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mamacneil/UVC_Shizza_plots.ipynb Secret

Created September 1, 2017 19:34
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UVC_Shizza_plots.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ancient vs. modern LTMP comparison\n",
"\n",
"To evaluate any potential bias between original LTMP methods and new, length-based, methods."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Import python packages\n",
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.cm as cm\n",
"import pymc3 as pm\n",
"from pymc3.backends import SQLite\n",
"import theano as th\n",
"import theano.tensor as tt\n",
"import seaborn as sns\n",
"import matplotlib.patches as mpatches\n",
"import sqlite3\n",
"import matplotlib as mp\n",
"import pdb"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Helper functions\n",
"def indexall(L):\n",
" poo = []\n",
" for p in L:\n",
" if not p in poo:\n",
" poo.append(p)\n",
" Ix = np.array([poo.index(p) for p in L])\n",
" return poo,Ix\n",
"\n",
"def subindexall(short,long):\n",
" poo = []\n",
" out = []\n",
" for s,l in zip(short,long):\n",
" if not l in poo:\n",
" poo.append(l)\n",
" out.append(s)\n",
" return indexall(out)\n",
"\n",
"def firstindex(L):\n",
" ulist = unique(L)\n",
" return np.array([poo.index(p) for p in ulist])\n",
"\n",
"match = lambda a, b: np.array([ b.index(x) if x in b else None for x in a ])\n",
"\n",
"def spanzero(pair):\n",
" out = True\n",
" if all(pair<0) or all(pair>0):\n",
" out = False\n",
" return out"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Sample_ID</th>\n",
" <th>Site</th>\n",
" <th>Method</th>\n",
" <th>Direction</th>\n",
" <th>Transect</th>\n",
" <th>Observer</th>\n",
" <th>Time</th>\n",
" <th>ACA_BLOC</th>\n",
" <th>ACA_DUSS</th>\n",
" <th>ACA_LINE</th>\n",
" <th>...</th>\n",
" <th>ZEB_SCOP</th>\n",
" <th>ZEB_VELI</th>\n",
" <th>Acanthuridae</th>\n",
" <th>Chaetodontidae</th>\n",
" <th>Labridae</th>\n",
" <th>Lethrinidae</th>\n",
" <th>Lutjanidae</th>\n",
" <th>Scaridae</th>\n",
" <th>Serranidae</th>\n",
" <th>Siganidae</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Length</td>\n",
" <td>Out</td>\n",
" <td>1</td>\n",
" <td>AC</td>\n",
" <td>1356</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Length</td>\n",
" <td>Out</td>\n",
" <td>3</td>\n",
" <td>AC</td>\n",
" <td>1404</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>22</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Length</td>\n",
" <td>Out</td>\n",
" <td>5</td>\n",
" <td>AC</td>\n",
" <td>1415</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Length</td>\n",
" <td>Out</td>\n",
" <td>7</td>\n",
" <td>AC</td>\n",
" <td>1424</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>42</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Length</td>\n",
" <td>Out</td>\n",
" <td>9</td>\n",
" <td>AC</td>\n",
" <td>1435</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Count</td>\n",
" <td>Out</td>\n",
" <td>2</td>\n",
" <td>IM</td>\n",
" <td>1352</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Count</td>\n",
" <td>Out</td>\n",
" <td>4</td>\n",
" <td>IM</td>\n",
" <td>1402</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Count</td>\n",
" <td>Out</td>\n",
" <td>6</td>\n",
" <td>IM</td>\n",
" <td>1412</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>18</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Count</td>\n",
" <td>Out</td>\n",
" <td>8</td>\n",
" <td>IM</td>\n",
" <td>1422</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>NS102</td>\n",
" <td>1</td>\n",
" <td>Count</td>\n",
" <td>Out</td>\n",
" <td>10</td>\n",
" <td>IM</td>\n",
" <td>1432</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10 rows × 85 columns</p>\n",
"</div>"
],
"text/plain": [
" Sample_ID Site Method Direction Transect Observer Time ACA_BLOC \\\n",
"10 NS102 1 Length Out 1 AC 1356 0 \n",
"11 NS102 1 Length Out 3 AC 1404 0 \n",
"12 NS102 1 Length Out 5 AC 1415 0 \n",
"13 NS102 1 Length Out 7 AC 1424 0 \n",
"14 NS102 1 Length Out 9 AC 1435 0 \n",
"15 NS102 1 Count Out 2 IM 1352 0 \n",
"16 NS102 1 Count Out 4 IM 1402 0 \n",
"17 NS102 1 Count Out 6 IM 1412 0 \n",
"18 NS102 1 Count Out 8 IM 1422 0 \n",
"19 NS102 1 Count Out 10 IM 1432 0 \n",
"\n",
" ACA_DUSS ACA_LINE ... ZEB_SCOP ZEB_VELI Acanthuridae \\\n",
"10 0 0 ... 0 0 2 \n",
"11 0 0 ... 0 0 5 \n",
"12 0 0 ... 0 0 2 \n",
"13 0 0 ... 0 0 2 \n",
"14 0 0 ... 1 0 1 \n",
"15 0 0 ... 0 0 1 \n",
"16 0 0 ... 0 0 1 \n",
"17 0 0 ... 1 0 3 \n",
"18 0 0 ... 0 0 0 \n",
"19 0 0 ... 0 0 3 \n",
"\n",
" Chaetodontidae Labridae Lethrinidae Lutjanidae Scaridae Serranidae \\\n",
"10 2 2 0 0 9 0 \n",
"11 4 4 0 0 22 0 \n",
"12 2 2 1 0 14 3 \n",
"13 5 2 0 0 42 0 \n",
"14 7 4 0 0 16 0 \n",
"15 3 3 0 0 8 1 \n",
"16 3 1 0 0 13 1 \n",
"17 0 1 0 0 18 1 \n",
"18 4 0 0 1 29 0 \n",
"19 0 1 0 0 13 0 \n",
"\n",
" Siganidae \n",
"10 3 \n",
"11 5 \n",
"12 2 \n",
"13 2 \n",
"14 4 \n",
"15 3 \n",
"16 2 \n",
"17 4 \n",
"18 2 \n",
"19 4 \n",
"\n",
"[10 rows x 85 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import data\n",
"xdata = pd.read_csv('uvc.csv')\n",
"# Remove NS101\n",
"xdata = xdata[xdata.Sample_ID != 'NS101']\n",
"xdata.iloc[:10]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Create sample site variable\n",
"xdata['SampSite'] = xdata.Sample_ID.astype(str)+'_'+xdata.Site.astype(str)\n",
"\n",
"# Calculate transect-level richness\n",
"xdata['Richness'] = (xdata.ix[:,'ACA_BLOC':'ZEB_VELI']>1).sum(1).values\n",
"\n",
"# Calculate transect-level abundance\n",
"xdata['Abundance'] = xdata.ix[:,'ACA_BLOC':'ZEB_VELI'].sum(1).values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Calculate average transect duration for properly-recorded transects"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# List to store intervals\n",
"intvl = []\n",
"# Grab dataset with just AC and ME\n",
"tmp = xdata[xdata['Observer'].isin(['AC','ME'])].copy()\n",
"# Calculate the average interval between subsequent transects at each site\n",
"for s in tmp.Sample_ID.unique():\n",
" tmp2 = tmp.loc[tmp['Sample_ID']==s]\n",
" # Outbound\n",
" tmp3 = tmp2.loc[tmp2['Direction']=='Out']\n",
" for i in range(1,11):\n",
" intvl += list(tmp3.Time.loc[tmp3.Transect==i+1].values-tmp3.Time.loc[tmp3.Transect==i].values)\n",
" # Return leg\n",
" tmp4 = tmp2.loc[tmp2['Direction']=='Back']\n",
" for i in range(1,11):\n",
" intvl += list(tmp4.Time.loc[tmp4.Transect==i].values-tmp4.Time.loc[tmp4.Transect==i-1].values)\n",
"intvl = np.array(intvl)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5.4375"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Average duration of transect\n",
"mu_intvl = np.mean(abs(np.array(intvl))[abs(np.array(intvl))<15])\n",
"mu_intvl"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fix IM times\n",
"Estimate the time differential between IM and the other clocks"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# List to store intervals\n",
"bintvl = []\n",
"# Record if IM is first or second observation\n",
"iIM = []"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Grab dataset with just IM and ME\n",
"tmp = xdata[xdata['Observer'].isin(['IM','ME'])].copy()\n",
"# Calculate the average interval between subsequent transects at each site\n",
"for s in tmp.Sample_ID.unique():\n",
" tmp2 = tmp.loc[tmp['Sample_ID']==s]\n",
" # Outbound\n",
" tmp3 = tmp2.loc[tmp2['Direction']=='Out']\n",
" for i in range(1,11):\n",
" out = list(tmp3.Time.loc[tmp3.Transect==i+1].values-tmp3.Time.loc[tmp3.Transect==i].values)\n",
" bintvl += out\n",
" # flag for empty additions of out\n",
" if len(out)==1:\n",
" iIM += list(tmp3.Observer.loc[tmp3.Transect==i+1].values=='IM')\n",
" # Return leg\n",
" tmp4 = tmp2.loc[tmp2['Direction']=='Back']\n",
" for i in range(1,11):\n",
" out2 = list(tmp4.Time.loc[tmp4.Transect==i].values-tmp4.Time.loc[tmp4.Transect==i-1].values)\n",
" bintvl += out2\n",
" # flag for empty additions of out2\n",
" if len(out2)==1:\n",
" iIM += list(tmp4.Observer.loc[tmp4.Transect==i].values=='IM')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Grab dataset with just IM and AC\n",
"tmp = xdata[xdata['Observer'].isin(['IM','AC'])]\n",
"# Calculate the average interval between subsequent transects at each site\n",
"for s in tmp.Sample_ID.unique():\n",
" tmp2 = tmp.loc[tmp['Sample_ID']==s]\n",
" # Outbound\n",
" tmp3 = tmp2.loc[tmp2['Direction']=='Out']\n",
" for i in range(1,11):\n",
" out = list(tmp3.Time.loc[tmp3.Transect==i+1].values-tmp3.Time.loc[tmp3.Transect==i].values)\n",
" bintvl += out\n",
" # flag for empty additions of out\n",
" if len(out)==1:\n",
" iIM += list(tmp3.Observer.loc[tmp3.Transect==i+1].values=='IM')\n",
" # Return leg\n",
" tmp4 = tmp2.loc[tmp2['Direction']=='Back']\n",
" for i in range(1,11):\n",
" out2 = list(tmp4.Time.loc[tmp4.Transect==i].values-tmp4.Time.loc[tmp4.Transect==i-1].values)\n",
" bintvl += out2\n",
" # flag for empty additions of out2\n",
" if len(out2)==1:\n",
" iIM += list(tmp4.Observer.loc[tmp4.Transect==i].values=='IM')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Calculate average interval duration\n",
"bintvl = np.array(bintvl)\n",
"iIM = np.array(iIM)*1\n",
"iIM = (iIM+-1+iIM*1)*-1"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5.8558673469387754"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Calculate level of offset for IM's watch\n",
"oset = abs((mu_intvl+bintvl*iIM)*(iIM==-1)+(bintvl-mu_intvl*iIM)*(iIM==1))\n",
"IM_off = oset[oset<15].mean()\n",
"IM_off"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Create new corrected times\n",
"tmp = xdata.Time.values\n",
"tmp[xdata.Observer.values=='IM'] = tmp[xdata.Observer.values=='IM'] - round(IM_off).astype(int)\n",
"xdata['TimeAdj'] = tmp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data\n",
"\n",
"Next we need to calculate the interval times for the return back"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Site-transect combination\n",
"xdata['SiteTrans'] = xdata.Site.astype(str)+'_'+xdata.Transect.astype(str)\n",
"# Site-transect direction combination\n",
"xdata['SiteTransDir'] = xdata.Site.astype(str)+'_'+xdata.Transect.astype(str)+'_'+xdata.Direction"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Empty array to hold return times\n",
"nobs = len(xdata.Time.values)\n",
"RTime = np.zeros(nobs)\n",
"\n",
"for i in range(nobs):\n",
" if xdata.Direction.iloc[i]=='Back':\n",
" try:\n",
" # Get out time plus typical time to do a transect\n",
" poo = xdata.Time.loc[xdata.SiteTransDir==xdata.SiteTrans.iloc[i]+'_'+'Out'].values[0]+mu_intvl\n",
" except IndexError:\n",
" # Start with back\n",
" poo = xdata.Time.iloc[i]\n",
" RTime[i] = xdata.Time.iloc[i]-poo"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 62.5625, 82.5625,\n",
" 103.5625, 125.5625, 186.5625, 71.5625, 93.5625, 113.5625,\n",
" 135.5625, 193.5625, 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 75.5625, 98.5625, 120.5625, 143.5625, 245.5625, 47.5625,\n",
" 70.5625, 91.5625, 115.5625, 136.5625, 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 36.5625, 97.5625, 160.5625, 189.5625,\n",
" 211.5625, 32.5625, 94.5625, 164.5625, 186.5625, 208.5625,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 18.5625, 78.5625,\n",
" 100.5625, 161.5625, 182.5625, 66.5625, 87.5625, 108.5625,\n",
" 169.5625, 189.5625, 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 53.5625, 74.5625, 96.5625, 123.5625, 186.5625, 69.5625,\n",
" 90.5625, 111.5625, 133.5625, 202.5625])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Time in per 100 min\n",
"xdata['RTime'] = RTime\n",
"xdata['RTime'].values"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Define response variable\n",
"Respx = 'Scaridae'\n",
"Response = xdata[Respx].values"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Set up sampling design - transects within sites\n",
"Site,Is = subindexall(xdata.Site.values, xdata.SiteTrans.values)\n",
"nsite = len(Site)\n",
"\n",
"# Index transect\n",
"Trans,It = indexall(xdata.SiteTrans.values)\n",
"ntrans = len(Trans)\n",
"\n",
"# Method\n",
"Method,Im = indexall(xdata.Method.values)\n",
"\n",
"# Direction\n",
"Direction,Id = indexall(xdata.Direction.values)\n",
"\n",
"# Observer\n",
"Observer,Io = indexall(xdata.Observer.values)\n",
"npeeps = len(Observer)\n",
"\n",
"# Diver time\n",
"RTime = xdata.RTime.values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Set up results import loop"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Names of databases to import\n",
"Var_names = ['Acanthuridae', 'Chaetodontidae', 'Labridae',\n",
" 'Lutjanidae', 'Scaridae', 'Serranidae', 'Siganidae','Richness','Abundance']\n",
"nvar = len(Var_names)\n",
"# Colour scheme\n",
"Var_col = ['#67001f','#b2182b','#d6604d','#f4a582','#fddbc7','#d1e5f0','#92c5de','#4393c3','#2166ac','#053061']\n",
