 3.0e6 4.6e6 1.4e7 -2.3e7 -6450 -2749 2.4e6 4.5e7 10.0 1.51\n",
"delta[111] 5.7e6 8.5e6 1.2e7 -8.7e6 -7189 -1673 1.2e7 3.7e7 2.0 2.44\n",
"delta[112] -3.6e6 4.0e6 1.2e7 -4.6e7 -2.5e4 3729.3 7.6e5 1.1e7 9.0 1.64\n",
"delta[113] 1.4e7 1.4e7 3.5e7 -3.3e7 -2.1e6 -1658 597.86 1.0e8 6.0 1.8\n",
"delta[114] -9.4e7 1.1e8 1.6e8 -4.6e8 -2.1e8 -1.8e6 -1894 7.6e6 2.0 2.7\n",
"delta[115] -7.7e6 8.8e6 2.5e7 -7.2e7 -1.3e6 2243.1 1.9e6 4.0e7 8.0 1.21\n",
"delta[116] 9.6e6 1.3e7 1.8e7 -1.2e6 -2100 983.83 1.8e7 5.9e7 2.0 1.65\n",
"delta[117] -9.0e6 7.8e6 2.1e7 -5.9e7 -5.1e6 -1.4e6 -748.0 2.6e7 7.0 1.29\n",
"delta[118] 3.8e7 4.2e7 5.9e7 -1.3e6 -7.2e5 1312.4 1.1e8 1.7e8 2.0 3.85\n",
"delta[119] -1.1e8 1.2e8 1.8e8 -5.3e8 -2.6e8 -730.7 7.1e4 2.2e6 2.0 3.58\n",
"delta[120] -6.1e6 7.0e6 1.2e7 -3.7e7 -1.1e7 -8.8e4 70.52 9.6e6 3.0 1.51\n",
"delta[121] 1.4e7 1.8e7 2.5e7 -1.4e6 4255.8 1.2e4 2.9e7 7.6e7 2.0 2.38\n",
"delta[122] -2.2e7 1.4e7 5.7e7 -1.9e8 -7.8e6 -1023 6.3e5 6.1e7 17.0 1.24\n",
"delta[123] 2.1e6 1.8e6 1.1e7 -2.4e7 -399.3 5190.7 8.3e6 2.6e7 40.0 1.02\n",
"delta[124] 2.2e6 2.0e6 7.1e6 -1.6e7 954.25 1.1e6 4.1e6 2.0e7 12.0 1.16\n",
"delta[125] -2.5e7 3.2e7 4.6e7 -1.2e8 -6.7e7 -1.7e4 4.2e6 1.5e7 2.0 2.81\n",
"delta[126] -2.4e7 2.3e7 3.3e7 -9.8e7 -4.9e7 -5.1e6 -1.0e4 1.1e6 2.0 2.54\n",
"delta[127] -8.5e4 9.4e5 4.1e6 -1.0e7 -2.6e5 -5.2e4 6.9e5 1.1e7 19.0 1.4\n",
"delta[128] 1.1e6 4.3e6 1.3e7 -3.0e7 -1.0e6 -3328 4299.7 3.3e7 9.0 1.59\n",
"delta[129] -6.4e6 8.4e6 1.2e7 -3.8e7 -1.3e7 -5355 -2701 4.7e6 2.0 2.23\n",
"delta[130] 1.8e7 2.4e7 3.3e7 -9.0e6 -3.4e6 1.6e4 4.6e7 9.3e7 2.0 3.52\n",
"delta[131] 3.3e6 2.3e6 8.6e6 -1.6e7 1.2e4 6.7e5 6.1e6 2.6e7 14.0 1.22\n",
"delta[132] 2.3e7 2.7e7 7.2e7 -1.1e8 -259.3 4398.7 2.2e6 2.1e8 7.0 2.17\n",
"delta[133] 4.0e6 5.0e6 7.1e6 -1.5e6 -2496 3009.1 6.9e6 2.5e7 2.0 1.92\n",
"delta[134] -1.7e6 2.3e6 3.3e6 -9.1e6 -3.9e6 -2894 1.6e4 3.4e6 2.0 2.18\n",
"delta[135] -8.6e6 6.9e6 1.2e7 -4.1e7 -1.5e7 -1.4e6 10.71 9.4e5 3.0 2.56\n",
"delta[136] 1.1e6 3.5e6 6.1e6 -1.8e7 -1.6e4 1195.1 6.0e6 9.2e6 3.0 1.42\n",
"delta[137] 10.0e6 1.2e7 1.7e7 -7388 3.9e4 9.8e5 1.6e7 6.0e7 2.0 1.74\n",
"delta[138] -1.6e7 1.5e7 3.0e7 -1.0e8 -5.8e6 -2.3e6 8091.4 3.1e6 4.0 3.12\n",
"delta[139] 1.9e6 4.3e6 1.0e7 -7.7e6 -3.6e6 -2400 -1152 3.5e7 6.0 2.23\n",
"delta[140] -8.8e6 1.5e7 2.1e7 -6.2e7 -1.9e7 826.66 4.4e6 1.3e7 2.0 2.19\n",
"delta[141] 2.2e7 2.4e7 3.4e7 -5.9e5 -1.1e4 5.3e5 5.7e7 9.1e7 2.0 2.92\n",
"delta[142] -7.1e6 7.7e6 1.1e7 -3.2e7 -1.5e7 -1.2e6 -1.2e4 6.5e5 2.0 2.05\n",
"delta[143] -1.2e6 2.2e6 1.3e7 -3.5e7 -1.3e6 -8.2e4 3174.0 3.1e7 32.0 1.03\n",
"delta[144] -6.6e5 2.1e6 7.0e6 -1.3e7 -4.9e6 -2.0e4 2.4e4 1.8e7 11.0 1.21\n",
"delta[145] 3.5e7 4.1e7 8.3e7 -7.4e7 -6.5e6 -7049 2.3e7 2.5e8 4.0 1.93\n",
"delta[146] 4.1e6 4.7e6 1.2e7 -8.9e6 -1.1e6 -3920 1.1e6 3.8e7 6.0 2.05\n",
"delta[147] 4.2e7 4.7e7 6.7e7 -1667 1560.2 1.5e6 1.0e8 1.9e8 2.0 2.52\n",
"delta[148] 1.8e6 4.6e6 1.3e7 -4.0e7 1565.2 2.4e6 9.4e6 2.1e7 8.0 1.67\n",
"delta[149] -2.1e7 2.3e7 3.3e7 -9.9e7 -4.8e7 -2.7e6 -3018 3.2e6 2.0 2.04\n",
"delta[150] -8.4e7 8.2e7 1.8e8 -6.2e8 -2.7e7 -8.4e4 2.6e4 5.9e7 5.0 2.66\n",
"delta[151] -8.8e7 1.0e8 1.5e8 -5.2e8 -1.6e8 -1.7e6 999.82 6.5e5 2.0 2.63\n",
"delta[152] -4.1e7 4.5e7 7.8e7 -2.7e8 -4.5e7 -5789 -226.7 1.4e6 3.0 3.09\n",
"delta[153] 9.8e5 1.6e6 6.9e6 -1.7e7 3883.6 8867.7 1.8e6 1.8e7 19.0 1.09\n",
"delta[154] 7.7e6 6.0e6 1.7e7 -1.5e7 575.84 4782.8 1.1e7 5.6e7 8.0 1.32\n",
"delta[155] -4.7e6 2.2e6 1.1e7 -3.8e7 -7.1e6 -2.9e5 6585.4 1.8e7 28.0 1.11\n",
"delta[156] -1.2e7 1.5e7 2.1e7 -7.0e7 -2.2e7 -8.4e5 -6655 8.5e5 2.0 2.12\n",
"delta[157] 8.5e7 9.6e7 1.4e8 -2.4e6 -3.2e4 -1187 2.0e8 3.8e8 2.0 3.83\n",
"delta[158] 9.3e6 1.1e7 1.5e7 -3.2e6 -1.3e6 -6705 2.4e7 3.9e7 2.0 4.54\n",
"delta[159] 3.8e7 3.9e7 5.6e7 -2.1e6 -1907 3.7e6 10.0e7 1.6e8 2.0 3.87\n",
"delta[160] -1.9e7 2.1e7 3.0e7 -9.0e7 -4.3e7 -7.4e5 -6676 7.2e5 2.0 2.39\n",
"delta[161] -6.6e6 8.3e6 5.7e7 -1.8e8 -2.3e6 -2660 825.85 1.1e8 47.0 1.01\n",
"delta[162] 2.4e7 2.8e7 4.0e7 -8.6e5 -2601 9.0e5 4.2e7 1.3e8 2.0 2.24\n",
"delta[163] -2.0e7 2.5e7 3.6e7 -1.2e8 -3.3e7 -8069 1.7e5 9.0e5 2.0 2.63\n",
"delta[164] 2.7e7 3.3e7 4.7e7 -7.1e6 1787.3 7176.9 4.4e7 1.4e8 2.0 4.24\n",
"delta[165] -5.4e6 5.7e6 9.8e6 -3.2e7 -7.9e6 -4.3e5 119.17 4.7e6 3.0 1.6\n",
"delta[166] -1.3e8 1.7e8 2.4e8 -7.1e8 -1.5e8 6705.1 1.1e6 3.5e6 2.0 2.27\n",
"delta[167] -6.6e6 1.5e7 5.1e7 -1.6e8 -6.0e6 -1.7e4 -4412 7.3e7 11.0 1.28\n",
"delta[168] 4.5e6 5.5e6 9.6e6 -5.1e6 575.77 1.1e4 5.4e6 3.5e7 3.0 2.08\n",
"delta[169] -3.5e7 4.1e7 7.1e7 -2.4e8 -5.6e7 -1.1e6 -2114 6.0e7 3.0 1.54\n",
"delta[170] 1.0e7 1.2e7 1.8e7 -8.6e5 -2418 1.4e6 1.3e7 6.1e7 2.0 2.52\n",
"delta[171] 2.2e6 4.2e6 1.2e7 -1.0e7 -3.9e6 -6451 -2539 3.6e7 8.0 1.73\n",
"delta[172] 2.4e6 1.2e6 5.7e6 -8.2e6 -2369 3.5e5 4.0e6 1.9e7 23.0 1.08\n",
"delta[173] 1.2e7 1.0e7 1.8e7 -1.6e6 -402.2 7.6e6 1.5e7 6.8e7 3.0 2.24\n",
"delta[174] 5.0e7 5.3e7 7.5e7 -1.3e6 -4.6e5 3323.0 1.3e8 2.1e8 2.0 3.41\n",
"delta[175] 7.8e6 7.5e6 1.8e7 -1.1e7 -1.2e4 2.8e4 5.1e6 5.9e7 6.0 2.16\n",
"gamma[0] -1.8e7 2.1e7 2.9e7 -7.9e7 -3.4e7 -945.0 2050.2 3.4e6 2.0 2.92\n",
"gamma[1] -2.8e7 3.3e7 4.7e7 -1.5e8 -5.0e7 8231.2 6.9e5 1.9e6 2.0 4.45\n",
"gamma[2] -5.4e5 1.4e7 2.4e7 -6.1e7 -2991 -1898 1.8e7 2.7e7 3.0 1.66\n",
"gamma[3] -10.0e6 1.6e7 3.9e7 -1.1e8 -7.7e6 1117.7 8.9e6 4.4e7 6.0 1.66\n",
"gamma[4] -2.0e6 3.1e6 9.9e6 -3.1e7 -1.2e6 -3.2e5 5.1e4 1.8e7 10.0 1.47\n",
"gamma[5] -1.3e7 1.4e7 2.7e7 -9.2e7 -8.2e6 -7692 3.0e5 1.8e6 4.0 2.29\n",
"gamma[6] 7.8e6 1.0e7 1.4e7 -1.1e7 -3.0e5 -1926 2.0e7 4.1e7 2.0 2.76\n",
"gamma[7] -1.1e7 1.2e7 1.7e7 -4.6e7 -3.2e7 1815.6 3030.4 1.2e6 2.0 3.59\n",
"gamma[8] -1.0e7 1.2e7 1.7e7 -6.0e7 -2.2e7 1.7e4 5.4e5 2.4e6 2.0 2.87\n",
"gamma[9] -5.5e6 7.4e6 1.1e7 -2.8e7 -1.3e7 -2512 1.9e5 3.6e6 2.0 2.6\n",
"gamma[10] 7.8e6 6.5e6 2.0e7 -1.4e7 -1.7e4 -7860 1.8e6 6.6e7 9.0 1.32\n",
"gamma[11] -1.5e7 1.7e7 3.4e7 -1.0e8 -3.8e6 210.05 7.1e5 1.6e7 4.0 3.16\n",
"gamma[12] 2.2e6 2.3e6 3.9e6 -1.5e5 6811.2 3.7e5 3.0e6 1.5e7 3.0 1.69\n",
"gamma[13] 2.8e6 3.3e6 1.1e7 -2.0e7 -2612 5.8e5 1.9e6 3.0e7 10.0 1.57\n",
"gamma[14] -1.2e7 1.3e7 2.2e7 -7.6e7 -2.0e7 -1.5e4 -6291 2.0e6 3.0 2.33\n",
"gamma[15] 1.2e7 1.4e7 2.0e7 -1.0e7 3286.1 6650.4 2.8e7 5.6e7 2.0 2.46\n",
"gamma[16] -2.9e7 4.0e7 5.6e7 -1.7e8 -5.0e7 -129.6 9.0e5 2.1e7 2.0 1.58\n",
"gamma[17] 1.3e7 1.2e7 2.1e7 -2.2e6 2.1e4 2.1e6 2.2e7 6.3e7 3.0 3.22\n",
"gamma[18] -7.8e6 8.3e6 1.2e7 -3.2e7 -1.9e7 3121.6 7046.3 2.5e6 2.0 4.4\n",
"gamma[19] -8.4e6 1.8e7 4.9e7 -1.3e8 -624.3 4470.2 1.3e7 9.1e7 7.0 2.04\n",
"gamma[20] -1.1e7 1.3e7 1.9e7 -5.3e7 -2.6e7 -3.1e5 2344.4 3.7e5 2.0 2.32\n",
"gamma[21] -3.7e6 4.2e6 1.3e7 -4.3e7 -1.9e6 -2432 9.6e5 1.7e7 10.0 1.42\n",
"gamma[22] 1.4e6 3.1e6 1.4e7 -3.2e7 -8.7e4 8787.5 3.8e5 3.6e7 21.0 1.12\n",
"gamma[23] 2.2e6 2.8e6 4.8e6 -1.9e6 -1.1e5 4425.1 2.0e6 1.5e7 3.0 1.45\n",
"gamma[24] -3.8e7 3.2e7 1.4e8 -3.9e8 -2.0e4 -7604 1.3e6 2.2e8 20.0 1.11\n",
"gamma[25] 6.0e6 4.1e6 1.0e7 -5.2e6 -1273 1.1e6 9.2e6 3.3e7 6.0 2.6\n",
"gamma[26] 7.8e6 6.5e6 1.1e7 -7.0e6 2488.9 1.1e6 1.7e7 3.3e7 3.0 1.77\n",
"gamma[27] 9.9e6 1.3e7 3.9e7 -7.6e7 -3.9e5 349.25 1.7e6 1.0e8 9.0 1.43\n",
"gamma[28] -2.1e6 3.2e6 1.0e7 -3.4e7 -1.4e6 1579.4 7.3e5 1.4e7 10.0 1.48\n",
"gamma[29] -5.2e6 6.6e6 1.7e7 -5.6e7-10.0e5 7169.4 8.5e5 1.9e7 7.0 2.39\n",
"gamma[30] 1.4e7 1.4e7 5.1e7 -8.5e7 -3.7e5 484.78 1.2e6 1.5e8 13.0 1.11\n",
"gamma[31] -3.1e6 3.2e6 1.3e7 -4.4e7 -2.4e5 -1.2e4 5.7e5 1.6e7 15.0 1.22\n",
"gamma[32] -7.7e6 6.3e6 1.3e7 -4.3e7 -1.0e7 -2.2e6 -9083 3.1e6 4.0 2.81\n",
"gamma[33] -5.1e6 5.8e6 8.2e6 -2.7e7 -9.3e6 -2.3e5 3344.1 2.4e5 2.0 3.02\n",
"gamma[34] -1.8e7 1.9e7 2.7e7 -7.7e7 -4.1e7 -4.5e5 -1.7e4 3.3e5 2.0 3.5\n",
"gamma[35] 2.4e7 2.5e7 3.5e7 -1.1e6 217.6 6.6e5 6.2e7 9.5e7 2.0 3.67\n",
"gamma[36] -6.5e6 9.1e6 1.3e7 -4.0e7 -8.5e6 -7087 701.48 7.1e6 2.0 1.48\n",
"gamma[37] 2.4e7 2.7e7 3.8e7 -3.1e6 253.49 2424.9 5.1e7 1.2e8 2.0 2.82\n",
"gamma[38] 7.5e5 6.3e5 2.3e6 -3.4e6 -6.7e4 1387.4 1.9e6 6.2e6 13.0 1.48\n",
"gamma[39] 1.7e5 2.6e6 9.2e6 -2.5e7 -8.7e5 -3691 3.2e5 2.4e7 13.0 1.03\n",
"gamma[40] -3.6e6 6.1e6 2.0e7 -6.7e7 -5.9e6 -1278 6.5e5 4.2e7 11.0 1.3\n",
"gamma[41] -9.8e6 1.2e7 1.7e7 -4.7e7 -2.5e7 4470.1 1.5e6 4.5e6 2.0 2.4\n",
"gamma[42] -1.8e7 1.7e7 3.7e7 -1.2e8 -5.5e6 -2.1e6 1942.3 2.1e7 5.0 2.67\n",
"gamma[43] -4.6e7 5.1e7 7.2e7 -2.0e8 -1.1e8 -1787 6.4e5 2.2e6 2.0 4.15\n",
"gamma[44] 6.1e6 6.6e6 1.5e7 -8.7e6 -1.3e4 1.7e4 3.1e6 5.0e7 5.0 1.35\n",
"gamma[45] -9.3e6 1.1e7 1.9e7 -5.7e7 -1.6e7 -9.4e4 6017.9 2.2e7 3.0 1.46\n",
"gamma[46] -1.0e7 1.1e7 1.5e7 -4.6e7 -2.1e7 -1.0e6 1081.0 1.0e6 2.0 2.45\n",
"gamma[47] 1.5e7 1.6e7 2.8e7 -1.3e6 934.96 3.4e4 1.7e7 9.8e7 3.0 2.73\n",
"gamma[48] 5.9e6 6.8e6 1.5e7 -7.2e6 -7.3e5 -1.4e4 7.4e6 4.8e7 5.0 1.59\n",
"gamma[49] 1.9e7 2.0e7 4.1e7 -3.4e6 -823.9 1.3e4 1.5e7 1.4e8 4.0 2.83\n",
"gamma[50] 4.8e7 4.9e7 7.0e7 -5.6e5 1.5e4 1.2e7 1.2e8 1.9e8 2.0 2.44\n",
"gamma[51] -7.3e7 7.7e7 1.1e8 -3.2e8 -9.9e7 -2.0e7 -2261 4139.8 2.0 3.69\n",
"gamma[52] 6.3e5 5.1e6 1.7e7 -4.7e7 3972.6 3.8e5 2.5e6 3.6e7 11.0 1.51\n",
"gamma[53] -8.6e6 1.2e7 2.9e7 -9.5e7 769.55 8387.4 1.6e6 2.7e7 6.0 2.15\n",
"gamma[54] -2.8e7 3.0e7 5.1e7 -1.7e8 -3.0e7 -1.5e6 1484.0 2.2e6 3.0 2.82\n",
"gamma[55] -1.7e7 2.9e7 4.1e7 -1.3e8 -2.5e7 1959.2 7.3e6 1.4e7 2.0 1.72\n",
"gamma[56] -1.2e7 1.4e7 1.9e7 -6.1e7 -1.8e7 -698.1 1.0e4 1.0e6 2.0 4.19\n",
"gamma[57] -4.6e6 4.4e6 1.9e7 -6.3e7 -7.3e5 3411.4 9309.5 3.1e7 19.0 1.08\n",
"gamma[58] 5.0e6 6.6e6 9.3e6 -3.3e6 1933.3 5.9e5 5.8e6 3.0e7 2.0 1.49\n",
"gamma[59] -4.8e4 2.2e6 1.4e7 -2.8e7 -9.3e4 2315.1 7.0e5 4.6e7 39.0 1.02\n",
"gamma[60] 2.1e7 2.3e7 4.0e7 -1.7e6 4079.1 1.5e5 2.6e7 1.4e8 3.0 2.84\n",
"gamma[61] -2.4e7 2.4e7 3.4e7 -9.1e7 -6.1e7 -2.1e6 -2478 -709.8 2.0 3.81\n",
"gamma[62] -3.1e6 2.6e6 8.7e6 -2.9e7 -5.3e6 -4366 -127.4 1.2e7 11.0 1.36\n",
"gamma[63] 3.0e6 8.0e6 3.2e7 -6.6e7 -1.3e6 1.8e4 1.5e6 9.2e7 16.0 1.03\n",
"gamma[64] 2.8e7 3.2e7 4.5e7 -2.4e6 -1.0e5 301.51 6.0e7 1.2e8 2.0 2.97\n",
"gamma[65] -1.7e7 2.0e7 2.8e7 -7.9e7 -2.8e7 6065.4 1.2e6 2.5e6 2.0 3.55\n",
"gamma[66] 6.3e7 7.4e7 1.1e8 -9.3e5 -2210 2.5e5 1.2e8 3.4e8 2.0 2.07\n",
"gamma[67] 6.3e7 7.4e7 1.0e8 -3.8e6 -7.6e5 -264.9 1.2e8 3.1e8 2.0 2.67\n",
"gamma[68] 8.5e6 9.4e6 1.9e7 -3.5e6 -3.4e5 1.5e4 4.5e6 6.4e7 4.0 1.84\n",
"gamma[69] -1.5e7 1.3e7 1.8e7 -5.6e7 -2.4e7 -6.6e6 -533.7 1.1e5 2.0 3.4\n",
"gamma[70] -6.7e6 7.9e6 1.8e7 -6.2e7 -7.0e6 -1.2e5 451.71 2.1e7 5.0 2.07\n",
"gamma[71] -5.2e6 3.7e6 8.4e6 -2.8e7 -6.6e6 -3.2e6 3670.1 7.7e6 5.0 2.11\n",
"gamma[72] -1.3e6 1.3e6 6.5e6 -2.1e7 -9.5e5 325.66 3.7e4 1.0e7 26.0 1.06\n",
"gamma[73] -2.3e6 1.1e7 4.1e7 -9.6e7 -1.6e7 -2159 3129.9 9.8e7 13.0 1.19\n",
"gamma[74] -1.1e7 1.1e7 1.6e7 -4.8e7 -2.3e7 -8.2e5 4207.4 1.4e6 2.0 2.93\n",
"gamma[75] -5.6e6 1.1e7 2.9e7 -7.4e7 -4.0e6 -139.4 9106.6 6.1e7 7.0 2.29\n",
"gamma[76] 5.5e6 5.2e6 1.3e7 -1.7e7 340.46 5061.8 5.0e6 3.6e7 6.0 2.43\n",
"gamma[77] 8.0e6 9.0e6 2.0e7 -7.0e6 -2.1e6 7593.9 2.1e5 6.1e7 5.0 4.02\n",
"gamma[78] -1.8e7 2.6e7 5.2e7 -2.0e8 -3748 1274.3 3.5e6 3.9e7 4.0 1.22\n",
"gamma[79] 1.3e7 1.7e7 2.4e7 -2.9e6 2.1e4 1.4e6 1.9e7 7.7e7 2.0 1.57\n",
"gamma[80] 2.0e7 2.1e7 5.2e7 -6.1e7 -1.4e6 -6792 1.4e7 1.7e8 6.0 2.05\n",
"gamma[81] 1.0e7 1.3e7 1.8e7 -5.2e6 -2.6e6 3540.6 2.4e7 5.5e7 2.0 3.89\n",
"gamma[82] 1.3e7 1.3e7 2.7e7 -3.4e6 -2.6e5 7363.7 5.1e6 8.1e7 4.0 3.69\n",
"gamma[83] -1.6e6 1.7e6 6.7e6 -1.8e7 -3.6e6 -4351 -164.3 1.7e7 16.0 1.16\n",
"gamma[84] 9.1e6 9.0e6 1.6e7 -7.5e5 -3660 1.0e6 1.2e7 5.2e7 3.0 2.7\n",
"gamma[85] 5.4e7 6.1e7 8.6e7 -1.9e6 -8.5e5 5388.7 1.3e8 2.4e8 2.0 2.85\n",
"gamma[86] -1.9e7 2.0e7 3.9e7 -1.2e8 -9.3e6 4705.1 7.8e5 2.0e7 4.0 2.81\n",
"gamma[87] 3.7e6 5.5e6 2.0e7 -3.4e7 -3338 5693.1 3.6e6 7.2e7 14.0 1.35\n",
"gamma[88] 1.1e7 1.7e7 2.4e7 -1.5e7 -1.7e6 2964.6 1.5e7 6.8e7 2.0 1.68\n",
"gamma[89] 6.8e7 7.3e7 1.5e8 -2.8e6 -1.1e6 -3840 5.9e7 5.0e8 4.0 2.22\n",
"gamma[90] 4.1e6 5.0e6 7.1e6 -2.4e6 -1.7e5 -9510 9.0e6 2.2e7 2.0 2.38\n",
"gamma[91] 1.7e7 2.3e7 3.3e7 -6.4e6 -2.7e6 -688.8 2.9e7 9.8e7 2.0 2.6\n",
"gamma[92] -1.8e7 1.9e7 3.8e7 -1.3e8 -1.2e7 -3.6e5 -1319 1.4e7 4.0 1.5\n",
"gamma[93] -1.3e6 1.0e7 3.4e7 -8.7e7 -2.9e6 -1.1e4 -1056 7.4e7 11.0 1.38\n",
"gamma[94] -8.8e6 9.8e6 2.8e7 -9.4e7 -4.1e5 1.6e4 2.2e6 3.2e7 8.0 1.48\n",
"gamma[95] 4.2e7 4.5e7 6.3e7 -9.5e5 700.65 1.2e5 9.6e7 1.8e8 2.0 4.18\n",
"gamma[96] -2.5e6 4.1e6 1.2e7 -4.0e7 -8.8e5 -2471 8.9e5 1.6e7 9.0 1.88\n",
"gamma[97] -9.8e6 1.0e7 2.5e7 -8.1e7 -1.1e6 7725.2 9.5e4 1.7e7 6.0 3.03\n",
"gamma[98] 2.1e7 2.3e7 3.3e7 -2.6e6 -1227 2.0e5 4.1e7 9.9e7 2.0 2.3\n",
"gamma[99] -6.4e7 7.0e7 9.9e7 -2.6e8 -1.7e8 -2087 5.9e5 2.2e6 2.0 4.3\n",
"gamma[100] -7.9e6 5.3e6 1.3e7 -4.7e7 -1.1e7 -3.1e6 2.9e4 7.0e6 6.0 1.83\n",
"gamma[101] -1.8e7 2.0e7 2.9e7 -7.5e7 -5.2e7 -2624 -787.1 6.0e6 2.0 3.3\n",
"gamma[102] 2.9e5 2.2e6 7.3e6 -1.3e7 -1.7e6 -4051 9439.8 2.1e7 11.0 1.44\n",
"gamma[103] 1.6e6 4.2e6 9.5e6 -7.4e6 -2.8e6 -1460 1.7e6 2.8e7 5.0 1.26\n",
"gamma[104] -4.5e6 6.4e6 9.1e6 -2.7e7 -9.2e6 8677.3 1.5e4 5.8e6 2.0 3.05\n",
"gamma[105] 2.6e7 3.2e7 4.5e7 -8.3e6 -3.5e6 3769.0 5.8e7 1.3e8 2.0 2.73\n",
"gamma[106] 1.4e6 9.5e5 4.9e6 -8.7e6 -1727 5.0e5 2.3e6 1.6e7 27.0 1.08\n",
"gamma[107] 7.1e7 8.0e7 1.1e8 -8.9e6 -6059 -2046 1.7e8 3.1e8 2.0 4.44\n",
"gamma[108] -1.1e7 1.1e7 1.5e7 -4.4e7 -2.2e7 -4.3e6 752.0 5.1e6 2.0 2.42\n",
"gamma[109] -1.7e7 1.8e7 3.7e7 -1.1e8 -1.7e7 -5.8e4 -1.3e4 2.3e7 4.0 2.74\n",
"gamma[110] -1.1e6 5.3e6 1.9e7 -5.6e7 1932.7 6617.9 1.4e6 3.7e7 13.0 1.24\n",
"gamma[111] -1.3e6 1.8e6 6.2e6 -1.8e7 -2.7e6 -1401 4.5e5 1.2e7 12.0 1.27\n",
"gamma[112] 3.0e6 4.6e6 1.6e7 -2.9e7 -2.3e6 -6120 -221.8 4.7e7 12.0 1.09\n",
"gamma[113] -1.4e7 1.7e7 2.4e7 -6.8e7 -3.5e7 -1425 1.0e6 7.2e6 2.0 2.85\n",
"gamma[114] 1.2e8 1.4e8 2.0e8 -8.1e5 -7134 5214.1 2.7e8 5.8e8 2.0 3.15\n",
"gamma[115] -6.5e6 7.4e6 1.1e7 -3.4e7 -9.0e6 -1.4e6 6150.4 4.4e4 2.0 2.35\n",
"gamma[116] -2.4e6 6.4e6 2.2e7 -5.5e7 2396.6 5898.7 1.1e6 6.2e7 12.0 1.27\n",
"gamma[117] 1.9e5 6.2e6 2.3e7 -4.2e7 -3.6e6 -1130 628.45 8.1e7 14.0 1.32\n",
"gamma[118] -2.1e7 2.2e7 3.1e7 -8.8e7 -4.6e7 -3.2e6 8701.1 1.6e4 2.0 2.26\n",
"gamma[119] -3.1e7 3.3e7 6.7e7 -2.4e8 -1.9e7 -1018 1.7e5 8.0e5 4.0 2.37\n",
"gamma[120] 1.9e7 2.1e7 3.0e7 -2.4e6 -1.0e4 7706.5 4.6e7 9.2e7 2.0 2.99\n",
"gamma[121] -1.6e7 1.3e7 1.8e7 -5.9e7 -2.9e7 -9.7e6 -2775 5481.1 2.0 2.01\n",
"gamma[122] -1.4e7 1.7e7 2.4e7 -8.1e7 -2.4e7 -2.3e5 -962.9 5.2e5 2.0 1.95\n",
"gamma[123] 8.2e6 1.5e7 2.1e7 -2.0e7 -2.0e6 1394.5 1.5e7 6.1e7 2.0 3.3\n",
"gamma[124] -1.0e6 1.6e6 6.2e6 -1.8e7 -3.7e6 -1.5e4 -2782 1.4e7 16.0 1.2\n",
"gamma[125] 2.5e7 2.9e7 5.9e7 -4.0e7 -5.1e6 9626.1 1.4e7 1.8e8 4.0 2.06\n",
"gamma[126] 2.8e7 2.5e7 3.6e7 -6.3e5 2.4e4 9.9e6 5.4e7 1.1e8 2.0 2.77\n",
"gamma[127] -2.0e7 1.9e7 2.7e7 -9.3e7 -4.0e7 -6.8e6 2.0e4 4.2e4 2.0 2.99\n",
"gamma[128] 7.6e5 5.0e6 1.5e7 -3.7e7 -2.7e5 -2069 9.3e5 3.8e7 9.0 1.56\n",
"gamma[129] 1.9e6 4.3e6 1.1e7 -2.0e7 -2.2e6 -2085 3.6e5 3.0e7 7.0 1.92\n",
"gamma[130] 5.6e6 9.1e6 2.6e7 -5.2e7 -2.6e4 1.5e6 1.4e7 6.6e7 8.0 2.23\n",
"gamma[131] -7.5e6 9.0e6 1.6e7 -4.4e7 -1.2e7 -2.0e4 1.4e6 5.5e6 3.0 3.08\n",
"gamma[132] 2.9e6 4.2e6 6.0e6 -1.8e6 -8.0e5 -3129 5.1e6 1.9e7 2.0 2.0\n",
"gamma[133] -6.0e4 2.1e6 6.3e6 -9.1e6 -4.3e6 4544.5 1.3e4 1.7e7 9.0 1.32\n",
"gamma[134] 2.2e6 2.4e6 9.9e6 -2.4e7 -2.4e5 -2873 2.3e6 2.9e7 17.0 1.18\n",
"gamma[135] -2.5e7 3.1e7 4.4e7 -1.6e8 -4.9e7 -7838 1.8e6 7.7e6 2.0 2.84\n",
"gamma[136] -9.4e6 6.5e6 1.3e7 -3.9e7 -1.9e7 -3.7e6 1.4e4 6.9e6 4.0 2.31\n",
"gamma[137] -1.4e7 1.5e7 2.6e7-10.0e7 -2.1e7 -3.1e5 -3778 4.0e5 3.0 2.01\n",
"gamma[138] 8.0e6 1.1e7 3.2e7 -4.0e7 -1.5e4 -3377 1.7e6 1.3e8 8.0 1.56\n",
"gamma[139] 4.1e4 1.2e6 3.6e6 -6.6e6 -1.8e6 2225.4 1.7e6 9.0e6 9.0 1.84\n",
"gamma[140] 1.6e7 2.8e7 4.0e7 -2.6e7 -7.8e6 -4064 4.2e7 1.3e8 2.0 2.53\n",
"gamma[141] -1.9e7 2.0e7 2.8e7 -7.8e7 -4.2e7 -2.3e6 -557.5 1.9e4 2.0 2.99\n",
"gamma[142] 1.4e7 1.5e7 2.6e7 -5.4e6 -1.3e4 1.6e5 8.6e6 8.7e7 3.0 2.52\n",
"gamma[143] -1.4e7 1.4e7 3.2e7 -1.0e8 -6.8e6 -4818 -929.1 1.9e7 5.0 2.29\n",
"gamma[144] -1.3e6 1.8e6 6.2e6 -1.8e7 -6.1e5 1.1e4 1.2e6 1.0e7 12.0 1.4\n",
"gamma[145] -2.6e7 2.5e7 6.6e7 -2.0e8 -2.4e7 -1.1e6 7605.9 7.7e7 7.0 1.42\n",
"gamma[146] -2.1e6 1.2e6 3.4e6 -9.3e6 -4.4e6 -6.6e5 -522.3 3.8e6 8.0 1.64\n",
"gamma[147] -2.8e7 3.0e7 4.2e7 -1.2e8 -6.1e7 -2.0e6 -4076 -1163 2.0 3.79\n",
"gamma[148] -3.9e6 4.3e6 1.1e7 -4.1e7 -5.2e6 -1496 8.5e5 1.2e7 7.0 1.62\n",
"gamma[149] 1.4e6 8.5e6 1.5e7 -3.4e7 -3.5e6 8146.5 9.3e6 2.5e7 3.0 3.09\n",
"gamma[150] -1.4e8 1.6e8 2.2e8 -6.6e8 -2.5e8 -2.2e4 -1.1e4 3.0e6 2.0 2.14\n",
"gamma[151] 4.3e6 5.6e6 2.0e7 -5.9e7 4321.0 4.4e5 4.3e6 4.6e7 12.0 1.27\n",
"gamma[152] 4.2e7 4.5e7 7.8e7 -7.9e5 -1.7e5 389.76 5.1e7 2.6e8 3.0 3.47\n",
"gamma[153] -1.6e8 1.7e8 2.9e8 -9.1e8 -2.3e8 -1.4e6 -5524 4.4e7 3.0 3.46\n",
"gamma[154] -1.1e7 1.5e7 2.1e7 -5.9e7 -2.9e7 2612.8 1.6e6 4.8e6 2.0 1.8\n",
"gamma[155] -3.0e6 5.4e6 2.0e7 -5.0e7 -1.6e6 -7557 3.1e6 3.9e7 14.0 1.14\n",
"gamma[156] -1.7e6 2.2e6 7.5e6 -2.3e7 -6.1e5 1764.7 1.7e6 1.2e7 12.0 1.18\n",
"gamma[157] -5.2e7 6.0e7 8.4e7 -2.5e8 -1.3e8 -4265 9.9e5 3.2e6 2.0 3.38\n",
"gamma[158] -6.4e6 8.4e6 1.2e7 -3.2e7 -1.7e7 -273.3 2.0e6 4.7e6 2.0 3.46\n",
"gamma[159] -1.7e7 2.1e7 2.9e7 -9.7e7 -2.9e7 -1029 2787.3 2.5e6 2.0 3.53\n",
"gamma[160] 1.4e7 1.8e7 3.2e7 -3.1e7 2683.3 7290.1 1.6e7 9.6e7 3.0 1.41\n",
"gamma[161] 1.6e7 1.9e7 4.5e7 -3.8e7 30.47 1.5e6 5.3e6 1.6e8 6.0 1.77\n",
"gamma[162] -8.8e6 9.1e6 2.6e7 -1.0e8 -6.4e6 -2.5e5 4906.7 2.2e7 8.0 1.34\n",
"gamma[163] 1.3e7 1.6e7 3.2e7 -4.9e7 -2.4e5 1.2e4 2.0e7 9.5e7 4.0 1.34\n",
"gamma[164]-10.0e7 1.2e8 1.8e8 -5.8e8 -1.6e8 6392.7 1.3e4 6.8e6 2.0 3.19\n",
"gamma[165] -5.1e5 1.7e6 9.5e6 -1.9e7 -4.4e6 -8388 -2504 2.5e7 33.0 1.1\n",
"gamma[166] 4.0e7 4.7e7 1.2e8 -1.5e8 -5.4e5 -2.2e4 -4623 3.8e8 7.0 1.86\n",
"gamma[167] -3.4e7 3.9e7 5.5e7 -1.7e8 -6.0e7 -4.1e6 4099.8 2.1e6 2.0 2.08\n",
"gamma[168] -4.7e7 5.2e7 7.4e7 -2.1e8 -1.1e8 -2206 3.6e5 1.6e6 2.0 4.85\n",
"gamma[169] -4.9e6 9.5e6 2.8e7 -7.9e7 -1.6e6 -6531 3.0e4 6.1e7 9.0 1.49\n",
"gamma[170] -2.3e7 2.9e7 4.0e7 -1.2e8 -3.0e7 -986.7 4316.5 7.1e6 2.0 3.54\n",
"gamma[171] 1.2e6 3.5e6 1.0e7 -2.4e7 -1364 2036.8 8.2e6 1.7e7 9.0 1.23\n",
"gamma[172] -8.3e6 7.6e6 1.3e7 -3.3e7 -2.0e7 -2.3e4 -4296 9.4e6 3.0 2.13\n",
"gamma[173] -3.3e6 5.5e6 1.1e7 -2.3e7 -9.6e6 -7081 -2979 1.9e7 4.0 2.01\n",
"gamma[174] -2.1e6 5.0e6 1.4e7 -4.4e7 2235.1 4324.4 1.7e6 2.0e7 8.0 2.05\n",
"gamma[175] -1.9e7 2.3e7 3.3e7 -1.0e8 -2.3e7 -4.4e5 -3897 2.7e6 2.0 1.87\n",
"phi[0] -1.3e6 1.6e6 3.7e6 -1.2e7 -1.6e6 -731.2 3859.2 3.6e6 5.0 1.22\n",
"phi[1] 1.8e7 1.9e7 2.7e7 -4.7e5 -1.2e4 1.8e6 4.1e7 8.4e7 2.0 4.29\n",
"phi[2] -3.2e7 4.2e7 5.9e7 -2.0e8 -4.1e7 -625.7 1.8e6 3.6e6 2.0 2.66\n",
"phi[3] 3.4e5 8.3e6 2.3e7 -5.1e7 -6.1e6 90.45 1976.8 5.7e7 8.0 2.32\n",
"phi[4] -5.5e4 1.8e6 6.3e6 -1.9e7 -5547 412.39 1.2e6 1.3e7 13.0 1.08\n",
"phi[5] -3.6e6 3.6e6 6.2e6 -2.4e7 -4.9e6 -5.7e5 8182.9 1.2e5 3.0 1.74\n",
"phi[6] -3.0e6 4.3e6 6.1e6 -2.0e7 -4.8e6 2602.8 6229.7 4.1e6 2.0 1.76\n",
"phi[7] 1.1e7 1.3e7 2.6e7 -1.5e7 -5.6e5 61.21 3.5e6 8.5e7 4.0 2.71\n",
"phi[8] -2.3e6 2.5e6 6.1e6 -1.9e7 -3.1e6 -1.9e4 -5539 8.7e6 6.0 1.23\n",
"phi[9] 5.9e6 5.2e6 7.4e6 6.95 3644.4 2.1e6 1.2e7 2.3e7 2.0 3.11\n",
"phi[10] -7.8e6 6.6e6 2.0e7 -6.7e7 -3.5e6 -1910 8.7e4 1.4e7 9.0 1.35\n",
"phi[11] 2.9e7 3.5e7 5.0e7 -3.0e6 -1.8e6 23.23 4.9e7 1.5e8 2.0 3.27\n",
"phi[12] -4.7e6 4.6e6 8.0e6 -2.6e7 -5.5e6 -1.3e5 -7898 1.7e5 3.0 2.8\n",
"phi[13] -6.9e6 7.5e6 1.1e7 -3.4e7 -1.3e7 -9.7e5 2457.6 5.2e5 2.0 1.76\n",
"phi[14] 1.2e7 1.3e7 1.8e7 -1.4e6 1267.3 3762.7 2.8e7 5.2e7 2.0 3.11\n",
"phi[15] -4.0e6 7.1e6 1.0e7 -2.9e7 -5.2e6 -2197 2.3e6 4.8e6 2.0 1.91\n",
"phi[16] 8.1e4 6.3e6 2.7e7 -7.5e7 -3834 -1383 3.8e6 5.6e7 18.0 1.16\n",
"phi[17] -2.6e6 2.5e6 5.6e6 -1.9e7 -1.8e6 -1.0e5 -2798 3.7e6 5.0 2.24\n",
"phi[18] 2.9e6 4.3e6 6.1e6 -4.7e6 -3782 -2235 5.4e6 1.9e7 2.0 2.41\n",
"phi[19] -2.1e7 2.4e7 3.3e7 -1.1e8 -3.6e7 -1.1e6 -3032 8.3e5 2.0 2.81\n",
"phi[20] 4.3e5 7.2e5 3.8e6 -8.0e6 -1213 -131.2 2.3e6 8.8e6 27.0 1.16\n",
"phi[21] -3.5e6 2.3e6 7.2e6 -2.3e7 -4.3e6 -1.3e6 322.8 9.2e6 10.0 1.33\n",
"phi[22] 7.2e6 9.2e6 1.3e7 -3.2e4 708.6 4.0e5 1.1e7 4.3e7 2.0 1.89\n",
"phi[23] -2.1e6 2.4e6 7.6e6 -2.9e7 -5.7e5 -2515 2.0e5 5.4e6 10.0 1.37\n",
"phi[24] 9.1e6 1.6e7 7.4e7 -1.8e8 -1.9e6 -6731 1.5e5 1.8e8 22.0 1.07\n",
"phi[25] -3.6e6 3.2e6 6.3e6 -2.3e7 -4.1e6 -4.8e5 5761.9 9.8e5 4.0 2.62\n",
"phi[26] 2.0e7 2.5e7 3.5e7 -7.2e6 -6245 -2693 3.4e7 1.2e8 2.0 2.24\n",
"phi[27] 6.3e6 7.6e6 1.5e7 -7.1e6 -269.0 819.34 5.0e6 6.0e7 4.0 1.47\n",
"phi[28] 3.1e6 2.6e6 6.5e6 -4.1e6 -1501 6.2e5 2.1e6 2.2e7 6.0 2.7\n",
"phi[29] -1.8e6 2.1e6 4.1e6 -1.2e7 -5.6e5 -1603 1002.7 2.9e6 4.0 2.31\n",
"phi[30] -1.5e7 1.8e7 2.6e7 -7.8e7 -2.4e7 -1.4e4 -2656 7.3e5 2.0 2.08\n",
"phi[31] -1.9e6 1.9e6 7.1e6 -2.1e7 -1.7e5 8321.1 9.2e5 1.2e7 14.0 1.18\n",
"phi[32] 6.6e6 7.1e6 1.0e7 -1.8e6 373.97 1.6e5 1.6e7 2.8e7 2.0 3.76\n",
"phi[33] 9.6e5 7.8e5 1.7e6 -1.9e6 -954.2 2.0e5 1.9e6 5.5e6 5.0 1.31\n",
"phi[34] 5.4e5 9.3e5 2.6e6 -3.3e6 -6.8e5 4594.2 5.9e4 7.5e6 8.0 1.64\n",
"phi[35] -1.8e6 2.4e6 4.1e6 -1.3e7 -2.0e6 -1761 -479.3 4.4e6 3.0 1.36\n",
"phi[36] 2.5e6 3.2e6 1.2e7 -3.1e7 -2385 1.2e5 9.3e5 3.0e7 14.0 1.42\n",
"phi[37] -3.2e6 3.0e6 5.2e6 -1.8e7 -3.1e6 -9.4e5 -2370 1.6e5 3.0 2.45\n",
"phi[38] 1.3e7 1.5e7 2.1e7 -2.0e6 -1132 4436.3 3.0e7 6.1e7 2.0 2.87\n",
"phi[39] -1.1e7 1.2e7 1.7e7 -4.7e7 -2.6e7-10.0e5 -637.1 6296.8 2.0 3.0\n",
"phi[40] 1.3e6 3.0e6 1.0e7 -2.4e7 -1.0e6 465.98 1.9e6 3.1e7 12.0 1.11\n",
"phi[41] 5.1e6 5.7e6 8.0e6 -1.4e6 -2.0e5 -3928 1.4e7 2.1e7 2.0 3.91\n",
"phi[42] -1.3e7 1.6e7 2.3e7 -7.2e7 -2.0e7 -1560 6411.8 4.9e5 2.0 1.91\n",
"phi[43] 1.3e7 1.7e7 2.4e7 -1.7e6 -6.9e5 -1587 2.4e7 8.9e7 2.0 2.08\n",
"phi[44] -3.9e6 3.5e6 6.1e6 -2.3e7 -4.3e6 -1.7e6 -3350 3603.4 3.0 1.49\n",
"phi[45] -1.6e6 1.4e6 2.8e6 -9.1e6 -2.1e6 -2.7e5 -5511 2.9e6 4.0 1.34\n",
"phi[46] 1.9e7 2.0e7 2.8e7 -1270 -196.3 1.0e6 3.8e7 7.7e7 2.0 3.25\n",
"phi[47] -5.7e6 6.2e6 1.1e7 -4.0e7 -4.6e6 -4.2e5 312.66 1.4e6 3.0 2.13\n",
"phi[48] -3.5e6 4.6e6 6.5e6 -2.1e7 -5.3e6 -3436 -753.2 9.8e5 2.0 2.99\n",
"phi[49] -8.4e6 8.1e6 1.6e7 -4.9e7 -8.6e6 -1.5e4 -2071 4.5e6 4.0 3.53\n",
"phi[50] -1.9e7 1.9e7 2.7e7 -7.8e7 -4.3e7 -4.9e6 -1020 131.67 2.0 2.27\n",
"phi[51] 2.7e7 2.6e7 4.4e7 -754.4 1102.2 7.2e6 2.4e7 1.4e8 3.0 4.36\n",
"phi[52] -1.0e7 1.1e7 1.5e7 -4.4e7 -2.6e7 -1879 2.8e5 9.4e5 2.0 3.57\n",
"phi[53] -2.2e6 2.1e6 6.7e6 -1.8e7 -1.2e6 -2.1e5 -1626 1.3e7 10.0 1.4\n",
"phi[54] 1.1e7 1.5e7 2.1e7 -1.5e6 -6914 828.38 1.9e7 6.7e7 2.0 2.3\n",
"phi[55] 6.7e6 8.6e6 1.9e7 -1.9e7 -2.4e6 -2255 3.3e6 6.3e7 5.0 2.36\n",
"phi[56] 5.0e6 5.9e6 8.3e6 -5.7e5 -1777 1912.9 7.9e6 2.5e7 2.0 4.31\n",
"phi[57] 1.3e7 1.4e7 2.4e7 -4.2e5 -3.7e4 -3231 1.5e7 8.0e7 3.0 3.36\n",
"phi[58] 3.0e6 4.2e6 7.4e6 -2.8e6 -9.7e5 907.85 2.8e6 2.3e7 3.0 3.17\n",
"phi[59] -1.1e7 1.4e7 1.9e7 -6.4e7 -1.7e7 -6.2e5 501.51 3.8e6 2.0 1.62\n",
"phi[60] 6.9e6 7.4e6 1.1e7 -1.5e4 -2316 5.9e5 1.5e7 3.4e7 2.0 2.97\n",
"phi[61] 1.9e6 2.2e6 9.2e6 -2.1e7 34.95 948.4 1.0e6 2.6e7 18.0 1.05\n",
"phi[62] -2.4e6 3.4e6 4.8e6 -1.5e7 -4.6e6 -523.7 6.8e5 1.9e6 2.0 2.65\n",
"phi[63] 4.9e6 6.4e6 2.2e7 -3.6e7 -1541 1407.7 9.0e5 6.8e7 12.0 1.08\n",
"phi[64] -3.6e6 3.8e6 6.6e6 -2.0e7 -5.9e6 -5.6e5 -1155 6.7e6 3.0 2.0\n",
"phi[65] -3.9e5 1.1e6 3.3e6-10.0e6 -1132 1791.9 1.0e6 4.8e6 9.0 1.49\n",
"phi[66] -7.5e6 9.7e6 1.7e7 -5.2e7 -4.1e6 -184.5 1.2e4 1.2e7 3.0 1.49\n",
"phi[67] -2.3e7 2.6e7 3.6e7 -1.1e8 -4.5e7 556.89 1.8e5 9.0e5 2.0 2.71\n",
"phi[68] 4.7e5 1.8e6 7.7e6 -2.3e7 -6.8e5 -4204 3.1e5 1.5e7 18.0 1.07\n",
"phi[69] 3.8e6 3.5e6 7.1e6 -1.3e6 -421.6 2807.7 3.7e6 2.4e7 4.0 2.83\n",
"phi[70] 7.6e5 3.7e6 1.1e7 -1.8e7 -1.7e5 -2645 2.7e5 3.3e7 9.0 1.87\n",
"phi[71] -1.3e6 1.1e6 3.0e6 -1.0e7 -2.1e6 -3.8e5 -373.0 4.0e6 8.0 1.8\n",
"phi[72] -2.7e6 2.5e6 5.6e6 -1.7e7 -1.6e6 -2.7e5 -2092 4.6e6 5.0 2.07\n",
"phi[73] 2.2e5 4.2e6 1.3e7 -2.8e7 -6.4e6 -6922 -2314 3.5e7 10.0 1.4\n",
"phi[74] 4.7e6 5.3e6 7.5e6 -1.2e6 -9466 -2986 1.2e7 2.1e7 2.0 3.05\n",
"phi[75] 1.5e7 1.5e7 3.3e7 -1.2e7 -2.1e5 164.81 1.8e6 1.0e8 5.0 3.77\n",
"phi[76] -1.5e7 1.6e7 2.2e7 -6.6e7 -3.0e7 -1.7e6 835.14 1.0e6 2.0 3.19\n",
"phi[77] -1.8e6 2.0e6 5.7e6 -1.8e7 -1.6e6 -3.8e5 -9223 9.1e6 8.0 1.82\n",
"phi[78] 3.3e7 3.7e7 6.5e7 -1.2e6 -5.8e5 2294.1 3.3e7 2.3e8 3.0 3.18\n",
"phi[79] 1.7e6 2.2e6 8.4e6 -1.2e7 -1.4e5 -1404 1.2e5 3.2e7 15.0 1.07\n",
"phi[80] -1.2e7 1.4e7 2.5e7 -9.1e7 -1.1e7 -3.5e5 5868.2 1.0e7 3.0 1.9\n",
"phi[81] -1.8e6 3.0e6 5.2e6 -1.7e7 -1.8e6 -1996 1.0e6 4.3e6 3.0 1.41\n",
"phi[82] -2.2e6 4.4e6 1.2e7 -3.7e7 -9.6e5 61.91 9.6e5 2.0e7 7.0 1.93\n",
"phi[83] 4.8e6 5.0e6 7.0e6 -1542 365.24 1.1e6 8.4e6 2.2e7 2.0 2.15\n",
"phi[84] -2.3e6 2.6e6 4.4e6 -1.4e7 -4.5e6 3618.1 5875.8 1.4e6 3.0 2.37\n",
"phi[85] -1.9e7 2.2e7 3.1e7 -9.5e7 -3.9e7 -1.6e5 -9826 1.0e5 2.0 2.52\n",
"phi[86] 6.3e6 6.8e6 1.4e7 -1.1e7 -1141 187.01 2.0e6 4.4e7 4.0 2.05\n",
"phi[87] 8.8e6 9.4e6 2.1e7 -1.9e7 -4.9e5 -1257 7.4e6 6.9e7 5.0 1.98\n",
"phi[88] 1.2e7 1.3e7 1.9e7 -8.7e4 -1.1e4 7.3e5 2.4e7 6.7e7 2.0 2.35\n",
"phi[89] -1.4e7 1.4e7 3.1e7 -1.0e8 -1.3e7 2893.8 1.2e5 1.6e7 5.0 1.77\n",
"phi[90] -3.5e5 3.9e5 8.7e5 -2.7e6 -2.1e5 6009.3 3.8e4 5.4e5 5.0 1.9\n",
"phi[91] -5.4e7 6.8e7 9.6e7 -2.6e8 -6.7e7 696.38 7.7e5 1.3e7 2.0 2.72\n",
"phi[92] 1.3e6 3.0e6 1.1e7 -2.2e7 -1768 -270.9 1.2e6 3.3e7 13.0 1.04\n",
"phi[93] 5.6e4 9.4e5 3.4e6 -8.7e6 942.5 8844.6 6.1e5 7.0e6 13.0 1.5\n",
"phi[94] 5.6e4 3.6e6 1.2e7 -3.0e7 -3.2e5 -5676 -2406 3.1e7 11.0 1.37\n",
"phi[95] -1.6e7 1.6e7 2.3e7 -6.3e7 -3.7e7 -2.1e5 2668.0 9.3e4 2.0 4.33\n",
"phi[96] 6.1e6 5.9e6 2.0e7 -4.0e7 -474.3 5.1e5 1.9e6 5.9e7 12.0 1.2\n",
"phi[97] 5.0e6 5.8e6 8.1e6 -481.6 1246.0 6.2e5 7.5e6 2.4e7 2.0 3.0\n",
"phi[98] -1.4e7 1.5e7 2.1e7 -6.7e7 -3.0e7 -1.0e6 862.76 9.7e5 2.0 2.84\n",
"phi[99] 1.9e7 2.1e7 3.0e7 -1.4e6 -4.1e5 1.07 3.9e7 9.1e7 2.0 4.31\n",
"phi[100] -1.6e6 2.1e6 3.6e6 -1.2e7 -1.6e6 -4789 4.8e5 1.1e6 3.0 1.95\n",
"phi[101] 5.4e6 7.6e6 2.5e7 -4.2e7 2813.6 4393.1 2.9e6 7.6e7 11.0 1.08\n",
"phi[102] -1.1e6 1.2e6 2.0e6 -6.4e6 -1.4e6 -8.9e4 7715.3 4.7e5 3.0 1.84\n",
"phi[103] -4.5e6 4.6e6 6.5e6 -1.8e7 -1.1e7 -3.6e5 -5589 8.7e4 2.0 3.03\n",
"phi[104] 3.3e6 3.5e6 5.0e6 -6.0e5 185.64 7.3e5 5.5e6 1.5e7 2.0 2.56\n",
"phi[105] -2.0e6 2.2e6 3.2e6 -9.7e6 -3.8e6 -4.8e5 -2298 1.2e6 2.0 1.91\n",
"phi[106] -8.9e5 9.4e5 3.1e6 -9.1e6 -8.5e5 -2.2e5 -1786 7.4e6 11.0 1.25\n",
"phi[107] -1.6e6 2.4e6 5.4e6 -1.8e7 -1075 947.47 1.4e6 3.4e6 5.0 1.8\n",
"phi[108] 1.1e6 6.5e5 1.5e6 -4.4e5 926.59 5.8e5 2.1e6 5.0e6 5.0 1.49\n",
"phi[109] 1.2e6 2.1e6 7.3e6 -1.7e7 6304.0 1.9e5 8.6e5 2.0e7 12.0 1.18\n",
"phi[110] -3.9e5 5.7e5 2.9e6 -6.9e6 -4.1e5 -1.3e5 132.48 7.5e6 27.0 1.01\n",
"phi[111] -9.4e5 1.5e6 2.5e6 -7.8e6 -8.1e5 855.84 1.9e5 1.7e6 3.0 2.47\n",
"phi[112] 1.4e5 9.1e5 3.4e6 -7.2e6 -349.1 759.31 3.9e5 10.0e6 14.0 1.1\n",
"phi[113] 3.2e4 1.7e6 5.6e6 -1.2e7 -6.0e5 472.33 1.2e5 1.5e7 11.0 1.35\n",
"phi[114] -5.4e6 6.9e6 9.7e6 -2.8e7 -8.9e6 1012.0 1.8e5 5.8e5 2.0 4.66\n",
"phi[115] 2.9e6 4.5e6 6.4e6 -3.6e6 -2.1e4 -1882 2.1e6 2.0e7 2.0 1.52\n",
"phi[116] -1.5e6 1.8e6 5.1e6 -2.0e7 -6.0e5 -1003 -667.5 5.0e6 8.0 1.56\n",
"phi[117] 1.8e6 2.3e6 7.9e6 -2.4e7 255.93 7.5e5 3.1e6 1.8e7 12.0 1.29\n",
"phi[118] -3.9e6 4.8e6 6.7e6 -1.8e7 -8.5e6 -1973 5.5e5 1.4e6 2.0 6.61\n",
"phi[119] 3.0e7 3.4e7 4.9e7 -4.3e5 -3.9e4 359.11 5.7e7 1.6e8 2.0 3.69\n",
"phi[120] -2.7e6 3.1e6 4.4e6 -1.3e7 -6.0e6 60.75 2.2e5 3.9e5 2.0 3.04\n",
"phi[121] 3.4e5 1.3e6 3.1e6 -7.9e6 -1639 -584.7 1.8e6 5.4e6 6.0 1.51\n",
"phi[122] 6.6e6 9.1e6 1.3e7 -3.4e6 -7.2e4 321.42 8.5e6 4.2e7 2.0 1.59\n",
"phi[123] -2.0e6 3.3e6 4.6e6 -1.5e7 -3.1e6 -931.9 5.4e5 1.4e6 2.0 2.02\n",
"phi[124] -3.1e5 2.9e5 1.1e6 -3.8e6 -2.2e5 -9.32 2500.2 1.4e6 14.0 1.11\n",
"phi[125] 6.4e4 1.9e6 7.8e6 -1.9e7 -8.7e5 79.74 1622.1 2.5e7 17.0 1.22\n",
"phi[126] -7.2e5 9.7e5 3.8e6 -1.2e7 -9.5e5 -6289 -20.88 7.9e6 15.0 1.02\n",
"phi[127] 3.8e6 3.6e6 5.1e6 2788.1 6267.5 1.1e6 7.4e6 1.9e7 2.0 2.53\n",
"phi[128] -3.2e5 3.6e5 1.3e6 -3.4e6 -3.2e5 397.09 7.1e4 2.8e6 13.0 1.16\n",
"phi[129] 8.8e5 8.5e5 1.7e6 -7.1e5 879.51 6.1e4 8.8e5 5.9e6 4.0 1.87\n",
"phi[130] -4.8e6 5.1e6 7.2e6 -2.3e7 -7.3e6 -1.1e6 -267.3 3994.2 2.0 2.44\n",
"phi[131] 8.9e5 2.2e6 3.1e6 -3.2e6 -1.4e6 517.72 3.4e6 7.7e6 2.0 1.88\n",
"phi[132] -5.4e6 6.0e6 1.6e7 -4.6e7 -2.7e5 -281.4 1152.9 2.2e7 7.0 2.3\n",
"phi[133] -7.1e5 1.5e6 2.1e6 -5.7e6 -1.3e6 -1874 5.2e5 1.6e6 2.0 1.71\n",
"phi[134] -1.4e5 4.8e5 2.0e6 -4.9e6 -1.7e5 -1853 2.9e4 6.0e6 18.0 1.21\n",
"phi[135] 7.5e6 8.7e6 1.2e7 -5.8e5 1632.7 4.0e5 1.3e7 4.2e7 2.0 3.07\n",
"phi[136] 1.7e6 1.9e6 3.3e6 -2.6e6 -448.5 461.73 3.3e6 1.0e7 3.0 2.09\n",
"phi[137] 7.6e5 1.1e6 2.6e6 -2.3e6 -2.6e5 -8716 2.4e4 8.0e6 6.0 2.97\n",
"phi[138] 1.9e6 1.0e6 4.7e6 -4.5e6 -376.7 4.6e5 1.2e6 1.5e7 21.0 1.18\n",
"phi[139] -3.3e5 1.0e6 1.8e6 -5.4e6 -3.4e5 51.2 6.9e5 1.9e6 3.0 2.55\n",
"phi[140] -1.7e6 3.2e6 5.5e6 -1.7e7 -2.6e6 865.89 1.1e6 4.0e6 3.0 1.62\n",
"phi[141] -7.8e5 1.2e6 3.0e6 -9.7e6 -8.2e4 1442.1 3.8e5 4.9e6 7.0 1.52\n",
"phi[142] -1.8e6 2.1e6 4.8e6 -1.6e7 -5.7e4 5832.3 2.1e5 3.4e6 5.0 2.11\n",
"phi[143] 3.8e6 4.2e6 7.3e6 -1.3e6 129.11 2.6e5 3.9e6 2.4e7 3.0 2.95\n",
"phi[144] 5.7e5 4.3e5 1.1e6 -2.2e6 -4259 3.2e5 1.4e6 2.7e6 7.0 2.0\n",
"phi[145] -2.5e6 8.8e6 2.8e7 -8.1e7 -1390 933.16 2.5e6 6.4e7 10.0 1.49\n",
"phi[146] -5.9e5 1.5e6 3.1e6 -9.4e6 -1728 1861.5 9.0e5 3.5e6 4.0 1.76\n",
"phi[147] -3.5e6 4.1e6 8.2e6 -2.6e7 -2.5e6 472.86 1.7e4 5.4e6 4.0 1.31\n",
"phi[148] 6.5e5 2.0e6 3.5e6 -3.6e6 -1.6e6 -183.7 1.1e6 9.7e6 3.0 1.96\n",
"phi[149] 5.0e6 7.3e6 1.0e7 -5.3e6 -2.1e6 -866.6 1.3e7 2.9e7 2.0 2.96\n",
"phi[150] 5.5e7 6.3e7 8.9e7 -7.6e5 -1141 1.7e4 1.0e8 2.7e8 2.0 2.88\n",
"phi[151] 1.8e7 1.9e7 3.3e7 -2.2e5 -1479 2.0e4 2.7e7 1.3e8 3.0 2.24\n",
"phi[152] -2.2e5 2.4e5 1.0e6 -2.6e6 -2.7e5 378.51 8.5e4 2.5e6 18.0 1.09\n",
"phi[153] 2.8e7 3.1e7 5.3e7 -1.1e7 -375.3 1.4e5 4.0e7 1.7e8 3.0 3.33\n",
"phi[154] 6.2e5 1.3e6 2.8e6 -2.9e6 -5.9e5 -1018 4.2e5 9.1e6 5.0 1.48\n",
"phi[155] 1.5e6 2.1e6 3.6e6 -3.8e6 581.54 988.79 1.6e6 1.1e7 3.0 1.32\n",