"# Symbol scheme\n",
"Var_sym = ['o']*8+['v','s']\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Loop over databases into new dictionary of pandas dataframes\n",
"Results = {}\n",
"for var in Var_names:\n",
" # Open db connection\n",
" con = sqlite3.connect(var+\"_trace.db\")\n",
" tables_df = pd.read_sql('select name from sqlite_master where type=\\'table\\'', con)\n",
" table_name_list = tables_df.name\n",
" select_template = 'SELECT * FROM {table_name}'\n",
" Results[var] = {}\n",
" for tname in table_name_list:\n",
" query = select_template.format(table_name = tname)\n",
" Results[var][tname] = pd.read_sql(query, con)\n",
" con.close()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Abundance': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.564772\n",
" 1 2 1 0 0.564772\n",
" 2 3 2 0 0.564772\n",
" 3 4 3 0 0.564772\n",
" 4 5 4 0 0.564772\n",
" 5 6 5 0 1.620538\n",
" 6 7 6 0 1.710385\n",
" 7 8 7 0 1.710385\n",
" 8 9 8 0 1.710385\n",
" 9 10 9 0 1.700580\n",
" 10 11 10 0 2.851503\n",
" 11 12 11 0 2.851503\n",
" 12 13 12 0 2.851503\n",
" 13 14 13 0 2.778410\n",
" 14 15 14 0 3.208565\n",
" 15 16 15 0 1.879215\n",
" 16 17 16 0 1.992549\n",
" 17 18 17 0 1.992549\n",
" 18 19 18 0 2.380222\n",
" 19 20 19 0 1.326332\n",
" 20 21 20 0 1.975252\n",
" 21 22 21 0 1.975252\n",
" 22 23 22 0 1.975252\n",
" 23 24 23 0 1.975252\n",
" 24 25 24 0 1.975252\n",
" 25 26 25 0 2.002610\n",
" 26 27 26 0 1.730519\n",
" 27 28 27 0 1.756366\n",
" 28 29 28 0 0.936494\n",
" 29 30 29 0 0.936494\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.594870\n",
" 19971 19972 19971 0 -0.326755\n",
" 19972 19973 19972 0 -0.326755\n",
" 19973 19974 19973 0 -0.468556\n",
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" 19975 19976 19975 0 -0.468556\n",
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" 19987 19988 19987 0 -0.319798\n",
" 19988 19989 19988 0 -0.319798\n",
" 19989 19990 19989 0 -0.478861\n",
" 19990 19991 19990 0 -0.478861\n",
" 19991 19992 19991 0 -0.478861\n",
" 19992 19993 19992 0 -0.478861\n",
" 19993 19994 19993 0 -0.446126\n",
" 19994 19995 19994 0 -0.611408\n",
" 19995 19996 19995 0 -0.611408\n",
" 19996 19997 19996 0 -0.647762\n",
" 19997 19998 19997 0 -0.647762\n",
" 19998 19999 19998 0 -0.647762\n",
" 19999 20000 19999 0 -0.537512\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 -1.057973\n",
" 1 2 1 0 -1.357670\n",
" 2 3 2 0 -1.892306\n",
" 3 4 3 0 -1.406706\n",
" 4 5 4 0 -1.489917\n",
" 5 6 5 0 -0.171870\n",
" 6 7 6 0 -0.600408\n",
" 7 8 7 0 -2.283787\n",
" 8 9 8 0 -1.908533\n",
" 9 10 9 0 -2.844917\n",
" 10 11 10 0 -3.338857\n",
" 11 12 11 0 -0.499601\n",
" 12 13 12 0 -0.914034\n",
" 13 14 13 0 0.624113\n",
" 14 15 14 0 0.624113\n",
" 15 16 15 0 0.624113\n",
" 16 17 16 0 0.624113\n",
" 17 18 17 0 1.355398\n",
" 18 19 18 0 1.355398\n",
" 19 20 19 0 1.088371\n",
" 20 21 20 0 1.435902\n",
" 21 22 21 0 0.624933\n",
" 22 23 22 0 1.185844\n",
" 23 24 23 0 0.322173\n",
" 24 25 24 0 1.712727\n",
" 25 26 25 0 2.183280\n",
" 26 27 26 0 1.618609\n",
" 27 28 27 0 2.225853\n",
" 28 29 28 0 2.225853\n",
" 29 30 29 0 2.621267\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 4.094001\n",
" 19971 19972 19971 0 3.849238\n",
" 19972 19973 19972 0 3.849238\n",
" 19973 19974 19973 0 3.806465\n",
" 19974 19975 19974 0 3.623824\n",
" 19975 19976 19975 0 3.547660\n",
" 19976 19977 19976 0 3.905917\n",
" 19977 19978 19977 0 3.905917\n",
" 19978 19979 19978 0 3.905917\n",
" 19979 19980 19979 0 3.730798\n",
" 19980 19981 19980 0 3.730798\n",
" 19981 19982 19981 0 3.730798\n",
" 19982 19983 19982 0 3.730798\n",
" 19983 19984 19983 0 3.730798\n",
" 19984 19985 19984 0 3.730798\n",
" 19985 19986 19985 0 3.711935\n",
" 19986 19987 19986 0 3.711935\n",
" 19987 19988 19987 0 3.711935\n",
" 19988 19989 19988 0 3.711935\n",
" 19989 19990 19989 0 3.711935\n",
" 19990 19991 19990 0 3.711935\n",
" 19991 19992 19991 0 3.948797\n",
" 19992 19993 19992 0 3.948797\n",
" 19993 19994 19993 0 3.948797\n",
" 19994 19995 19994 0 3.948797\n",
" 19995 19996 19995 0 3.948797\n",
" 19996 19997 19996 0 3.948797\n",
" 19997 19998 19997 0 3.739979\n",
" 19998 19999 19998 0 3.739979\n",
" 19999 20000 19999 0 4.113893\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 0.756250\n",
" 1 2 1 0 1.950777\n",
" 2 3 2 0 1.950777\n",
" 3 4 3 0 2.069987\n",
" 4 5 4 0 2.298472\n",
" 5 6 5 0 2.298472\n",
" 6 7 6 0 2.598355\n",
" 7 8 7 0 2.583774\n",
" 8 9 8 0 2.583774\n",
" 9 10 9 0 3.500482\n",
" 10 11 10 0 2.861544\n",
" 11 12 11 0 2.911125\n",
" 12 13 12 0 2.911125\n",
" 13 14 13 0 2.911125\n",
" 14 15 14 0 2.911125\n",
" 15 16 15 0 2.512670\n",
" 16 17 16 0 2.512670\n",
" 17 18 17 0 2.512670\n",
" 18 19 18 0 2.476408\n",
" 19 20 19 0 2.243243\n",
" 20 21 20 0 2.724265\n",
" 21 22 21 0 2.724265\n",
" 22 23 22 0 2.545567\n",
" 23 24 23 0 2.918811\n",
" 24 25 24 0 2.918811\n",
" 25 26 25 0 2.549792\n",
" 26 27 26 0 2.324589\n",
" 27 28 27 0 2.324589\n",
" 28 29 28 0 2.762409\n",
" 29 30 29 0 2.952484\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.282532\n",
" 19971 19972 19971 0 0.282532\n",
" 19972 19973 19972 0 0.264716\n",
" 19973 19974 19973 0 0.210219\n",
" 19974 19975 19974 0 0.210219\n",
" 19975 19976 19975 0 0.210219\n",
" 19976 19977 19976 0 0.210219\n",
" 19977 19978 19977 0 0.210219\n",
" 19978 19979 19978 0 0.232875\n",
" 19979 19980 19979 0 0.189027\n",
" 19980 19981 19980 0 0.245678\n",
" 19981 19982 19981 0 0.245678\n",
" 19982 19983 19982 0 0.297603\n",
" 19983 19984 19983 0 0.234188\n",
" 19984 19985 19984 0 0.234188\n",
" 19985 19986 19985 0 0.234188\n",
" 19986 19987 19986 0 0.234188\n",
" 19987 19988 19987 0 0.234188\n",
" 19988 19989 19988 0 0.267655\n",
" 19989 19990 19989 0 0.228345\n",
" 19990 19991 19990 0 0.228345\n",
" 19991 19992 19991 0 0.228345\n",
" 19992 19993 19992 0 0.228345\n",
" 19993 19994 19993 0 0.228345\n",
" 19994 19995 19994 0 0.228345\n",
" 19995 19996 19995 0 0.228345\n",
" 19996 19997 19996 0 0.228345\n",
" 19997 19998 19997 0 0.271129\n",
" 19998 19999 19998 0 0.271129\n",
" 19999 20000 19999 0 0.271129\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 0.343458 0.206660\n",
" 1 2 1 0 0.858927 -0.149953\n",
" 2 3 2 0 0.858927 -0.149953\n",
" 3 4 3 0 1.910602 0.556252\n",
" 4 5 4 0 1.059449 1.284474\n",
" 5 6 5 0 1.059449 1.284474\n",
" 6 7 6 0 1.059449 1.284474\n",
" 7 8 7 0 1.059449 1.284474\n",
" 8 9 8 0 1.059449 1.284474\n",
" 9 10 9 0 1.059449 1.284474\n",
" 10 11 10 0 1.059449 1.284474\n",
" 11 12 11 0 1.059449 1.284474\n",
" 12 13 12 0 1.059449 1.284474\n",
" 13 14 13 0 1.059449 1.284474\n",
" 14 15 14 0 1.059449 1.284474\n",
" 15 16 15 0 1.059449 1.284474\n",
" 16 17 16 0 1.059449 1.284474\n",
" 17 18 17 0 1.059449 1.284474\n",
" 18 19 18 0 1.365490 2.576265\n",
" 19 20 19 0 2.885332 3.637561\n",
" 20 21 20 0 2.343763 2.827405\n",
" 21 22 21 0 2.343763 2.827405\n",
" 22 23 22 0 2.343763 2.827405\n",
" 23 24 23 0 2.343763 2.827405\n",
" 24 25 24 0 2.343763 2.827405\n",
" 25 26 25 0 2.343763 2.827405\n",
" 26 27 26 0 2.343763 2.827405\n",
" 27 28 27 0 2.343763 2.827405\n",
" 28 29 28 0 2.343763 2.827405\n",
" 29 30 29 0 2.343763 2.827405\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.353564 -0.040567\n",
" 19971 19972 19971 0 -0.345195 -0.159214\n",
" 19972 19973 19972 0 -0.345195 -0.159214\n",
" 19973 19974 19973 0 -0.345195 -0.159214\n",
" 19974 19975 19974 0 -0.345195 -0.159214\n",
" 19975 19976 19975 0 -0.312368 -0.186492\n",
" 19976 19977 19976 0 -0.312368 -0.186492\n",
" 19977 19978 19977 0 -0.279364 -0.243231\n",
" 19978 19979 19978 0 -0.266646 -0.318552\n",
" 19979 19980 19979 0 -0.266646 -0.318552\n",
" 19980 19981 19980 0 -0.357788 -0.141707\n",
" 19981 19982 19981 0 -0.272623 -0.187018\n",
" 19982 19983 19982 0 -0.272623 -0.187018\n",
" 19983 19984 19983 0 -0.272623 -0.187018\n",
" 19984 19985 19984 0 -0.272623 -0.187018\n",
" 19985 19986 19985 0 -0.272623 -0.187018\n",
" 19986 19987 19986 0 -0.418238 -0.168447\n",
" 19987 19988 19987 0 -0.327660 -0.195292\n",
" 19988 19989 19988 0 -0.327660 -0.195292\n",
" 19989 19990 19989 0 -0.327660 -0.195292\n",
" 19990 19991 19990 0 -0.324761 -0.040141\n",
" 19991 19992 19991 0 -0.312496 -0.126045\n",
" 19992 19993 19992 0 -0.312496 -0.126045\n",
" 19993 19994 19993 0 -0.365612 0.020946\n",
" 19994 19995 19994 0 -0.365612 0.020946\n",
" 19995 19996 19995 0 -0.365612 0.020946\n",
" 19996 19997 19996 0 -0.365612 0.020946\n",
" 19997 19998 19997 0 -0.365612 0.020946\n",
" 19998 19999 19998 0 -0.309172 -0.126916\n",
" 19999 20000 19999 0 -0.309172 -0.126916\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 50.000000\n",
" 2 3 2 0 28.487652\n",
" 3 4 3 0 34.135567\n",
" 4 5 4 0 34.135567\n",
" 5 6 5 0 34.135567\n",
" 6 7 6 0 34.135567\n",
" 7 8 7 0 33.603802\n",
" 8 9 8 0 31.472772\n",
" 9 10 9 0 31.472772\n",
" 10 11 10 0 20.397440\n",
" 11 12 11 0 6.523301\n",
" 12 13 12 0 3.929922\n",
" 13 14 13 0 3.929922\n",
" 14 15 14 0 2.557658\n",
" 15 16 15 0 1.380630\n",
" 16 17 16 0 1.380630\n",
" 17 18 17 0 1.380630\n",
" 18 19 18 0 1.380630\n",
" 19 20 19 0 1.649272\n",
" 20 21 20 0 2.148620\n",
" 21 22 21 0 2.148620\n",
" 22 23 22 0 2.148620\n",
" 23 24 23 0 3.597446\n",
" 24 25 24 0 5.038909\n",
" 25 26 25 0 5.285658\n",
" 26 27 26 0 5.285658\n",
" 27 28 27 0 1.773694\n",
" 28 29 28 0 1.773694\n",
" 29 30 29 0 2.395453\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.512087\n",
" 19971 19972 19971 0 0.512087\n",
" 19972 19973 19972 0 0.512087\n",
" 19973 19974 19973 0 0.267819\n",
" 19974 19975 19974 0 0.437173\n",
" 19975 19976 19975 0 0.437173\n",
" 19976 19977 19976 0 0.437173\n",
" 19977 19978 19977 0 0.288892\n",
" 19978 19979 19978 0 0.298940\n",
" 19979 19980 19979 0 0.316807\n",
" 19980 19981 19980 0 0.273018\n",
" 19981 19982 19981 0 0.273018\n",
" 19982 19983 19982 0 0.273018\n",
" 19983 19984 19983 0 0.273018\n",
" 19984 19985 19984 0 0.560497\n",
" 19985 19986 19985 0 0.288681\n",
" 19986 19987 19986 0 0.288681\n",
" 19987 19988 19987 0 0.288681\n",
" 19988 19989 19988 0 0.288681\n",
" 19989 19990 19989 0 0.288681\n",
" 19990 19991 19990 0 0.288681\n",
" 19991 19992 19991 0 0.288681\n",
" 19992 19993 19992 0 0.288681\n",
" 19993 19994 19993 0 0.394533\n",
" 19994 19995 19994 0 0.394533\n",
" 19995 19996 19995 0 0.394533\n",
" 19996 19997 19996 0 0.394533\n",
" 19997 19998 19997 0 0.410209\n",
" 19998 19999 19998 0 0.410209\n",
" 19999 20000 19999 0 0.404639\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 -0.920399\n",
" 3 4 3 0 -0.657259\n",
" 4 5 4 0 -0.657259\n",
" 5 6 5 0 -0.657259\n",
" 6 7 6 0 -0.657259\n",
" 7 8 7 0 -0.681001\n",
" 8 9 8 0 -0.778108\n",
" 9 10 9 0 -0.778108\n",
" 10 11 10 0 -1.361637\n",
" 11 12 11 0 -2.662332\n",
" 12 13 12 0 -3.196458\n",
" 13 14 13 0 -3.196458\n",
" 14 15 14 0 -3.640169\n",
" 15 16 15 0 -4.268727\n",
" 16 17 16 0 -4.268727\n",
" 17 18 17 0 -4.268727\n",
" 18 19 18 0 -4.268727\n",
" 19 20 19 0 -4.088206\n",
" 20 21 20 0 -3.818624\n",
" 21 22 21 0 -3.818624\n",
" 22 23 22 0 -3.818624\n",
" 23 24 23 0 -3.288309\n",
" 24 25 24 0 -2.936278\n",
" 25 26 25 0 -2.885868\n",
" 26 27 26 0 -2.885868\n",
" 27 28 27 0 -4.014210\n",
" 28 29 28 0 -4.014210\n",
" 29 30 29 0 -3.707352\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.269298\n",
" 19971 19972 19971 0 -5.269298\n",
" 19972 19973 19972 0 -5.269298\n",
" 19973 19974 19973 0 -5.919931\n",
" 19974 19975 19974 0 -5.428216\n",
" 19975 19976 19975 0 -5.428216\n",
" 19976 19977 19976 0 -5.428216\n",
" 19977 19978 19977 0 -5.843980\n",
" 19978 19979 19978 0 -5.809688\n",
" 19979 19980 19979 0 -5.751461\n",
" 19980 19981 19980 0 -5.900654\n",
" 19981 19982 19981 0 -5.900654\n",
" 19982 19983 19982 0 -5.900654\n",
" 19983 19984 19983 0 -5.900654\n",
" 19984 19985 19984 0 -5.178480\n",
" 19985 19986 19985 0 -5.844713\n",
" 19986 19987 19986 0 -5.844713\n",
" 19987 19988 19987 0 -5.844713\n",
" 19988 19989 19988 0 -5.844713\n",
" 19989 19990 19989 0 -5.844713\n",
" 19990 19991 19990 0 -5.844713\n",
" 19991 19992 19991 0 -5.844713\n",
" 19992 19993 19992 0 -5.844713\n",
" 19993 19994 19993 0 -5.531270\n",
" 19994 19995 19994 0 -5.531270\n",
" 19995 19996 19995 0 -5.531270\n",
" 19996 19997 19996 0 -5.531270\n",
" 19997 19998 19997 0 -5.492148\n",
" 19998 19999 19998 0 -5.492148\n",
" 19999 20000 19999 0 -5.505876\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 -0.150055 1.081754 1.803928 -0.713671 -2.000556\n",
" 1 2 1 0 -0.007113 1.358029 3.304900 -0.656893 -3.177320\n",
" 2 3 2 0 0.652712 1.235096 2.446927 -1.197492 -5.349365\n",
" 3 4 3 0 -2.303715 1.522703 2.046903 -0.315204 -5.477114\n",
" 4 5 4 0 -1.833986 0.482983 2.271289 -0.573385 -4.759943\n",
" 5 6 5 0 -1.565524 1.009239 1.792762 1.618811 -3.444451\n",