"phi[156] 2.8e6 3.3e6 4.7e6 -3.6e5 -8.6e4 1572.2 5.2e6 1.5e7 2.0 2.76\n",
"phi[157] -6.4e6 7.6e6 1.1e7 -3.0e7 -1.1e7 -9.9e4 1091.6 3.1e4 2.0 3.3\n",
"phi[158] -5.0e5 4.7e5 6.7e5 -2.3e6 -8.1e5 -2.5e5 406.67 4.0e4 2.0 2.34\n",
"phi[159] -4.5e6 4.4e6 6.2e6 -1.8e7 -1.1e7 -8.9e5 440.8 3.0e5 2.0 2.77\n",
"phi[160] 1.1e6 1.2e6 4.0e6 -6.6e6 370.71 1.5e5 3.5e5 1.2e7 12.0 1.09\n",
"phi[161] -2.1e6 2.6e6 1.5e7 -4.2e7 -7.9e5 -7.6e4 417.53 3.5e7 35.0 1.15\n",
"phi[162] -3.3e6 4.0e6 5.6e6 -1.7e7 -8.1e6 -468.5 -117.5 1.5e6 2.0 2.48\n",
"phi[163] 1.6e6 2.2e6 7.7e6 -1.4e7 -8.7e4 -764.4 2.7e5 2.6e7 12.0 1.59\n",
"phi[164] 1.6e7 1.8e7 3.1e7 -1.1e6 -3578 1.1e5 2.2e7 1.1e8 3.0 2.34\n",
"phi[165] 1.4e6 8.1e5 2.4e6 -2.4e6 1621.9 6.2e5 1.8e6 7.7e6 9.0 1.2\n",
"phi[166] 2.2e7 2.5e7 3.5e7 -3.1e5 -1.5e5 2327.0 4.6e7 1.1e8 2.0 2.4\n",
"phi[167] 9.7e6 8.7e6 1.5e7 169.52 2568.3 2.4e6 1.6e7 5.4e7 3.0 2.18\n",
"phi[168] 1.0e7 1.2e7 1.7e7 -5.6e5 -1.3e5 -486.6 2.6e7 4.7e7 2.0 3.97\n",
"phi[169] 10.0e6 1.1e7 2.2e7 -2.9e7 1993.7 6.3e5 1.3e7 6.3e7 4.0 1.72\n",
"phi[170] 3.2e6 3.9e6 6.7e6 -2.1e6 -3.9e5 535.14 4.7e6 2.2e7 3.0 1.95\n",
"phi[171] -9.4e5 6.6e5 2.4e6 -7.1e6 -1.8e6 -1.8e4 1443.9 4.1e6 13.0 1.27\n",
"phi[172] 1.8e6 2.4e6 3.4e6 -3.3e6 -163.9 7161.0 4.1e6 8.4e6 2.0 3.18\n",
"phi[173] -2.5e6 3.8e6 5.4e6 -1.7e7 -6.7e6 1709.5 9.9e5 3.0e6 2.0 2.87\n",
"phi[174] -1.4e7 1.5e7 2.1e7 -6.3e7 -3.2e7 -6.2e4 -1390 2.7e5 2.0 2.86\n",
"phi[175] 3.4e6 4.6e6 7.9e6 -6.2e6 -8.9e5 -1405 5.7e6 2.6e7 3.0 1.6\n",
"s 1.4e6 1.1e6 2.8e6 0.56 25.32 3.6e5 1.1e6 1.2e7 6.0 1.62\n",
"lp__ -1758 715.25 1011.5 -2940 -2525 -2326 -650.9 10.91 2.0 5.69\n",
"\n",
"Samples were drawn using NUTS(diag_e) at Sat Sep 24 00:38:49 2016.\n",
"For each parameter, n_eff is a crude measure of effective sample size,\n",
"and Rhat is the potential scale reduction factor on split chains (at \n",
"convergence, Rhat=1).\n"
]
}
],
"source": [
"smodel_delta= pystan.StanModel(model_code=modeldelta)\n",
"fit_delta = smodel_delta.sampling(data, iter=31000, warmup=1000, thin=10, chains=3, seed=71)\n",
"res_delta=fit_delta.extract()\n",
"print fit_delta"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 状態空間"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model_delspace=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];//wage rate\n",
" real<lower=0,upper=100> c[N];//cpi rate\n",
" real<lower=0,upper=100> u[N];//unemployment\n",
"}\n",
"\n",
"parameters{\n",
" real delta[N];\n",
" real gamma[N];\n",
" real phi[N];\n",
" real cn[N];\n",
" real uu[N];\n",
" real<lower=0> sp;\n",
" real<lower=0> spo;\n",
" real<lower=0> sc;\n",
" real<lower=0> sco;\n",
" real<lower=0> su;\n",
" real<lower=0> suo;\n",
" real p[N];\n",
"}\n",
"\n",
"model{\n",
" \n",
" for(i in 2:(N)){\n",
" p[i]~normal(p[i-1],sp);\n",
" cn[i]~normal(cn[i-1],sc);\n",
" uu[i]~normal(uu[i-1],su); \n",
" }\n",
" \n",
" for(i in 2:(N)){\n",
" c[i]~normal(cn[i],sco);\n",
" u[i]~normal(uu[i],suo);\n",
" p[i]~normal(delta[i]+gamma[i]*cn[i-1]+phi[i]*uu[i],spo);\n",
" }\n",
"} \n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inference for Stan model: anon_model_1a2d01c3eca4dbfd0f850e456241c59f.\n",
"3 chains, each with iter=31000; warmup=1000; thin=10; \n",
"post-warmup draws per chain=3000, total post-warmup draws=9000.\n",
"\n",
" mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n",
"delta[0] 1.0e8 1.3e8 2.2e8 -2.0e8 3.0e4 3.6e6 1.0e8 6.8e8 3.0 1.47\n",
"delta[1] -6.0e7 4.8e7 1.1e8 -2.8e8 -1.5e8 -5.5e4 2537.7 1.3e8 5.0 2.04\n",
"delta[2] -1.2e8 7.9e7 1.9e8 -6.4e8 -1.7e8 -7.0e7 1.5e5 1.9e8 6.0 2.02\n",
"delta[3] 4.3e7 3.5e7 7.9e7 -5.4e7 -1.9e5 9.4e6 5.8e7 2.6e8 5.0 1.4\n",
"delta[4] 1.5e7 7.7e7 1.1e8 -1.5e8 -5.5e7 3.0e5 6.2e7 2.5e8 2.0 3.04\n",
"delta[5] -4.2e6 2.7e7 3.8e7 -8.1e7 -2.5e7 3.8e4 7.7e6 8.5e7 2.0 1.79\n",
"delta[6] 4.4e7 4.5e7 7.7e7 -8.3e7 1.9e5 3.2e6 1.1e8 1.9e8 3.0 1.88\n",
"delta[7] 1.5e6 2.9e7 7.2e7 -2.1e8 -2.2e4 1.1e5 4.3e7 1.0e8 6.0 1.68\n",
"delta[8] -1.8e7 1.1e7 2.8e7 -7.9e7 -3.1e7 -6.9e6 -7707 2.4e7 6.0 2.42\n",
"delta[9] 1.4e7 1.1e7 3.9e7 -5.2e7 1961.2 1.0e5 2.7e7 1.3e8 14.0 1.11\n",
"delta[10] -3.7e8 4.4e8 6.2e8 -1.8e9 -4.8e8 -1.7e7 -3.7e5 1.4e7 2.0 2.88\n",
"delta[11] -7.2e7 9.9e7 1.4e8 -4.1e8 -1.6e8 -1.1e5 2.2e4 8.9e7 2.0 2.94\n",
"delta[12] -3.7e7 4.8e7 6.7e7 -1.9e8 -9.5e7 -3.1e5 -7.2e4 7.3e7 2.0 2.34\n",
"delta[13] -9.0e6 1.5e7 2.1e7 -5.2e7 -2.4e7 -2.2e5 -5.1e4 3.8e7 2.0 1.79\n",
"delta[14] 2.3e6 3.8e6 1.2e7 -2.6e7 -1.3e5 -4150 10.0e6 2.4e7 10.0 1.49\n",
"delta[15] 3.3e7 2.1e7 6.6e7 -6.7e7 4.2e4 3.1e5 7.7e7 2.1e8 10.0 1.31\n",
"delta[16] -6.0e7 6.2e7 8.8e7 -3.2e8 -7.5e7 -2.4e7 -3.3e4 6.2e4 2.0 1.68\n",
"delta[17] 5.8e6 4.0e7 7.0e7 -1.3e8 -1.4e7 -4.7e4 2.9e7 1.5e8 3.0 2.04\n",
"delta[18] -2.4e7 7.4e7 1.5e8 -3.5e8 -3.6e7 -4.1e5 3.5e7 2.8e8 4.0 2.39\n",
"delta[19] -8.1e6 3.8e6 1.3e7 -3.8e7 -1.5e7 -4.3e6 1.8e4 1.7e7 11.0 1.17\n",
"delta[20] 1.9e7 5.5e7 7.8e7 -1.2e8 -1.4e7 -2.0e5 5.4e7 1.9e8 2.0 1.76\n",
"delta[21] 1.2e7 3.0e7 6.6e7 -9.6e7 -2.9e7 1.0e5 3.7e7 1.6e8 5.0 1.8\n",
"delta[22] 5.4e6 9.5e6 2.5e7 -3.3e7 -6.4e6 7.6e4 1.2e7 7.1e7 7.0 1.6\n",
"delta[23] 3.5e6 7.1e7 1.2e8 -2.0e8 -6.6e7 9.9e4 2.3e7 3.3e8 3.0 2.18\n",
"delta[24] 7.4e7 9.5e7 1.3e8 -1.1e8 -2.1e5 -2.7e4 2.0e8 3.7e8 2.0 3.11\n",
"delta[25] 4.3e7 3.2e7 7.8e7 -4.4e7 8.0e4 1.7e7 5.5e7 3.4e8 6.0 1.28\n",
"delta[26] 3.7e7 5.5e7 7.7e7 -4.9e7 -7.2e6 1.0e5 8.8e7 2.4e8 2.0 1.78\n",
"delta[27] -5.2e7 7.2e7 1.0e8 -2.5e8 -1.6e8 1355.9 5.2e4 8.4e7 2.0 3.23\n",
"delta[28] 5.6e7 6.6e7 9.4e7 -5.8e6 2.5e5 2.0e6 9.5e7 2.9e8 2.0 2.53\n",
"delta[29] 2.3e6 1.2e7 5.7e7 -1.5e8 -1.8e7 1.7e5 3.4e5 1.6e8 23.0 1.33\n",
"delta[30] -1.6e7 3.3e7 7.5e7 -1.3e8 -6.4e7 -2.6e5 -7.6e4 2.2e8 5.0 1.29\n",
"delta[31] 3.5e7 2.0e7 6.0e7 -3.8e7 -2.9e5 6.3e6 4.8e7 1.8e8 9.0 1.37\n",
"delta[32] 1.6e8 1.7e8 2.5e8 -3.3e7 4.0e5 2.5e7 1.9e8 7.8e8 2.0 3.18\n",
"delta[33] 3.6e7 2.9e7 5.1e7 -1.4e7 -3.4e5 9.6e6 6.2e7 1.7e8 3.0 2.66\n",
"delta[34] 1.3e8 7.9e7 1.4e8 -2.3e7 -4.1e4 1.1e8 2.7e8 3.6e8 3.0 2.85\n",
"delta[35] 2.1e7 1.6e7 2.2e7 -2.9e5 -5221 1.8e7 3.2e7 8.6e7 2.0 1.75\n",
"delta[36] -2.5e7 3.2e7 5.6e7 -1.6e8 -3.8e7 -1.3e6 -1.1e5 7.0e7 3.0 1.5\n",
"delta[37] 1.3e7 2.4e7 4.2e7 -5.7e7 -4.7e6 1.0e5 3.4e7 1.1e8 3.0 2.23\n",
"delta[38] 2.9e7 4.5e7 7.9e7 -7.0e7 -9.0e6 7.1e4 4.6e7 2.3e8 3.0 2.67\n",
"delta[39] -5.5e7 4.7e7 1.0e8 -4.0e8 -5.1e7 -1.3e7 -1.9e4 2.6e7 5.0 2.34\n",
"delta[40] -5.1e7 5.5e7 7.8e7 -2.3e8 -5.8e7 -1.2e7 -5.6e4 2.0e7 2.0 1.96\n",
"delta[41] 2.0e7 8.1e7 1.1e8 -1.9e8 -3.2e7 1.9e5 6.1e7 2.5e8 2.0 2.33\n",
"delta[42] -1.7e7 2.4e7 6.3e7 -2.0e8 -2.0e7 1.7e5 7.1e6 9.1e7 7.0 1.83\n",
"delta[43] -2.1e7 9.6e6 3.3e7 -1.0e8 -3.7e7 -6.7e6 2.7e4 3.0e7 12.0 1.34\n",
"delta[44] 1.2e8 1.2e8 2.1e8 -9.5e7 1.0e5 2.0e7 1.7e8 7.1e8 3.0 2.62\n",
"delta[45] -4.6e7 5.3e7 9.2e7 -2.8e8 -7.3e7 3.3e4 6.9e5 3.9e7 3.0 1.61\n",
"delta[46] -1.2e8 1.8e8 3.1e8-10.0e8 -1.3e8 -9.0e4 5.5e7 1.4e8 3.0 3.94\n",
"delta[47] 4.1e7 6.8e7 9.6e7 -7.1e7 -1.1e7 -5.6e4 7.3e7 2.5e8 2.0 3.77\n",
"delta[48] 3.9e7 1.5e8 2.2e8 -3.0e8 -1.0e8 -2.6e4 2.1e8 4.8e8 2.0 3.19\n",
"delta[49] -2.7e7 1.6e7 3.6e7 -9.5e7 -6.4e7 -1.2e7 1.2e5 2.7e7 5.0 1.58\n",
"delta[50] -2.8e7 8.4e7 2.4e8 -6.6e8 -4.3e4 2.9e5 5.9e7 3.8e8 8.0 2.56\n",
"delta[51] 2.7e7 6.1e7 1.6e8 -2.3e8 -5.5e7 -6.4e4 7.5e4 3.8e8 7.0 1.47\n",
"delta[52] -3.4e7 1.3e8 2.3e8 -6.5e8 -1.4e4 1.0e5 1.3e8 2.1e8 3.0 3.44\n",
"delta[53] 2.6e7 5.3e7 7.5e7 -4.5e7 -2.9e7 -9.7e4 7.4e7 2.0e8 2.0 2.35\n",
"delta[54] 2.3e6 4.0e6 1.3e7 -3.0e7 2.7e4 9.9e4 1.1e7 2.7e7 11.0 1.36\n",
"delta[55] 5.5e7 3.3e7 5.7e7 -4.3e6 -8.2e4 3.4e7 1.1e8 1.6e8 3.0 2.57\n",
"delta[56] -5.2e7 6.9e7 9.8e7 -2.9e8 -5.0e7 1.7e4 3.5e6 1.7e7 2.0 3.14\n",
"delta[57] 4.3e7 3.2e7 1.3e8 -2.1e8 1760.1 1.2e5 9.4e7 3.3e8 16.0 1.12\n",
"delta[58] -3.2e6 1.4e7 6.2e7 -1.2e8 -2.5e7 -1.6e4 1.8e6 1.9e8 20.0 1.22\n",
"delta[59] 6.3e7 7.0e7 1.2e8 -4.7e7 1.6e5 5.4e6 6.3e7 4.2e8 3.0 1.72\n",
"delta[60] 1.4e8 1.5e8 2.1e8 -3.0e7 -5.3e4 1.5e7 2.5e8 6.1e8 2.0 3.62\n",
"delta[61] 4.7e7 8.1e7 1.1e8 -1.2e8 -2.0e7 -1.1e5 1.3e8 2.8e8 2.0 3.5\n",
"delta[62] 2.4e7 2.5e7 5.1e7 -1.9e7 -7.2e5 1.3e4 2.5e7 1.7e8 4.0 2.66\n",
"delta[63] -1.9e8 1.5e8 2.6e8 -8.8e8 -2.5e8 -8.8e7 -1.0e5 2.2e7 3.0 2.01\n",
"delta[64] 5.8e7 4.4e7 1.2e8 -1.6e8 4547.6 8.5e6 1.3e8 4.0e8 8.0 1.8\n",
"delta[65] 2.0e7 2.3e7 4.0e7 -1.0e7 -9.6e4 3.5e5 1.9e7 1.5e8 3.0 1.4\n",
"delta[66] -3.6e7 4.6e7 6.5e7 -1.9e8 -7.4e7 1.5e5 5.2e6 1.7e7 2.0 3.56\n",
"delta[67] 9.5e7 5.7e7 1.6e8 -6.8e7 2.3e5 3.6e7 1.1e8 6.0e8 8.0 1.39\n",
"delta[68] 4.7e6 2.5e7 6.1e7 -1.4e8 -1.1e7 -3.2e4 4.6e7 1.1e8 6.0 1.98\n",
"delta[69] 2.4e6 3.0e7 1.1e8 -2.0e8 -4.8e7 5.3e4 1.2e7 3.1e8 14.0 1.34\n",
"delta[70] 4.7e7 5.0e7 8.7e7 -1.4e8 -1.8e5 6.5e6 1.2e8 1.9e8 3.0 1.4\n",
"delta[71] 1.2e7 2.3e7 3.2e7 -5.4e7 -3.5e4 1.1e5 3.4e7 8.1e7 2.0 1.74\n",
"delta[72] 9.1e7 1.5e8 2.1e8 -8.7e7 -4.2e7 3.1e4 1.9e8 5.8e8 2.0 3.54\n",
"delta[73] 4.3e7 3.4e7 7.6e7 -7.1e7 -1.5e4 5.3e6 8.0e7 2.2e8 5.0 1.54\n",
"delta[74] 3.5e7 1.8e7 4.4e7 -2.9e7 -2.3e5 1.9e7 6.7e7 1.3e8 6.0 2.15\n",
"delta[75] 6.6e7 5.3e7 9.1e7 -1.7e7 1.2e6 2.3e7 10.0e7 2.8e8 3.0 3.21\n",
"delta[76] -1.9e7 5.1e7 1.8e8 -4.8e8 -1.4e5 -3.5e4 5.1e7 2.4e8 12.0 1.14\n",
"delta[77] -1.3e6 2.4e7 6.7e7 -1.4e8 -1.7e7 1.5e5 1.6e7 1.6e8 8.0 2.02\n",
"delta[78] 8.2e6 1.6e7 5.1e7 -1.2e8 3.4e4 6.9e4 4.1e7 9.5e7 10.0 1.41\n",
"delta[79] -4.7e7 5.1e7 1.0e8 -3.6e8 -6.2e7 -1.4e5 -7347 7.1e7 4.0 1.82\n",
"delta[80] 3.2e7 4.9e7 6.9e7 -6.3e7 -5.0e5 -2.9e5 7.0e7 2.0e8 2.0 2.02\n",
"delta[81] -2.8e7 4.6e7 8.0e7 -3.2e8 -4.6e7 2.1e5 8.3e6 4.4e7 3.0 1.67\n",
"delta[82] 8.4e7 9.1e7 1.3e8 -3.8e7 -1.1e5 1.5e7 1.6e8 3.9e8 2.0 2.18\n",
"delta[83] -2.5e8 1.6e8 2.8e8 -9.8e8 -3.6e8 -2.1e8 1.6e4 3.8e4 3.0 2.74\n",
"delta[84] 2.5e7 9.2e7 1.3e8 -1.5e8 -6.8e7 1.5e5 9.9e7 3.7e8 2.0 2.85\n",
"delta[85] -6.2e7 5.6e7 1.3e8 -4.3e8 -4.3e7 -4.3e6 1.3e4 3.5e7 5.0 2.86\n",
"delta[86] 3.1e7 8.3e7 1.2e8 -1.4e8 -2.7e7 -3.0e5 8.2e7 3.0e8 2.0 3.67\n",
"delta[87] 1.4e7 3.7e7 9.8e7 -1.1e8 -3.9e7 -2.7e5 4.5e6 2.8e8 7.0 2.65\n",
"delta[88] -4.4e7 5.6e7 1.2e8 -3.8e8 -5.4e6 1.3e5 1.9e7 8.5e7 5.0 3.15\n",
"delta[89] -1.2e8 1.1e8 1.5e8 -4.9e8 -2.4e8 -7.1e7 1.9e4 2.8e7 2.0 2.55\n",
"delta[90] -4.2e7 4.3e7 6.1e7 -1.9e8 -8.1e7 -1.6e7 -3.4e5 4.6e7 2.0 1.68\n",
"delta[91] 2.6e7 4.4e7 9.9e7 -1.4e8 -1.2e7 -1.6e4 4.5e7 2.5e8 5.0 2.6\n",
"delta[92] 2.2e7 3.4e7 1.1e8 -1.6e8 -2.3e7 1.2e4 7.0e4 3.5e8 11.0 1.32\n",
"delta[93] -5.0e7 3.8e7 1.2e8 -3.5e8 -8.1e7 -1.3e7 1.1e5 2.5e8 10.0 1.31\n",
"delta[94] 3.5e7 4.5e7 6.4e7 -1.5e7 -1.0e6 1.1e4 5.8e7 2.0e8 2.0 2.66\n",
"delta[95] -3.5e7 3.4e7 4.8e7 -1.5e8 -4.6e7 -2.0e7 1.2e4 1.6e7 2.0 1.51\n",
"delta[96] -5.5e7 6.6e7 9.3e7 -2.7e8 -9.9e7 4768.5 1.4e5 3.2e7 2.0 4.25\n",
"delta[97] -5.0e7 3.5e7 7.8e7 -2.0e8 -1.2e8 -2.3e7 1.6e5 1.2e8 5.0 1.28\n",
"delta[98] 2.0e8 1.5e8 2.1e8 -1.6e6 3.4e4 1.9e8 3.7e8 6.0e8 2.0 2.38\n",
"delta[99] 8.1e7 6.4e7 1.3e8 -5.0e7 5.3e4 1.7e7 1.1e8 3.9e8 4.0 1.84\n",
"delta[100] -7.9e7 6.4e7 1.1e8 -4.0e8 -1.1e8 -3.2e7 7004.7 1.7e7 3.0 1.64\n",
"delta[101] 3.2e8 3.1e8 4.3e8 -1.4e4 -1489 9.5e7 6.3e8 1.3e9 2.0 2.41\n",
"delta[102] -5.6e7 5.7e7 8.1e7 -2.6e8 -9.5e7 -1.2e7 9.8e4 2.5e5 2.0 2.2\n",
"delta[103] 3.3e7 2.7e7 4.6e7 -4.3e7 -3.9e4 1.1e7 6.7e7 1.3e8 3.0 1.32\n",
"delta[104] -6.2e7 4.8e7 6.8e7 -2.1e8 -1.1e8 -3.7e7 -1.1e5 -7108 2.0 1.87\n",
"delta[105] -3.2e7 1.6e7 4.8e7 -1.6e8 -5.3e7 -1.9e7 5.7e5 3.8e7 9.0 1.24\n",
"delta[106] -2.0e7 1.5e7 5.4e7 -1.7e8 -2.7e7 -4.1e6 -1.1e5 1.0e8 13.0 1.09\n",
"delta[107] -1.0e7 1.0e7 2.5e7 -6.3e7 -3.1e7 -2.6e4 8.4e5 3.0e7 6.0 1.57\n",
"delta[108] 4.3e7 3.0e7 4.2e7 -2.4e5 -1.6e5 4.2e7 7.0e7 1.4e8 2.0 1.83\n",
"delta[109] 3.2e7 3.9e7 1.0e8 -1.9e8 -9832 5.7e4 8.5e7 2.5e8 7.0 1.85\n",
"delta[110] 4.2e7 3.2e7 9.0e7 -8.1e7 -1.3e6 -4.9e4 1.0e8 2.5e8 8.0 1.65\n",
"delta[111] -2.6e7 4.1e7 1.1e8 -2.7e8 -7.8e7 1.3e5 4.9e7 1.4e8 7.0 2.06\n",
"delta[112] 1.8e7 3.6e7 5.1e7 -8.8e7 -1.1e5 -4.3e4 4.6e7 1.4e8 2.0 1.79\n",
"delta[113] 2.1e7 5.5e7 9.4e7 -8.4e7 -3.9e7 -3.8e4 2.6e7 2.7e8 3.0 2.63\n",
"delta[114] 6.2e4 2.9e6 1.3e7 -3.4e7 -3.5e6 -3.4e4 7.1e6 2.2e7 19.0 1.13\n",
"delta[115] -2.5e7 3.2e7 9.7e7 -3.3e8 -3.4e7 -5.7e5 2.0e7 9.5e7 9.0 1.28\n",
"delta[116] -2.5e7 1.7e7 5.1e7 -1.1e8 -7.0e7 -5.3e4 6.2e5 8.4e7 9.0 1.48\n",
"delta[117] -1.9e8 1.0e8 1.8e8 -5.5e8 -3.6e8 -1.8e8 -1.2e5 2.3e5 3.0 2.44\n",
"delta[118] 4.6e7 5.0e7 9.9e7 -1.8e7 1.5e5 4.3e5 3.6e7 3.7e8 4.0 2.57\n",
"delta[119] -2.5e7 1.6e7 4.9e7 -1.8e8 -4.5e7 -1.7e5 -6415 3.8e7 10.0 1.35\n",
"delta[120] 2.4e8 2.2e8 3.1e8 3.7e4 2.6e5 9.9e7 5.4e8 9.3e8 2.0 3.6\n",
"delta[121] -4.0e6 2.8e7 4.8e7 -7.4e7 -3.9e7 -2.9e4 9.3e4 1.2e8 3.0 1.34\n",
"delta[122] 1.5e7 3.0e7 5.3e7 -5.3e7 -1.5e7 3.7e4 3.1e7 1.4e8 3.0 1.6\n",
"delta[123] -7.0e7 6.4e7 2.1e8 -8.2e8 -6.7e7 -1.0e7 7324.5 3.0e8 11.0 1.27\n",
"delta[124] 1.7e7 1.5e7 3.9e7 -5.5e7 -9.9e4 2.1e5 4.3e7 1.0e8 7.0 2.46\n",
"delta[125] -1.1e8 1.4e8 2.9e8 -9.6e8 -9.3e7 9.6e4 5.0e7 1.5e8 4.0 2.65\n",
"delta[126] 1.4e8 1.4e8 2.4e8 -1.5e7 1.5e5 7.3e6 1.9e8 8.1e8 3.0 3.06\n",
"delta[127] 7.4e7 6.0e7 8.5e7 -2.3e5 -1.5e4 4.8e7 1.2e8 2.8e8 2.0 2.07\n",
"delta[128] 5.6e7 3.5e7 6.1e7 -3.2e7 1.2e5 4.9e7 1.1e8 1.7e8 3.0 1.55\n",
"delta[129] -3.3e6 2.5e7 5.0e7 -1.4e8 -2.3e5 2.5e5 2.4e7 9.2e7 4.0 1.51\n",
"delta[130] -3.0e8 3.3e8 4.7e8 -1.3e9 -6.1e8 -2.5e7 8.1e4 1.0e7 2.0 3.36\n",
"delta[131] -5.3e7 2.6e7 7.8e7 -2.5e8 -9.9e7 -1.1e7 2.0e5 5.0e7 9.0 1.29\n",
"delta[132] -3.2e7 1.9e7 5.6e7 -1.5e8 -7.8e7 -2.2e6 2.8e4 6.4e7 9.0 1.34\n",
"delta[133] -1.3e8 1.2e8 1.7e8 -5.8e8 -2.5e8 -5.1e7 3.0e4 7.5e4 2.0 2.99\n",
"delta[134] -1.7e8 9.5e7 1.6e8 -4.6e8 -3.3e8 -1.3e8 8.9e4 4.0e5 3.0 2.47\n",
"delta[135] 1.3e7 1.4e7 6.5e7 -1.3e8 -1.7e6 -2159 5.7e7 1.3e8 21.0 1.1\n",
"delta[136] -1.3e7 2.0e7 5.3e7 -1.5e8 -2.5e7 -6.3e5 4.9e6 9.1e7 7.0 2.0\n",
"delta[137] -1.5e6 7.6e6 2.0e7 -3.1e7 -1.3e7 -6.6e4 5.5e4 5.6e7 7.0 1.55\n",
"delta[138] -9.4e6 4.5e7 1.4e8 -3.8e8 -7.7e6 -1.2e5 8.7e5 3.0e8 10.0 2.34\n",
"delta[139] 1.3e7 1.2e7 5.0e7 -1.1e8 9.5e4 2.9e5 3.3e7 1.2e8 17.0 1.1\n",
"delta[140] 3.6e7 8.2e7 1.4e8 -1.3e8 -4.8e7 -5.6e4 6.4e7 4.7e8 3.0 2.55\n",
"delta[141] 4.3e7 2.2e7 5.0e7 -4.9e6 -2.3e5 2.7e7 8.4e7 1.6e8 5.0 2.32\n",
"delta[142] -1.3e8 1.6e8 2.3e8 -6.7e8 -2.9e8 1.6e5 1.1e6 8.6e7 2.0 4.06\n",
"delta[143] 1.4e7 2.6e7 9.0e7 -2.1e8 -4.6e4 3.4e4 8.1e7 1.6e8 12.0 1.25\n",
"delta[144] 2.6e6 2.8e7 1.6e8 -3.7e8 -2.1e7 -1560 6.5e6 3.5e8 31.0 1.01\n",
"delta[145] -1.8e8 1.7e8 2.4e8 -6.6e8 -3.5e8 -5.3e7 1.1e5 3.6e5 2.0 3.42\n",
"delta[146] 2.5e8 2.6e8 3.7e8 -6.4e7 5.1e5 5.8e7 4.6e8 1.2e9 2.0 2.45\n",
"delta[147] -3.1e8 3.2e8 4.6e8 -1.2e9 -7.9e8 -8.7e6 -4.9e4 8.5e6 2.0 3.28\n",
"delta[148] -3.1e6 1.2e7 6.4e7 -1.4e8 -2.8e7 2.6e5 2.5e7 1.2e8 28.0 1.03\n",
"delta[149] -9.4e7 5.3e7 1.2e8 -4.3e8 -1.4e8 -5.9e7 5.5e4 4.4e7 5.0 2.07\n",
"delta[150] 7.0e7 4.8e7 8.3e7 2.0e4 1.8e5 5.0e7 9.9e7 2.7e8 3.0 3.59\n",
"delta[151] -3.9e7 2.6e7 5.1e7 -1.5e8 -8.2e7 -1.8e7 -4.3e4 3.2e7 4.0 1.29\n",
"delta[152] -7.1e7 4.2e7 9.4e7 -2.2e8 -1.6e8 -9.7e6 2.7e4 7.6e7 5.0 3.06\n",