" 6 7 6 0 -0.280281 2.445953 1.137313 1.834561 -2.242982\n",
" 7 8 7 0 -0.280281 2.445953 1.137313 1.834561 -2.242982\n",
" 8 9 8 0 -0.280281 2.445953 1.137313 1.834561 -2.242982\n",
" 9 10 9 0 -0.280281 2.445953 1.137313 1.834561 -2.242982\n",
" 10 11 10 0 -1.302609 1.860079 2.430748 0.569919 -2.002815\n",
" 11 12 11 0 -1.302609 1.860079 2.430748 0.569919 -2.002815\n",
" 12 13 12 0 -0.469342 1.689407 2.807943 0.089068 -2.704195\n",
" 13 14 13 0 -0.469342 1.689407 2.807943 0.089068 -2.704195\n",
" 14 15 14 0 0.199712 0.955151 4.019365 -0.315165 -1.243808\n",
" 15 16 15 0 0.199712 0.955151 4.019365 -0.315165 -1.243808\n",
" 16 17 16 0 0.199712 0.955151 4.019365 -0.315165 -1.243808\n",
" 17 18 17 0 0.557185 2.045704 3.791185 -0.863915 0.656481\n",
" 18 19 18 0 0.557185 2.045704 3.791185 -0.863915 0.656481\n",
" 19 20 19 0 0.557185 2.045704 3.791185 -0.863915 0.656481\n",
" 20 21 20 0 0.557185 2.045704 3.791185 -0.863915 0.656481\n",
" 21 22 21 0 1.131990 2.483195 3.058547 -0.729369 0.455867\n",
" 22 23 22 0 1.762323 1.623796 2.196484 -1.028226 2.388641\n",
" 23 24 23 0 1.762323 1.623796 2.196484 -1.028226 2.388641\n",
" 24 25 24 0 1.762323 1.623796 2.196484 -1.028226 2.388641\n",
" 25 26 25 0 1.762323 1.623796 2.196484 -1.028226 2.388641\n",
" 26 27 26 0 1.762323 1.623796 2.196484 -1.028226 2.388641\n",
" 27 28 27 0 1.762323 1.623796 2.196484 -1.028226 2.388641\n",
" 28 29 28 0 -0.090748 1.328041 3.509811 -1.081492 0.974647\n",
" 29 30 29 0 -0.090748 1.328041 3.509811 -1.081492 0.974647\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 3.637859 3.663872 4.052181 3.398593 4.027785\n",
" 19971 19972 19971 0 3.637859 3.663872 4.052181 3.398593 4.027785\n",
" 19972 19973 19972 0 3.703705 3.666076 3.984171 3.361172 4.054079\n",
" 19973 19974 19973 0 3.703705 3.666076 3.984171 3.361172 4.054079\n",
" 19974 19975 19974 0 3.652031 3.728047 4.049085 3.313944 4.066864\n",
" 19975 19976 19975 0 3.652031 3.728047 4.049085 3.313944 4.066864\n",
" 19976 19977 19976 0 3.586420 3.709115 4.043755 3.348594 4.135378\n",
" 19977 19978 19977 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19978 19979 19978 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19979 19980 19979 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19980 19981 19980 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19981 19982 19981 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19982 19983 19982 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19983 19984 19983 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19984 19985 19984 0 3.636299 3.735432 4.015170 3.370321 4.076262\n",
" 19985 19986 19985 0 3.659734 3.699307 4.004118 3.369374 4.044715\n",
" 19986 19987 19986 0 3.646183 3.632307 4.068695 3.389556 4.077262\n",
" 19987 19988 19987 0 3.646183 3.632307 4.068695 3.389556 4.077262\n",
" 19988 19989 19988 0 3.677213 3.652212 4.023415 3.418350 4.085751\n",
" 19989 19990 19989 0 3.677213 3.652212 4.023415 3.418350 4.085751\n",
" 19990 19991 19990 0 3.677213 3.652212 4.023415 3.418350 4.085751\n",
" 19991 19992 19991 0 3.677213 3.652212 4.023415 3.418350 4.085751\n",
" 19992 19993 19992 0 3.677213 3.652212 4.023415 3.418350 4.085751\n",
" 19993 19994 19993 0 3.677213 3.652212 4.023415 3.418350 4.085751\n",
" 19994 19995 19994 0 3.709404 3.658826 4.017538 3.385716 4.113177\n",
" 19995 19996 19995 0 3.709404 3.658826 4.017538 3.385716 4.113177\n",
" 19996 19997 19996 0 3.709404 3.658826 4.017538 3.385716 4.113177\n",
" 19997 19998 19997 0 3.709404 3.658826 4.017538 3.385716 4.113177\n",
" 19998 19999 19998 0 3.709404 3.658826 4.017538 3.385716 4.113177\n",
" 19999 20000 19999 0 3.709404 3.658826 4.017538 3.385716 4.113177\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.000522\n",
" 19971 19972 19971 0 0.000362\n",
" 19972 19973 19972 0 0.000362\n",
" 19973 19974 19973 0 0.000362\n",
" 19974 19975 19974 0 0.000362\n",
" 19975 19976 19975 0 0.000362\n",
" 19976 19977 19976 0 0.000362\n",
" 19977 19978 19977 0 0.000362\n",
" 19978 19979 19978 0 0.001206\n",
" 19979 19980 19979 0 0.001206\n",
" 19980 19981 19980 0 0.001206\n",
" 19981 19982 19981 0 0.001206\n",
" 19982 19983 19982 0 0.001206\n",
" 19983 19984 19983 0 0.001206\n",
" 19984 19985 19984 0 0.000285\n",
" 19985 19986 19985 0 0.000285\n",
" 19986 19987 19986 0 0.000285\n",
" 19987 19988 19987 0 0.000494\n",
" 19988 19989 19988 0 0.000494\n",
" 19989 19990 19989 0 0.000338\n",
" 19990 19991 19990 0 0.000338\n",
" 19991 19992 19991 0 0.000338\n",
" 19992 19993 19992 0 0.000338\n",
" 19993 19994 19993 0 0.000338\n",
" 19994 19995 19994 0 0.000338\n",
" 19995 19996 19995 0 0.001156\n",
" 19996 19997 19996 0 0.001156\n",
" 19997 19998 19997 0 0.001156\n",
" 19998 19999 19998 0 0.001156\n",
" 19999 20000 19999 0 0.001455\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 44.806827\n",
" 2 3 2 0 44.806827\n",
" 3 4 3 0 14.473329\n",
" 4 5 4 0 3.977533\n",
" 5 6 5 0 3.977533\n",
" 6 7 6 0 3.977533\n",
" 7 8 7 0 1.712133\n",
" 8 9 8 0 1.712133\n",
" 9 10 9 0 1.712133\n",
" 10 11 10 0 1.712133\n",
" 11 12 11 0 1.712133\n",
" 12 13 12 0 2.010963\n",
" 13 14 13 0 2.010963\n",
" 14 15 14 0 2.010963\n",
" 15 16 15 0 2.010963\n",
" 16 17 16 0 2.010963\n",
" 17 18 17 0 2.010963\n",
" 18 19 18 0 2.010963\n",
" 19 20 19 0 2.010963\n",
" 20 21 20 0 2.010963\n",
" 21 22 21 0 2.010963\n",
" 22 23 22 0 2.010963\n",
" 23 24 23 0 2.010963\n",
" 24 25 24 0 2.010963\n",
" 25 26 25 0 2.010963\n",
" 26 27 26 0 1.906714\n",
" 27 28 27 0 1.906714\n",
" 28 29 28 0 1.906714\n",
" 29 30 29 0 1.906714\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.108956\n",
" 19971 19972 19971 0 0.108956\n",
" 19972 19973 19972 0 0.108956\n",
" 19973 19974 19973 0 0.108956\n",
" 19974 19975 19974 0 0.128629\n",
" 19975 19976 19975 0 0.115291\n",
" 19976 19977 19976 0 0.140079\n",
" 19977 19978 19977 0 0.140079\n",
" 19978 19979 19978 0 0.140079\n",
" 19979 19980 19979 0 0.130354\n",
" 19980 19981 19980 0 0.130354\n",
" 19981 19982 19981 0 0.130354\n",
" 19982 19983 19982 0 0.130354\n",
" 19983 19984 19983 0 0.130354\n",
" 19984 19985 19984 0 0.130354\n",
" 19985 19986 19985 0 0.110157\n",
" 19986 19987 19986 0 0.110157\n",
" 19987 19988 19987 0 0.110157\n",
" 19988 19989 19988 0 0.109597\n",
" 19989 19990 19989 0 0.109597\n",
" 19990 19991 19990 0 0.109597\n",
" 19991 19992 19991 0 0.109597\n",
" 19992 19993 19992 0 0.109597\n",
" 19993 19994 19993 0 0.109597\n",
" 19994 19995 19994 0 0.109597\n",
" 19995 19996 19995 0 0.109597\n",
" 19996 19997 19996 0 0.108799\n",
" 19997 19998 19997 0 0.099279\n",
" 19998 19999 19998 0 0.099279\n",
" 19999 20000 19999 0 0.099279\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -0.208479\n",
" 2 3 2 0 -0.208479\n",
" 3 4 3 0 -1.776521\n",
" 4 5 4 0 -3.183920\n",
" 5 6 5 0 -3.183920\n",
" 6 7 6 0 -3.183920\n",
" 7 8 7 0 -4.050160\n",
" 8 9 8 0 -4.050160\n",
" 9 10 9 0 -4.050160\n",
" 10 11 10 0 -4.050160\n",
" 11 12 11 0 -4.050160\n",
" 12 13 12 0 -3.886242\n",
" 13 14 13 0 -3.886242\n",
" 14 15 14 0 -3.886242\n",
" 15 16 15 0 -3.886242\n",
" 16 17 16 0 -3.886242\n",
" 17 18 17 0 -3.886242\n",
" 18 19 18 0 -3.886242\n",
" 19 20 19 0 -3.886242\n",
" 20 21 20 0 -3.886242\n",
" 21 22 21 0 -3.886242\n",
" 22 23 22 0 -3.886242\n",
" 23 24 23 0 -3.886242\n",
" 24 25 24 0 -3.886242\n",
" 25 26 25 0 -3.886242\n",
" 26 27 26 0 -3.940538\n",
" 27 28 27 0 -3.940538\n",
" 28 29 28 0 -3.940538\n",
" 29 30 29 0 -3.940538\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -6.820890\n",
" 19971 19972 19971 0 -6.820890\n",
" 19972 19973 19972 0 -6.820890\n",
" 19973 19974 19973 0 -6.820890\n",
" 19974 19975 19974 0 -6.654706\n",
" 19975 19976 19975 0 -6.764315\n",
" 19976 19977 19976 0 -6.569316\n",
" 19977 19978 19977 0 -6.569316\n",
" 19978 19979 19978 0 -6.569316\n",
" 19979 19980 19979 0 -6.641370\n",
" 19980 19981 19980 0 -6.641370\n",
" 19981 19982 19981 0 -6.641370\n",
" 19982 19983 19982 0 -6.641370\n",
" 19983 19984 19983 0 -6.641370\n",
" 19984 19985 19984 0 -6.641370\n",
" 19985 19986 19985 0 -6.809919\n",
" 19986 19987 19986 0 -6.809919\n",
" 19987 19988 19987 0 -6.809919\n",
" 19988 19989 19988 0 -6.815020\n",
" 19989 19990 19989 0 -6.815020\n",
" 19990 19991 19990 0 -6.815020\n",
" 19991 19992 19991 0 -6.815020\n",
" 19992 19993 19992 0 -6.815020\n",
" 19993 19994 19993 0 -6.815020\n",
" 19994 19995 19994 0 -6.815020\n",
" 19995 19996 19995 0 -6.815020\n",
" 19996 19997 19996 0 -6.822335\n",
" 19997 19998 19997 0 -6.913999\n",
" 19998 19999 19998 0 -6.913999\n",
" 19999 20000 19999 0 -6.913999\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 3 2 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 4 3 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 5 4 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 5 6 5 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 6 7 6 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 7 8 7 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 8 9 8 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 9 10 9 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 10 11 10 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 11 12 11 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 12 13 12 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 13 14 13 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 14 15 14 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 15 16 15 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 16 17 16 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 17 18 17 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 18 19 18 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 19 20 19 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 20 21 20 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 21 22 21 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 22 23 22 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 23 24 23 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 24 25 24 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 25 26 25 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 26 27 26 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 27 28 27 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 28 29 28 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" 29 30 29 0 -1.245445 0.834077 1.071996 0.645374 0.992589 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 3.627238 3.661813 3.530737 3.913271 3.607854 \n",
" 19971 19972 19971 0 3.627238 3.661813 3.530737 3.913271 3.607854 \n",
" 19972 19973 19972 0 3.659203 3.696987 3.570734 3.919760 3.616935 \n",
" 19973 19974 19973 0 3.659203 3.696987 3.570734 3.919760 3.616935 \n",
" 19974 19975 19974 0 3.625013 3.701265 3.512289 3.864471 3.635346 \n",
" 19975 19976 19975 0 3.625013 3.701265 3.512289 3.864471 3.635346 \n",
" 19976 19977 19976 0 3.625013 3.701265 3.512289 3.864471 3.635346 \n",
" 19977 19978 19977 0 3.625013 3.701265 3.512289 3.864471 3.635346 \n",
" 19978 19979 19978 0 3.624897 3.674260 3.508659 3.831105 3.666403 \n",
" 19979 19980 19979 0 3.624897 3.674260 3.508659 3.831105 3.666403 \n",
" 19980 19981 19980 0 3.640361 3.664718 3.532294 3.856717 3.669362 \n",
" 19981 19982 19981 0 3.687638 3.669272 3.585215 3.834089 3.651014 \n",
" 19982 19983 19982 0 3.687638 3.669272 3.585215 3.834089 3.651014 \n",
" 19983 19984 19983 0 3.687638 3.669272 3.585215 3.834089 3.651014 \n",
" 19984 19985 19984 0 3.687638 3.669272 3.585215 3.834089 3.651014 \n",
" 19985 19986 19985 0 3.726291 3.731655 3.578553 3.845361 3.715420 \n",
" 19986 19987 19986 0 3.718204 3.741862 3.565950 3.838782 3.701209 \n",
" 19987 19988 19987 0 3.718204 3.741862 3.565950 3.838782 3.701209 \n",
" 19988 19989 19988 0 3.718204 3.741862 3.565950 3.838782 3.701209 \n",
" 19989 19990 19989 0 3.718204 3.741862 3.565950 3.838782 3.701209 \n",
" 19990 19991 19990 0 3.718204 3.741862 3.565950 3.838782 3.701209 \n",
" 19991 19992 19991 0 3.720861 3.724684 3.575939 3.809878 3.758654 \n",
" 19992 19993 19992 0 3.674436 3.808765 3.644275 3.829399 3.751454 \n",
" 19993 19994 19993 0 3.674436 3.808765 3.644275 3.829399 3.751454 \n",
" 19994 19995 19994 0 3.715455 3.790018 3.659867 3.827804 3.789636 \n",
" 19995 19996 19995 0 3.715455 3.790018 3.659867 3.827804 3.789636 \n",
" 19996 19997 19996 0 3.715455 3.790018 3.659867 3.827804 3.789636 \n",
" 19997 19998 19997 0 3.706709 3.800463 3.665764 3.826427 3.749268 \n",
" 19998 19999 19998 0 3.706709 3.800463 3.665764 3.826427 3.749268 \n",
" 19999 20000 19999 0 3.706709 3.800463 3.665764 3.826427 3.749268 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 5 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 6 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 7 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 8 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 9 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 10 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 11 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 12 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 13 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 14 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 15 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 16 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 17 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 18 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 19 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 20 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 21 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 22 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 23 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 24 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 25 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 26 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 27 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 28 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" 29 -0.094013 -0.912906 ... 1.330494 0.832811 1.240517 0.128028 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 3.755682 3.691687 ... 3.940052 4.195756 4.067807 4.147899 \n",
" 19971 3.755682 3.691687 ... 3.940052 4.195756 4.067807 4.147899 \n",
" 19972 3.749281 3.678857 ... 3.920087 4.194958 4.085396 4.186251 \n",
" 19973 3.749281 3.678857 ... 3.920087 4.194958 4.085396 4.186251 \n",
" 19974 3.770807 3.719943 ... 3.966809 4.275793 4.066719 4.177225 \n",
" 19975 3.770807 3.719943 ... 3.966809 4.275793 4.066719 4.177225 \n",
" 19976 3.770807 3.719943 ... 3.966809 4.275793 4.066719 4.177225 \n",
" 19977 3.770807 3.719943 ... 3.966809 4.275793 4.066719 4.177225 \n",
" 19978 3.820108 3.646005 ... 3.936552 4.294816 4.061667 4.174942 \n",
" 19979 3.820108 3.646005 ... 3.936552 4.294816 4.061667 4.174942 \n",
" 19980 3.836561 3.647578 ... 3.975585 4.324566 4.093695 4.130431 \n",
" 19981 3.790802 3.715753 ... 3.983463 4.357337 4.149279 4.142239 \n",
" 19982 3.790802 3.715753 ... 3.983463 4.357337 4.149279 4.142239 \n",
" 19983 3.790802 3.715753 ... 3.983463 4.357337 4.149279 4.142239 \n",
" 19984 3.790802 3.715753 ... 3.983463 4.357337 4.149279 4.142239 \n",
" 19985 3.866980 3.727902 ... 4.031748 4.352145 4.131073 4.128756 \n",
" 19986 3.884278 3.690739 ... 3.995193 4.379740 4.123966 4.130584 \n",
" 19987 3.884278 3.690739 ... 3.995193 4.379740 4.123966 4.130584 \n",
" 19988 3.884278 3.690739 ... 3.995193 4.379740 4.123966 4.130584 \n",
" 19989 3.884278 3.690739 ... 3.995193 4.379740 4.123966 4.130584 \n",
" 19990 3.884278 3.690739 ... 3.995193 4.379740 4.123966 4.130584 \n",
" 19991 3.874124 3.680220 ... 3.969769 4.456812 4.083794 4.158797 \n",
" 19992 3.879767 3.630997 ... 3.956140 4.467170 4.094251 4.122125 \n",
" 19993 3.879767 3.630997 ... 3.956140 4.467170 4.094251 4.122125 \n",
" 19994 3.897735 3.633627 ... 3.957332 4.460469 4.132980 4.072467 \n",
" 19995 3.897735 3.633627 ... 3.957332 4.460469 4.132980 4.072467 \n",
" 19996 3.897735 3.633627 ... 3.957332 4.460469 4.132980 4.072467 \n",
" 19997 3.888262 3.655135 ... 3.933694 4.396627 4.095102 4.066724 \n",
" 19998 3.888262 3.655135 ... 3.933694 4.396627 4.095102 4.066724 \n",
" 19999 3.888262 3.655135 ... 3.933694 4.396627 4.095102 4.066724 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 5 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 6 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 7 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 8 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 9 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 10 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 11 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 12 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 13 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 14 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 15 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 16 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 17 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 18 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 19 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 20 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 21 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 22 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 23 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 24 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 25 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 26 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 27 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 28 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" 29 1.016894 -0.788597 -0.022592 -0.740282 -0.825623 -0.647908 \n",
" ... ... ... ... ... ... ... \n",
" 19970 3.926695 4.045289 4.022213 4.309635 4.048145 4.005309 \n",
" 19971 3.926695 4.045289 4.022213 4.309635 4.048145 4.005309 \n",
" 19972 3.937590 3.986081 4.061538 4.248804 4.100339 3.992664 \n",
" 19973 3.937590 3.986081 4.061538 4.248804 4.100339 3.992664 \n",
" 19974 3.940030 4.055186 4.077237 4.296017 4.128377 3.967310 \n",
" 19975 3.940030 4.055186 4.077237 4.296017 4.128377 3.967310 \n",
" 19976 3.940030 4.055186 4.077237 4.296017 4.128377 3.967310 \n",
" 19977 3.940030 4.055186 4.077237 4.296017 4.128377 3.967310 \n",
" 19978 3.867088 4.040146 4.035554 4.306476 4.106717 3.991094 \n",
" 19979 3.867088 4.040146 4.035554 4.306476 4.106717 3.991094 \n",
" 19980 3.846514 4.025974 4.069565 4.325475 4.096500 3.973562 \n",
" 19981 3.903188 4.028503 4.058031 4.316375 4.053048 3.981415 \n",
" 19982 3.903188 4.028503 4.058031 4.316375 4.053048 3.981415 \n",
" 19983 3.903188 4.028503 4.058031 4.316375 4.053048 3.981415 \n",
" 19984 3.903188 4.028503 4.058031 4.316375 4.053048 3.981415 \n",
" 19985 3.940034 4.005695 4.095487 4.286301 4.119590 3.993055 \n",
" 19986 3.972106 4.016375 4.055003 4.271268 4.108263 4.028896 \n",
" 19987 3.972106 4.016375 4.055003 4.271268 4.108263 4.028896 \n",
" 19988 3.972106 4.016375 4.055003 4.271268 4.108263 4.028896 \n",
" 19989 3.972106 4.016375 4.055003 4.271268 4.108263 4.028896 \n",
" 19990 3.972106 4.016375 4.055003 4.271268 4.108263 4.028896 \n",
" 19991 3.925858 4.009629 4.088129 4.311150 4.121814 4.153654 \n",
" 19992 3.954527 4.070834 4.062998 4.312320 4.141232 4.131455 \n",
" 19993 3.954527 4.070834 4.062998 4.312320 4.141232 4.131455 \n",
" 19994 3.984730 4.053731 4.038942 4.252899 4.177828 4.149993 \n",
" 19995 3.984730 4.053731 4.038942 4.252899 4.177828 4.149993 \n",
" 19996 3.984730 4.053731 4.038942 4.252899 4.177828 4.149993 \n",
" 19997 4.008682 4.014574 4.048696 4.287873 4.209648 4.171458 \n",
" 19998 4.008682 4.014574 4.048696 4.287873 4.209648 4.171458 \n",
" 19999 4.008682 4.014574 4.048696 4.287873 4.209648 4.171458 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 1.000000\n",
" 1 2 1 0 0.996964\n",
" 2 3 2 0 0.430390\n",
" 3 4 3 0 0.273447\n",
" 4 5 4 0 0.273447\n",
" 5 6 5 0 0.233571\n",
" 6 7 6 0 0.133124\n",
" 7 8 7 0 0.133124\n",
" 8 9 8 0 0.133124\n",
" 9 10 9 0 0.133124\n",
" 10 11 10 0 0.133124\n",
" 11 12 11 0 0.185828\n",
" 12 13 12 0 0.185828\n",
" 13 14 13 0 0.103529\n",
" 14 15 14 0 0.103529\n",
" 15 16 15 0 0.117033\n",
" 16 17 16 0 0.117033\n",
" 17 18 17 0 0.169661\n",
" 18 19 18 0 0.169661\n",
" 19 20 19 0 0.169661\n",
" 20 21 20 0 0.169661\n",
" 21 22 21 0 0.160152\n",
" 22 23 22 0 0.160152\n",
" 23 24 23 0 0.160152\n",
" 24 25 24 0 0.160152\n",
" 25 26 25 0 0.160152\n",
" 26 27 26 0 0.160152\n",
" 27 28 27 0 0.160152\n",
" 28 29 28 0 0.160152\n",
" 29 30 29 0 0.160152\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 3.994290\n",
" 19971 19972 19971 0 4.236508\n",
" 19972 19973 19972 0 4.236508\n",
" 19973 19974 19973 0 7.317480\n",
" 19974 19975 19974 0 7.317480\n",
" 19975 19976 19975 0 7.317480\n",
" 19976 19977 19976 0 7.317480\n",
" 19977 19978 19977 0 7.317480\n",
" 19978 19979 19978 0 7.317480\n",
" 19979 19980 19979 0 7.317480\n",
" 19980 19981 19980 0 7.317480\n",
" 19981 19982 19981 0 7.317480\n",
" 19982 19983 19982 0 7.317480\n",
" 19983 19984 19983 0 6.572436\n",
" 19984 19985 19984 0 6.925015\n",
" 19985 19986 19985 0 6.925015\n",
" 19986 19987 19986 0 6.925015\n",
" 19987 19988 19987 0 5.915059\n",
" 19988 19989 19988 0 5.915059\n",
" 19989 19990 19989 0 6.237599\n",
" 19990 19991 19990 0 5.558941\n",
" 19991 19992 19991 0 8.661556\n",
" 19992 19993 19992 0 6.365209\n",
" 19993 19994 19993 0 6.365209\n",
" 19994 19995 19994 0 6.365209\n",
" 19995 19996 19995 0 6.236615\n",
" 19996 19997 19996 0 6.236615\n",
" 19997 19998 19997 0 6.236615\n",
" 19998 19999 19998 0 6.236615\n",
" 19999 20000 19999 0 6.236615\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -0.003041\n",
" 2 3 2 0 -0.843065\n",
" 3 4 3 0 -1.296647\n",
" 4 5 4 0 -1.296647\n",
" 5 6 5 0 -1.454269\n",
" 6 7 6 0 -2.016476\n",
" 7 8 7 0 -2.016476\n",
" 8 9 8 0 -2.016476\n",
" 9 10 9 0 -2.016476\n",
" 10 11 10 0 -2.016476\n",
" 11 12 11 0 -1.682932\n",
" 12 13 12 0 -1.682932\n",
" 13 14 13 0 -2.267901\n",
" 14 15 14 0 -2.267901\n",
" 15 16 15 0 -2.145297\n",
" 16 17 16 0 -2.145297\n",
" 17 18 17 0 -1.773953\n",
" 18 19 18 0 -1.773953\n",
" 19 20 19 0 -1.773953\n",
" 20 21 20 0 -1.773953\n",
" 21 22 21 0 -1.831630\n",
" 22 23 22 0 -1.831630\n",
" 23 24 23 0 -1.831630\n",
" 24 25 24 0 -1.831630\n",
" 25 26 25 0 -1.831630\n",
" 26 27 26 0 -1.831630\n",
" 27 28 27 0 -1.831630\n",
" 28 29 28 0 -1.831630\n",
" 29 30 29 0 -1.831630\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.384866\n",
" 19971 19972 19971 0 1.443739\n",
" 19972 19973 19972 0 1.443739\n",
" 19973 19974 19973 0 1.990266\n",
" 19974 19975 19974 0 1.990266\n",
" 19975 19976 19975 0 1.990266\n",
" 19976 19977 19976 0 1.990266\n",
" 19977 19978 19977 0 1.990266\n",
" 19978 19979 19978 0 1.990266\n",
" 19979 19980 19979 0 1.990266\n",
" 19980 19981 19980 0 1.990266\n",
" 19981 19982 19981 0 1.990266\n",
" 19982 19983 19982 0 1.990266\n",
" 19983 19984 19983 0 1.882884\n",
" 19984 19985 19984 0 1.935140\n",
" 19985 19986 19985 0 1.935140\n",
" 19986 19987 19986 0 1.935140\n",
" 19987 19988 19987 0 1.777501\n",
" 19988 19989 19988 0 1.777501\n",
" 19989 19990 19989 0 1.830595\n",
" 19990 19991 19990 0 1.715408\n",
" 19991 19992 19991 0 2.158894\n",
" 19992 19993 19992 0 1.850847\n",
" 19993 19994 19993 0 1.850847\n",
" 19994 19995 19994 0 1.850847\n",
" 19995 19996 19995 0 1.830438\n",
" 19996 19997 19996 0 1.830438\n",
" 19997 19998 19997 0 1.830438\n",
" 19998 19999 19998 0 1.830438\n",
" 19999 20000 19999 0 1.830438\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 0.287813 2.302687 2.921205 1.906701 \n",
" 5 6 5 0 0.287813 2.302687 2.921205 1.906701 \n",
" 6 7 6 0 0.287813 2.302687 2.921205 1.906701 \n",
" 7 8 7 0 0.287813 2.302687 2.921205 1.906701 \n",
" 8 9 8 0 0.287813 2.302687 2.921205 1.906701 \n",
" 9 10 9 0 0.287813 2.302687 2.921205 1.906701 \n",
" 10 11 10 0 0.287813 2.302687 2.921205 1.906701 \n",
" 11 12 11 0 0.287813 2.302687 2.921205 1.906701 \n",
" 12 13 12 0 0.287813 2.302687 2.921205 1.906701 \n",
" 13 14 13 0 0.287813 2.302687 2.921205 1.906701 \n",
" 14 15 14 0 0.287813 2.302687 2.921205 1.906701 \n",
" 15 16 15 0 0.287813 2.302687 2.921205 1.906701 \n",
" 16 17 16 0 0.287813 2.302687 2.921205 1.906701 \n",
" 17 18 17 0 0.287813 2.302687 2.921205 1.906701 \n",
" 18 19 18 0 0.287813 2.302687 2.921205 1.906701 \n",
" 19 20 19 0 0.287813 2.302687 2.921205 1.906701 \n",
" 20 21 20 0 0.287813 2.302687 2.921205 1.906701 \n",
" 21 22 21 0 0.287813 2.302687 2.921205 1.906701 \n",
" 22 23 22 0 0.287813 2.302687 2.921205 1.906701 \n",
" 23 24 23 0 0.287813 2.302687 2.921205 1.906701 \n",
" 24 25 24 0 0.287813 2.302687 2.921205 1.906701 \n",
" 25 26 25 0 0.287813 2.302687 2.921205 1.906701 \n",
" 26 27 26 0 0.287813 2.302687 2.921205 1.906701 \n",
" 27 28 27 0 0.287813 2.302687 2.921205 1.906701 \n",
" 28 29 28 0 0.287813 2.302687 2.921205 1.906701 \n",
" 29 30 29 0 0.287813 2.302687 2.921205 1.906701 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 37.608807 38.931851 34.149140 50.062426 \n",
" 19971 19972 19971 0 37.608807 38.931851 34.149140 50.062426 \n",
" 19972 19973 19972 0 38.830397 40.325600 35.542684 50.388353 \n",
" 19973 19974 19973 0 38.830397 40.325600 35.542684 50.388353 \n",
" 19974 19975 19974 0 37.525225 40.498510 33.524927 47.678048 \n",
" 19975 19976 19975 0 37.525225 40.498510 33.524927 47.678048 \n",
" 19976 19977 19976 0 37.525225 40.498510 33.524927 47.678048 \n",
" 19977 19978 19977 0 37.525225 40.498510 33.524927 47.678048 \n",