"delta[153] 1.4e7 1.1e7 2.9e7 -3.4e7 -6.7e4 3.7e5 3.2e7 9.4e7 7.0 1.6\n",
"delta[154] -4.3e7 7.4e7 1.1e8 -2.4e8 -1.4e8 -5.5e4 2.3e7 1.2e8 2.0 3.26\n",
"delta[155] 2.1e7 3.6e7 5.1e7 -5.6e7 -4.3e6 -5.3e4 6.9e7 1.2e8 2.0 2.6\n",
"delta[156] -2.3e6 3.1e7 4.5e7 -1.1e8 -4.1e6 6.2e4 2.6e7 7.4e7 2.0 1.66\n",
"delta[157] 4.2e7 8.0e7 1.1e8 -1.1e8 -2.3e7 2.4e5 8.0e7 3.0e8 2.0 3.36\n",
"delta[158] 7.8e7 8.2e7 1.4e8 -1.4e7 2.5e5 6.9e6 9.5e7 5.4e8 3.0 1.89\n",
"delta[159] -2.8e7 2.9e7 4.9e7 -1.7e8 -3.1e7 -1.2e7 -6.9e5 3.2e7 3.0 1.36\n",
"delta[160] -1.1e8 1.1e8 1.6e8 -5.4e8 -2.6e8 -2.0e7 -2.1e4 3.6e6 2.0 3.08\n",
"delta[161] 1.1e8 1.3e8 1.8e8 -1.9e7 -2.1e6 -2.7e5 2.3e8 5.7e8 2.0 2.42\n",
"delta[162] 2.1e7 1.8e7 6.0e7 -1.2e8 -1.6e5 -2718 6.8e7 1.2e8 11.0 1.2\n",
"delta[163] 1.3e7 2.4e7 4.8e7 -7.8e7 -1.0e5 1.3e5 2.3e7 1.6e8 4.0 1.81\n",
"delta[164] 9.0e7 1.0e8 1.5e8 -5.0e7 6985.4 1.0e5 1.8e8 4.8e8 2.0 3.18\n",
"delta[165] 4.7e7 3.2e7 5.5e7 -2.1e7 4.2e5 4.2e7 7.5e7 1.9e8 3.0 1.34\n",
"delta[166] 4.9e7 3.2e7 5.6e7 -9.0e6 3.8e4 3.7e7 8.5e7 1.6e8 3.0 2.1\n",
"delta[167] 1.0e7 4.0e7 8.0e7 -1.9e8 -9.3e6 2.0e5 3.6e7 2.0e8 4.0 1.57\n",
"delta[168] -2.0e7 1.0e7 2.7e7 -8.1e7 -4.3e7 -8.9e6 1.1e5 2.4e7 7.0 1.37\n",
"delta[169] 4.1e7 7.9e7 1.1e8 -1.3e8 -2.6e5 -1.3e5 1.2e8 2.9e8 2.0 2.71\n",
"delta[170] 4.8e7 5.8e7 10.0e7 -6.5e7 -8.5e4 5.5e4 6.8e7 2.9e8 3.0 2.42\n",
"delta[171] -3.8e7 2.2e7 4.5e7 -1.3e8 -7.2e7 -2.6e7 8.0e5 2.0e7 4.0 1.48\n",
"delta[172] -9.2e6 1.4e7 3.9e7 -9.1e7 -3.3e7 -8.6e4 2.4e5 7.8e7 8.0 1.47\n",
"delta[173] -1.5e7 1.7e7 6.9e7 -1.5e8 -5.8e7 -3.7e5 -9.3e4 1.4e8 16.0 1.27\n",
"delta[174] -7.4e7 1.2e8 2.5e8 -7.6e8 -4.8e7 -3.0e5 6.8e7 1.7e8 4.0 2.89\n",
"delta[175] -1.5e8 2.0e8 2.8e8 -8.5e8 -3.1e8 -2.9e5 1.3e5 1.2e8 2.0 2.3\n",
"delta[176] 6.5e6 1.1e7 4.5e7 -9.7e7 -1.8e4 2.2e5 3.0e7 9.8e7 18.0 1.18\n",
"delta[177] 8.9e7 9.5e7 1.6e8 -2.3e7 -2.2e5 7.4e6 1.2e8 6.2e8 3.0 1.8\n",
"gamma[0] -1.3e8 8.3e7 2.2e8 -7.4e8 -2.5e8 -3.6e5 1.5e4 1.4e8 7.0 1.7\n",
"gamma[1] -4.5e6 1.3e7 3.4e7 -6.9e7 -2.6e7 -4.4e4 2.5e5 8.7e7 7.0 1.45\n",
"gamma[2] 4.9e7 9.7e7 1.7e8 -2.0e8 -2.0e7 -1714 1.1e8 4.8e8 3.0 2.78\n",
"gamma[3] -3.9e7 5.2e7 1.0e8 -3.2e8 -5.9e7 5.4e4 1.3e7 7.8e7 4.0 2.16\n",
"gamma[4] 9.6e7 1.4e8 2.0e8 -2.1e8 -4.8e4 6.0e5 2.9e8 5.5e8 2.0 3.35\n",
"gamma[5] 4.7e7 2.9e7 5.8e7 -2.9e6 4.8e4 2.6e7 8.3e7 2.0e8 4.0 2.33\n",
"gamma[6] -3.9e7 3.0e7 6.1e7 -1.7e8 -8.6e7 -1.1e7 -1.8e5 5.9e7 4.0 1.71\n",
"gamma[7] -3.3e7 2.7e7 3.8e7 -1.2e8 -5.7e7 -2.0e7 7935.6 5.2e6 2.0 1.88\n",
"gamma[8] 4.9e6 4.7e6 1.6e7 -1.7e7 -2.9e6 7.9e4 1.1e7 4.9e7 11.0 1.26\n",
"gamma[9] -5.1e7 3.9e7 9.4e7 -3.3e8 -5.6e7 -1.6e7 -2.4e4 1.4e7 6.0 1.62\n",
"gamma[10] 4.8e7 2.9e7 4.9e7 -1.2e7 3.0e4 4.6e7 8.0e7 1.6e8 3.0 2.32\n",
"gamma[11] -1.4e7 8.6e6 3.2e7 -7.4e7 -3.1e7 -3.6e6 1.1e5 6.4e7 14.0 1.16\n",
"gamma[12] 6.5e7 6.7e7 9.5e7 -7.3e6 -3.4e4 1.7e7 9.4e7 3.2e8 2.0 1.81\n",
"gamma[13] 3.3e7 3.1e7 5.3e7 -7.4e6 -4.0e4 5.0e6 5.2e7 2.0e8 3.0 2.6\n",
"gamma[14] -2.2e7 2.6e7 3.6e7 -1.2e8 -3.2e7 -3.7e6 2.3e4 1.9e7 2.0 1.72\n",
"gamma[15] 3.7e7 1.1e8 1.6e8 -2.3e8 -2.4e7 -2.3e4 1.7e8 3.6e8 2.0 3.82\n",
"gamma[16] -6.8e6 5.7e6 2.4e7 -5.2e7 -2.3e7 1.1e4 1.1e5 5.4e7 18.0 1.18\n",
"gamma[17] -1.9e7 2.3e7 6.8e7 -1.7e8 -5.0e7 1.6e5 4.5e5 1.2e8 9.0 1.53\n",
"gamma[18] -5.5e6 2.1e7 6.7e7 -1.6e8 -3.7e7 3.5e5 4.2e6 1.6e8 10.0 1.27\n",
"gamma[19] 1.1e7 1.8e7 3.2e7 -2.2e7 -7.1e6 5726.4 1.9e7 9.7e7 3.0 1.73\n",
"gamma[20] 1.0e8 8.4e7 1.5e8 -8.7e7 -6.5e4 4.3e7 1.9e8 4.3e8 3.0 2.13\n",
"gamma[21] 7.1e7 1.5e8 2.1e8 -2.5e8 -2.9e7 -5.7e4 2.3e8 5.2e8 2.0 2.47\n",
"gamma[22] 3.2e7 4.4e7 7.6e7 -3.5e7 -1.4e7 1.0e5 5.8e7 2.3e8 3.0 2.38\n",
"gamma[23] 2.5e7 6.8e7 9.7e7 -1.1e8 -4.1e7 -1.0e5 6.9e7 2.3e8 2.0 3.47\n",
"gamma[24] -6.2e7 5.2e7 7.3e7 -1.9e8 -1.3e8 -2.8e7 5.9e4 4.3e7 2.0 3.0\n",
"gamma[25] -5.5e7 5.7e7 8.0e7 -2.4e8 -1.3e8 -1.4e7 -9.5e4 4.4e7 2.0 2.63\n",
"gamma[26] -3.6e7 3.7e7 5.2e7 -1.7e8 -7.4e7 -1.2e7 -9.4e4 2.5e7 2.0 2.01\n",
"gamma[27] 1.8e7 2.8e7 4.0e7 -1.6e7 -7.2e6 -7.2e4 3.6e7 1.3e8 2.0 2.48\n",
"gamma[28] -1.2e7 1.6e7 4.8e7 -1.1e8 -3.7e7 -2.9e5 1.2e7 8.6e7 9.0 1.37\n",
"gamma[29] -2.4e7 5.7e7 8.1e7 -2.3e8 -8.2e7 4.2e4 3.3e7 6.9e7 2.0 2.38\n",
"gamma[30] -1.3e8 1.2e8 1.7e8 -5.9e8 -1.8e8 -7.5e7 1.7e5 2.4e7 2.0 1.38\n",
"gamma[31] 4.2e7 5.2e7 9.0e7 -7.5e7 2.7e5 4.3e5 4.4e7 2.9e8 3.0 2.25\n",
"gamma[32] -2.0e7 1.8e7 6.0e7 -1.8e8 -4.3e7 -1.9e4 1.8e5 1.4e8 11.0 1.32\n",
"gamma[33] -7.7e6 5.4e6 1.6e7 -4.7e7 -1.8e7 -1.4e5 4.9e5 1.7e7 9.0 1.61\n",
"gamma[34] -2.6e6 5.3e7 7.4e7 -1.3e8 -5.9e7 9.9e4 2.7e6 1.8e8 2.0 1.68\n",
"gamma[35] 2.6e6 6.0e6 2.1e7 -4.8e7 -2.2e6 5.0e4 10.0e6 5.1e7 12.0 1.67\n",
"gamma[36] 2.3e7 2.2e7 5.0e7 -2.9e7 -1.5e5 1.8e5 2.2e7 1.6e8 5.0 1.56\n",
"gamma[37] -1.8e7 4.6e7 8.0e7 -1.5e8 -7.7e7 -1.1e4 3.1e5 1.7e8 3.0 1.84\n",
"gamma[38] -4.3e7 7.4e7 1.1e8 -2.5e8 -1.3e8 1.6e4 2.7e7 8.5e7 2.0 2.71\n",
"gamma[39] -9.1e7 10.0e7 1.4e8 -4.6e8 -1.3e8 -2.1e7 7.9e4 4.5e6 2.0 2.02\n",
"gamma[40] 1.6e7 2.4e7 4.2e7 -6.8e7 4.9e4 3.2e5 4.9e7 9.1e7 3.0 1.66\n",
"gamma[41] -7.9e7 6.7e7 9.4e7 -2.8e8 -1.5e8 -4.1e7 -1.6e5 4874.2 2.0 3.61\n",
"gamma[42] -4.0e7 3.2e7 8.4e7 -2.5e8 -6.3e7 -4.1e5 -1.1e5 7.0e7 7.0 1.71\n",
"gamma[43] 1.1e5 6.9e6 2.8e7 -7.1e7 -1.0e7 -7.7e4 7.6e6 8.1e7 17.0 1.12\n",
"gamma[44] -1.2e8 1.0e8 1.8e8 -6.6e8 -1.5e8 -6.4e7 8.8e4 1.3e7 3.0 2.34\n",
"gamma[45] -5.2e7 6.3e7 1.1e8 -3.7e8 -5.8e7 -2.6e5 -3.2e4 5.0e7 3.0 1.48\n",
"gamma[46] 1.3e8 1.7e8 2.9e8 -1.2e8 -4.5e7 -1.7e5 1.6e8 9.0e8 3.0 4.02\n",
"gamma[47] 2.5e7 2.2e7 3.9e7 -1.4e7 1.3e5 1.1e7 3.4e7 1.4e8 3.0 1.38\n",
"gamma[48] -4.4e7 5.2e7 9.0e7 -3.1e8 -7.0e7 -1.8e5 -8.4e4 6.6e7 3.0 1.69\n",
"gamma[49] 4.2e7 3.1e7 4.3e7 -6.5e4 1.3e4 3.3e7 6.9e7 1.4e8 2.0 2.09\n",
"gamma[50] 7.8e7 8.7e7 2.3e8 -2.3e8 -1.4e7 -7.0e4 4.2e7 6.9e8 7.0 2.86\n",
"gamma[51] 1.2e8 1.4e8 2.5e8 -2.9e8 -5239 8.1e4 3.6e8 5.8e8 3.0 2.34\n",
"gamma[52] 2.7e7 6.6e7 1.7e8 -1.6e8 -8.0e7 -3.7e5 6.5e6 5.6e8 7.0 1.81\n",
"gamma[53] 1.3e7 7.9e6 3.4e7 -4.6e7 -1.3e5 1.4e5 1.4e7 1.1e8 19.0 1.24\n",
"gamma[54] -2.5e6 2.3e6 8.5e6 -2.1e7 -7.6e6 -1.2e5 -1.6e4 1.4e7 14.0 1.28\n",
"gamma[55] -7.8e7 4.0e7 9.0e7 -2.8e8 -1.5e8 -5.7e7 -3.4e4 3.8e7 5.0 1.95\n",
"gamma[56] 4.2e7 3.8e7 6.6e7 -2.9e7 7.0e5 2.1e7 4.4e7 2.4e8 3.0 1.37\n",
"gamma[57] -1.5e8 1.5e8 3.1e8 -1.1e9 -1.6e8 -1.4e5 3.1e5 2.6e7 4.0 2.58\n",
"gamma[58] -3.6e7 2.5e7 4.9e7 -1.3e8 -7.4e7 -2.4e7 -1.5e5 5.0e7 4.0 1.51\n",
"gamma[59] -2.8e7 1.8e7 3.9e7 -1.1e8 -4.1e7 -1.7e7 -7.7e4 2.6e7 5.0 2.47\n",
"gamma[60] -4.3e7 4.8e7 6.8e7 -2.3e8 -6.4e7 -1.2e7 -1.5e4 3.0e7 2.0 1.73\n",
"gamma[61] -1.7e7 3.6e7 5.1e7 -1.4e8 -4.7e7 6.5e4 1.8e7 4.1e7 2.0 2.78\n",
"gamma[62] 1.3e7 1.3e7 2.2e7 -2.7e7 -1.9e5 3.3e6 2.6e7 5.8e7 3.0 1.3\n",
"gamma[63] 2.5e7 1.5e7 3.7e7 -1.1e7 1.1e5 9.6e6 3.7e7 1.2e8 6.0 1.92\n",
"gamma[64] 2.3e7 5.0e7 7.0e7 -7.1e7 -1.8e7 2.7e4 7.6e7 1.8e8 2.0 2.08\n",
"gamma[65] -1.9e7 1.2e7 4.2e7 -1.0e8 -4.4e7 -3.5e4 3.6e4 5.4e7 12.0 1.39\n",
"gamma[66] 2.3e7 3.4e7 4.8e7 -3.8e7 -6.1e6 -2.0e5 6.2e7 1.2e8 2.0 2.6\n",
"gamma[67] 3.0e8 3.3e8 5.7e8 -1.4e7 9.4e4 4.5e6 2.6e8 1.8e9 3.0 4.69\n",
"gamma[68] 1.7e7 2.5e7 7.0e7 -1.1e8 -1.8e7 4.0e5 1.9e7 1.8e8 8.0 2.01\n",
"gamma[69] 1.6e8 8.9e7 1.8e8 -2.3e7 3.8e4 7.2e7 3.3e8 4.8e8 4.0 2.86\n",
"gamma[70] 1.6e6 5.1e7 8.8e7 -2.4e8 -1.3e7 3.4e4 4.7e7 1.6e8 3.0 1.31\n",
"gamma[71] 2.2e7 2.3e7 1.1e8 -2.0e8 -1.3e5 5.8e4 4.4e7 3.4e8 22.0 1.09\n",
"gamma[72] 3.5e7 2.7e7 5.4e7 -6.6e7 -9.4e4 1.7e7 6.1e7 1.6e8 4.0 1.34\n",
"gamma[73] -1.4e8 1.5e8 2.1e8 -5.3e8 -3.8e8 4.4e4 1.5e5 8.0e7 2.0 4.7\n",
"gamma[74] 1.6e7 1.5e7 5.0e7 -4.1e7 5.7e4 1.6e5 1.7e7 2.0e8 11.0 1.22\n",
"gamma[75] -5.8e7 9.0e7 1.6e8 -4.4e8 -8.9e7 -1.2e6 2.1e7 1.4e8 3.0 3.69\n",
"gamma[76] -1.1e7 2.2e7 1.0e8 -2.7e8 -6.5e7 -3975 5.6e6 2.4e8 22.0 1.26\n",
"gamma[77] -5.2e6 8.6e6 3.9e7 -9.2e7 -2.2e7 -3.4e5 6.4e6 9.1e7 20.0 1.23\n",
"gamma[78] -9.4e6 2.0e7 2.8e7 -6.7e7 -3.0e7 882.22 1.8e5 5.1e7 2.0 1.62\n",
"gamma[79] -1.2e8 1.5e8 2.1e8 -5.8e8 -2.3e8 -2.0e5 2.1e5 8.1e7 2.0 2.78\n",
"gamma[80] -2.3e7 2.0e7 3.5e7 -1.1e8 -4.3e7 -6.9e6 1.1e6 1.9e7 3.0 1.34\n",
"gamma[81] 3.8e7 7.4e7 1.1e8 -1.4e8 -2.7e5 -2.0e4 7.5e7 2.7e8 2.0 1.67\n",
"gamma[82] 2.5e7 1.8e7 6.8e7 -1.1e8 -2.3e4 3.3e4 5.7e7 1.9e8 14.0 1.24\n",
"gamma[83] 3.1e8 4.2e8 5.9e8 -3.2e8 -1.4e4 -36.13 4.7e8 1.7e9 2.0 3.81\n",
"gamma[84] -4.1e7 2.2e7 4.9e7 -1.5e8 -9.0e7 -1.5e7 -2.0e5 7.6e6 5.0 3.21\n",
"gamma[85] -6.4e6 7.4e6 2.7e7 -5.8e7 -2.4e7 3.7e4 2.1e5 5.7e7 13.0 1.16\n",
"gamma[86] -2.1e7 2.0e7 4.9e7 -1.8e8 -2.8e7 1.5e5 6.6e5 4.3e7 6.0 1.92\n",
"gamma[87] 4.6e7 2.8e7 7.8e7 -7.7e7 1.4e5 9.0e6 9.4e7 2.3e8 8.0 1.65\n",
"gamma[88] -1.6e6 1.1e8 1.9e8 -2.7e8 -1.6e8 -7.6e4 1.1e7 4.3e8 3.0 3.29\n",
"gamma[89] 1.0e8 9.0e7 1.6e8 -1.4e8 -1.9e4 6.8e6 2.5e8 4.2e8 3.0 2.03\n",
"gamma[90] 1.4e7 7.6e7 1.1e8 -1.8e8 -3.1e7 1.2e5 1.1e8 2.0e8 2.0 2.82\n",
"gamma[91] -4.0e7 3.0e7 5.1e7 -1.7e8 -7.3e7 -3.0e7 -3.8e4 2.9e7 3.0 2.18\n",
"gamma[92] -1.4e8 1.9e8 2.7e8 -8.1e8 -2.9e8 1.3e5 3.7e7 8.6e7 2.0 2.06\n",
"gamma[93] 5.1e6 4.9e7 8.5e7 -1.8e8 -3.5e7 -7.1e4 2.1e7 1.8e8 3.0 2.11\n",
"gamma[94] 1.0e7 9.3e6 1.9e7 -5.7e6 -2.6e4 9.6e5 1.3e7 6.1e7 4.0 2.6\n",
"gamma[95] -1.7e7 1.4e7 5.0e7 -1.7e8 -3.1e7 -1.8e5 -4.6e4 7.4e7 13.0 1.24\n",
"gamma[96] 1.6e6 7.7e7 1.1e8 -1.7e8 -8.6e7 -1.3e5 6.1e7 2.2e8 2.0 3.71\n",
"gamma[97] 4.7e7 7.9e7 1.1e8 -8.8e7 -2.1e7 1.1e5 1.1e8 3.2e8 2.0 2.34\n",
"gamma[98] -2.9e7 7.0e7 1.2e8 -3.9e8 -6.4e4 1.8e5 3.9e7 9.3e7 3.0 1.41\n",
"gamma[99] -4.0e6 1.9e7 9.3e7 -1.9e8 -6.7e7 1.3e5 2.7e7 2.5e8 23.0 1.15\n",
"gamma[100] -9.2e5 1.3e7 4.4e7 -9.3e7 -2.9e7 -4.7e4 3.4e5 1.0e8 11.0 1.23\n",
"gamma[101] 2.0e7 7.7e7 2.0e8 -5.2e8 -2.9e7 4.2e4 1.3e8 4.5e8 7.0 1.47\n",
"gamma[102] 5.5e7 5.2e7 7.3e7 -7.7e6 -2.5e5 3.0e7 9.0e7 2.4e8 2.0 2.15\n",
"gamma[103] -4.4e7 3.2e7 5.5e7 -1.7e8 -6.8e7 -1.9e7 3.0e4 2.2e6 3.0 2.66\n",
"gamma[104] -9.9e7 10.0e7 2.0e8 -5.8e8 -5.4e7 -7.5e4 1.9e4 6.2e7 4.0 3.37\n",
"gamma[105] 4.4e7 6.2e7 8.7e7 -5.2e7 -1.4e5 958.69 5.8e7 2.3e8 2.0 3.03\n",
"gamma[106] 1.9e7 4.7e7 9.3e7 -2.1e8 4.1e5 1.3e6 8.6e7 1.8e8 4.0 1.4\n",
"gamma[107] 4.4e7 4.1e7 7.1e7 -3.0e7 6.6e4 3.4e5 7.3e7 2.2e8 3.0 2.04\n",
"gamma[108] 5.8e7 5.8e7 8.3e7 -4.0e7 1.8e5 9.9e6 1.2e8 2.5e8 2.0 2.75\n",
"gamma[109] -7.5e7 5.7e7 9.9e7 -3.2e8 -1.4e8 -2.4e7 5.5e4 3.8e7 3.0 1.6\n",
"gamma[110] -1.1e8 1.0e8 1.5e8 -4.4e8 -2.3e8 -4.3e7 2.3e5 2.0e7 2.0 3.08\n",
"gamma[111] 1.1e8 8.2e7 1.8e8 -1.0e8 -3.2e4 1.2e7 2.2e8 5.6e8 5.0 2.35\n",
"gamma[112] -3.8e7 2.7e7 5.5e7 -1.8e8 -6.6e7 -1.3e7 1.5e5 2.5e7 4.0 2.37\n",
"gamma[113] -3.0e7 4.4e7 6.3e7 -1.8e8 -4.9e7 7846.5 1.7e5 6.0e7 2.0 1.61\n",
"gamma[114] 1.3e7 7.3e6 1.9e7 -1.4e7 1.4e5 2.0e6 2.8e7 5.7e7 7.0 2.07\n",
"gamma[115] 3.5e7 3.1e7 9.8e7 -1.9e8 7.7e4 6.8e6 6.8e7 2.7e8 10.0 1.28\n",
"gamma[116] -3.5e6 1.4e7 5.2e7 -1.4e8 -1.4e7 -1.9e5 1.8e7 9.9e7 13.0 1.49\n",
"gamma[117] 5.4e7 6.7e7 9.5e7 -3.4e7 -1.8e5 1.3e5 7.0e7 3.0e8 2.0 1.58\n",
"gamma[118] -7.1e7 5.4e7 1.1e8 -4.1e8 -6.3e7 -4.1e7 -3.3e5 -5.3e4 4.0 2.54\n",
"gamma[119] 3.4e7 2.4e7 4.9e7 -6.2e7 -9.8e4 2.2e7 6.7e7 1.4e8 4.0 1.37\n",
"gamma[120] -6.5e6 2.4e7 5.8e7 -1.9e8 -9.2e6 -7.7e4 2.3e7 7.7e7 6.0 1.46\n",
"gamma[121] 3.4e7 2.5e7 1.1e8 -1.9e8 1.2e5 2.6e6 2.7e7 3.1e8 18.0 1.17\n",
"gamma[122] 3.7e7 3.5e7 5.0e7 -1.6e7 -3.0e5 1.3e7 7.4e7 1.6e8 2.0 2.12\n",
"gamma[123] 4.2e7 5.4e7 1.6e8 -3.5e8 3.2e5 1.1e7 1.2e8 4.5e8 9.0 1.66\n",
"gamma[124] 3.2e6 1.1e7 3.5e7 -5.4e7 -1.2e7 -4.6e5 5.2e6 1.0e8 10.0 1.68\n",
"gamma[125] 6.7e7 3.9e7 6.8e7 -2.1e7 -8.7e4 5.9e7 1.2e8 2.1e8 3.0 2.03\n",
"gamma[126] -1.2e8 1.1e8 2.2e8 -8.1e8 -1.2e8 -2.4e7 -2.8e5 1.1e5 4.0 2.9\n",
"gamma[127] -4.8e7 7.0e7 9.9e7 -3.6e8 -9.5e7 1.1e5 6.3e6 4.0e7 2.0 2.06\n",
"gamma[128] 8.0e6 1.3e7 5.5e7 -8.9e7 -6.6e6 -2.2e5 2.1e7 1.9e8 19.0 1.04\n",
"gamma[129] 1.7e7 1.5e7 5.1e7 -1.2e8 -2.9e5 1.4e5 4.6e7 1.3e8 12.0 1.74\n",
"gamma[130] 2.8e8 3.5e8 5.0e8 -1.2e8 -1.2e6 3.3e4 3.4e8 1.4e9 2.0 3.76\n",
"gamma[131] -1.0e7 1.1e7 3.4e7 -9.2e7 -1.9e7 -1.5e5 -1.5e4 6.0e7 9.0 2.31\n",
"gamma[132] -5.6e7 4.2e7 7.3e7 -1.9e8 -1.3e8 -1.8e7 -6.3e4 5.1e7 3.0 1.41\n",
"gamma[133] 7.4e7 1.1e8 1.5e8 -7.4e7 -1.6e7 2.6e4 1.8e8 5.0e8 2.0 2.68\n",
"gamma[134] 1.1e8 9.4e7 1.3e8 -9.4e6 -5.8e5 5.6e7 2.1e8 3.8e8 2.0 3.13\n",
"gamma[135] -2.5e6 2.3e7 6.5e7 -1.7e8 -1.1e7 6.3e4 1.9e7 1.3e8 8.0 2.03\n",
"gamma[136] 1.7e7 5.9e7 8.4e7 -1.0e8 -3.1e7 -8.7e5 4.4e7 2.1e8 2.0 1.83\n",
"gamma[137] 1.2e7 4.2e7 6.0e7 -5.9e7 -2.8e7 -1.3e5 2.1e7 1.8e8 2.0 1.7\n",
"gamma[138] 3.2e7 3.7e7 5.2e7 -1.3e7 -2.6e6 -8.5e4 8.2e7 1.3e8 2.0 3.3\n",
"gamma[139] 5.2e7 6.1e7 8.6e7 -2.8e7 -2.9e5 -7.1e4 1.2e8 2.6e8 2.0 2.42\n",
"gamma[140] -2.6e7 2.5e7 1.1e8 -2.8e8 -6.3e7 8382.4 5.3e4 2.3e8 18.0 1.29\n",
"gamma[141] -4.1e7 2.7e7 3.9e7 -1.2e8 -6.7e7 -4.3e7 4.6e5 6.7e5 2.0 1.79\n",
"gamma[142] 5.6e7 3.6e7 6.2e7 -2.9e4 2.5e4 5.1e7 8.6e7 2.3e8 3.0 1.95\n",
"gamma[143] -9.6e7 9.7e7 1.4e8 -4.0e8 -2.0e8 -3.4e7 3.1e4 8.4e7 2.0 2.81\n",
"gamma[144] -3.3e7 2.8e7 7.4e7 -2.1e8 -3.0e7 -1.8e7 2.0e5 1.3e8 7.0 1.72\n",
"gamma[145] 2.2e7 2.6e7 6.3e7 -5.2e7 -5.6e6 7.4e4 1.8e7 1.9e8 6.0 2.15\n",
"gamma[146] -2.7e8 1.9e8 3.8e8 -1.3e9 -3.6e8 -1.7e8 1.3e5 6.3e7 4.0 2.45\n",
"gamma[147] 2.0e8 2.3e8 3.3e8 -1.5e7 1.2e4 5.5e7 1.6e8 1.0e9 2.0 2.05\n",
"gamma[148] 6.2e7 4.8e7 9.5e7 -1.2e7 -3.2e5 3.1e7 7.4e7 3.4e8 4.0 2.03\n",
"gamma[149] 1.5e8 1.2e8 2.2e8 -9.0e7 -4.0e5 2.5e7 2.8e8 6.6e8 3.0 2.85\n",
"gamma[150] -5.3e7 4.1e7 7.2e7 -2.2e8 -8.7e7 -3.6e7 -1.1e5 5.2e7 3.0 2.12\n",
"gamma[151] 2.9e7 1.4e7 6.2e7 -8.9e7 1736.6 1.6e6 5.8e7 2.0e8 19.0 1.09\n",
"gamma[152] 4.1e6 3.1e7 9.2e7 -2.0e8 -1.1e7 2.8e5 6.2e7 1.8e8 9.0 1.58\n",
"gamma[153] -3.0e7 1.7e7 3.4e7 -1.1e8 -5.7e7 -2.2e7 -2.7e5 1.7e7 4.0 1.74\n",
"gamma[154] 2.8e7 1.7e7 4.6e7 -3.6e7 7.4e4 7.1e6 5.3e7 1.5e8 7.0 2.34\n",
"gamma[155] -2.0e7 3.2e7 5.6e7 -1.1e8 -6.3e7 -6.1e6 2.3e5 1.1e8 3.0 1.31\n",
"gamma[156] 8.9e7 9.0e7 1.3e8 -2.3e7 -6.5e4 2.7e7 1.6e8 4.0e8 2.0 2.23\n",
"gamma[157] -1.5e7 6.2e7 1.1e8 -2.7e8 -6.6e7 -4.5e5 1.9e7 2.1e8 3.0 2.62\n",
"gamma[158] 1.5e7 3.1e7 9.4e7 -2.3e8 -3.2e5 -1.3e5 7.8e7 1.6e8 9.0 1.47\n",
"gamma[159] -1.7e7 2.2e7 6.7e7 -1.9e8 -1.2e7 -7.2e4 2.1e5 1.2e8 9.0 1.36\n",
"gamma[160] 4.8e7 3.4e7 5.8e7 -2.2e7 -1.8e4 2.7e7 9.0e7 1.8e8 3.0 1.59\n",
"gamma[161] -8.5e7 9.0e7 1.3e8 -4.0e8 -1.6e8 -8.6e6 -4.7e4 5.9e6 2.0 2.45\n",
"gamma[162] -6.4e7 3.7e7 7.5e7 -2.4e8 -1.1e8 -4.8e7 -2.2e4 3.4e7 4.0 1.47\n",
"gamma[163] -3.2e7 3.5e7 4.9e7 -1.4e8 -5.9e7 -6.3e6 1.7e4 4.0e7 2.0 2.41\n",
"gamma[164] -9.1e7 1.5e8 2.1e8 -5.8e8 -2.8e8 4.2e4 1.8e7 1.9e8 2.0 3.4\n",
"gamma[165] 1.5e6 4.2e7 1.0e8 -1.3e8 -7.4e7 8187.3 1.5e5 3.0e8 6.0 1.72\n",
"gamma[166] 3.1e7 1.8e7 3.2e7 -5.2e6 2.3e5 2.3e7 6.0e7 9.1e7 3.0 1.8\n",
"gamma[167] -8.8e7 1.7e8 2.4e8 -6.8e8 -2.6e8 -1.9e5 4.0e7 3.1e8 2.0 2.23\n",
"gamma[168] 1.4e7 1.9e7 5.6e7 -1.9e8 -5.8e5 5.5e6 4.6e7 9.9e7 9.0 1.38\n",
"gamma[169] 4.1e7 2.2e7 4.8e7 -1.7e7 -5491 2.3e7 8.3e7 1.5e8 5.0 1.94\n",
"gamma[170] 5.2e7 5.9e7 8.3e7 -1.6e7 -1.8e5 8.6e6 8.8e7 2.7e8 2.0 1.85\n",
"gamma[171] 7.6e7 4.3e7 7.5e7 -3.0e5 -9203 5.0e7 1.4e8 2.1e8 3.0 2.52\n",