" 19978 19979 19978 0 37.520869 39.419465 33.403439 46.113471 \n",
" 19979 19980 19979 0 37.520869 39.419465 33.403439 46.113471 \n",
" 19980 19981 19980 0 38.105602 39.045120 34.202328 47.309763 \n",
" 19981 19982 19981 0 39.950372 39.223332 36.061125 46.251266 \n",
" 19982 19983 19982 0 39.950372 39.223332 36.061125 46.251266 \n",
" 19983 19984 19983 0 39.950372 39.223332 36.061125 46.251266 \n",
" 19984 19985 19984 0 39.950372 39.223332 36.061125 46.251266 \n",
" 19985 19986 19985 0 41.524819 41.748148 35.821652 46.775574 \n",
" 19986 19987 19986 0 41.190353 42.176468 35.373053 46.468855 \n",
" 19987 19988 19987 0 41.190353 42.176468 35.373053 46.468855 \n",
" 19988 19989 19988 0 41.190353 42.176468 35.373053 46.468855 \n",
" 19989 19990 19989 0 41.190353 42.176468 35.373053 46.468855 \n",
" 19990 19991 19990 0 41.190353 42.176468 35.373053 46.468855 \n",
" 19991 19992 19991 0 41.299944 41.458132 35.728156 45.144951 \n",
" 19992 19993 19992 0 39.426409 45.094707 38.255041 46.034850 \n",
" 19993 19994 19993 0 39.426409 45.094707 38.255041 46.034850 \n",
" 19994 19995 19994 0 41.077254 44.257178 38.856177 45.961513 \n",
" 19995 19996 19995 0 41.077254 44.257178 38.856177 45.961513 \n",
" 19996 19997 19996 0 41.077254 44.257178 38.856177 45.961513 \n",
" 19997 19998 19997 0 40.719576 44.721885 39.085993 45.898237 \n",
" 19998 19999 19998 0 40.719576 44.721885 39.085993 45.898237 \n",
" 19999 20000 19999 0 40.719576 44.721885 39.085993 45.898237 \n",
" \n",
" v__4 v__5 v__6 ... v__90 v__91 \\\n",
" 0 1.000000 3.003289 3.003289 ... 5.282924 5.282924 \n",
" 1 1.000000 16.604993 16.604993 ... 29.208945 29.208945 \n",
" 2 1.000000 16.604993 16.604993 ... 29.208945 29.208945 \n",
" 3 1.000000 53.548554 53.548554 ... 94.194363 94.194363 \n",
" 4 2.698210 26.151542 11.530722 ... 139.712381 57.438841 \n",
" 5 2.698210 26.151542 11.530722 ... 401.557966 165.089337 \n",
" 6 2.698210 35.296773 15.563032 ... 592.933933 243.768218 \n",
" 7 2.698210 34.785849 15.337756 ... 584.351173 240.239656 \n",
" 8 2.698210 34.785849 15.337756 ... 584.351173 240.239656 \n",
" 9 2.698210 87.000888 38.360379 ... 1447.227018 594.986949 \n",
" 10 2.698210 45.923662 20.248633 ... 2414.843328 992.795357 \n",
" 11 2.698210 48.257983 21.277881 ... 2537.590929 1043.259603 \n",
" 12 2.698210 48.257983 21.277881 ... 2537.590929 1043.259603 \n",
" 13 2.698210 48.257983 21.277881 ... 2358.727945 969.725085 \n",
" 14 2.698210 48.257983 21.277881 ... 3626.533207 1490.947793 \n",
" 15 2.698210 32.398316 14.285046 ... 644.340913 264.902762 \n",
" 16 2.698210 32.398316 14.285046 ... 721.665346 296.692542 \n",
" 17 2.698210 32.398316 14.285046 ... 721.665346 296.692542 \n",
" 18 2.698210 42.431286 18.708777 ... 1392.720412 572.578081 \n",
" 19 2.698210 153.632292 67.739458 ... 1757.767854 722.657137 \n",
" 20 2.698210 144.606337 63.759739 ... 3165.839337 1301.546382 \n",
" 21 2.698210 144.606337 63.759739 ... 3165.839337 1301.546382 \n",
" 22 2.698210 120.942785 53.326020 ... 2647.777645 1088.559793 \n",
" 23 2.698210 175.661951 77.452761 ... 3845.734055 1581.066097 \n",
" 24 2.698210 175.661951 77.452761 ... 3845.734055 1581.066097 \n",
" 25 2.698210 121.454818 53.551785 ... 2732.736707 1123.488337 \n",
" 26 2.698210 96.963935 42.753279 ... 1661.978692 683.276099 \n",
" 27 2.698210 96.963935 42.753279 ... 1705.496524 701.167240 \n",
" 28 2.698210 150.228756 66.238772 ... 1163.932533 478.518338 \n",
" 29 2.698210 181.677779 80.105257 ... 1407.591221 578.691799 \n",
" ... ... ... ... ... ... ... \n",
" 19970 36.886798 39.831201 37.362064 ... 26.808802 33.814443 \n",
" 19971 36.886798 40.165969 37.676079 ... 35.045473 44.055255 \n",
" 19972 37.223318 39.204936 36.538911 ... 34.803748 44.969300 \n",
" 19973 37.223318 37.125567 34.600944 ... 28.600583 36.954303 \n",
" 19974 37.914972 37.933395 36.052191 ... 28.670462 36.622243 \n",
" 19975 37.914972 39.199275 37.255293 ... 29.627227 37.844368 \n",
" 19976 37.914972 39.199275 37.255293 ... 29.627227 37.844368 \n",
" 19977 37.914972 40.514596 38.505384 ... 30.621361 39.114225 \n",
" 19978 39.110984 44.094609 37.048756 ... 26.680964 37.230904 \n",
" 19979 39.110984 42.202909 35.459330 ... 25.536326 35.633663 \n",
" 19980 39.226854 41.448500 34.311065 ... 24.168190 32.926864 \n",
" 19981 38.513715 43.114355 39.997100 ... 27.851200 36.279808 \n",
" 19982 38.513715 45.412235 42.128839 ... 29.335594 38.213425 \n",
" 19983 38.513715 42.621808 39.540165 ... 29.107954 37.916894 \n",
" 19984 38.513715 42.621808 39.540165 ... 30.409610 38.853244 \n",
" 19985 41.075843 45.995524 40.023506 ... 32.881740 39.949699 \n",
" 19986 40.496250 40.456515 33.337701 ... 32.574007 38.396810 \n",
" 19987 40.496250 44.292085 36.498357 ... 36.063816 42.697474 \n",
" 19988 40.496250 45.799511 37.740533 ... 37.291203 44.150630 \n",
" 19989 40.496250 44.034056 36.285730 ... 30.327110 35.788306 \n",
" 19990 40.496250 44.161889 36.391070 ... 30.415151 35.892201 \n",
" 19991 42.890677 44.255205 36.454637 ... 29.398910 37.374844 \n",
" 19992 42.582939 44.505650 34.703686 ... 30.253943 36.029062 \n",
" 19993 42.582939 42.203392 32.908479 ... 29.643601 35.302213 \n",
" 19994 44.240316 42.968557 32.995143 ... 25.898048 28.474395 \n",
" 19995 44.240316 42.968557 32.995143 ... 27.057085 30.263782 \n",
" 19996 44.240316 42.968557 32.995143 ... 26.091125 29.183340 \n",
" 19997 42.489949 44.423977 35.186125 ... 27.891753 30.284582 \n",
" 19998 42.489949 47.003353 37.229127 ... 29.511223 32.042986 \n",
" 19999 42.489949 47.003353 37.229127 ... 33.484312 36.586519 \n",
" \n",
" v__92 v__93 v__94 v__95 v__96 v__97 \\\n",
" 0 5.282924 5.282924 5.282924 2.162860 2.162860 2.162860 \n",
" 1 29.208945 29.208945 29.208945 1.514095 1.514095 1.514095 \n",
" 2 29.208945 29.208945 29.208945 1.514095 1.514095 1.514095 \n",
" 3 94.194363 94.194363 94.194363 3.067993 3.067993 3.067993 \n",
" 4 174.724245 116.222163 191.174509 3.324558 2.783258 3.031213 \n",
" 5 502.188224 334.042948 549.469179 9.555366 7.999572 8.712239 \n",
" 6 741.522928 493.242359 811.337213 10.453643 8.751593 9.531256 \n",
" 7 730.789331 486.102642 799.593050 10.453643 8.751593 9.531256 \n",
" 8 730.789331 486.102642 799.593050 10.453643 8.751593 9.531256 \n",
" 9 1809.901500 1203.900854 1980.303487 10.351644 8.666202 9.438258 \n",
" 10 3020.002050 2008.829237 3304.334845 32.722675 27.394808 29.835361 \n",
" 11 3173.510149 2110.938954 3472.295711 32.722675 27.394808 29.835361 \n",
" 12 3173.510149 2110.938954 3472.295711 32.722675 27.394808 29.835361 \n",
" 13 2949.824176 1962.148684 3227.549733 30.416206 25.463875 27.732405 \n",
" 14 4535.340904 3016.794444 4962.342652 46.764775 39.150589 42.638443 \n",
" 15 805.812475 536.006146 881.679613 12.376266 10.361177 11.284235 \n",
" 16 902.514378 600.329814 987.485988 13.861485 11.604574 12.638405 \n",
" 17 902.514378 600.329814 987.485988 13.861485 11.604574 12.638405 \n",
" 18 1741.735561 1158.558590 1905.719735 74.334805 62.231699 67.775807 \n",
" 19 2198.263740 1462.229627 2405.229981 74.887350 62.694279 68.279598 \n",
" 20 3959.197344 2633.558271 4331.955252 63.735971 53.358554 58.112170 \n",
" 21 3959.197344 2633.558271 4331.955252 63.735971 53.358554 58.112170 \n",
" 22 3311.309609 2202.599682 3623.068972 63.735971 53.358554 58.112170 \n",
" 23 4809.473392 3199.140465 5262.284678 63.735971 53.358554 58.112170 \n",
" 24 4809.473392 3199.140465 5262.284678 63.735971 53.358554 58.112170 \n",
" 25 3417.559377 2273.274349 3739.322142 65.503740 54.838498 59.723959 \n",
" 26 2078.469853 1382.545753 2274.157516 49.899739 41.775122 45.496791 \n",
" 27 2132.893236 1418.746816 2333.704853 51.206332 42.868977 46.688095 \n",
" 28 1455.613536 968.237432 1592.659359 22.555777 18.883272 20.565548 \n",
" 29 1760.332989 1170.929131 1926.068108 22.555777 18.883272 20.565548 \n",
" ... ... ... ... ... ... ... \n",
" 19970 31.572012 36.390309 29.120987 30.149097 31.815220 41.778729 \n",
" 19971 40.989177 47.041024 37.266615 34.622177 36.412956 47.655954 \n",
" 19972 40.979836 46.173496 35.884883 34.187137 38.363950 44.843409 \n",
" 19973 33.675891 37.943871 29.489025 29.667385 33.291997 38.914832 \n",
" 19974 33.052778 41.138418 30.899489 28.924648 34.238646 40.796199 \n",
" 19975 34.155786 42.511253 31.930640 28.146320 33.317324 39.698421 \n",
" 19976 34.155786 42.511253 31.930640 28.146320 33.317324 39.698421 \n",
" 19977 35.301874 43.937706 33.002064 26.593774 31.479546 37.508663 \n",
" 19978 34.137774 44.528343 33.577766 23.161169 26.667201 33.399029 \n",
" 19979 32.673231 42.618035 32.137248 23.161169 26.667201 33.399029 \n",
" 19980 32.592845 42.416456 32.283560 27.161239 31.502368 40.624514 \n",
" 19981 37.518787 47.725763 35.431441 26.162648 28.826637 38.473137 \n",
" 19982 39.518438 50.269418 37.319842 26.162648 28.826637 38.473137 \n",
" 19983 39.211780 49.879334 37.030245 27.659192 30.475566 40.673861 \n",
" 19984 39.373701 48.854477 34.223656 28.473125 30.771083 40.281141 \n",
" 19985 40.294086 50.651433 37.431607 30.021494 34.275453 40.736402 \n",
" 19986 38.383314 49.953265 34.621880 35.179582 38.313969 45.367713 \n",
" 19987 42.879218 56.120242 39.411771 34.749404 38.011971 45.208144 \n",
" 19988 44.338558 58.030224 40.753101 34.749404 38.011971 45.208144 \n",
" 19989 35.817707 46.681439 32.463060 29.319864 31.967934 37.895747 \n",
" 19990 35.921687 46.816958 32.557302 34.240733 37.333240 44.255941 \n",
" 19991 34.933081 51.191916 32.131679 35.597328 34.727491 42.265376 \n",
" 19992 35.300284 51.724949 31.696723 34.815813 35.408422 42.314863 \n",
" 19993 34.588138 50.681453 31.057274 41.670686 42.379974 50.646223 \n",
" 19994 30.476552 42.673449 26.357239 35.983244 37.262600 40.453856 \n",
" 19995 32.979513 47.208565 30.699206 38.088519 40.125610 44.316264 \n",
" 19996 31.802117 45.523180 29.603219 36.728728 38.693093 42.734137 \n",
" 19997 31.958522 44.574564 30.175459 37.525657 39.944078 44.255181 \n",
" 19998 33.814120 47.162683 31.927528 32.367737 34.453745 38.172284 \n",
" 19999 38.864254 54.646937 37.699400 36.901966 39.528247 44.071031 \n",
" \n",
" v__98 v__99 \n",
" 0 2.162860 2.162860 \n",
" 1 1.514095 1.514095 \n",
" 2 1.514095 1.514095 \n",
" 3 3.067993 3.067993 \n",
" 4 6.213054 2.888241 \n",
" 5 17.857411 8.301314 \n",
" 6 19.536145 9.081701 \n",
" 7 19.536145 9.081701 \n",
" 8 19.536145 9.081701 \n",
" 9 19.345526 8.993089 \n",
" 10 61.153315 28.428134 \n",
" 11 61.153315 28.428134 \n",
" 12 61.153315 28.428134 \n",
" 13 56.842902 26.424367 \n",
" 14 87.395696 40.627341 \n",
" 15 23.129211 10.751998 \n",
" 16 25.904843 12.042296 \n",
" 17 25.904843 12.042296 \n",
" 18 138.919562 64.579065 \n",
" 19 139.952177 65.059094 \n",
" 20 119.112078 55.371227 \n",
" 21 119.112078 55.371227 \n",
" 22 119.112078 55.371227 \n",
" 23 119.112078 55.371227 \n",
" 24 119.112078 55.371227 \n",
" 25 122.415750 56.906994 \n",
" 26 93.254431 43.350871 \n",
" 27 95.696238 44.485985 \n",
" 28 42.153049 19.595545 \n",
" 29 42.153049 19.595545 \n",
" ... ... ... \n",
" 19970 31.703946 33.632948 \n",
" 19971 36.036843 37.809795 \n",
" 19972 37.482222 35.636144 \n",
" 19973 32.526840 30.924824 \n",
" 19974 33.041498 33.137470 \n",
" 19975 32.152390 32.245780 \n",
" 19976 32.152390 32.245780 \n",
" 19977 30.378870 30.467108 \n",
" 19978 26.157761 28.559171 \n",
" 19979 26.157761 28.559171 \n",
" 19980 32.297902 33.604236 \n",
" 19981 30.513134 32.196878 \n",
" 19982 30.513134 32.196878 \n",
" 19983 32.258533 34.038590 \n",
" 19984 31.305895 30.998298 \n",
" 19985 33.871546 31.577272 \n",
" 19986 36.774420 36.083254 \n",
" 19987 36.813996 36.646895 \n",
" 19988 36.813996 36.646895 \n",
" 19989 30.753795 30.286977 \n",
" 19990 35.915327 35.370161 \n",
" 19991 34.068950 32.240363 \n",
" 19992 33.223444 34.275260 \n",
" 19993 39.764797 41.023704 \n",
" 19994 32.905643 34.184276 \n",
" 19995 36.701457 40.339769 \n",
" 19996 35.391185 38.899606 \n",
" 19997 35.738078 37.405830 \n",
" 19998 30.825861 32.264380 \n",
" 19999 35.824853 38.280313 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Acanthuridae': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.758906\n",
" 1 2 1 0 0.476197\n",
" 2 3 2 0 0.476197\n",
" 3 4 3 0 -0.379823\n",
" 4 5 4 0 -0.379823\n",
" 5 6 5 0 -0.379823\n",
" 6 7 6 0 -0.379823\n",
" 7 8 7 0 -0.379823\n",
" 8 9 8 0 -0.379823\n",
" 9 10 9 0 -0.184789\n",
" 10 11 10 0 -0.184789\n",
" 11 12 11 0 -0.184789\n",
" 12 13 12 0 -0.184789\n",
" 13 14 13 0 -0.184789\n",
" 14 15 14 0 -0.184789\n",
" 15 16 15 0 -0.184789\n",
" 16 17 16 0 0.001756\n",
" 17 18 17 0 0.129561\n",
" 18 19 18 0 0.129561\n",
" 19 20 19 0 -0.058147\n",
" 20 21 20 0 -0.058147\n",
" 21 22 21 0 -0.058147\n",
" 22 23 22 0 -0.058147\n",
" 23 24 23 0 -0.058147\n",
" 24 25 24 0 -0.058147\n",
" 25 26 25 0 -0.058147\n",
" 26 27 26 0 -0.058147\n",
" 27 28 27 0 0.150115\n",
" 28 29 28 0 0.150115\n",
" 29 30 29 0 0.150115\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.179090\n",
" 19971 19972 19971 0 -0.179090\n",
" 19972 19973 19972 0 -0.179090\n",
" 19973 19974 19973 0 -0.413098\n",
" 19974 19975 19974 0 -0.189201\n",
" 19975 19976 19975 0 -0.384591\n",
" 19976 19977 19976 0 -0.384591\n",
" 19977 19978 19977 0 -0.384591\n",
" 19978 19979 19978 0 -0.384591\n",
" 19979 19980 19979 0 -0.256127\n",
" 19980 19981 19980 0 -0.540335\n",
" 19981 19982 19981 0 -0.540335\n",
" 19982 19983 19982 0 -0.540335\n",
" 19983 19984 19983 0 -0.540335\n",
" 19984 19985 19984 0 -0.514605\n",
" 19985 19986 19985 0 -0.514605\n",
" 19986 19987 19986 0 -0.514605\n",
" 19987 19988 19987 0 -0.305854\n",
" 19988 19989 19988 0 -0.506655\n",
" 19989 19990 19989 0 -0.220156\n",
" 19990 19991 19990 0 -0.220156\n",
" 19991 19992 19991 0 -0.488723\n",
" 19992 19993 19992 0 -0.488723\n",
" 19993 19994 19993 0 -0.488723\n",
" 19994 19995 19994 0 -0.488723\n",
" 19995 19996 19995 0 -0.488723\n",
" 19996 19997 19996 0 -0.488723\n",
" 19997 19998 19997 0 -0.488723\n",
" 19998 19999 19998 0 -0.488723\n",
" 19999 20000 19999 0 -0.488723\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 0.769415\n",
" 1 2 1 0 -0.060738\n",
" 2 3 2 0 0.351104\n",
" 3 4 3 0 0.334093\n",
" 4 5 4 0 1.656999\n",
" 5 6 5 0 1.656999\n",
" 6 7 6 0 1.390800\n",
" 7 8 7 0 -0.255266\n",
" 8 9 8 0 -0.375156\n",
" 9 10 9 0 -0.010903\n",
" 10 11 10 0 -0.010903\n",
" 11 12 11 0 -0.522583\n",
" 12 13 12 0 -0.522583\n",
" 13 14 13 0 -0.754253\n",
" 14 15 14 0 -0.520808\n",
" 15 16 15 0 0.574421\n",
" 16 17 16 0 0.683756\n",
" 17 18 17 0 -0.396518\n",
" 18 19 18 0 -0.396518\n",
" 19 20 19 0 0.601620\n",
" 20 21 20 0 0.008613\n",
" 21 22 21 0 0.008613\n",
" 22 23 22 0 0.008613\n",
" 23 24 23 0 0.008613\n",
" 24 25 24 0 0.008613\n",
" 25 26 25 0 -0.266131\n",
" 26 27 26 0 0.059509\n",
" 27 28 27 0 0.059509\n",
" 28 29 28 0 0.059509\n",
" 29 30 29 0 0.059509\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 2.118159\n",
" 19971 19972 19971 0 1.574944\n",
" 19972 19973 19972 0 1.881383\n",
" 19973 19974 19973 0 1.881383\n",
" 19974 19975 19974 0 1.881383\n",
" 19975 19976 19975 0 1.564249\n",
" 19976 19977 19976 0 1.564249\n",
" 19977 19978 19977 0 1.962538\n",
" 19978 19979 19978 0 1.962538\n",
" 19979 19980 19979 0 1.962538\n",
" 19980 19981 19980 0 1.962538\n",
" 19981 19982 19981 0 1.962538\n",
" 19982 19983 19982 0 1.962538\n",
" 19983 19984 19983 0 1.962538\n",
" 19984 19985 19984 0 1.773451\n",
" 19985 19986 19985 0 1.984646\n",
" 19986 19987 19986 0 1.862792\n",
" 19987 19988 19987 0 1.862792\n",
" 19988 19989 19988 0 2.305306\n",
" 19989 19990 19989 0 2.199706\n",
" 19990 19991 19990 0 2.152088\n",
" 19991 19992 19991 0 2.152088\n",
" 19992 19993 19992 0 2.152088\n",
" 19993 19994 19993 0 2.085858\n",
" 19994 19995 19994 0 2.085858\n",
" 19995 19996 19995 0 1.699800\n",
" 19996 19997 19996 0 1.699800\n",
" 19997 19998 19997 0 1.699800\n",
" 19998 19999 19998 0 1.699800\n",
" 19999 20000 19999 0 2.031715\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 1.792702\n",
" 2 3 2 0 1.792702\n",
" 3 4 3 0 1.792702\n",
" 4 5 4 0 1.792702\n",
" 5 6 5 0 1.766642\n",
" 6 7 6 0 1.219381\n",
" 7 8 7 0 1.327071\n",
" 8 9 8 0 1.327071\n",
" 9 10 9 0 1.327071\n",
" 10 11 10 0 1.235109\n",
" 11 12 11 0 1.456144\n",
" 12 13 12 0 1.467480\n",
" 13 14 13 0 1.643304\n",
" 14 15 14 0 0.966634\n",
" 15 16 15 0 2.024022\n",
" 16 17 16 0 2.024022\n",
" 17 18 17 0 1.627145\n",
" 18 19 18 0 1.419728\n",
" 19 20 19 0 1.419728\n",
" 20 21 20 0 1.419728\n",
" 21 22 21 0 1.419728\n",
" 22 23 22 0 1.419728\n",
" 23 24 23 0 1.419728\n",
" 24 25 24 0 1.419728\n",
" 25 26 25 0 1.419728\n",
" 26 27 26 0 1.419728\n",
" 27 28 27 0 1.419728\n",
" 28 29 28 0 1.419728\n",
" 29 30 29 0 1.419728\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.362860\n",
" 19971 19972 19971 0 0.362860\n",
" 19972 19973 19972 0 0.362860\n",
" 19973 19974 19973 0 0.362860\n",
" 19974 19975 19974 0 0.559487\n",
" 19975 19976 19975 0 0.559487\n",
" 19976 19977 19976 0 0.559487\n",
" 19977 19978 19977 0 0.559487\n",
" 19978 19979 19978 0 0.303190\n",
" 19979 19980 19979 0 0.301108\n",
" 19980 19981 19980 0 0.301108\n",
" 19981 19982 19981 0 0.301108\n",
" 19982 19983 19982 0 0.301108\n",
" 19983 19984 19983 0 0.301108\n",
" 19984 19985 19984 0 0.301108\n",
" 19985 19986 19985 0 0.144374\n",
" 19986 19987 19986 0 0.144374\n",
" 19987 19988 19987 0 0.067534\n",
" 19988 19989 19988 0 0.333268\n",
" 19989 19990 19989 0 0.333268\n",
" 19990 19991 19990 0 0.333268\n",
" 19991 19992 19991 0 0.361749\n",
" 19992 19993 19992 0 0.298157\n",
" 19993 19994 19993 0 0.425225\n",
" 19994 19995 19994 0 0.425225\n",
" 19995 19996 19995 0 0.425225\n",
" 19996 19997 19996 0 0.451583\n",
" 19997 19998 19997 0 0.451583\n",
" 19998 19999 19998 0 0.451583\n",
" 19999 20000 19999 0 0.451583\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 0.000000 0.000000\n",
" 1 2 1 0 0.799155 0.937943\n",
" 2 3 2 0 0.799155 0.937943\n",
" 3 4 3 0 0.571774 1.605087\n",
" 4 5 4 0 0.571774 1.605087\n",
" 5 6 5 0 0.571774 1.605087\n",
" 6 7 6 0 0.750131 2.160644\n",
" 7 8 7 0 0.750131 2.160644\n",
" 8 9 8 0 0.750131 2.160644\n",
" 9 10 9 0 0.750131 2.160644\n",
" 10 11 10 0 0.750131 2.160644\n",
" 11 12 11 0 0.750131 2.160644\n",
" 12 13 12 0 0.750131 2.160644\n",
" 13 14 13 0 0.750131 2.160644\n",
" 14 15 14 0 0.750131 2.160644\n",
" 15 16 15 0 0.750131 2.160644\n",
" 16 17 16 0 0.750131 2.160644\n",
" 17 18 17 0 0.750131 2.160644\n",
" 18 19 18 0 1.499982 1.372766\n",
" 19 20 19 0 1.499982 1.372766\n",
" 20 21 20 0 1.499982 1.372766\n",
" 21 22 21 0 1.499982 1.372766\n",
" 22 23 22 0 1.499982 1.372766\n",
" 23 24 23 0 1.499982 1.372766\n",
" 24 25 24 0 1.499982 1.372766\n",
" 25 26 25 0 1.499982 1.372766\n",
" 26 27 26 0 1.499982 1.372766\n",
" 27 28 27 0 1.499982 1.372766\n",
" 28 29 28 0 1.499982 1.372766\n",
" 29 30 29 0 0.514774 1.686535\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.012602 0.117142\n",
" 19971 19972 19971 0 -0.012602 0.117142\n",
" 19972 19973 19972 0 -0.012602 0.117142\n",
" 19973 19974 19973 0 -0.012602 0.117142\n",
" 19974 19975 19974 0 -0.012602 0.117142\n",
" 19975 19976 19975 0 0.031959 -0.035086\n",
" 19976 19977 19976 0 0.125748 0.175744\n",
" 19977 19978 19977 0 0.125748 0.175744\n",
" 19978 19979 19978 0 0.125748 0.175744\n",
" 19979 19980 19979 0 0.125748 0.175744\n",
" 19980 19981 19980 0 0.125748 0.175744\n",
" 19981 19982 19981 0 0.125748 0.175744\n",
" 19982 19983 19982 0 0.125748 0.175744\n",
" 19983 19984 19983 0 0.125748 0.175744\n",
" 19984 19985 19984 0 0.125748 0.175744\n",
" 19985 19986 19985 0 0.125748 0.175744\n",
" 19986 19987 19986 0 0.163640 0.446444\n",
" 19987 19988 19987 0 0.146843 0.326557\n",
" 19988 19989 19988 0 -0.104705 0.077554\n",
" 19989 19990 19989 0 -0.104705 0.077554\n",
" 19990 19991 19990 0 -0.104705 0.077554\n",
" 19991 19992 19991 0 -0.257912 0.125793\n",
" 19992 19993 19992 0 -0.257912 0.125793\n",
" 19993 19994 19993 0 -0.257912 0.125793\n",
" 19994 19995 19994 0 -0.257912 0.125793\n",
" 19995 19996 19995 0 -0.257912 0.125793\n",
" 19996 19997 19996 0 -0.257912 0.125793\n",
" 19997 19998 19997 0 -0.257912 0.125793\n",
" 19998 19999 19998 0 -0.161743 0.205276\n",
" 19999 20000 19999 0 -0.161743 0.205276\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 12.841408\n",
" 2 3 2 0 11.237324\n",
" 3 4 3 0 6.121649\n",
" 4 5 4 0 6.121649\n",
" 5 6 5 0 2.245282\n",
" 6 7 6 0 2.245282\n",
" 7 8 7 0 3.074191\n",
" 8 9 8 0 1.008263\n",
" 9 10 9 0 2.005585\n",
" 10 11 10 0 2.005585\n",
" 11 12 11 0 2.005585\n",
" 12 13 12 0 2.005585\n",
" 13 14 13 0 2.005585\n",
" 14 15 14 0 1.343236\n",
" 15 16 15 0 1.343236\n",
" 16 17 16 0 1.343236\n",
" 17 18 17 0 1.343236\n",
" 18 19 18 0 1.343236\n",
" 19 20 19 0 1.343236\n",
" 20 21 20 0 1.160953\n",
" 21 22 21 0 1.005099\n",
" 22 23 22 0 0.483087\n",
" 23 24 23 0 0.483087\n",
" 24 25 24 0 0.483087\n",
" 25 26 25 0 0.483087\n",
" 26 27 26 0 0.483087\n",
" 27 28 27 0 0.590057\n",
" 28 29 28 0 0.590057\n",
" 29 30 29 0 0.594455\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.629366\n",
" 19971 19972 19971 0 0.629366\n",
" 19972 19973 19972 0 0.334931\n",
" 19973 19974 19973 0 0.334931\n",
" 19974 19975 19974 0 0.334931\n",
" 19975 19976 19975 0 0.334931\n",
" 19976 19977 19976 0 0.334931\n",
" 19977 19978 19977 0 0.334931\n",
" 19978 19979 19978 0 0.368000\n",
" 19979 19980 19979 0 0.368000\n",
" 19980 19981 19980 0 0.368000\n",
" 19981 19982 19981 0 0.368000\n",
" 19982 19983 19982 0 0.368000\n",
" 19983 19984 19983 0 0.368000\n",
" 19984 19985 19984 0 0.368000\n",
" 19985 19986 19985 0 0.368000\n",
" 19986 19987 19986 0 1.104681\n",
" 19987 19988 19987 0 1.104681\n",
" 19988 19989 19988 0 1.104681\n",
" 19989 19990 19989 0 1.104681\n",
" 19990 19991 19990 0 0.521707\n",
" 19991 19992 19991 0 0.721133\n",
" 19992 19993 19992 0 0.721133\n",
" 19993 19994 19993 0 0.721133\n",
" 19994 19995 19994 0 0.640611\n",
" 19995 19996 19995 0 1.801060\n",
" 19996 19997 19996 0 0.471818\n",
" 19997 19998 19997 0 0.616620\n",
" 19998 19999 19998 0 0.727434\n",
" 19999 20000 19999 0 0.727434\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -1.915054\n",
" 2 3 2 0 -2.066725\n",
" 3 4 3 0 -2.730168\n",
" 4 5 4 0 -2.730168\n",
" 5 6 5 0 -3.773630\n",
" 6 7 6 0 -3.773630\n",
" 7 8 7 0 -3.450904\n",
" 8 9 8 0 -4.586807\n",
" 9 10 9 0 -3.888974\n",
" 10 11 10 0 -3.888974\n",
" 11 12 11 0 -3.888974\n",
" 12 13 12 0 -3.888974\n",
" 13 14 13 0 -3.888974\n",
" 14 15 14 0 -4.296565\n",
" 15 16 15 0 -4.296565\n",
" 16 17 16 0 -4.296565\n",
" 17 18 17 0 -4.296565\n",
" 18 19 18 0 -4.296565\n",
" 19 20 19 0 -4.296565\n",
" 20 21 20 0 -4.444251\n",
" 21 22 21 0 -4.589983\n",
" 22 23 22 0 -5.327886\n",
" 23 24 23 0 -5.327886\n",
" 24 25 24 0 -5.327886\n",
" 25 26 25 0 -5.327886\n",
" 26 27 26 0 -5.327886\n",
" 27 28 27 0 -5.126788\n",
" 28 29 28 0 -5.126788\n",
" 29 30 29 0 -5.119318\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.061899\n",
" 19971 19972 19971 0 -5.061899\n",
" 19972 19973 19972 0 -5.695646\n",
" 19973 19974 19973 0 -5.695646\n",
" 19974 19975 19974 0 -5.695646\n",
" 19975 19976 19975 0 -5.695646\n",
" 19976 19977 19976 0 -5.695646\n",
" 19977 19978 19977 0 -5.695646\n",
" 19978 19979 19978 0 -5.601156\n",
" 19979 19980 19979 0 -5.601156\n",
" 19980 19981 19980 0 -5.601156\n",
" 19981 19982 19981 0 -5.601156\n",
" 19982 19983 19982 0 -5.601156\n",
" 19983 19984 19983 0 -5.601156\n",
" 19984 19985 19984 0 -5.601156\n",
" 19985 19986 19985 0 -5.601156\n",
" 19986 19987 19986 0 -4.494505\n",
" 19987 19988 19987 0 -4.494505\n",
" 19988 19989 19988 0 -4.494505\n",
" 19989 19990 19989 0 -4.494505\n",
" 19990 19991 19990 0 -5.250589\n",
" 19991 19992 19991 0 -4.924864\n",
" 19992 19993 19992 0 -4.924864\n",
" 19993 19994 19993 0 -4.924864\n",
" 19994 19995 19994 0 -5.044076\n",
" 19995 19996 19995 0 -3.998620\n",
" 19996 19997 19996 0 -5.351602\n",
" 19997 19998 19997 0 -5.082488\n",
" 19998 19999 19998 0 -4.916101\n",
" 19999 20000 19999 0 -4.916101\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 -0.039558 -0.058418 1.365041 -2.077299 -0.976696\n",
" 1 2 1 0 0.525533 0.894048 2.884739 -2.454741 -2.151580\n",
" 2 3 2 0 0.416971 -0.905998 0.660182 -2.086545 -0.196413\n",
" 3 4 3 0 0.414304 -2.025946 0.400385 -1.445570 0.078844\n",
" 4 5 4 0 0.414304 -2.025946 0.400385 -1.445570 0.078844\n",
" 5 6 5 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 6 7 6 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 7 8 7 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 8 9 8 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 9 10 9 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 10 11 10 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 11 12 11 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 12 13 12 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 13 14 13 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 14 15 14 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 15 16 15 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 16 17 16 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 17 18 17 0 0.422959 -0.860973 0.112793 0.164918 0.091004\n",
" 18 19 18 0 0.489559 -0.547479 -0.159574 -0.002841 0.277218\n",
" 19 20 19 0 0.489559 -0.547479 -0.159574 -0.002841 0.277218\n",
" 20 21 20 0 0.489559 -0.547479 -0.159574 -0.002841 0.277218\n",
" 21 22 21 0 0.489559 -0.547479 -0.159574 -0.002841 0.277218\n",
" 22 23 22 0 0.489559 -0.547479 -0.159574 -0.002841 0.277218\n",
" 23 24 23 0 -0.346739 -0.463536 0.324375 -0.032123 0.237718\n",
" 24 25 24 0 -0.346739 -0.463536 0.324375 -0.032123 0.237718\n",