"gamma[172] 1.8e7 5.7e7 8.1e7 -1.5e8 -3.5e4 2.0e5 5.6e7 2.0e8 2.0 2.42\n",
"gamma[173] 3.9e7 3.2e7 8.5e7 -1.3e8 9.4e4 4.4e5 9.7e7 2.3e8 7.0 2.48\n",
"gamma[174] 7.0e7 9.3e7 1.9e8 -1.1e8 -2.3e7 565.42 7.7e7 5.7e8 4.0 2.81\n",
"gamma[175] 1.0e8 1.3e8 1.9e8 -3.9e7 -1.7e5 -2.8e4 1.3e8 6.8e8 2.0 1.68\n",
"gamma[176] 2.8e6 3.6e7 8.9e7 -1.5e8 -2.9e7 -9.6e4 1.8e7 2.4e8 6.0 2.08\n",
"gamma[177] -1.0e8 1.0e8 1.8e8 -6.5e8 -1.6e8 -2.1e7 2.2e4 3.7e7 3.0 1.93\n",
"phi[0] -1.3e7 2.8e7 6.3e7 -1.1e8 -5.5e7 -1.2e5 1.5e4 1.8e8 5.0 1.25\n",
"phi[1] 5.4e7 3.9e7 8.7e7 -9.1e7 -1.2e5 1.2e7 1.2e8 2.4e8 5.0 2.06\n",
"phi[2] 5.3e7 7.0e7 1.2e8 -2.1e8 -1.4e5 -2.3e4 1.4e8 3.0e8 3.0 1.95\n",
"phi[3] -6.8e5 2.4e7 4.1e7 -5.8e7 -3.3e7 5.3e4 9.9e4 10.0e7 3.0 2.58\n",
"phi[4] -8.4e7 6.8e7 9.6e7 -3.2e8 -1.5e8 -4.6e7 -4.9e5 -1.1e5 2.0 2.45\n",
"phi[5] -3.2e7 1.7e7 4.1e7 -1.2e8 -5.6e7 -2.1e7 -6.6e4 1.4e7 6.0 1.79\n",
"phi[6] -2.1e6 1.1e7 3.3e7 -8.8e7 -1.1e7 -2.4e4 1.5e7 5.7e7 9.0 1.61\n",
"phi[7] 2.4e7 3.2e7 6.3e7 -5.1e7 -6.5e6 -2.7e4 2.6e7 2.0e8 4.0 2.36\n",
"phi[8] 1.1e7 7.0e6 1.8e7 -1.3e7 -5.1e4 3.4e6 1.9e7 6.7e7 7.0 1.72\n",
"phi[9] 3.0e7 2.4e7 8.0e7 -5.8e7 -3.8e4 6.6e4 2.3e7 2.9e8 11.0 1.27\n",
"phi[10] 2.5e8 3.4e8 4.8e8 -9.3e7 -5.8e7 3.3e5 3.5e8 1.3e9 2.0 2.99\n",
"phi[11] 7.8e7 8.6e7 1.2e8 -2.6e7 -5.6e4 1.2e7 1.6e8 4.1e8 2.0 3.37\n",
"phi[12] -2.9e7 7.8e7 1.1e8 -3.1e8 -7.3e7 2.2e5 5.9e7 8.8e7 2.0 1.95\n",
"phi[13] -2.4e7 2.1e7 4.2e7 -1.7e8 -4.4e7 -7.6e5 1.8e5 2.0e7 4.0 1.8\n",
"phi[14] 1.8e7 2.3e7 3.3e7 -2.8e7 3.3e4 7.9e4 3.8e7 9.2e7 2.0 2.1\n",
"phi[15] -4.9e7 8.3e7 1.2e8 -3.4e8 -1.5e8 -7.1e4 1.7e7 1.1e8 2.0 2.91\n",
"phi[16] 3.9e7 3.9e7 5.5e7 -5.7e4 -2.2e4 1.7e7 4.4e7 2.1e8 2.0 1.64\n",
"phi[17] 8.6e6 1.9e7 4.9e7 -5.9e7 -1.4e7 -1.4e5 1.0e7 1.7e8 7.0 1.56\n",
"phi[18] 1.6e7 2.9e7 5.8e7 -6.9e7 -1.7e5 -3580 2.9e7 1.8e8 4.0 1.88\n",
"phi[19] -2.0e6 10.0e6 1.7e7 -5.1e7 -4.4e6 -1657 9.5e6 2.2e7 3.0 1.6\n",
"phi[20] -6.4e7 6.8e7 9.6e7 -2.6e8 -1.4e8 -7.1e6 2.0e5 5.3e7 2.0 3.08\n",
"phi[21] -4.3e7 6.6e7 9.3e7 -2.6e8 -1.1e8 1075.8 1.3e7 6.9e7 2.0 2.18\n",
"phi[22] -2.0e7 3.2e7 4.5e7 -1.4e8 -5.7e7 -1.7e5 5.6e6 2.5e7 2.0 2.61\n",
"phi[23] -1.6e7 1.3e7 3.6e7 -1.1e8 -3.9e7 -2.3e4 8.4e4 3.4e7 8.0 1.72\n",
"phi[24] -3.6e6 3.0e7 4.2e7 -1.1e8 -2.3e7 6808.0 1.6e7 8.6e7 2.0 1.94\n",
"phi[25] 8.7e6 1.8e7 4.8e7 -9.6e7 -1.0e7 5420.8 4.6e6 1.3e8 7.0 1.38\n",
"phi[26] 1.0e6 5.1e6 1.7e7 -3.7e7 -2.0e6 5.9e4 1.1e7 3.5e7 11.0 1.18\n",
"phi[27] 1.6e7 2.5e7 3.6e7 -3.5e7 1.6e4 7.1e4 3.3e7 1.0e8 2.0 2.75\n",
"phi[28] -2.0e7 1.8e7 3.7e7 -1.1e8 -3.7e7 -6.5e6 -3.7e4 3.5e7 4.0 2.33\n",
"phi[29] 9.7e6 1.8e7 4.0e7 -4.9e7 -1.4e7 -1.3e5 7.7e6 1.1e8 5.0 2.27\n",
"phi[30] 6.7e7 6.5e7 9.1e7 -2.2e7 -2.8e4 2.3e7 1.0e8 2.9e8 2.0 1.53\n",
"phi[31] -3.6e7 3.1e7 5.4e7 -1.6e8 -3.5e7 -1.3e7 -3.2e4 9.4e6 3.0 2.52\n",
"phi[32] -6.6e7 6.8e7 1.2e8 -3.6e8 -5.4e7 -1.3e6 -2.1e5 5.7e6 3.0 4.54\n",
"phi[33] -1.4e7 1.4e7 2.3e7 -8.2e7 -2.0e7 -2.0e6 -2.1e4 1.1e6 3.0 2.66\n",
"phi[34] -6.2e7 3.7e7 6.4e7 -2.3e8 -1.0e8 -5.2e7 -7.1e4 2.3e4 3.0 2.95\n",
"phi[35] -1.1e7 6.9e6 1.2e7 -3.9e7 -1.9e7 -8.8e6 2498.4 9.7e4 3.0 2.15\n",
"phi[36] 1.4e5 4.9e6 1.8e7 -4.1e7 -5.5e6 8.1e4 4.0e6 4.5e7 13.0 1.32\n",
"phi[37] 2.8e6 4.0e7 5.7e7 -1.1e8 -1.9e5 -5.9e4 4.8e7 9.3e7 2.0 2.53\n",
"phi[38] 8.6e6 1.8e7 2.5e7 -2.9e7 -3.7e6 -2.9e4 2.0e7 7.1e7 2.0 1.77\n",
"phi[39] 7.1e7 7.4e7 1.0e8 -2.7e6 -2.7e4 2.1e7 9.2e7 3.2e8 2.0 3.72\n",
"phi[40] 1.6e7 9.8e6 2.9e7 -3.5e7 -1.0e5 -1.1e4 3.5e7 8.3e7 9.0 1.26\n",
"phi[41] 2.8e7 2.3e7 3.3e7 -1.4e7 -1.2e4 1.9e7 4.9e7 1.0e8 2.0 1.54\n",
"phi[42] 2.7e7 2.8e7 3.9e7 -1.0e7 901.72 3.4e6 4.5e7 1.3e8 2.0 1.75\n",
"phi[43] 9.3e6 6.2e6 1.2e7 -3.5e6 2.4e4 4.8e6 1.5e7 4.3e7 4.0 1.64\n",
"phi[44] 2.1e6 1.3e7 2.8e7 -3.6e7 -1.5e7 -1.7e5 -4.0e4 8.4e7 5.0 2.24\n",
"phi[45] 4.3e7 4.7e7 6.6e7 -1.9e6 -1.4e5 1.4e6 9.6e7 1.9e8 2.0 3.6\n",
"phi[46] -3.9e6 5.5e6 1.9e7 -5.2e7 -9.4e6 7.5e4 2.0e5 3.8e7 12.0 1.06\n",
"phi[47] -2.7e7 3.5e7 4.9e7 -1.3e8 -6.2e7 -5.7e4 7587.7 2.2e7 2.0 2.99\n",
"phi[48] 2.4e6 4.5e7 6.4e7 -9.9e7 -4.5e7 6.0e4 2.0e7 1.2e8 2.0 2.71\n",
"phi[49] -6.1e6 9.2e6 1.6e7 -3.4e7 -1.9e7 -7.5e4 -3.0e4 2.7e7 3.0 2.72\n",
"phi[50] -1.9e7 1.3e7 1.9e7 -6.4e7 -3.2e7 -1.8e7 -5.2e4 4.6e4 2.0 1.72\n",
"phi[51] -5.9e7 4.4e7 6.2e7 -1.8e8 -9.5e7 -4.0e7 -7102 2.2e4 2.0 3.28\n",
"phi[52] 2.5e6 2.1e7 3.6e7 -4.1e7 -1.9e7 6.5e4 8.5e6 1.2e8 3.0 1.87\n",
"phi[53] -1.4e7 2.3e7 3.2e7 -9.9e7 -2.8e7 1.5e4 7.8e6 1.4e7 2.0 3.52\n",
"phi[54] -1.2e5 2.0e6 6.4e6 -1.0e7 -3.7e6 -9766 4.2e5 1.8e7 10.0 1.54\n",
"phi[55] 9.1e6 6.9e6 2.1e7 -2.3e7 3.6e4 9.6e4 1.9e7 6.5e7 9.0 1.31\n",
"phi[56] 3.5e6 1.2e7 3.4e7 -6.8e7 -1.4e7 -3.2e5 -3.1e4 9.7e7 8.0 1.86\n",
"phi[57] 4.3e7 6.6e7 1.1e8 -9.3e7 -2.1e7 6155.8 4.4e7 3.5e8 3.0 2.61\n",
"phi[58] 1.5e7 1.2e7 2.1e7 -2.7e7 7.5e4 1.2e7 3.1e7 5.6e7 3.0 1.25\n",
"phi[59] -1.2e7 2.4e7 3.4e7 -1.2e8 -1.4e7 -3.9e4 4.2e6 2.1e7 2.0 1.44\n",
"phi[60] -3.5e7 3.9e7 6.7e7 -1.9e8 -3.8e7 -3056 6.4e5 2.1e7 3.0 3.86\n",
"phi[61] -1.1e7 3.9e7 5.5e7 -1.1e8 -5.5e7 2.2e4 3.3e7 7.6e7 2.0 4.11\n",
"phi[62] -1.3e7 1.2e7 2.1e7 -6.3e7 -2.2e7 -1.5e6 2.1e5 1.3e7 3.0 2.49\n",
"phi[63] 5.9e7 5.2e7 9.0e7 -2.9e7 -1.1e4 2.3e7 7.0e7 3.0e8 3.0 1.97\n",
"phi[64] -2.8e7 1.9e7 4.7e7 -1.7e8 -3.3e7 -7.9e6 -9250 1.6e7 6.0 2.5\n",
"phi[65] -3.7e5 1.2e7 1.6e7 -2.7e7 -1.1e7 2.3e4 6.8e6 3.2e7 2.0 1.88\n",
"phi[66] 4.8e6 4.9e6 1.3e7 -1.4e7 -1.0e4 7.8e4 4.7e6 4.4e7 7.0 2.03\n",
"phi[67] -1.5e8 1.6e8 2.3e8 -6.8e8 -2.2e8 -2.4e7 -1.5e5 1.5e6 2.0 3.75\n",
"phi[68] -8.3e6 6.4e6 1.6e7 -3.8e7 -2.1e7 -2.7e5 -9.3e4 2.5e7 6.0 1.58\n",
"phi[69] -6.7e7 4.5e7 9.0e7 -3.1e8 -9.9e7 -3.1e7 -4.1e4 2.7e7 4.0 2.83\n",
"phi[70] -1.9e7 3.6e7 5.0e7 -1.2e8 -5.6e7 -2.2e4 6.8e5 7.0e7 2.0 1.96\n",
"phi[71] -1.4e7 1.2e7 5.1e7 -1.7e8 -2.1e7 -1.1e4 3.8e6 6.4e7 18.0 1.14\n",
"phi[72] -5.4e7 6.7e7 9.4e7 -2.6e8 -1.3e8 1709.4 4.0e6 2.1e7 2.0 3.85\n",
"phi[73] 4.1e7 7.3e7 1.0e8 -9.6e7 -2.9e7 -4.5e4 1.6e8 2.2e8 2.0 4.06\n",
"phi[74] -2.3e7 1.4e7 3.3e7 -1.2e8 -3.8e7 -1.3e7 3.9e4 1.4e7 6.0 2.21\n",
"phi[75] -2.9e6 2.3e7 4.0e7 -9.9e7 -1.6e7 -1.3e4 4.3e6 7.5e7 3.0 2.25\n",
"phi[76] 1.4e7 1.9e7 7.2e7 -1.2e8 -2.3e6 4.9e4 2.2e7 2.3e8 14.0 1.27\n",
"phi[77] 3.0e6 1.5e7 4.2e7 -8.6e7 -8.2e6 1.3e5 2.2e7 8.5e7 8.0 2.12\n",
"phi[78] 6.4e5 4.9e6 2.3e7 -4.6e7 -9.3e6 -4.1e4 8.8e6 5.5e7 22.0 1.15\n",
"phi[79] 8.3e7 9.9e7 1.4e8 -2.7e7 -3.9e4 9.8e5 1.3e8 4.1e8 2.0 4.61\n",
"phi[80] -3.5e6 1.7e7 2.4e7 -6.5e7 -1.1e7 -2.5e5 1.4e7 2.9e7 2.0 1.94\n",
"phi[81] -5.2e6 4.9e7 7.0e7 -1.4e8 -4.2e7 -4.7e4 2.9e7 1.2e8 2.0 2.71\n",
"phi[82] -5.2e7 4.1e7 5.9e7 -1.9e8 -9.1e7 -3.4e7 2953.6 7.9e4 2.0 2.21\n",
"phi[83] -3.3e7 1.3e8 1.9e8 -4.2e8 -9.5e7 -5949 1.1e8 2.4e8 2.0 3.24\n",
"phi[84] 8.5e6 4.0e7 5.7e7 -1.1e8 -1.6e7 6.7e4 4.0e7 1.2e8 2.0 2.79\n",
"phi[85] 3.3e7 2.8e7 5.7e7 -1.2e7 -7.2e4 6.3e6 3.2e7 1.9e8 4.0 2.58\n",
"phi[86] -4.4e6 2.9e7 4.1e7 -7.8e7 -4.1e7 -4.2e4 2.0e7 6.8e7 2.0 2.99\n",
"phi[87] -2.7e7 2.9e7 4.0e7 -1.3e8 -3.9e7 -4.2e6 3.6e4 9.9e6 2.0 2.13\n",
"phi[88] 2.0e7 3.1e7 4.3e7 -4.0e7 -7.8e5 -1358 5.3e7 1.1e8 2.0 2.49\n",
"phi[89] 7.9e6 1.1e7 3.5e7 -8.0e7 -1.4e4 1.6e4 2.2e7 7.5e7 10.0 1.39\n",
"phi[90] 1.1e7 1.8e7 3.6e7 -5.6e7 -2.6e6 1.3e5 2.0e7 8.7e7 4.0 2.52\n",
"phi[91] 5.1e6 1.1e7 3.0e7 -6.5e7 -4.7e6 3.2e4 2.0e7 7.1e7 7.0 2.2\n",
"phi[92] 4.1e7 5.4e7 7.6e7 -2.1e7 -7.4e6 -6.2e4 8.2e7 2.4e8 2.0 2.22\n",
"phi[93] 1.6e7 2.6e7 5.7e7 -7.3e7 -4.5e4 3.2e4 3.4e7 1.6e8 5.0 1.9\n",
"phi[94] -1.5e7 1.7e7 2.4e7 -7.0e7 -3.6e7 -2.1e4 1.5e4 4.1e6 2.0 3.3\n",
"phi[95] 1.8e7 1.4e7 1.9e7 -3659 4.8e4 1.3e7 2.6e7 6.6e7 2.0 2.52\n",
"phi[96] 1.8e7 1.3e7 1.9e7 -5.4e5 3.8e4 1.4e7 3.1e7 5.9e7 2.0 2.13\n",
"phi[97] 8.8e5 3.0e7 4.2e7 -8.8e7 -2.6e7 -8.8e4 2.6e7 7.7e7 2.0 2.89\n",
"phi[98] -5.5e7 3.0e7 6.0e7 -2.1e8 -9.7e7 -3.8e7 -2.6e4 -1379 4.0 2.03\n",
"phi[99] -2.3e7 2.2e7 4.4e7 -1.3e8 -2.1e7 -1.4e6 -5.0e4 2.7e7 4.0 2.4\n",
"phi[100] 2.4e7 2.3e7 4.0e7 -2.9e7 -2.6e4 2.0e5 4.9e7 1.3e8 3.0 1.66\n",
"phi[101] -1.0e8 8.3e7 1.2e8 -4.0e8 -1.5e8 -7.1e7 -1.5e4 3084.8 2.0 1.67\n",
"phi[102] 2.8e5 1.5e6 8.3e6 -1.5e7 -4.5e6 1.4e4 2.6e6 2.1e7 32.0 1.12\n",
"phi[103] 3.4e6 4.6e6 1.5e7 -2.5e7 -2.0e6 -2356 5.5e6 5.0e7 10.0 1.37\n",
"phi[104] 4.8e7 3.4e7 5.9e7 -5036 5.1e4 2.8e7 6.4e7 1.9e8 3.0 3.37\n",
"phi[105] -3.8e6 2.1e7 3.0e7 -5.6e7 -1.6e7 -1.8e5 1.5e6 5.6e7 2.0 1.96\n",
"phi[106] -8.6e4 1.7e7 2.4e7 -4.7e7 -1.7e7 -1.4e5 6.5e6 6.0e7 2.0 2.43\n",
"phi[107] -1.0e7 1.5e7 2.1e7 -6.5e7 -1.8e7 -4.2e4 1.4e6 1.2e7 2.0 2.03\n",
"phi[108] -2.8e7 2.1e7 2.9e7 -8.4e7 -5.6e7 -2.0e7 -3.8e4 2.2e4 2.0 2.78\n",
"phi[109] 1.1e7 2.1e7 3.0e7 -2.3e7 -7.8e6 -1.4e4 2.3e7 8.4e7 2.0 2.82\n",
"phi[110] 1.7e7 1.6e7 3.5e7 -2.6e7 -1.3e4 2.2e4 2.4e7 1.1e8 5.0 2.15\n",
"phi[111] -2.0e7 1.4e7 3.4e7 -8.6e7 -5.5e7 -3.4e4 -5752 3.1e7 6.0 1.86\n",
"phi[112] 4.3e6 4.9e6 1.3e7 -1.7e7 -2.8e4 -9830 1.1e7 3.5e7 7.0 1.86\n",
"phi[113] 2.0e6 5.1e6 1.4e7 -2.9e7 -2.9e6 -1.4e4 1.1e7 3.1e7 8.0 1.6\n",
"phi[114] -2.7e6 1.5e6 4.1e6 -1.2e7 -5.4e6 -2.9e5 -1.6e4 2.5e6 8.0 1.52\n",
"phi[115] -2.1e6 4.8e6 1.1e7 -1.8e7 -1.1e7 3.4e4 1.2e5 2.4e7 5.0 1.56\n",
"phi[116] 5.9e6 2.5e6 8.9e6 -7.7e6 -8.1e4 1.6e6 1.1e7 2.7e7 13.0 1.21\n",
"phi[117] 3.0e7 1.7e7 3.5e7 -8.5e6 2.0e4 1.5e7 6.1e7 9.9e7 4.0 2.98\n",
"phi[118] 5.3e6 3.9e6 5.5e6 -2.8e6 -1.2e4 5.1e6 1.1e7 1.4e7 2.0 2.07\n",
"phi[119] -1.9e6 4.6e6 1.5e7 -2.8e7-10.0e6 1.5e4 8.4e4 3.9e7 10.0 1.38\n",
"phi[120] -4.9e7 4.1e7 5.8e7 -1.7e8 -1.1e8 -2.6e7 -3.2e4 3359.7 2.0 3.49\n",
"phi[121] -6.2e6 1.1e7 2.6e7 -8.3e7 -1.4e5 -2.9e4 6.7e6 3.1e7 5.0 1.25\n",
"phi[122] -1.0e7 1.2e7 1.7e7 -5.4e7 -2.6e7 2.9e4 7.1e4 5.1e6 2.0 2.75\n",
"phi[123] 5.2e6 1.4e7 2.9e7 -3.0e7 -1.0e7 -9.1e4 -1.4e4 9.6e7 4.0 1.23\n",
"phi[124] -3.9e6 3.1e6 5.3e6 -1.9e7 -6.9e6 -1.8e6 4.6e4 1.5e6 3.0 1.57\n",
"phi[125] 7.8e6 2.3e7 4.6e7 -4.9e7 -1.9e7 -1553 5.5e6 1.4e8 4.0 2.51\n",
"phi[126] -3.5e6 6.9e6 1.2e7 -4.2e7 -3.5e6 -1.1e4 3.0e6 7.6e6 3.0 1.46\n",
"phi[127] -4.8e6 1.9e7 2.7e7 -5.2e7 -2.6e7 -2.2e4 7.1e6 6.1e7 2.0 2.29\n",
"phi[128] -1.2e7 7.2e6 1.2e7 -3.6e7 -2.3e7 -8.8e6 3.4e4 2.1e6 3.0 1.99\n",
"phi[129] -2.6e6 4.4e6 7.6e6 -1.7e7 -1.0e7 -2.7e4 1.4e6 1.1e7 3.0 1.94\n",
"phi[130] 3.5e6 4.4e6 1.8e7 -3.4e7 -3.5e4 -7373 1.1e7 5.9e7 17.0 1.21\n",
"phi[131] 1.3e7 9.0e6 1.6e7 -5.0e4 -1.1e4 5.5e6 2.1e7 5.4e7 3.0 1.38\n",
"phi[132] 1.8e7 9.9e6 1.7e7 -896.6 3.4e4 1.7e7 3.1e7 5.1e7 3.0 2.1\n",
"phi[133] 1.2e7 6.2e6 1.4e7 -3.2e6 -1.2e4 7.3e6 2.3e7 4.5e7 5.0 1.84\n",
"phi[134] 1.2e7 1.7e7 2.9e7 -3.3e7 -4701 1.0e5 2.1e7 7.6e7 3.0 2.58\n",
"phi[135] -2.3e6 4.5e6 1.7e7 -4.3e7 -1.1e7 -1.4e4 2.1e6 3.6e7 14.0 1.38\n",
"phi[136] -7.7e5 8.9e6 2.2e7 -4.9e7 -2.4e4 3.2e5 1.3e7 3.7e7 6.0 1.73\n",
"phi[137] -2.4e6 1.1e7 1.6e7 -4.5e7 -7.1e6 3.7e4 9.4e6 1.7e7 2.0 1.7\n",
"phi[138] -5.2e6 1.2e7 3.5e7 -9.7e7 1320.0 3.9e5 3.3e6 6.3e7 9.0 2.65\n",
"phi[139] -1.5e7 1.7e7 2.4e7 -6.8e7 -2.0e7 -1.7e6 -5614 7.1e6 2.0 2.19\n",
"phi[140] -2.4e6 1.8e7 3.2e7 -8.7e7 -4.4e6 6314.5 1.4e7 4.7e7 3.0 1.46\n",
"phi[141] -4.4e5 2.8e6 8.4e6 -2.1e7 -4.4e6 -6.5e4 4.4e6 1.5e7 9.0 1.68\n",
"phi[142] 1.8e7 3.2e7 4.5e7 -3.4e7 -1.4e7 -6.0e4 5.6e7 1.1e8 2.0 4.28\n",
"phi[143] 2.1e7 2.0e7 4.0e7 -1.6e7 -1.4e4 3.4e6 2.1e7 1.4e8 4.0 2.22\n",
"phi[144] 7.6e6 8.9e6 4.3e7 -7.5e7 -5.7e4 -1.1e4 1.2e7 1.4e8 24.0 1.07\n",
"phi[145] 4.1e7 4.2e7 5.9e7 -1.3e5 -6.4e4 1.6e7 4.6e7 1.7e8 2.0 3.42\n",
"phi[146] 6.1e6 1.4e7 5.0e7 -9.0e7 -8.3e6 -1.2e5 3.0e7 1.3e8 12.0 1.24\n",
"phi[147] 2.9e7 3.7e7 6.4e7 -2.5e7 -1.1e7 2.6e4 5.5e7 2.1e8 3.0 2.61\n",
"phi[148] -1.5e7 1.2e7 2.8e7 -1.0e8 -2.2e7 -7.7e6 1.6e5 2.5e7 6.0 1.45\n",
"phi[149] -1.4e7 2.4e7 3.4e7 -8.9e7 -3.9e7 2.8e4 2.7e6 4.7e7 2.0 2.14\n",
"phi[150] -4.1e6 2.5e6 9.0e6 -2.6e7 -9.4e6 -2.6e4 4086.5 1.4e7 13.0 1.16\n",
"phi[151] 2.2e6 3.0e6 1.4e7 -2.6e7 -1.1e6 9098.8 6.6e6 3.6e7 22.0 1.03\n",
"phi[152] 1.5e7 9.0e6 1.6e7 -1.1e6 -3.9e4 1.1e7 2.7e7 4.9e7 3.0 1.48\n",
"phi[153] 3.1e6 1.8e6 3.6e6 -1.6e6 3.3e4 2.2e6 5.6e6 1.1e7 4.0 1.39\n",
"phi[154] 2.9e6 1.3e7 1.9e7 -2.9e7 -9.7e6 -9912 2.0e7 3.7e7 2.0 3.5\n",
"phi[155] -2.4e5 1.8e6 7.4e6 -1.3e7 -4.8e6 -2.3e4 8.9e5 1.8e7 18.0 1.1\n",
"phi[156] -1.7e7 2.1e7 3.0e7 -9.0e7 -3.7e7 -7008 7634.5 1.6e7 2.0 2.36\n",
"phi[157] -5.3e6 3.5e6 9.8e6 -2.9e7 -1.1e7 -4.7e4 6.2e4 7.5e6 8.0 1.8\n",
"phi[158] -1.8e7 1.2e7 2.6e7 -8.4e7 -2.6e7 -1.3e7 -8513 1.9e7 5.0 2.85\n",
"phi[159] 9.0e6 7.3e6 1.5e7 -4.1e6 1.3e5 3.7e6 9.1e6 4.9e7 4.0 1.52\n",
"phi[160] 1.4e7 1.9e7 2.6e7 -1.9e7 -2.6e4 2.4e4 3.8e7 7.5e7 2.0 3.29\n",
"phi[161] -5.7e6 6.5e6 2.4e7 -7.5e7 -1.0e5 9.8e4 3.5e6 3.5e7 14.0 1.16\n",
"phi[162] 9.6e6 8.0e6 1.6e7 -3.9e6 1.9e4 2.2e6 1.3e7 5.7e7 4.0 1.54\n",
"phi[163] 4.3e6 3.1e6 8.9e6 -1.1e7 -1.9e4 1.1e4 1.2e7 2.2e7 8.0 1.77\n",
"phi[164] 1.1e5 1.2e7 1.8e7 -4.3e7 -3.1e6 -1.4e4 1.5e7 2.5e7 2.0 2.16\n",
"phi[165] -1.1e7 1.3e7 2.5e7 -8.1e7 -2.9e6 -1.1e5 1.5e6 9.1e6 4.0 2.21\n",
"phi[166] -1.9e7 1.4e7 1.9e7 -5.7e7 -3.0e7 -1.5e7 -7.2e4 1.4e4 2.0 2.24\n",
"phi[167] 1.9e7 3.2e7 4.5e7 -7.0e7 -4.8e4 4534.8 5.3e7 1.2e8 2.0 2.05\n",
"phi[168] 1.6e6 3.2e6 1.0e7 -1.2e7 -2.4e6 8.4e4 2.0e6 3.8e7 10.0 1.32\n",
"phi[169] -2.0e7 2.3e7 3.3e7 -1.0e8 -3.3e7 -1.1e5 5.5e4 8.5e6 2.0 2.63\n",
"phi[170] -2.5e7 3.0e7 4.2e7 -1.1e8 -4.7e7 -3682 6.0e4 1.6e7 2.0 2.75\n",
"phi[171] -9.9e6 5.1e6 1.2e7 -3.5e7 -2.2e7 -3.4e6 -1.6e5 6.0e6 6.0 1.89\n",
"phi[172] -2.3e6 1.2e7 1.7e7 -4.6e7 -1.2e7 -4.8e4 9.9e6 2.5e7 2.0 2.03\n",
"phi[173] -6.7e6 6.2e6 2.2e7 -7.1e7 -9.6e6 -2.3e4 5.1e4 3.0e7 12.0 1.41\n",
"phi[174] 2.9e5 9.7e6 1.9e7 -2.3e7 -1.3e7 3.9e4 2.1e5 5.9e7 4.0 1.78\n",
"phi[175] 1.4e7 2.3e7 3.3e7 -2.6e7 -3.2e6 8.3e4 2.9e7 9.4e7 2.0 2.19\n",
"phi[176] -2.8e6 9.3e6 2.3e7 -7.5e7 -5.0e6 -2.2e4 7.5e6 2.9e7 6.0 2.09\n",
"phi[177] 4.9e6 3.4e6 1.1e7 -1.7e7 3.5e4 9.7e4 1.2e7 3.1e7 11.0 1.37\n",
"cn[0] 1.06 4.6e-4 0.01 1.04 1.06 1.06 1.07 1.09 666.0 1.0\n",
"cn[1] 1.06 2.6e-5 1.1e-3 1.06 1.06 1.06 1.07 1.07 1876.0 1.0\n",
"cn[2] 1.07 3.5e-5 1.1e-3 1.07 1.07 1.07 1.07 1.07 1046.0 1.0\n",
"cn[3] 1.06 2.9e-5 1.1e-3 1.05 1.06 1.06 1.06 1.06 1496.0 1.0\n",
"cn[4] 1.05 3.5e-5 1.1e-3 1.04 1.05 1.05 1.05 1.05 1041.0 1.0\n",
"cn[5] 1.05 2.4e-5 1.1e-3 1.05 1.05 1.05 1.05 1.05 2018.0 1.0\n",
"cn[6] 1.05 2.6e-5 1.1e-3 1.05 1.05 1.05 1.05 1.05 1826.0 1.0\n",
"cn[7] 1.05 3.1e-5 1.1e-3 1.05 1.05 1.05 1.05 1.05 1339.0 1.0\n",
"cn[8] 1.07 3.3e-5 1.1e-3 1.07 1.07 1.07 1.07 1.08 1086.0 1.0\n",
"cn[9] 1.1 2.8e-5 1.1e-3 1.1 1.1 1.1 1.1 1.11 1675.0 1.0\n",
"cn[10] 1.13 3.2e-5 1.1e-3 1.12 1.13 1.13 1.13 1.13 1180.0 1.0\n",
"cn[11] 1.16 5.5e-5 1.2e-3 1.16 1.16 1.16 1.16 1.16 448.0 1.0\n",
"cn[12] 1.23 1.2e-4 1.5e-3 1.23 1.23 1.23 1.23 1.23 151.0 1.01\n",
"cn[13] 1.23 2.5e-5 1.1e-3 1.22 1.23 1.23 1.23 1.23 1875.0 1.0\n",
"cn[14] 1.23 2.8e-5 1.1e-3 1.23 1.23 1.23 1.23 1.24 1487.0 1.0\n",
"cn[15] 1.23 1.2e-4 1.5e-3 1.23 1.23 1.23 1.23 1.23 153.0 1.01\n",
"cn[16] 1.15 8.9e-5 1.3e-3 1.15 1.15 1.15 1.15 1.16 209.0 1.01\n",
"cn[17] 1.13 2.9e-5 1.1e-3 1.13 1.13 1.13 1.13 1.13 1582.0 1.0\n",
"cn[18] 1.1 3.2e-5 1.2e-3 1.1 1.1 1.1 1.1 1.11 1298.0 1.0\n",
"cn[19] 1.09 4.0e-5 1.1e-3 1.09 1.09 1.09 1.09 1.09 827.0 1.0\n",
"cn[20] 1.09 2.8e-5 1.1e-3 1.09 1.09 1.09 1.09 1.09 1729.0 1.0\n",