" 25 26 25 0 -0.346739 -0.463536 0.324375 -0.032123 0.237718\n",
" 26 27 26 0 -0.346739 -0.463536 0.324375 -0.032123 0.237718\n",
" 27 28 27 0 -0.346739 -0.463536 0.324375 -0.032123 0.237718\n",
" 28 29 28 0 -0.346739 -0.463536 0.324375 -0.032123 0.237718\n",
" 29 30 29 0 -0.346739 -0.463536 0.324375 -0.032123 0.237718\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 1.259624 1.570128 2.071822 1.950260 2.387475\n",
" 19971 19972 19971 0 1.202826 1.592357 1.763364 2.041118 2.242244\n",
" 19972 19973 19972 0 1.350812 1.733004 1.751575 1.999219 2.291143\n",
" 19973 19974 19973 0 1.350812 1.733004 1.751575 1.999219 2.291143\n",
" 19974 19975 19974 0 1.026050 1.557841 1.772035 2.077759 2.322354\n",
" 19975 19976 19975 0 1.026050 1.557841 1.772035 2.077759 2.322354\n",
" 19976 19977 19976 0 1.026050 1.557841 1.772035 2.077759 2.322354\n",
" 19977 19978 19977 0 1.056977 1.556850 1.654491 2.073396 2.500866\n",
" 19978 19979 19978 0 1.290879 1.442967 1.778895 2.111407 2.731130\n",
" 19979 19980 19979 0 1.281904 1.428067 1.689058 2.156036 2.553259\n",
" 19980 19981 19980 0 1.281904 1.428067 1.689058 2.156036 2.553259\n",
" 19981 19982 19981 0 1.305650 1.441420 1.622029 2.141951 2.576613\n",
" 19982 19983 19982 0 1.305650 1.441420 1.622029 2.141951 2.576613\n",
" 19983 19984 19983 0 1.139849 1.477380 1.599092 2.235526 2.532984\n",
" 19984 19985 19984 0 0.945143 1.570086 1.510106 2.227706 2.518246\n",
" 19985 19986 19985 0 0.945143 1.570086 1.510106 2.227706 2.518246\n",
" 19986 19987 19986 0 1.041453 1.585837 1.547327 2.184555 2.697514\n",
" 19987 19988 19987 0 1.041453 1.585837 1.547327 2.184555 2.697514\n",
" 19988 19989 19988 0 0.960233 1.666497 1.901018 2.148525 2.775685\n",
" 19989 19990 19989 0 0.960233 1.666497 1.901018 2.148525 2.775685\n",
" 19990 19991 19990 0 0.960233 1.666497 1.901018 2.148525 2.775685\n",
" 19991 19992 19991 0 1.018706 1.527704 1.680560 1.968643 2.758710\n",
" 19992 19993 19992 0 1.133098 1.506389 1.547047 2.055484 2.677484\n",
" 19993 19994 19993 0 1.189591 1.618304 1.529907 2.025318 2.677904\n",
" 19994 19995 19994 0 1.200210 1.555697 1.748470 1.942573 2.572086\n",
" 19995 19996 19995 0 1.186838 1.799931 1.783271 1.950246 2.575901\n",
" 19996 19997 19996 0 1.186838 1.799931 1.783271 1.950246 2.575901\n",
" 19997 19998 19997 0 1.304759 2.000001 1.879765 1.908077 2.403437\n",
" 19998 19999 19998 0 1.304759 2.000001 1.879765 1.908077 2.403437\n",
" 19999 20000 19999 0 1.304759 2.000001 1.879765 1.908077 2.403437\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.002800\n",
" 19971 19972 19971 0 -0.002800\n",
" 19972 19973 19972 0 -0.002800\n",
" 19973 19974 19973 0 -0.002800\n",
" 19974 19975 19974 0 -0.002800\n",
" 19975 19976 19975 0 -0.002800\n",
" 19976 19977 19976 0 -0.002800\n",
" 19977 19978 19977 0 -0.004845\n",
" 19978 19979 19978 0 -0.003415\n",
" 19979 19980 19979 0 -0.003415\n",
" 19980 19981 19980 0 -0.002537\n",
" 19981 19982 19981 0 -0.002087\n",
" 19982 19983 19982 0 -0.002087\n",
" 19983 19984 19983 0 -0.002087\n",
" 19984 19985 19984 0 -0.001575\n",
" 19985 19986 19985 0 -0.001575\n",
" 19986 19987 19986 0 -0.001575\n",
" 19987 19988 19987 0 -0.001575\n",
" 19988 19989 19988 0 -0.001575\n",
" 19989 19990 19989 0 -0.001575\n",
" 19990 19991 19990 0 -0.001575\n",
" 19991 19992 19991 0 -0.001575\n",
" 19992 19993 19992 0 -0.001575\n",
" 19993 19994 19993 0 -0.001575\n",
" 19994 19995 19994 0 -0.001575\n",
" 19995 19996 19995 0 -0.001575\n",
" 19996 19997 19996 0 -0.001575\n",
" 19997 19998 19997 0 -0.001575\n",
" 19998 19999 19998 0 -0.001718\n",
" 19999 20000 19999 0 -0.001718\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 50.000000\n",
" 2 3 2 0 7.680878\n",
" 3 4 3 0 3.424210\n",
" 4 5 4 0 1.251478\n",
" 5 6 5 0 1.251478\n",
" 6 7 6 0 1.251478\n",
" 7 8 7 0 1.157590\n",
" 8 9 8 0 1.157590\n",
" 9 10 9 0 1.157590\n",
" 10 11 10 0 1.157590\n",
" 11 12 11 0 1.157590\n",
" 12 13 12 0 1.157590\n",
" 13 14 13 0 1.157590\n",
" 14 15 14 0 0.869292\n",
" 15 16 15 0 0.849633\n",
" 16 17 16 0 0.564475\n",
" 17 18 17 0 0.564475\n",
" 18 19 18 0 0.564475\n",
" 19 20 19 0 0.564475\n",
" 20 21 20 0 0.260500\n",
" 21 22 21 0 0.260500\n",
" 22 23 22 0 0.458388\n",
" 23 24 23 0 0.458388\n",
" 24 25 24 0 0.458388\n",
" 25 26 25 0 0.458388\n",
" 26 27 26 0 0.458388\n",
" 27 28 27 0 0.458388\n",
" 28 29 28 0 0.458388\n",
" 29 30 29 0 0.458388\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.476303\n",
" 19971 19972 19971 0 0.476303\n",
" 19972 19973 19972 0 0.476303\n",
" 19973 19974 19973 0 0.542816\n",
" 19974 19975 19974 0 0.542816\n",
" 19975 19976 19975 0 0.542816\n",
" 19976 19977 19976 0 0.518423\n",
" 19977 19978 19977 0 0.478052\n",
" 19978 19979 19978 0 0.478052\n",
" 19979 19980 19979 0 0.478052\n",
" 19980 19981 19980 0 0.478052\n",
" 19981 19982 19981 0 0.478052\n",
" 19982 19983 19982 0 0.631910\n",
" 19983 19984 19983 0 0.631910\n",
" 19984 19985 19984 0 0.631910\n",
" 19985 19986 19985 0 0.584513\n",
" 19986 19987 19986 0 0.584513\n",
" 19987 19988 19987 0 0.683832\n",
" 19988 19989 19988 0 0.683832\n",
" 19989 19990 19989 0 0.630716\n",
" 19990 19991 19990 0 0.630716\n",
" 19991 19992 19991 0 0.524711\n",
" 19992 19993 19992 0 0.524711\n",
" 19993 19994 19993 0 0.524711\n",
" 19994 19995 19994 0 0.524711\n",
" 19995 19996 19995 0 0.524711\n",
" 19996 19997 19996 0 0.524711\n",
" 19997 19998 19997 0 0.524711\n",
" 19998 19999 19998 0 0.551028\n",
" 19999 20000 19999 0 0.551028\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 -2.486517\n",
" 3 4 3 0 -3.339457\n",
" 4 5 4 0 -4.368251\n",
" 5 6 5 0 -4.368251\n",
" 6 7 6 0 -4.368251\n",
" 7 8 7 0 -4.447186\n",
" 8 9 8 0 -4.447186\n",
" 9 10 9 0 -4.447186\n",
" 10 11 10 0 -4.447186\n",
" 11 12 11 0 -4.447186\n",
" 12 13 12 0 -4.447186\n",
" 13 14 13 0 -4.447186\n",
" 14 15 14 0 -4.736515\n",
" 15 16 15 0 -4.759588\n",
" 16 17 16 0 -5.171369\n",
" 17 18 17 0 -5.171369\n",
" 18 19 18 0 -5.171369\n",
" 19 20 19 0 -5.171369\n",
" 20 21 20 0 -5.947715\n",
" 21 22 21 0 -5.947715\n",
" 22 23 22 0 -5.380615\n",
" 23 24 23 0 -5.380615\n",
" 24 25 24 0 -5.380615\n",
" 25 26 25 0 -5.380615\n",
" 26 27 26 0 -5.380615\n",
" 27 28 27 0 -5.380615\n",
" 28 29 28 0 -5.380615\n",
" 29 30 29 0 -5.380615\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.342097\n",
" 19971 19972 19971 0 -5.342097\n",
" 19972 19973 19972 0 -5.342097\n",
" 19973 19974 19973 0 -5.210712\n",
" 19974 19975 19974 0 -5.210712\n",
" 19975 19976 19975 0 -5.210712\n",
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" 19978 19979 19978 0 -5.338414\n",
" 19979 19980 19979 0 -5.338414\n",
" 19980 19981 19980 0 -5.338414\n",
" 19981 19982 19981 0 -5.338414\n",
" 19982 19983 19982 0 -5.057840\n",
" 19983 19984 19983 0 -5.057840\n",
" 19984 19985 19984 0 -5.057840\n",
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" 19986 19987 19986 0 -5.136285\n",
" 19987 19988 19987 0 -4.978351\n",
" 19988 19989 19988 0 -4.978351\n",
" 19989 19990 19989 0 -5.059742\n",
" 19990 19991 19990 0 -5.059742\n",
" 19991 19992 19991 0 -5.244817\n",
" 19992 19993 19992 0 -5.244817\n",
" 19993 19994 19993 0 -5.244817\n",
" 19994 19995 19994 0 -5.244817\n",
" 19995 19996 19995 0 -5.244817\n",
" 19996 19997 19996 0 -5.244817\n",
" 19997 19998 19997 0 -5.244817\n",
" 19998 19999 19998 0 -5.195614\n",
" 19999 20000 19999 0 -5.195614\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 3 2 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 4 3 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 5 4 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 6 5 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 7 6 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 8 7 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 9 8 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 10 9 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 11 10 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 12 11 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 13 12 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 14 13 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 15 14 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 16 15 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 17 16 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 18 17 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 19 18 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 20 19 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 21 20 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 22 21 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 23 22 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 24 23 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 25 24 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 26 25 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 27 26 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 28 27 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 29 28 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 30 29 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 0.941269 1.728685 1.830521 1.118566 1.161138 \n",
" 19971 19972 19971 0 1.015664 1.712016 1.883831 1.171993 1.198631 \n",
" 19972 19973 19972 0 1.015664 1.712016 1.883831 1.171993 1.198631 \n",
" 19973 19974 19973 0 1.015664 1.712016 1.883831 1.171993 1.198631 \n",
" 19974 19975 19974 0 1.015664 1.712016 1.883831 1.171993 1.198631 \n",
" 19975 19976 19975 0 1.004806 1.743738 1.935415 1.321386 1.001742 \n",
" 19976 19977 19976 0 1.004806 1.743738 1.935415 1.321386 1.001742 \n",
" 19977 19978 19977 0 1.004806 1.743738 1.935415 1.321386 1.001742 \n",
" 19978 19979 19978 0 1.074290 1.758867 1.827077 1.195147 1.082459 \n",
" 19979 19980 19979 0 1.074290 1.758867 1.827077 1.195147 1.082459 \n",
" 19980 19981 19980 0 1.074290 1.758867 1.827077 1.195147 1.082459 \n",
" 19981 19982 19981 0 1.074290 1.758867 1.827077 1.195147 1.082459 \n",
" 19982 19983 19982 0 1.074290 1.758867 1.827077 1.195147 1.082459 \n",
" 19983 19984 19983 0 1.044720 1.781573 1.819340 1.203294 1.232811 \n",
" 19984 19985 19984 0 1.044720 1.781573 1.819340 1.203294 1.232811 \n",
" 19985 19986 19985 0 1.044720 1.781573 1.819340 1.203294 1.232811 \n",
" 19986 19987 19986 0 0.981304 1.761088 1.807947 1.096394 1.322616 \n",
" 19987 19988 19987 0 0.981854 1.896404 1.781135 1.307107 1.339141 \n",
" 19988 19989 19988 0 1.006037 1.990883 1.738754 1.284071 1.360937 \n",
" 19989 19990 19989 0 1.006037 1.990883 1.738754 1.284071 1.360937 \n",
" 19990 19991 19990 0 1.160287 2.010608 1.647832 1.317449 1.401429 \n",
" 19991 19992 19991 0 1.160287 2.010608 1.647832 1.317449 1.401429 \n",
" 19992 19993 19992 0 1.161256 1.863797 1.824251 1.354620 1.399047 \n",
" 19993 19994 19993 0 1.161256 1.863797 1.824251 1.354620 1.399047 \n",
" 19994 19995 19994 0 1.161256 1.863797 1.824251 1.354620 1.399047 \n",
" 19995 19996 19995 0 1.161256 1.863797 1.824251 1.354620 1.399047 \n",
" 19996 19997 19996 0 1.161256 1.863797 1.824251 1.354620 1.399047 \n",
" 19997 19998 19997 0 1.161256 1.863797 1.824251 1.354620 1.399047 \n",
" 19998 19999 19998 0 1.161256 1.863797 1.824251 1.354620 1.399047 \n",
" 19999 20000 19999 0 1.031374 1.905531 1.867216 1.360266 1.410412 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 0.262888 2.288813 ... 1.647053 3.077979 2.426145 2.207139 \n",
" 19971 0.268265 2.215505 ... 1.716519 3.156872 2.351088 2.187808 \n",
" 19972 0.268265 2.215505 ... 1.716519 3.156872 2.351088 2.187808 \n",
" 19973 0.268265 2.215505 ... 1.716519 3.156872 2.351088 2.187808 \n",
" 19974 0.268265 2.215505 ... 1.716519 3.156872 2.351088 2.187808 \n",
" 19975 0.228110 2.191182 ... 1.619709 3.226046 2.364812 2.018629 \n",
" 19976 0.228110 2.191182 ... 1.619709 3.226046 2.364812 2.018629 \n",
" 19977 0.228110 2.191182 ... 1.619709 3.226046 2.364812 2.018629 \n",
" 19978 0.297141 2.107786 ... 1.622594 3.124401 2.557469 2.277925 \n",
" 19979 0.297141 2.107786 ... 1.622594 3.124401 2.557469 2.277925 \n",
" 19980 0.297141 2.107786 ... 1.622594 3.124401 2.557469 2.277925 \n",
" 19981 0.297141 2.107786 ... 1.622594 3.124401 2.557469 2.277925 \n",
" 19982 0.297141 2.107786 ... 1.622594 3.124401 2.557469 2.277925 \n",
" 19983 0.257412 2.255064 ... 1.520443 3.126815 2.610118 2.301485 \n",
" 19984 0.257412 2.255064 ... 1.520443 3.126815 2.610118 2.301485 \n",
" 19985 0.257412 2.255064 ... 1.520443 3.126815 2.610118 2.301485 \n",
" 19986 0.372576 2.372845 ... 1.440631 3.102684 2.670070 2.316339 \n",
" 19987 0.415296 2.306961 ... 1.254499 3.027490 2.688979 2.298621 \n",
" 19988 0.592290 2.042004 ... 1.188299 3.019535 2.640218 2.320575 \n",
" 19989 0.592290 2.042004 ... 1.188299 3.019535 2.640218 2.320575 \n",
" 19990 0.515748 1.976016 ... 1.221336 2.938938 2.668030 2.377392 \n",