"cn[21] 1.09 2.8e-5 1.1e-3 1.09 1.09 1.09 1.09 1.1 1670.0 1.0\n",
"cn[22] 1.1 2.5e-5 1.1e-3 1.09 1.1 1.1 1.1 1.1 1920.0 1.0\n",
"cn[23] 1.1 2.4e-5 1.1e-3 1.09 1.09 1.1 1.1 1.1 1987.0 1.0\n",
"cn[24] 1.09 2.5e-5 1.1e-3 1.09 1.09 1.09 1.09 1.1 1901.0 1.0\n",
"cn[25] 1.09 2.5e-5 1.1e-3 1.09 1.09 1.09 1.09 1.09 1841.0 1.0\n",
"cn[26] 1.08 2.8e-5 1.1e-3 1.08 1.08 1.08 1.08 1.08 1633.0 1.0\n",
"cn[27] 1.06 2.6e-5 1.1e-3 1.06 1.06 1.06 1.06 1.07 1713.0 1.0\n",
"cn[28] 1.05 2.9e-5 1.1e-3 1.04 1.05 1.05 1.05 1.05 1470.0 1.0\n",
"cn[29] 1.04 2.7e-5 1.1e-3 1.04 1.04 1.04 1.04 1.04 1679.0 1.0\n",
"cn[30] 1.04 2.4e-5 1.1e-3 1.04 1.04 1.04 1.04 1.05 1972.0 1.0\n",
"cn[31] 1.04 2.3e-5 1.1e-3 1.04 1.04 1.04 1.04 1.04 2183.0 1.0\n",
"cn[32] 1.03 2.5e-5 1.1e-3 1.03 1.03 1.03 1.03 1.03 1949.0 1.0\n",
"cn[33] 1.03 2.4e-5 1.1e-3 1.03 1.03 1.03 1.03 1.04 2007.0 1.0\n",
"cn[34] 1.04 2.9e-5 1.1e-3 1.03 1.04 1.04 1.04 1.04 1477.0 1.0\n",
"cn[35] 1.05 2.6e-5 1.1e-3 1.05 1.05 1.05 1.05 1.05 1788.0 1.0\n",
"cn[36] 1.07 2.8e-5 1.1e-3 1.07 1.07 1.07 1.07 1.07 1612.0 1.0\n",
"cn[37] 1.08 2.5e-5 1.1e-3 1.08 1.08 1.08 1.08 1.08 1910.0 1.0\n",
"cn[38] 1.08 2.6e-5 1.1e-3 1.08 1.08 1.08 1.08 1.08 1801.0 1.0\n",
"cn[39] 1.08 2.9e-5 1.1e-3 1.07 1.08 1.08 1.08 1.08 1584.0 1.0\n",
"cn[40] 1.07 2.6e-5 1.1e-3 1.06 1.07 1.07 1.07 1.07 1807.0 1.0\n",
"cn[41] 1.05 2.5e-5 1.1e-3 1.05 1.05 1.05 1.05 1.05 1957.0 1.0\n",
"cn[42] 1.04 2.7e-5 1.1e-3 1.04 1.04 1.04 1.04 1.04 1699.0 1.0\n",
"cn[43] 1.04 2.5e-5 1.1e-3 1.04 1.04 1.04 1.04 1.04 1979.0 1.0\n",
"cn[44] 1.03 2.9e-5 1.1e-3 1.03 1.03 1.03 1.03 1.03 1553.0 1.0\n",
"cn[45] 1.03 2.5e-5 1.1e-3 1.02 1.03 1.03 1.03 1.03 1971.0 1.0\n",
"cn[46] 1.03 2.4e-5 1.1e-3 1.03 1.03 1.03 1.03 1.03 2008.0 1.0\n",
"cn[47] 1.02 3.0e-5 1.1e-3 1.02 1.02 1.02 1.03 1.03 1483.0 1.0\n",
"cn[48] 1.02 2.4e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 2117.0 1.0\n",
"cn[49] 1.02 2.6e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1838.0 1.0\n",
"cn[50] 1.01 2.7e-5 1.1e-3 1.01 1.01 1.01 1.02 1.02 1743.0 1.0\n",
"cn[51] 1.02 3.1e-5 1.1e-3 1.01 1.02 1.02 1.02 1.02 1317.0 1.0\n",
"cn[52] 1.02 2.7e-5 1.1e-3 1.02 1.02 1.02 1.02 1.03 1633.0 1.0\n",
"cn[53] 1.02 2.5e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1867.0 1.0\n",
"cn[54] 1.02 2.6e-5 1.1e-3 1.02 1.02 1.02 1.02 1.03 1776.0 1.0\n",
"cn[55] 1.02 2.6e-5 1.1e-3 1.02 1.02 1.02 1.02 1.03 1874.0 1.0\n",
"cn[56] 1.02 2.5e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1914.0 1.0\n",
"cn[57] 1.02 2.9e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1518.0 1.0\n",
"cn[58] 1.02 2.7e-5 1.1e-3 1.02 1.02 1.02 1.02 1.03 1696.0 1.0\n",
"cn[59] 1.02 2.6e-5 1.1e-3 1.01 1.02 1.02 1.02 1.02 1866.0 1.0\n",
"cn[60] 1.02 2.5e-5 1.1e-3 1.01 1.01 1.02 1.02 1.02 2008.0 1.0\n",
"cn[61] 1.01 2.6e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1879.0 1.0\n",
"cn[62] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1848.0 1.0\n",
"cn[63] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1917.0 1.0\n",
"cn[64] 0.99 3.0e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1391.0 1.0\n",
"cn[65] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1849.0 1.0\n",
"cn[66] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.01 1.01 1901.0 1.0\n",
"cn[67] 1.01 2.7e-5 1.1e-3 1.0 1.01 1.01 1.01 1.01 1785.0 1.0\n",
"cn[68] 1.01 2.5e-5 1.1e-3 1.0 1.01 1.01 1.01 1.01 1854.0 1.0\n",
"cn[69] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.01 1854.0 1.0\n",
"cn[70] 1.01 2.8e-5 1.1e-3 1.0 1.01 1.01 1.01 1.01 1581.0 1.0\n",
"cn[71] 1.01 2.7e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1706.0 1.0\n",
"cn[72] 1.01 2.9e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1531.0 1.0\n",
"cn[73] 1.03 3.0e-5 1.1e-3 1.02 1.03 1.03 1.03 1.03 1414.0 1.0\n",
"cn[74] 1.03 2.4e-5 1.1e-3 1.03 1.03 1.03 1.03 1.03 1980.0 1.0\n",
"cn[75] 1.03 2.8e-5 1.1e-3 1.02 1.03 1.03 1.03 1.03 1653.0 1.0\n",
"cn[76] 1.04 4.0e-5 1.1e-3 1.03 1.04 1.04 1.04 1.04 799.0 1.0\n",
"cn[77] 1.03 2.4e-5 1.1e-3 1.02 1.02 1.03 1.03 1.03 2024.0 1.0\n",
"cn[78] 1.03 2.6e-5 1.1e-3 1.02 1.03 1.03 1.03 1.03 1846.0 1.0\n",
"cn[79] 1.04 2.8e-5 1.1e-3 1.03 1.03 1.04 1.04 1.04 1599.0 1.0\n",
"cn[80] 1.04 2.6e-5 1.1e-3 1.03 1.04 1.04 1.04 1.04 1849.0 1.0\n",
"cn[81] 1.03 2.3e-5 1.1e-3 1.03 1.03 1.03 1.04 1.04 2155.0 1.0\n",
"cn[82] 1.03 2.6e-5 1.1e-3 1.03 1.03 1.03 1.03 1.03 1803.0 1.0\n",
"cn[83] 1.03 2.7e-5 1.1e-3 1.03 1.03 1.03 1.03 1.03 1669.0 1.0\n",
"cn[84] 1.02 2.5e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1980.0 1.0\n",
"cn[85] 1.02 2.9e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1519.0 1.0\n",
"cn[86] 1.02 2.5e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 2018.0 1.0\n",
"cn[87] 1.01 2.9e-5 1.2e-3 1.01 1.01 1.01 1.01 1.01 1549.0 1.0\n",
"cn[88] 1.01 2.5e-5 1.1e-3 1.01 1.01 1.01 1.01 1.02 2034.0 1.0\n",
"cn[89] 1.01 2.9e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1502.0 1.0\n",
"cn[90] 1.02 2.8e-5 1.1e-3 1.01 1.02 1.02 1.02 1.02 1517.0 1.0\n",
"cn[91] 1.01 2.6e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1725.0 1.0\n",
"cn[92] 1.01 2.6e-5 1.1e-3 1.01 1.01 1.01 1.01 1.02 1867.0 1.0\n",
"cn[93] 1.01 2.5e-5 1.1e-3 1.0 1.01 1.01 1.01 1.01 1826.0 1.0\n",
"cn[94] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1984.0 1.0\n",
"cn[95] 1.01 2.7e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1780.0 1.0\n",
"cn[96] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1822.0 1.0\n",
"cn[97] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1914.0 1.0\n",
"cn[98] 1.0 2.4e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 2024.0 1.0\n",
"cn[99] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 1693.0 1.0\n",
"cn[100] 1.0 2.7e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 1692.0 1.0\n",
"cn[101] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1822.0 1.0\n",
"cn[102] 1.0 2.3e-5 1.0e-3 1.0 1.0 1.0 1.0 1.0 2020.0 1.0\n",
"cn[103] 1.01 3.1e-5 1.2e-3 1.0 1.0 1.01 1.01 1.01 1430.0 1.0\n",
"cn[104] 1.01 2.8e-5 1.1e-3 1.0 1.01 1.01 1.01 1.01 1564.0 1.0\n",
"cn[105] 1.02 2.8e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1648.0 1.0\n",
"cn[106] 1.02 2.7e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1807.0 1.0\n",
"cn[107] 1.02 2.3e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 2142.0 1.0\n",
"cn[108] 1.02 3.0e-5 1.2e-3 1.02 1.02 1.02 1.02 1.02 1465.0 1.0\n",
"cn[109] 1.0 2.8e-5 1.1e-3 1.0 1.0 1.0 1.0 1.01 1629.0 1.0\n",
"cn[110] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1823.0 1.0\n",
"cn[111] 1.01 2.9e-5 1.1e-3 1.0 1.0 1.01 1.01 1.01 1469.0 1.0\n",
"cn[112] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1739.0 1.0\n",
"cn[113] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1817.0 1.0\n",
"cn[114] 1.0 2.7e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1790.0 1.0\n",
"cn[115] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1760.0 1.0\n",
"cn[116] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 1712.0 1.0\n",
"cn[117] 0.99 2.7e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 1692.0 1.0\n",
"cn[118] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 1743.0 1.0\n",
"cn[119] 0.99 2.5e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 1874.0 1.0\n",
"cn[120] 1.0 2.7e-5 1.1e-3 0.99 0.99 1.0 1.0 1.0 1679.0 1.0\n",
"cn[121] 0.99 2.4e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 2091.0 1.0\n",
"cn[122] 0.99 2.5e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1937.0 1.0\n",
"cn[123] 0.99 2.8e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1623.0 1.0\n",
"cn[124] 0.99 2.7e-5 1.1e-3 0.98 0.99 0.99 0.99 0.99 1704.0 1.0\n",
"cn[125] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1814.0 1.0\n",
"cn[126] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1819.0 1.0\n",
"cn[127] 0.99 2.5e-5 1.1e-3 0.99 0.99 0.99 1.0 1.0 1884.0 1.0\n",
"cn[128] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1962.0 1.0\n",
"cn[129] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1729.0 1.0\n",
"cn[130] 1.0 2.4e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 2039.0 1.0\n",
"cn[131] 1.0 2.7e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 1754.0 1.0\n",
"cn[132] 1.0 2.9e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1466.0 1.0\n",
"cn[133] 1.0 2.5e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 1897.0 1.0\n",
"cn[134] 1.0 2.7e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1646.0 1.0\n",
"cn[135] 1.0 3.3e-5 1.1e-3 1.0 1.0 1.0 1.01 1.01 1149.0 1.0\n",
"cn[136] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1973.0 1.0\n",
"cn[137] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1761.0 1.0\n",
"cn[138] 1.0 2.6e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 1732.0 1.0\n",
"cn[139] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 1860.0 1.0\n",
"cn[140] 1.0 2.7e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1711.0 1.0\n",
"cn[141] 1.0 2.7e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1679.0 1.0\n",
"cn[142] 1.01 2.7e-5 1.1e-3 1.0 1.01 1.01 1.01 1.01 1715.0 1.0\n",
"cn[143] 1.0 2.7e-5 1.1e-3 1.0 1.0 1.0 1.0 1.01 1757.0 1.0\n",
"cn[144] 1.0 2.7e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1658.0 1.0\n",
"cn[145] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1846.0 1.0\n",
"cn[146] 1.0 2.8e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1539.0 1.0\n",
"cn[147] 1.01 2.6e-5 1.1e-3 1.0 1.0 1.01 1.01 1.01 1762.0 1.0\n",
"cn[148] 1.01 3.0e-5 1.2e-3 1.01 1.01 1.01 1.01 1.01 1447.0 1.0\n",
"cn[149] 1.01 2.5e-5 1.1e-3 1.01 1.01 1.01 1.01 1.02 2016.0 1.0\n",
"cn[150] 1.02 3.1e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1338.0 1.0\n",
"cn[151] 1.01 2.7e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1753.0 1.0\n",
"cn[152] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1897.0 1.0\n",
"cn[153] 0.99 2.7e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1752.0 1.0\n",
"cn[154] 0.98 2.8e-5 1.1e-3 0.98 0.98 0.98 0.98 0.98 1510.0 1.0\n",
"cn[155] 0.98 3.1e-5 1.1e-3 0.98 0.98 0.98 0.98 0.98 1253.0 1.0\n",
"cn[156] 0.99 2.5e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 1862.0 1.0\n",
"cn[157] 0.99 2.4e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 2046.0 1.0\n",
"cn[158] 0.99 2.4e-5 1.1e-3 0.99 0.99 0.99 0.99 0.99 2022.0 1.0\n",
"cn[159] 1.0 2.7e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 1786.0 1.0\n",
"cn[160] 0.99 2.6e-5 1.1e-3 0.99 0.99 0.99 1.0 1.0 1816.0 1.0\n",
"cn[161] 1.0 2.4e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 2067.0 1.0\n",
"cn[162] 1.0 2.5e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1889.0 1.0\n",
"cn[163] 1.0 2.5e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 1907.0 1.0\n",
"cn[164] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.01 1713.0 1.0\n",
"cn[165] 1.0 2.6e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1690.0 1.0\n",
"cn[166] 1.0 2.5e-5 1.1e-3 0.99 1.0 1.0 1.0 1.0 1863.0 1.0\n",
"cn[167] 1.0 2.8e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1437.0 1.0\n",
"cn[168] 0.99 2.8e-5 1.1e-3 0.99 0.99 0.99 0.99 1.0 1693.0 1.0\n",
"cn[169] 1.0 2.8e-5 1.1e-3 1.0 1.0 1.0 1.0 1.0 1597.0 1.0\n",
"cn[170] 1.01 2.4e-5 1.1e-3 1.01 1.01 1.01 1.01 1.01 1980.0 1.0\n",
"cn[171] 1.01 3.0e-5 1.1e-3 1.01 1.01 1.01 1.01 1.02 1361.0 1.0\n",
"cn[172] 1.02 3.4e-5 1.1e-3 1.01 1.01 1.02 1.02 1.02 1118.0 1.0\n",
"cn[173] 1.04 3.6e-5 1.1e-3 1.03 1.04 1.04 1.04 1.04 961.0 1.0\n",
"cn[174] 1.03 2.5e-5 1.1e-3 1.03 1.03 1.03 1.03 1.04 1942.0 1.0\n",
"cn[175] 1.03 2.5e-5 1.1e-3 1.02 1.03 1.03 1.03 1.03 1864.0 1.0\n",
"cn[176] 1.02 2.8e-5 1.1e-3 1.02 1.02 1.02 1.02 1.02 1655.0 1.0\n",
"cn[177] 1.01 2.9e-5 1.1e-3 1.0 1.0 1.0 1.01 1.01 1569.0 1.0\n",
"uu[0] 1.2 5.8e-3 0.13 0.95 1.11 1.2 1.29 1.48 517.0 1.0\n",
"uu[1] 1.2 6.5e-4 0.01 1.18 1.2 1.2 1.21 1.23 305.0 1.01\n",
"uu[2] 1.23 7.8e-4 0.01 1.21 1.23 1.23 1.24 1.26 245.0 1.01\n",
"uu[3] 1.33 8.9e-4 0.01 1.31 1.33 1.33 1.34 1.36 173.0 1.01\n",
"uu[4] 1.4 5.9e-4 0.01 1.37 1.39 1.4 1.4 1.42 436.0 1.01\n",
"uu[5] 1.4 6.1e-4 0.01 1.38 1.4 1.4 1.41 1.43 362.0 1.0\n",
"uu[6] 1.43 9.7e-4 0.01 1.41 1.43 1.43 1.44 1.46 145.0 1.0\n",
"uu[7] 1.4 7.3e-4 0.01 1.37 1.39 1.4 1.4 1.42 283.0 1.0\n",
"uu[8] 1.24 1.0e-3 0.01 1.21 1.23 1.23 1.24 1.27 151.0 1.0\n",
"uu[9] 1.36 1.5e-3 0.01 1.33 1.36 1.37 1.37 1.39 73.0 1.03\n",
"uu[10] 1.27 1.3e-3 0.01 1.24 1.26 1.27 1.27 1.29 89.0 1.03\n",
"uu[11] 1.14 4.4e-4 0.01 1.11 1.13 1.13 1.14 1.16 644.0 1.0\n",
"uu[12] 1.3 5.3e-4 0.01 1.27 1.29 1.3 1.3 1.32 464.0 1.01\n",
"uu[13] 1.3 7.1e-4 0.01 1.28 1.3 1.3 1.31 1.33 316.0 1.0\n",
"uu[14] 1.4 1.2e-3 0.01 1.37 1.4 1.4 1.41 1.43 105.0 1.03\n",
"uu[15] 1.6 1.0e-3 0.01 1.57 1.59 1.6 1.6 1.63 151.0 1.02\n",
"uu[16] 1.77 6.3e-4 0.01 1.74 1.76 1.77 1.77 1.79 331.0 1.0\n",
"uu[17] 1.8 6.0e-4 0.01 1.77 1.79 1.8 1.81 1.83 410.0 1.0\n",
"uu[18] 1.9 7.1e-4 0.01 1.87 1.89 1.9 1.9 1.93 299.0 1.01\n",
"uu[19] 2.1 6.6e-4 0.01 2.07 2.09 2.1 2.1 2.12 332.0 1.0\n",
"uu[20] 2.03 5.9e-4 0.01 2.01 2.03 2.03 2.04 2.06 398.0 1.0\n",
"uu[21] 2.07 8.7e-4 0.01 2.04 2.06 2.07 2.07 2.09 194.0 1.0\n",
"uu[22] 2.0 7.7e-4 0.01 1.97 1.99 2.0 2.01 2.03 270.0 1.01\n",
"uu[23] 1.93 7.9e-4 0.01 1.91 1.93 1.93 1.94 1.96 226.0 1.02\n",
"uu[24] 1.97 6.9e-4 0.01 1.95 1.96 1.97 1.97 2.0 273.0 1.02\n",
"uu[25] 2.03 5.5e-4 0.01 2.01 2.03 2.03 2.04 2.06 471.0 1.0\n",
"uu[26] 2.03 6.3e-4 0.01 2.01 2.03 2.03 2.04 2.06 373.0 1.0\n",
"uu[27] 2.0 6.7e-4 0.01 1.98 2.0 2.0 2.01 2.03 293.0 1.01\n",
"uu[28] 2.17 5.5e-4 0.01 2.14 2.16 2.17 2.17 2.19 412.0 1.0\n",
"uu[29] 2.27 6.0e-4 0.01 2.24 2.26 2.27 2.27 2.29 403.0 1.0\n",
"uu[30] 2.3 7.4e-4 0.01 2.27 2.29 2.3 2.3 2.33 279.0 1.01\n",
"uu[31] 2.2 9.2e-4 0.01 2.17 2.2 2.2 2.21 2.23 172.0 1.01\n",
"uu[32] 2.1 9.5e-4 0.01 2.08 2.1 2.1 2.11 2.13 159.0 1.04\n",
"uu[33] 2.03 6.7e-4 0.01 2.01 2.03 2.03 2.04 2.06 312.0 1.02\n",
"uu[34] 2.13 6.7e-4 0.01 2.1 2.13 2.13 2.14 2.16 356.0 1.0\n",
"uu[35] 2.07 5.9e-4 0.01 2.04 2.06 2.07 2.07 2.09 400.0 1.01\n",
"uu[36] 1.9 7.9e-4 0.01 1.88 1.9 1.9 1.91 1.93 239.0 1.01\n",
"uu[37] 1.97 7.1e-4 0.01 1.94 1.96 1.97 1.97 1.99 286.0 1.01\n",
"uu[38] 2.03 6.4e-4 0.01 2.01 2.03 2.03 2.04 2.06 367.0 1.01\n",
"uu[39] 2.17 8.9e-4 0.01 2.14 2.16 2.17 2.17 2.19 181.0 1.01\n",
"uu[40] 2.2 6.4e-4 0.01 2.18 2.2 2.2 2.21 2.23 323.0 1.0\n",
"uu[41] 2.27 7.8e-4 0.01 2.24 2.26 2.27 2.27 2.29 241.0 1.0\n",
"uu[42] 2.17 5.9e-4 0.01 2.14 2.16 2.17 2.17 2.19 379.0 1.0\n",
"uu[43] 2.2 7.9e-4 0.01 2.17 2.19 2.2 2.21 2.23 237.0 1.01\n",
"uu[44] 2.23 7.0e-4 0.01 2.21 2.23 2.23 2.24 2.26 301.0 1.02\n",
"uu[45] 2.33 8.5e-4 0.01 2.31 2.33 2.33 2.34 2.36 193.0 1.0\n",
"uu[46] 2.37 6.6e-4 0.01 2.35 2.36 2.37 2.37 2.4 325.0 1.02\n",
"uu[47] 2.47 9.4e-4 0.01 2.45 2.46 2.47 2.47 2.5 157.0 1.02\n",
"uu[48] 2.66 7.9e-4 0.01 2.64 2.66 2.67 2.67 2.69 206.0 1.01\n",
"uu[49] 2.67 1.0e-3 0.01 2.64 2.66 2.67 2.67 2.69 138.0 1.01\n",
"uu[50] 2.7 4.9e-4 0.01 2.67 2.69 2.7 2.7 2.72 550.0 1.01\n",
"uu[51] 2.6 7.4e-4 0.01 2.58 2.6 2.6 2.61 2.63 277.0 1.01\n",
"uu[52] 2.7 1.0e-3 0.01 2.67 2.69 2.7 2.7 2.72 138.0 1.01\n",
"uu[53] 2.73 6.9e-4 0.01 2.7 2.73 2.73 2.74 2.75 300.0 1.0\n",
"uu[54] 2.73 6.4e-4 0.01 2.7 2.73 2.73 2.74 2.76 366.0 1.0\n",
"uu[55] 2.67 8.1e-4 0.01 2.64 2.66 2.67 2.67 2.69 227.0 1.01\n",
"uu[56] 2.57 5.6e-4 0.01 2.54 2.56 2.57 2.57 2.59 443.0 1.01\n",
"uu[57] 2.57 4.9e-4 0.01 2.54 2.56 2.57 2.57 2.59 524.0 1.0\n",
"uu[58] 2.6 1.0e-3 0.01 2.58 2.6 2.6 2.61 2.63 164.0 1.02\n",
"uu[59] 2.76 7.9e-4 0.01 2.74 2.76 2.77 2.77 2.79 224.0 1.01\n",
"uu[60] 2.67 4.1e-4 0.01 2.64 2.66 2.67 2.67 2.69 763.0 1.0\n",
"uu[61] 2.77 4.1e-4 0.01 2.74 2.76 2.77 2.77 2.79 664.0 1.0\n",
"uu[62] 2.83 7.5e-4 0.01 2.81 2.83 2.83 2.84 2.85 206.0 1.02\n",
"uu[63] 2.8 6.6e-4 0.01 2.78 2.8 2.8 2.81 2.83 287.0 1.02\n",
"uu[64] 2.93 5.7e-4 0.01 2.91 2.93 2.93 2.94 2.96 398.0 1.01\n",
"uu[65] 3.0 7.6e-4 0.01 2.97 2.99 3.0 3.0 3.02 231.0 1.0\n",
"uu[66] 2.77 7.4e-4 0.01 2.74 2.76 2.77 2.77 2.8 295.0 1.01\n",
"uu[67] 2.7 4.7e-4 0.01 2.68 2.7 2.7 2.71 2.73 605.0 1.01\n",
"uu[68] 2.67 5.1e-4 0.01 2.64 2.66 2.67 2.67 2.69 496.0 1.0\n",
"uu[69] 2.47 6.1e-4 0.01 2.45 2.46 2.47 2.47 2.5 358.0 1.0\n",
"uu[70] 2.53 1.3e-3 0.01 2.5 2.53 2.53 2.54 2.55 98.0 1.03\n",
"uu[71] 2.4 1.5e-3 0.01 2.38 2.4 2.4 2.41 2.44 83.0 1.02\n",
"uu[72] 2.33 6.7e-4 0.01 2.31 2.33 2.33 2.34 2.36 319.0 1.01\n",
"uu[73] 2.3 5.5e-4 0.01 2.27 2.29 2.3 2.3 2.32 422.0 1.01\n",
"uu[74] 2.2 5.4e-4 0.01 2.18 2.19 2.2 2.2 2.22 410.0 1.0\n",
"uu[75] 2.17 6.1e-4 0.01 2.14 2.16 2.17 2.17 2.19 365.0 1.01\n",
"uu[76] 2.13 6.8e-4 0.01 2.11 2.13 2.13 2.14 2.16 306.0 1.02\n",
"uu[77] 2.13 6.3e-4 0.01 2.11 2.13 2.13 2.14 2.16 308.0 1.01\n",
"uu[78] 2.07 1.1e-3 0.01 2.04 2.06 2.07 2.07 2.09 129.0 1.04\n",
"uu[79] 2.07 5.9e-4 0.01 2.04 2.06 2.07 2.07 2.09 371.0 1.01\n",
"uu[80] 2.1 5.7e-4 0.01 2.07 2.1 2.1 2.1 2.12 368.0 1.0\n",
"uu[81] 2.1 6.3e-4 0.01 2.07 2.1 2.1 2.11 2.13 340.0 1.0\n",
"uu[82] 2.1 9.7e-4 0.01 2.07 2.09 2.1 2.1 2.12 161.0 1.01\n",
"uu[83] 2.07 5.1e-4 0.01 2.04 2.06 2.07 2.07 2.09 508.0 1.01\n",
"uu[84] 2.07 6.0e-4 0.01 2.04 2.06 2.07 2.07 2.09 392.0 1.01\n",
"uu[85] 2.1 6.7e-4 0.01 2.08 2.1 2.1 2.11 2.13 271.0 1.02\n",
"uu[86] 2.17 8.1e-4 0.01 2.14 2.16 2.17 2.17 2.19 236.0 1.0\n",
"uu[87] 2.27 7.2e-4 0.01 2.24 2.26 2.27 2.27 2.29 278.0 1.01\n",
"uu[88] 2.3 7.5e-4 0.01 2.28 2.3 2.3 2.31 2.33 237.0 1.01\n",
"uu[89] 2.43 8.2e-4 0.01 2.41 2.43 2.43 2.44 2.46 262.0 1.0\n",
"uu[90] 2.53 5.3e-4 0.01 2.51 2.53 2.53 2.54 2.56 442.0 1.01\n",
"uu[91] 2.73 8.4e-4 0.01 2.7 2.73 2.73 2.74 2.76 229.0 1.01\n",
"uu[92] 2.87 6.5e-4 0.01 2.84 2.86 2.87 2.87 2.89 303.0 1.0\n",
"uu[93] 2.8 6.5e-4 0.01 2.78 2.8 2.8 2.81 2.83 362.0 1.0\n",
"uu[94] 2.97 8.4e-4 0.01 2.94 2.96 2.97 2.97 2.99 217.0 1.03\n",
"uu[95] 2.94 7.8e-4 0.01 2.91 2.93 2.93 2.94 2.96 276.0 1.02\n",
"uu[96] 3.03 6.5e-4 0.01 3.01 3.03 3.03 3.04 3.06 311.0 1.0\n",
"uu[97] 3.07 9.9e-4 0.01 3.05 3.06 3.07 3.07 3.1 142.0 1.02\n",
"uu[98] 3.17 7.8e-4 0.01 3.14 3.16 3.17 3.17 3.19 247.0 1.01\n",
"uu[99] 3.33 8.6e-4 0.01 3.3 3.33 3.33 3.34 3.36 234.0 1.01\n",
"uu[100] 3.37 5.2e-4 0.01 3.34 3.36 3.37 3.37 3.39 468.0 1.0\n",
"uu[101] 3.4 8.2e-4 0.01 3.37 3.39 3.4 3.4 3.43 204.0 1.0\n",
"uu[102] 3.34 6.3e-4 0.01 3.31 3.33 3.33 3.34 3.36 356.0 1.02\n",
"uu[103] 3.37 5.7e-4 0.01 3.34 3.36 3.37 3.37 3.39 402.0 1.0\n",
"uu[104] 3.33 6.5e-4 0.01 3.31 3.33 3.33 3.34 3.36 341.0 1.0\n",
"uu[105] 3.34 7.1e-4 0.01 3.31 3.33 3.33 3.34 3.36 267.0 1.01\n",
"uu[106] 3.43 6.5e-4 0.01 3.4 3.43 3.43 3.44 3.46 369.0 1.0\n",
"uu[107] 3.5 6.6e-4 0.01 3.47 3.49 3.5 3.5 3.53 324.0 1.0\n",
"uu[108] 3.67 7.8e-4 0.01 3.65 3.66 3.67 3.67 3.7 231.0 1.01\n",
"uu[109] 4.07 9.7e-4 0.01 4.04 4.06 4.07 4.07 4.09 151.0 1.01\n",
"uu[110] 4.27 5.1e-4 0.01 4.24 4.26 4.27 4.27 4.29 534.0 1.01\n",
"uu[111] 4.4 7.5e-4 0.01 4.38 4.4 4.4 4.41 4.43 294.0 1.0\n",
"uu[112] 4.6 6.0e-4 0.01 4.57 4.59 4.6 4.6 4.62 390.0 1.0\n",
"uu[113] 4.73 9.6e-4 0.01 4.7 4.73 4.73 4.74 4.76 166.0 1.01\n",
"uu[114] 4.7 7.4e-4 0.01 4.67 4.69 4.7 4.71 4.73 271.0 1.01\n",
"uu[115] 4.64 1.4e-3 0.01 4.61 4.63 4.63 4.64 4.67 77.0 1.04\n",
"uu[116] 4.83 6.0e-4 0.01 4.8 4.83 4.83 4.84 4.85 393.0 1.01\n",
"uu[117] 4.7 5.9e-4 0.01 4.67 4.69 4.7 4.71 4.73 422.0 1.0\n",
"uu[118] 4.67 8.1e-4 0.01 4.65 4.66 4.67 4.67 4.69 218.0 1.01\n",
"uu[119] 4.73 6.8e-4 0.01 4.71 4.73 4.73 4.74 4.76 294.0 1.01\n",
"uu[120] 4.77 5.4e-4 0.01 4.74 4.76 4.77 4.77 4.79 453.0 1.0\n",
"uu[121] 4.9 6.5e-4 0.01 4.88 4.9 4.9 4.91 4.93 369.0 1.01\n",
"uu[122] 5.13 5.8e-4 0.01 5.11 5.13 5.13 5.14 5.16 413.0 1.01\n",
"uu[123] 5.36 5.7e-4 0.01 5.34 5.36 5.37 5.37 5.39 416.0 1.0\n",
"uu[124] 5.27 6.8e-4 0.01 5.25 5.26 5.27 5.27 5.3 318.0 1.01\n",
"uu[125] 5.4 6.4e-4 0.01 5.37 5.39 5.4 5.4 5.42 339.0 1.01\n",
"uu[126] 5.43 1.1e-3 0.01 5.4 5.43 5.43 5.44 5.45 126.0 1.03\n",
"uu[127] 5.33 6.6e-4 0.01 5.31 5.33 5.33 5.34 5.36 308.0 1.0\n",
"uu[128] 5.33 6.3e-4 0.01 5.31 5.33 5.33 5.34 5.36 358.0 1.01\n",
"uu[129] 5.43 1.2e-3 0.01 5.4 5.43 5.43 5.44 5.45 113.0 1.01\n",
"uu[130] 5.17 6.7e-4 0.01 5.14 5.16 5.17 5.17 5.19 325.0 1.0\n",
"uu[131] 5.03 8.3e-4 0.01 5.01 5.03 5.03 5.04 5.06 180.0 1.02\n",
"uu[132] 4.9 6.8e-4 0.01 4.87 4.89 4.9 4.9 4.92 316.0 1.01\n",
"uu[133] 4.74 7.4e-4 0.01 4.71 4.73 4.73 4.74 4.76 250.0 1.0\n",
"uu[134] 4.76 5.5e-4 0.01 4.74 4.76 4.77 4.77 4.79 478.0 1.0\n",
"uu[135] 4.53 5.8e-4 0.01 4.51 4.53 4.53 4.54 4.56 441.0 1.0\n",
"uu[136] 4.53 6.4e-4 0.01 4.5 4.53 4.53 4.54 4.56 375.0 1.01\n",
"uu[137] 4.43 9.1e-4 0.01 4.41 4.43 4.43 4.44 4.46 175.0 1.01\n",
"uu[138] 4.3 6.0e-4 0.01 4.28 4.3 4.3 4.31 4.33 333.0 1.02\n",
"uu[139] 4.43 7.8e-4 0.01 4.4 4.42 4.43 4.44 4.45 265.0 1.03\n",
"uu[140] 4.2 6.9e-4 0.01 4.18 4.2 4.2 4.21 4.23 303.0 1.01\n",
"uu[141] 4.17 7.2e-4 0.01 4.14 4.16 4.17 4.17 4.19 220.0 1.02\n",
"uu[142] 4.1 7.0e-4 0.01 4.07 4.09 4.1 4.1 4.13 279.0 1.0\n",
"uu[143] 4.03 7.2e-4 0.01 4.01 4.03 4.03 4.04 4.07 305.0 1.01\n",
"uu[144] 4.0 7.0e-4 0.01 3.97 3.99 4.0 4.0 4.02 293.0 1.03\n",
"uu[145] 3.77 7.0e-4 0.01 3.75 3.76 3.77 3.77 3.8 306.0 1.01\n",
"uu[146] 3.74 1.1e-3 0.01 3.71 3.73 3.73 3.74 3.77 119.0 1.01\n",
"uu[147] 3.83 4.9e-4 0.01 3.81 3.83 3.83 3.84 3.86 517.0 1.0\n",
"uu[148] 3.9 7.5e-4 0.01 3.87 3.89 3.9 3.91 3.93 260.0 1.0\n",
"uu[149] 3.97 6.2e-4 0.01 3.94 3.96 3.97 3.97 3.99 333.0 1.0\n",
"uu[150] 4.0 6.6e-4 0.01 3.98 4.0 4.0 4.01 4.03 324.0 1.0\n",
"uu[151] 4.07 1.8e-3 0.01 4.05 4.06 4.07 4.08 4.11 60.0 1.03\n",
"uu[152] 4.57 7.0e-4 0.01 4.54 4.56 4.57 4.57 4.59 306.0 1.0\n",
"uu[153] 5.1 5.8e-4 0.01 5.07 5.09 5.1 5.1 5.12 436.0 1.01\n",
"uu[154] 5.43 1.5e-3 0.01 5.39 5.42 5.43 5.44 5.45 80.0 1.02\n",
"uu[155] 5.2 8.8e-4 0.01 5.18 5.2 5.2 5.21 5.23 196.0 1.01\n",
"uu[156] 5.04 1.0e-3 0.01 5.01 5.03 5.03 5.04 5.06 139.0 1.01\n",
"uu[157] 5.13 7.4e-4 0.01 5.11 5.13 5.13 5.14 5.16 247.0 1.0\n",
"uu[158] 5.07 9.3e-4 0.01 5.04 5.06 5.07 5.07 5.09 185.0 1.01\n",
"uu[159] 5.0 8.8e-4 0.01 4.97 4.99 5.0 5.0 5.02 193.0 1.02\n",
"uu[160] 4.74 6.9e-4 0.01 4.71 4.73 4.73 4.74 4.76 309.0 1.01\n",
"uu[161] 4.67 5.1e-4 0.01 4.64 4.66 4.67 4.67 4.69 474.0 1.01\n",
"uu[162] 4.47 6.5e-4 0.01 4.45 4.46 4.47 4.47 4.5 337.0 1.01\n",
"uu[163] 4.47 1.1e-3 0.01 4.44 4.46 4.47 4.47 4.5 145.0 1.01\n",
"uu[164] 4.5 1.2e-3 0.01 4.47 4.49 4.5 4.5 4.52 102.0 1.03\n",
"uu[165] 4.4 7.0e-4 0.01 4.38 4.4 4.4 4.41 4.43 281.0 1.0\n",
"uu[166] 4.23 5.5e-4 0.01 4.21 4.23 4.23 4.24 4.26 420.0 1.0\n",
"uu[167] 4.17 5.0e-4 0.01 4.15 4.16 4.17 4.17 4.19 469.0 1.0\n",
"uu[168] 4.2 6.6e-4 0.01 4.17 4.19 4.2 4.2 4.22 280.0 1.01\n",
"uu[169] 4.03 7.6e-4 0.01 4.01 4.03 4.03 4.04 4.07 249.0 1.01\n",
"uu[170] 3.97 8.2e-4 0.01 3.94 3.96 3.97 3.97 4.0 221.0 1.01\n",
"uu[171] 3.87 8.3e-4 0.01 3.84 3.86 3.87 3.87 3.89 206.0 1.01\n",
"uu[172] 3.63 6.4e-4 0.01 3.61 3.63 3.63 3.64 3.66 357.0 1.0\n",
"uu[173] 3.63 4.8e-4 0.01 3.61 3.63 3.63 3.64 3.66 543.0 1.01\n",
"uu[174] 3.6 7.0e-4 0.01 3.57 3.59 3.6 3.6 3.62 283.0 1.01\n",
"uu[175] 3.47 6.2e-4 0.01 3.44 3.46 3.47 3.47 3.49 381.0 1.0\n",
"uu[176] 3.5 6.8e-4 0.01 3.47 3.49 3.5 3.5 3.52 299.0 1.01\n",
"uu[177] 3.33 6.9e-4 0.01 3.31 3.33 3.33 3.34 3.36 293.0 1.0\n",
"sp 64.14 68.28 96.57 0.65 1.13 11.96 111.47 325.83 2.0 2.41\n",
"spo 2.7e6 1.7e6 3.8e6 10.52 53.95 9.2e5 4.4e6 1.4e7 5.0 1.49\n",
"sc 0.01 2.4e-5 6.3e-4 0.01 0.01 0.01 0.01 0.01 691.0 nan\n",
"sco 9.0e-4 7.7e-5 6.8e-4 5.5e-5 3.4e-4 7.4e-4 1.3e-3 2.5e-3 79.0 nan\n",
"su 0.13 2.6e-4 7.1e-3 0.12 0.12 0.13 0.13 0.14 750.0 1.0\n",
"suo 0.01 1.5e-3 6.5e-3 8.0e-4 5.0e-3 9.3e-3 0.01 0.03 20.0 1.1\n",
"p[0] -230.9 179.88 475.91 -1558 -460.4 -177.5 113.27 570.17 7.0 1.56\n",
"p[1] -226.0 176.38 466.64 -1523 -454.5 -168.4 113.13 597.57 7.0 1.57\n",
"p[2] -215.7 172.08 455.27 -1456 -448.5 -151.5 113.18 581.78 7.0 1.56\n",
"p[3] -206.8 165.51 437.9 -1363 -445.4 -148.2 113.27 577.93 7.0 1.6\n",
"p[4] -197.1 162.03 428.69 -1285 -437.3 -138.0 113.32 555.51 7.0 1.61\n",
"p[5] -194.9 160.93 425.78 -1271 -430.5 -130.8 113.22 547.56 7.0 1.63\n",
"p[6] -196.2 165.63 438.22 -1287 -432.0 -116.4 113.72 535.35 7.0 1.64\n",
"p[7] -195.2 169.77 449.18 -1350 -427.1 -103.3 114.16 507.83 7.0 1.62\n",
"p[8] -189.4 168.22 445.08 -1313 -420.9 -103.9 114.37 499.57 7.0 1.62\n",
"p[9] -178.0 165.32 437.38 -1285 -417.9 -91.95 114.67 561.28 7.0 1.62\n",
"p[10] -162.9 151.44 428.33 -1235 -410.6 -85.41 114.93 629.83 8.0 1.61\n",
"p[11] -149.6 148.2 419.16 -1203 -395.0 -58.44 115.26 653.55 8.0 1.56\n",
"p[12] -134.9 147.52 417.25 -1192 -384.6 -19.77 115.8 670.62 8.0 1.51\n",
"p[13] -120.8 154.65 409.16 -1054 -378.9 -5.85 116.11 723.96 7.0 1.53\n",
"p[14] -105.2 182.78 408.71 -935.9 -375.0 18.74 116.87 759.17 5.0 1.49\n",
"p[15] -92.87 205.66 411.32 -926.5 -364.1 42.51 117.24 792.83 4.0 1.45\n",
"p[16] -76.96 201.32 402.63 -897.6 -355.3 92.45 118.27 776.78 4.0 1.44\n",
"p[17] -64.78 230.58 399.37 -834.2 -347.8 106.95 118.68 784.27 3.0 1.44\n",
"p[18] -53.46 223.64 387.36 -764.0 -347.4 108.97 119.62 742.55 3.0 1.46\n",
"p[19] -44.78 223.62 387.32 -741.1 -342.1 109.8 119.6 749.9 3.0 1.47\n",
"p[20] -37.05 220.26 381.5 -726.6 -335.7 110.34 119.61 774.17 3.0 1.51\n",
"p[21] -29.81 222.76 385.84 -725.3 -333.5 110.89 119.97 789.04 3.0 1.51\n",
"p[22] -26.84 223.99 387.96 -722.4 -333.4 110.87 119.81 818.72 3.0 1.52\n",
"p[23] -23.27 227.42 393.91 -722.9 -334.3 111.47 120.07 834.41 3.0 1.51\n",
"p[24] -25.68 226.74 392.73 -725.3 -334.0 111.39 119.53 851.92 3.0 1.51\n",
"p[25] -34.0 223.62 387.32 -720.3 -334.9 111.15 118.86 831.71 3.0 1.5\n",
"p[26] -45.02 218.69 378.78 -724.2 -338.1 110.64 118.42 784.17 3.0 1.5\n",
"p[27] -59.61 214.38 371.31 -734.4 -346.5 107.9 117.74 747.1 3.0 1.48\n",
"p[28] -72.28 210.64 364.84 -730.1 -348.8 66.72 117.07 728.68 3.0 1.47\n",
"p[29] -85.55 209.17 362.29 -737.8 -359.1 29.2 116.63 707.63 3.0 1.45\n",
"p[30] -100.9 207.53 359.44 -753.7 -368.1 -2.79 116.42 665.27 3.0 1.43\n",
"p[31] -119.1 208.3 360.79 -774.5 -382.1 -28.39 116.09 618.91 3.0 1.43\n",
"p[32] -129.7 202.44 350.64 -766.4 -388.7 -55.12 115.78 572.52 3.0 1.48\n",
"p[33] -143.0 197.4 341.91 -765.8 -399.4 -99.07 115.26 540.91 3.0 1.56\n",
"p[34] -156.5 200.14 346.66 -800.9 -412.6 -130.2 115.12 511.37 3.0 1.59\n",
"p[35] -168.6 210.0 363.72 -871.0 -423.7 -160.5 115.1 507.9 3.0 1.57\n",
"p[36] -182.4 189.85 379.69 -954.1 -437.2 -184.3 115.01 494.42 4.0 1.57\n",
"p[37] -201.2 201.7 403.4 -1134 -444.3 -194.1 115.08 449.53 4.0 1.59\n",
"p[38] -221.3 206.6 413.19 -1237 -461.2 -209.5 114.89 377.44 4.0 1.72\n",
"p[39] -242.6 177.3 434.28 -1369 -474.8 -230.6 114.88 318.31 6.0 1.77\n",
"p[40] -256.3 182.07 445.97 -1432 -483.2 -241.9 114.65 285.14 6.0 1.86\n",
"p[41] -259.4 219.5 438.99 -1401 -485.2 -255.4 114.27 270.44 4.0 1.9\n",
"p[42] -264.5 217.98 435.97 -1405 -492.1 -267.1 114.0 244.44 4.0 1.91\n",
"p[43] -273.0 218.97 437.93 -1415 -507.3 -276.2 113.86 213.77 4.0 1.9\n",
"p[44] -278.0 254.4 440.63 -1406 -515.7 -280.5 113.97 206.3 3.0 1.87\n",
"p[45] -289.4 256.67 444.56 -1365 -537.3 -292.5 114.02 204.33 3.0 1.97\n",
"p[46] -299.7 265.21 459.37 -1398 -560.8 -292.4 114.14 223.05 3.0 2.0\n",
"p[47] -312.0 239.5 479.0 -1440 -570.1 -293.6 114.2 237.5 4.0 2.0\n",
"p[48] -315.0 245.26 490.52 -1479 -569.3 -293.2 114.32 264.81 4.0 1.95\n",
"p[49] -322.7 251.75 503.51 -1503 -569.9 -298.0 114.41 278.65 4.0 2.0\n",
"p[50] -328.0 254.66 509.31 -1505 -585.9 -300.5 114.43 287.77 4.0 2.08\n",
"p[51] -334.2 260.97 521.93 -1579 -581.5 -301.8 114.42 294.0 4.0 2.08\n",
"p[52] -338.2 237.58 531.25 -1648 -580.7 -299.7 114.31 281.16 5.0 2.11\n",
"p[53] -335.9 236.86 529.64 -1636 -570.9 -298.7 114.22 260.82 5.0 2.08\n",
"p[54] -334.3 264.0 528.0 -1664 -564.7 -298.5 114.21 240.34 4.0 2.08\n",
"p[55] -339.2 268.97 537.94 -1759 -561.5 -296.1 114.12 212.42 4.0 2.11\n",
"p[56] -342.9 246.33 550.81 -1788 -549.7 -295.2 114.02 204.45 5.0 2.12\n",
"p[57] -347.0 249.77 558.5 -1818 -539.9 -293.2 114.02 207.1 5.0 2.13\n",
"p[58] -345.2 275.51 551.03 -1781 -535.4 -294.3 113.99 186.88 4.0 2.16\n",
"p[59] -342.2 268.05 536.09 -1727 -531.9 -295.8 113.94 182.15 4.0 2.25\n",
"p[60] -335.3 259.23 518.46 -1667 -533.3 -298.7 113.93 187.09 4.0 2.26\n",
"p[61] -337.8 263.39 526.78 -1715 -529.4 -298.8 113.92 194.7 4.0 2.19\n",
"p[62] -340.2 266.12 532.25 -1740 -529.8 -298.3 113.87 199.1 4.0 2.2\n",
"p[63] -348.2 271.93 543.86 -1779 -535.5 -299.2 113.83 192.17 4.0 2.3\n",
"p[64] -348.2 270.11 540.22 -1758 -531.3 -300.4 113.8 194.52 4.0 2.37\n",
"p[65] -344.5 263.97 527.93 -1673 -535.5 -300.3 113.84 184.43 4.0 2.5\n",
"p[66] -333.1 251.75 503.49 -1586 -536.5 -299.9 113.94 179.08 4.0 2.58\n",
"p[67] -317.3 238.8 477.6 -1540 -534.1 -299.9 113.96 183.55 4.0 2.48\n",
"p[68] -303.3 227.65 455.31 -1462 -526.2 -296.5 113.8 185.86 4.0 2.38\n",
"p[69] -288.8 248.98 431.25 -1352 -512.0 -295.1 113.77 160.09 3.0 2.25\n",
"p[70] -272.6 236.22 409.15 -1257 -496.7 -286.6 113.72 158.06 3.0 2.07\n",
"p[71] -253.6 224.84 389.43 -1179 -472.7 -272.2 113.6 162.36 3.0 1.87\n",
"p[72] -238.6 218.9 379.14 -1156 -457.2 -255.6 113.49 195.76 3.0 1.78\n",
"p[73] -227.7 211.34 366.05 -1092 -448.8 -251.2 113.22 211.78 3.0 1.75\n",
"p[74] -214.9 207.84 359.99 -1056 -444.7 -235.6 113.01 268.82 3.0 1.63\n",
"p[75] -202.1 208.75 361.57 -1002 -441.3 -218.5 113.29 305.55 3.0 1.52\n",
"p[76] -183.9 211.71 366.69 -936.3 -437.1 -197.4 113.51 438.81 3.0 1.39\n",
"p[77] -160.7 215.62 373.46 -876.0 -427.0 -154.5 113.7 619.13 3.0 1.32\n",
"p[78] -143.7 215.18 372.7 -801.9 -416.7 -111.0 114.09 691.77 3.0 1.32\n",
"p[79] -128.4 221.84 384.24 -782.1 -411.5 -58.63 114.39 793.82 3.0 1.3\n",
"p[80] -120.8 221.81 384.19 -742.2 -408.7 -46.6 114.41 838.12 3.0 1.3\n",
"p[81] -111.9 224.29 388.48 -733.4 -402.3 -29.59 114.51 864.59 3.0 1.31\n",
"p[82] -99.42 231.05 400.19 -729.6 -396.4 9.45 114.85 937.44 3.0 1.31\n",
"p[83] -89.26 206.33 412.65 -732.9 -394.2 26.44 115.02 987.67 4.0 1.3\n",
"p[84] -80.54 209.43 418.87 -724.7 -390.5 45.32 115.15 1073.9 4.0 1.32\n",
"p[85] -76.72 207.44 414.88 -721.5 -388.6 40.95 115.09 1087.6 4.0 1.33\n",
"p[86] -79.12 231.34 400.7 -718.2 -383.8 43.17 115.08 959.2 3.0 1.36\n",
"p[87] -78.71 229.62 397.71 -712.4 -380.9 49.39 115.06 951.97 3.0 1.38\n",
"p[88] -80.7 219.65 380.45 -708.8 -377.5 54.25 114.96 820.73 3.0 1.43\n",
"p[89] -81.81 213.65 370.06 -705.7 -374.4 64.6 115.03 765.72 3.0 1.47\n",
"p[90] -88.94 205.12 355.28 -707.0 -374.6 48.95 115.11 663.14 3.0 1.49\n",
"p[91] -91.15 199.53 345.59 -702.2 -373.2 30.2 114.99 664.87 3.0 1.52\n",
"p[92] -87.57 201.7 349.35 -702.4 -369.7 38.73 115.07 673.79 3.0 1.52\n",
"p[93] -86.58 203.98 353.31 -706.7 -367.9 35.43 115.01 691.41 3.0 1.51\n",
"p[94] -78.52 208.57 361.25 -701.1 -365.7 47.5 115.05 745.18 3.0 1.51\n",
"p[95] -76.34 207.27 359.01 -697.7 -363.2 62.8 115.28 730.01 3.0 1.52\n",
"p[96] -74.15 210.06 363.83 -701.5 -363.3 66.06 115.31 716.46 3.0 1.51\n",
"p[97] -65.39 213.52 369.84 -701.6 -362.6 82.3 115.5 752.46 3.0 1.53\n",
"p[98] -54.36 220.06 381.15 -697.3 -359.6 103.11 115.85 817.72 3.0 1.55\n",
"p[99] -48.12 220.51 381.94 -691.4 -356.9 110.09 115.97 818.5 3.0 1.58\n",
"p[100] -36.72 224.83 389.42 -685.1 -355.5 110.99 116.61 846.68 3.0 1.62\n",
"p[101] -30.4 225.84 391.16 -684.2 -352.1 111.54 116.97 859.83 3.0 1.65\n",
"p[102] -20.55 233.87 405.07 -686.6 -350.5 111.84 117.26 962.77 3.0 1.65\n",
"p[103] -8.54 244.67 423.79 -688.6 -351.4 112.05 117.42 1060.7 3.0 1.64\n",
"p[104] -1.94 253.26 438.66 -691.2 -354.4 112.41 117.64 1115.4 3.0 1.63\n",
"p[105] 1.74 259.6 449.63 -693.1 -355.8 112.57 117.77 1158.1 3.0 1.6\n",
"p[106] 10.47 268.81 465.59 -693.8 -356.6 112.71 118.07 1248.7 3.0 1.59\n",
"p[107] 17.18 276.32 478.59 -690.5 -356.1 112.83 118.34 1285.6 3.0 1.59\n",
"p[108] 19.71 279.9 484.8 -692.2 -355.1 113.02 118.55 1356.1 3.0 1.57\n",
"p[109] 25.57 281.62 487.78 -696.7 -349.6 112.97 118.64 1384.1 3.0 1.59\n",
"p[110] 29.58 280.85 486.44 -694.4 -348.0 113.31 119.14 1356.4 3.0 1.62\n",
"p[111] 33.04 276.25 478.48 -688.8 -344.8 113.55 119.69 1332.9 3.0 1.68\n",
"p[112] 30.79 266.65 461.85 -683.8 -342.7 113.82 120.13 1173.4 3.0 1.73\n",
"p[113] 29.92 318.29 450.14 -680.2 -338.7 114.08 120.39 1087.7 2.0 1.77\n",
"p[114] 28.33 313.43 443.26 -679.9 -337.0 114.59 120.82 1070.4 2.0 1.76\n",
"p[115] 23.17 309.28 437.38 -679.9 -333.4 114.62 120.66 1061.4 2.0 1.7\n",
"p[116] 19.05 304.09 430.05 -680.6 -332.7 114.98 120.84 1069.7 2.0 1.69\n",
"p[117] 8.81 293.3 414.78 -681.0 -337.7 115.28 120.72 1029.9 2.0 1.67\n",
"p[118] -2.27 289.03 408.75 -685.7 -340.0 115.31 120.67 994.57 2.0 1.6\n",
"p[119] -7.76 287.23 406.21 -689.8 -340.2 115.42 120.7 942.27 2.0 1.56\n",
"p[120] -16.12 232.05 401.93 -704.4 -342.6 116.05 121.06 909.0 3.0 1.53\n",
"p[121] -23.23 228.53 395.82 -712.4 -343.2 116.51 121.34 831.76 3.0 1.52\n",
"p[122] -19.61 228.1 395.08 -704.5 -344.4 116.76 121.93 858.96 3.0 1.54\n",
"p[123] -19.86 273.14 386.28 -691.8 -344.4 117.22 122.17 837.78 2.0 1.59\n",
"p[124] -23.67 266.22 376.5 -677.5 -345.6 116.8 122.22 795.27 2.0 1.62\n",
"p[125] -20.38 263.0 371.94 -675.7 -338.8 117.0 122.43 802.46 2.0 1.67\n",
"p[126] -13.92 264.9 374.63 -678.5 -337.5 118.24 122.72 811.77 2.0 1.68\n",
"p[127] -8.26 265.09 374.9 -673.5 -338.3 118.68 123.55 811.37 2.0 1.71\n",
"p[128] -6.29 261.5 369.82 -662.4 -337.8 118.85 124.18 779.83 2.0 1.77\n",
"p[129] -2.85 259.11 366.44 -654.9 -332.7 119.09 124.46 786.8 2.0 1.83\n",
"p[130] -1.18 259.96 367.64 -655.8 -329.4 119.28 124.79 799.79 2.0 1.83\n",
"p[131] 4.76 265.08 374.87 -656.8 -328.2 119.51 125.01 823.26 2.0 1.82\n",
"p[132] 11.97 272.46 385.32 -659.1 -327.8 119.66 125.59 888.67 2.0 1.8\n",
"p[133] 19.65 284.77 402.73 -658.6 -327.5 119.65 125.48 942.63 2.0 1.75\n",
"p[134] 30.38 294.67 416.73 -654.0 -326.0 119.82 125.58 1003.2 2.0 1.77\n",
"p[135] 38.69 309.34 437.48 -658.9 -325.1 119.91 125.63 1096.8 2.0 1.73\n",
"p[136] 57.47 334.91 473.64 -653.2 -325.2 119.97 125.87 1283.5 2.0 1.72\n",
"p[137] 72.81 295.08 511.09 -654.1 -327.1 120.17 125.93 1571.9 3.0 1.7\n",
"p[138] 83.66 303.9 526.37 -653.3 -323.6 120.38 126.81 1651.7 3.0 1.74\n",
"p[139] 91.86 314.8 545.26 -656.4 -326.6 120.6 129.94 1734.2 3.0 1.74\n",
"p[140] 91.0 310.48 537.77 -658.9 -323.9 120.6 138.26 1680.0 3.0 1.79\n",
"p[141] 82.86 295.56 511.93 -658.7 -320.0 120.57 143.11 1572.6 3.0 1.85\n",
"p[142] 77.62 282.67 489.6 -662.4 -321.1 120.69 149.54 1438.8 3.0 1.96\n",
"p[143] 68.13 323.9 458.06 -661.5 -320.5 120.71 168.98 1260.0 2.0 2.07\n",
"p[144] 64.07 308.74 436.62 -661.7 -318.9 120.81 179.1 1104.6 2.0 2.21\n",
"p[145] 53.91 294.32 416.23 -660.7 -317.5 120.86 167.34 1029.1 2.0 2.23\n",
"p[146] 42.65 278.16 393.38 -661.3 -312.9 120.77 155.62 883.04 2.0 2.28\n",
"p[147] 35.18 275.94 390.24 -664.7 -313.8 120.66 147.63 872.78 2.0 2.12\n",
"p[148] 28.96 273.38 386.62 -669.8 -313.2 120.52 132.92 846.4 2.0 2.03\n",
"p[149] 22.77 268.2 379.29 -664.2 -309.7 120.28 126.53 823.22 2.0 2.0\n",
"p[150] 13.24 264.39 373.9 -665.2 -312.6 119.97 125.55 813.36 2.0 1.88\n",
"p[151] 10.29 265.64 375.67 -680.7 -314.3 120.02 125.7 814.16 2.0 1.8\n",
"p[152] 4.81 268.24 379.36 -686.9 -316.2 119.72 125.85 822.88 2.0 1.69\n",
"p[153] 0.58 267.56 378.39 -688.6 -317.9 119.38 126.07 811.49 2.0 1.66\n",
"p[154] -2.66 265.16 375.0 -683.1 -321.0 119.28 126.16 810.78 2.0 1.66\n",
"p[155] -5.94 264.33 373.82 -687.8 -320.3 118.69 126.02 812.99 2.0 1.63\n",
"p[156] -4.29 262.24 370.86 -688.5 -317.6 118.63 126.09 801.73 2.0 1.66\n",
"p[157] -0.63 263.77 373.03 -686.6 -317.7 118.33 126.03 802.29 2.0 1.67\n",
"p[158] 2.41 266.79 377.29 -686.4 -314.8 117.96 125.91 811.81 2.0 1.67\n",
"p[159] -1.48 270.22 382.14 -694.7 -318.0 117.66 125.85 815.34 2.0 1.61\n",
"p[160] 1.76 275.75 389.97 -692.9 -322.1 117.7 125.75 842.8 2.0 1.59\n",
"p[161] 5.25 274.29 387.9 -692.1 -318.3 117.75 125.76 832.42 2.0 1.62\n",
"p[162] 11.3 273.52 386.82 -693.8 -307.2 118.19 126.16 847.46 2.0 1.69\n",
"p[163] 16.08 273.14 386.28 -685.9 -307.4 118.33 126.33 837.89 2.0 1.76\n",
"p[164] 22.18 277.44 392.36 -680.2 -306.0 118.46 126.4 882.27 2.0 1.81\n",
"p[165] 27.72 285.69 404.03 -683.0 -303.8 118.84 126.69 960.71 2.0 1.83\n",
"p[166] 27.5 286.54 405.22 -675.9 -302.5 118.86 126.65 990.14 2.0 1.84\n",
"p[167] 39.99 297.46 420.67 -674.3 -298.6 119.35 126.99 1088.2 2.0 1.92\n",
"p[168] 46.32 301.27 426.06 -672.0 -296.3 120.05 127.12 1112.9 2.0 2.03\n",
"p[169] 46.45 298.96 422.8 -674.7 -301.3 120.62 127.75 1017.4 2.0 2.14\n",
"p[170] 49.46 305.35 431.83 -676.8 -306.6 120.38 128.44 1030.9 2.0 2.1\n",
"p[171] 50.76 309.8 438.12 -684.1 -310.3 119.91 128.8 1032.5 2.0 2.08\n",
"p[172] 49.68 312.75 442.3 -686.4 -315.4 119.63 129.08 1045.1 2.0 1.97\n",
"p[173] 48.27 314.44 444.68 -687.8 -318.0 119.54 129.2 1060.6 2.0 1.87\n",
"p[174] 53.64 266.39 461.41 -685.7 -320.1 119.39 129.3 1147.1 3.0 1.78\n",
"p[175] 52.75 270.64 468.76 -685.1 -324.5 118.83 129.42 1164.7 3.0 1.68\n",
"p[176] 54.72 278.23 481.91 -687.7 -325.8 118.57 129.76 1196.6 3.0 1.62\n",
"p[177] 56.8 285.43 494.38 -689.9 -329.5 118.25 129.77 1255.0 3.0 1.59\n",
"lp__ 426.21 883.15 1248.9 -1205 -587.0 -69.94 1911.1 2395.7 2.0 3.98\n",
"\n",
"Samples were drawn using NUTS(diag_e) at Sun Sep 25 17:46:27 2016.\n",
"For each parameter, n_eff is a crude measure of effective sample size,\n",
"and Rhat is the potential scale reduction factor on split chains (at \n",
"convergence, Rhat=1).\n"
]
}
],
"source": [
"fit_delspace,res_delspace=runmodel(model_delspace,data)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model_fullspace=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];//wage rate\n",
" real<lower=0,upper=100> c[N];//cpi rate\n",
" real<lower=0,upper=100> u[N];//unemployment\n",
"}\n",
"\n",
"parameters{\n",
" real delta[N];\n",
" real gamma[N];\n",
" real phi[N];\n",
" \n",
" real<lower=0> sdel;\n",
" real<lower=0> sphi;\n",
" real<lower=0> sg;\n",
"\n",
" real cn[N];\n",
" real uu[N];\n",
"\n",
" real<lower=0> sp;\n",
" real<lower=0> spo;\n",
" real<lower=0> sc;\n",
" real<lower=0> sco;\n",
" real<lower=0> su;\n",
" real<lower=0> suo;\n",
" \n",
" real p[N-1];\n",
"}\n",
"\n",
"model{\n",
" \n",
" for(i in 2:(N)){\n",
" delta[i]~normal(delta[i-1],sdel);\n",
" phi[i]~normal(phi[i-1],sphi);\n",
" gamma[i]~normal(gamma[i-1],sg);\n",
" \n",
" p[i]~normal(p[i-1],sp);\n",
" cn[i]~normal(cn[i-1],sc);\n",
" uu[i]~normal(uu[i-1],su); \n",
" }\n",
" \n",
" for(i in 1:(N)){\n",
" c[i]~normal(cn[i],sco);\n",
" u[i]~normal(uu[i],suo);\n",
" }\n",
" \n",
" for(i in 2:(N)){ \n",
" p[i]~normal(delta[i]+gamma[i]*cn[i-1]+phi[i]*uu[i],spo);\n",
" }\n",
"} \n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "RuntimeError",
"evalue": "\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-50-a40e31ac06c4>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfit_fullspace\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mres_fullspace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrunmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_fullspace\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m<ipython-input-8-c2fdf41c0493>\u001b[0m in \u001b[0;36mrunmodel\u001b[1;34m(model, data)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mrunmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0msmodel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpystan\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mStanModel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_code\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mfit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msampling\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m31000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwarmup\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mthin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchains\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m71\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextract\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mprint\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36msampling\u001b[1;34m(self, data, pars, chains, iter, warmup, thin, seed, init, sample_file, diagnostic_file, verbose, algorithm, control, n_jobs, **kwargs)\u001b[0m\n\u001b[0;32m 712\u001b[0m \u001b[0mcall_sampler_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mizip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpars\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 713\u001b[0m \u001b[0mcall_sampler_star\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodule\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call_sampler_star\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 714\u001b[1;33m \u001b[0mret_and_samples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_map_parallel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcall_sampler_star\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcall_sampler_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 715\u001b[0m \u001b[0msamples\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0msmpl\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msmpl\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mret_and_samples\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 716\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/local/lib/python2.7/dist-packages/pystan/model.pyc\u001b[0m in \u001b[0;36m_map_parallel\u001b[1;34m(function, args, n_jobs)\u001b[0m\n\u001b[0;32m 78\u001b[0m \u001b[0mn_jobs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[0mpool\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmultiprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPool\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocesses\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 80\u001b[1;33m \u001b[0mmap_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunction\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 81\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 82\u001b[0m \u001b[0mpool\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mmap\u001b[1;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[0;32m 249\u001b[0m '''\n\u001b[0;32m 250\u001b[0m \u001b[1;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mRUN\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_async\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 252\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 253\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mimap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/usr/lib/python2.7/multiprocessing/pool.pyc\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m 556\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 557\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 558\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 559\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 560\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mRuntimeError\u001b[0m: \nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\nInformational Message: The current Metropolis proposal is about to be rejected because of the following issue:\nException thrown at line 38: []: accessing element out of range. index 178 out of range; expecting index to be between 1 and 177; index position = 1p\nIf this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\nbut if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n\nRejecting initial value:\n Error evaluating the log probability at the initial value.\n\n\nInitialization between (-2, 2) failed after 100 attempts. \n Try specifying initial values, reducing ranges of constrained values, or reparameterizing the model.\n"
]
}
],
"source": [
"fit_fullspace,res_fullspace=runmodel(model_fullspace,data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model_fs3=\"\"\"\n",
"data{\n",
" int<lower=1> N;\n",
" real<lower=0,upper=100> pi[N];//wage rate\n",
" real<lower=0,upper=100> c[N];//cpi rate\n",
" real<lower=0,upper=100> u[N];//unemployment\n",
"}\n",
"\n",
"parameters{\n",
" real delta[N];\n",
" real gamma[N];\n",
" real phi[N];\n",
" \n",
" real<lower=0> sdel;\n",
" real<lower=0> sphi;\n",
" real<lower=0> sg;\n",
"\n",
" real cdel[3];\n",
" real cphi[3];\n",
" real cg[3];\n",
" \n",
" real cn[N];\n",
" real uu[N];\n",
"\n",
" real<lower=0> sp;\n",
" real<lower=0> spo;\n",
" real<lower=0> sc;\n",
" real<lower=0> sco;\n",
" real<lower=0> su;\n",
" real<lower=0> suo;\n",
" \n",
" real p[N-1];\n",
"}\n",
"\n",
"model{\n",
" \n",
" for(i in 2:(N)){\n",
" delta[i]~normal(delta[i-1],sdel);\n",
" phi[i]~normal(phi[i-1],sphi);\n",
" gamma[i]~normal(gamma[i-1],sg);\n",
" \n",
" p[i]~normal(p[i-1],sp);\n",
" cn[i]~normal(cn[i-1],sc);\n",
" uu[i]~normal(uu[i-1],su); \n",
" }\n",
" \n",
" for(i in 1:(N)){\n",
" c[i]~normal(cn[i],sco);\n",
" u[i]~normal(uu[i],suo);\n",
" }\n",
" \n",
" for(i in 2:(N)){ \n",
" p[i]~normal(delta[i]+gamma[i]*cn[i-1]+phi[i]*uu[i],spo);\n",
" }\n",
"} \n",
"\"\"\""
]
}
],
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"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
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