" 19991 0.515748 1.976016 ... 1.221336 2.938938 2.668030 2.377392 \n",
" 19992 0.453544 1.825322 ... 1.317929 2.795147 2.681850 2.411366 \n",
" 19993 0.453544 1.825322 ... 1.317929 2.795147 2.681850 2.411366 \n",
" 19994 0.453544 1.825322 ... 1.317929 2.795147 2.681850 2.411366 \n",
" 19995 0.453544 1.825322 ... 1.317929 2.795147 2.681850 2.411366 \n",
" 19996 0.453544 1.825322 ... 1.317929 2.795147 2.681850 2.411366 \n",
" 19997 0.453544 1.825322 ... 1.317929 2.795147 2.681850 2.411366 \n",
" 19998 0.453544 1.825322 ... 1.317929 2.795147 2.681850 2.411366 \n",
" 19999 0.259288 1.885808 ... 1.279230 2.893792 2.791301 2.287775 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... \n",
" 19970 1.817919 2.002459 2.800569 2.597135 2.635381 2.303127 \n",
" 19971 1.674289 2.036681 2.827466 2.618570 2.516980 2.296137 \n",
" 19972 1.674289 2.036681 2.827466 2.618570 2.516980 2.296137 \n",
" 19973 1.674289 2.036681 2.827466 2.618570 2.516980 2.296137 \n",
" 19974 1.674289 2.036681 2.827466 2.618570 2.516980 2.296137 \n",
" 19975 1.685378 2.137681 2.680438 2.543987 2.516671 2.251368 \n",
" 19976 1.685378 2.137681 2.680438 2.543987 2.516671 2.251368 \n",
" 19977 1.685378 2.137681 2.680438 2.543987 2.516671 2.251368 \n",
" 19978 1.679540 2.227047 2.714575 2.551122 2.704236 2.223695 \n",
" 19979 1.679540 2.227047 2.714575 2.551122 2.704236 2.223695 \n",
" 19980 1.679540 2.227047 2.714575 2.551122 2.704236 2.223695 \n",
" 19981 1.679540 2.227047 2.714575 2.551122 2.704236 2.223695 \n",
" 19982 1.679540 2.227047 2.714575 2.551122 2.704236 2.223695 \n",
" 19983 1.491125 2.180069 2.692493 2.827022 2.662150 2.133356 \n",
" 19984 1.491125 2.180069 2.692493 2.827022 2.662150 2.133356 \n",
" 19985 1.491125 2.180069 2.692493 2.827022 2.662150 2.133356 \n",
" 19986 1.285915 2.341744 2.845926 2.844842 2.673539 2.035910 \n",
" 19987 1.389846 2.249881 2.753733 2.693115 2.637822 1.954725 \n",
" 19988 1.423748 2.149747 2.677379 2.777147 2.508068 2.151456 \n",
" 19989 1.423748 2.149747 2.677379 2.777147 2.508068 2.151456 \n",
" 19990 1.485155 2.134691 2.734357 2.780997 2.313659 2.063214 \n",
" 19991 1.485155 2.134691 2.734357 2.780997 2.313659 2.063214 \n",
" 19992 1.425942 2.111884 2.829563 2.683421 2.406565 2.143793 \n",
" 19993 1.425942 2.111884 2.829563 2.683421 2.406565 2.143793 \n",
" 19994 1.425942 2.111884 2.829563 2.683421 2.406565 2.143793 \n",
" 19995 1.425942 2.111884 2.829563 2.683421 2.406565 2.143793 \n",
" 19996 1.425942 2.111884 2.829563 2.683421 2.406565 2.143793 \n",
" 19997 1.425942 2.111884 2.829563 2.683421 2.406565 2.143793 \n",
" 19998 1.425942 2.111884 2.829563 2.683421 2.406565 2.143793 \n",
" 19999 1.360014 2.196793 3.006770 2.664669 2.182571 2.223528 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 0.927510\n",
" 1 2 1 0 0.931601\n",
" 2 3 2 0 0.931601\n",
" 3 4 3 0 0.688259\n",
" 4 5 4 0 0.677667\n",
" 5 6 5 0 0.677667\n",
" 6 7 6 0 0.327606\n",
" 7 8 7 0 0.337061\n",
" 8 9 8 0 0.337061\n",
" 9 10 9 0 0.337061\n",
" 10 11 10 0 0.337061\n",
" 11 12 11 0 0.337061\n",
" 12 13 12 0 0.337061\n",
" 13 14 13 0 0.337061\n",
" 14 15 14 0 0.337061\n",
" 15 16 15 0 0.337061\n",
" 16 17 16 0 0.337061\n",
" 17 18 17 0 0.337061\n",
" 18 19 18 0 0.337061\n",
" 19 20 19 0 0.337061\n",
" 20 21 20 0 0.578242\n",
" 21 22 21 0 0.578242\n",
" 22 23 22 0 0.578242\n",
" 23 24 23 0 0.578242\n",
" 24 25 24 0 0.578242\n",
" 25 26 25 0 0.578242\n",
" 26 27 26 0 0.437142\n",
" 27 28 27 0 0.437142\n",
" 28 29 28 0 0.437142\n",
" 29 30 29 0 0.437142\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.984923\n",
" 19971 19972 19971 0 1.984923\n",
" 19972 19973 19972 0 1.984923\n",
" 19973 19974 19973 0 1.923577\n",
" 19974 19975 19974 0 1.457002\n",
" 19975 19976 19975 0 1.662842\n",
" 19976 19977 19976 0 1.662842\n",
" 19977 19978 19977 0 1.822635\n",
" 19978 19979 19978 0 1.822635\n",
" 19979 19980 19979 0 1.960151\n",
" 19980 19981 19980 0 1.960151\n",
" 19981 19982 19981 0 1.960151\n",
" 19982 19983 19982 0 1.624202\n",
" 19983 19984 19983 0 1.624202\n",
" 19984 19985 19984 0 1.624202\n",
" 19985 19986 19985 0 1.624202\n",
" 19986 19987 19986 0 2.613401\n",
" 19987 19988 19987 0 2.025598\n",
" 19988 19989 19988 0 2.025598\n",
" 19989 19990 19989 0 2.025598\n",
" 19990 19991 19990 0 2.103265\n",
" 19991 19992 19991 0 2.103265\n",
" 19992 19993 19992 0 2.318249\n",
" 19993 19994 19993 0 2.302186\n",
" 19994 19995 19994 0 2.657090\n",
" 19995 19996 19995 0 2.657090\n",
" 19996 19997 19996 0 2.657090\n",
" 19997 19998 19997 0 3.154687\n",
" 19998 19999 19998 0 3.154687\n",
" 19999 20000 19999 0 3.154687\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 -0.075252\n",
" 1 2 1 0 -0.070851\n",
" 2 3 2 0 -0.070851\n",
" 3 4 3 0 -0.373590\n",
" 4 5 4 0 -0.389099\n",
" 5 6 5 0 -0.389099\n",
" 6 7 6 0 -1.115945\n",
" 7 8 7 0 -1.087490\n",
" 8 9 8 0 -1.087490\n",
" 9 10 9 0 -1.087490\n",
" 10 11 10 0 -1.087490\n",
" 11 12 11 0 -1.087490\n",
" 12 13 12 0 -1.087490\n",
" 13 14 13 0 -1.087490\n",
" 14 15 14 0 -1.087490\n",
" 15 16 15 0 -1.087490\n",
" 16 17 16 0 -1.087490\n",
" 17 18 17 0 -1.087490\n",
" 18 19 18 0 -1.087490\n",
" 19 20 19 0 -1.087490\n",
" 20 21 20 0 -0.547762\n",
" 21 22 21 0 -0.547762\n",
" 22 23 22 0 -0.547762\n",
" 23 24 23 0 -0.547762\n",
" 24 25 24 0 -0.547762\n",
" 25 26 25 0 -0.547762\n",
" 26 27 26 0 -0.827496\n",
" 27 28 27 0 -0.827496\n",
" 28 29 28 0 -0.827496\n",
" 29 30 29 0 -0.827496\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.685580\n",
" 19971 19972 19971 0 0.685580\n",
" 19972 19973 19972 0 0.685580\n",
" 19973 19974 19973 0 0.654187\n",
" 19974 19975 19974 0 0.376381\n",
" 19975 19976 19975 0 0.508528\n",
" 19976 19977 19976 0 0.508528\n",
" 19977 19978 19977 0 0.600283\n",
" 19978 19979 19978 0 0.600283\n",
" 19979 19980 19979 0 0.673022\n",
" 19980 19981 19980 0 0.673022\n",
" 19981 19982 19981 0 0.673022\n",
" 19982 19983 19982 0 0.485017\n",
" 19983 19984 19983 0 0.485017\n",
" 19984 19985 19984 0 0.485017\n",
" 19985 19986 19985 0 0.485017\n",
" 19986 19987 19986 0 0.960652\n",
" 19987 19988 19987 0 0.705865\n",
" 19988 19989 19988 0 0.705865\n",
" 19989 19990 19989 0 0.705865\n",
" 19990 19991 19990 0 0.743491\n",
" 19991 19992 19991 0 0.743491\n",
" 19992 19993 19992 0 0.840812\n",
" 19993 19994 19993 0 0.833859\n",
" 19994 19995 19994 0 0.977232\n",
" 19995 19996 19995 0 0.977232\n",
" 19996 19997 19996 0 0.977232\n",
" 19997 19998 19997 0 1.148889\n",
" 19998 19999 19998 0 1.148889\n",
" 19999 20000 19999 0 1.148889\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 5 6 5 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 6 7 6 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 7 8 7 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 8 9 8 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 9 10 9 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 10 11 10 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 11 12 11 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 12 13 12 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 13 14 13 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 14 15 14 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 15 16 15 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 16 17 16 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 17 18 17 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 18 19 18 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 19 20 19 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 20 21 20 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 21 22 21 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 22 23 22 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 23 24 23 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 24 25 24 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 25 26 25 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 26 27 26 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 27 28 27 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 28 29 28 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 29 30 29 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 2.563233 5.633242 6.237137 3.060462 3.193566 \n",
" 19971 19972 19971 0 2.761196 5.540117 6.578662 3.228422 3.315574 \n",
" 19972 19973 19972 0 2.761196 5.540117 6.578662 3.228422 3.315574 \n",
" 19973 19974 19973 0 2.761196 5.540117 6.578662 3.228422 3.315574 \n",
" 19974 19975 19974 0 2.761196 5.540117 6.578662 3.228422 3.315574 \n",
" 19975 19976 19975 0 2.731378 5.718679 6.926916 3.748615 2.723021 \n",
" 19976 19977 19976 0 2.731378 5.718679 6.926916 3.748615 2.723021 \n",
" 19977 19978 19977 0 2.731378 5.718679 6.926916 3.748615 2.723021 \n",
" 19978 19979 19978 0 2.927913 5.805856 6.215690 3.304042 2.951929 \n",
" 19979 19980 19979 0 2.927913 5.805856 6.215690 3.304042 2.951929 \n",
" 19980 19981 19980 0 2.927913 5.805856 6.215690 3.304042 2.951929 \n",
" 19981 19982 19981 0 2.927913 5.805856 6.215690 3.304042 2.951929 \n",
" 19982 19983 19982 0 2.927913 5.805856 6.215690 3.304042 2.951929 \n",
" 19983 19984 19983 0 2.842603 5.939189 6.167785 3.331072 3.430862 \n",
" 19984 19985 19984 0 2.842603 5.939189 6.167785 3.331072 3.430862 \n",
" 19985 19986 19985 0 2.842603 5.939189 6.167785 3.331072 3.430862 \n",
" 19986 19987 19986 0 2.667934 5.818764 6.097915 2.993352 3.753226 \n",
" 19987 19988 19987 0 2.669401 6.661896 5.936588 3.695466 3.815766 \n",
" 19988 19989 19988 0 2.734741 7.321995 5.690249 3.611313 3.899846 \n",
" 19989 19990 19989 0 2.734741 7.321995 5.690249 3.611313 3.899846 \n",
" 19990 19991 19990 0 3.190848 7.467857 5.195701 3.733885 4.060997 \n",
" 19991 19992 19991 0 3.190848 7.467857 5.195701 3.733885 4.060997 \n",
" 19992 19993 19992 0 3.193944 6.448175 6.198150 3.875289 4.051339 \n",
" 19993 19994 19993 0 3.193944 6.448175 6.198150 3.875289 4.051339 \n",
" 19994 19995 19994 0 3.193944 6.448175 6.198150 3.875289 4.051339 \n",
" 19995 19996 19995 0 3.193944 6.448175 6.198150 3.875289 4.051339 \n",
" 19996 19997 19996 0 3.193944 6.448175 6.198150 3.875289 4.051339 \n",
" 19997 19998 19997 0 3.193944 6.448175 6.198150 3.875289 4.051339 \n",
" 19998 19999 19998 0 3.193944 6.448175 6.198150 3.875289 4.051339 \n",
" 19999 20000 19999 0 2.804916 6.722976 6.470260 3.897229 4.097644 \n",
" \n",
" v__5 v__6 ... v__90 v__91 v__92 \\\n",
" 0 1.000000 1.000000 ... 2.135939 2.135939 2.135939 \n",
" 1 13.354555 13.354555 ... 21.500027 21.500027 21.500027 \n",
" 2 13.354555 13.354555 ... 21.500027 21.500027 21.500027 \n",
" 3 10.638471 10.638471 ... 7.276529 7.276529 7.276529 \n",
" 4 10.638471 10.638471 ... 7.276529 7.276529 7.276529 \n",
" 5 10.364814 10.364814 ... 7.089352 7.089352 7.089352 \n",
" 6 7.167178 7.167178 ... 4.902225 4.902225 4.902225 \n",
" 7 7.982101 7.982101 ... 5.459618 5.459618 5.459618 \n",
" 8 7.982101 7.982101 ... 5.459618 5.459618 5.459618 \n",
" 9 7.982101 7.982101 ... 6.635361 6.635361 6.635361 \n",
" 10 7.280789 7.280789 ... 6.052374 6.052374 6.052374 \n",
" 11 9.081819 9.081819 ... 7.549534 7.549534 7.549534 \n",
" 12 9.185358 9.185358 ... 7.635604 7.635604 7.635604 \n",
" 13 10.951042 10.951042 ... 9.103381 9.103381 9.103381 \n",
" 14 5.566490 5.566490 ... 4.627311 4.627311 4.627311 \n",
" 15 16.025042 16.025042 ... 13.321296 13.321296 13.321296 \n",
" 16 16.025042 16.025042 ... 16.053207 16.053207 16.053207 \n",
" 17 10.775503 10.775503 ... 12.266064 12.266064 12.266064 \n",
" 18 18.535916 18.535916 ... 21.099964 21.099964 21.099964 \n",
" 19 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 20 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 21 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 22 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 23 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 24 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 25 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 26 18.535916 18.535916 ... 17.488843 17.488843 17.488843 \n",
" 27 18.535916 18.535916 ... 21.538143 21.538143 21.538143 \n",
" 28 18.535916 18.535916 ... 21.538143 21.538143 21.538143 \n",
" 29 6.920598 6.920598 ... 8.041514 8.041514 8.041514 \n",
" ... ... ... ... ... ... ... \n",
" 19970 1.846230 14.000184 ... 6.290996 8.754274 10.246659 \n",
" 19971 1.856182 13.010577 ... 5.449311 8.586673 9.505734 \n",
" 19972 1.856182 13.010577 ... 5.449311 8.586673 9.505734 \n",
" 19973 1.856182 13.010577 ... 4.312344 6.795115 7.522419 \n",
" 19974 2.259514 15.837657 ... 6.566663 10.347326 11.454835 \n",
" 19975 2.269494 16.161452 ... 5.710274 7.513648 9.987230 \n",
" 19976 2.492648 17.750568 ... 6.271751 8.252446 10.969250 \n",
" 19977 2.492648 17.750568 ... 5.621046 7.085326 9.003570 \n",
" 19978 2.066961 12.638196 ... 4.669043 7.905964 9.699020 \n",
" 19979 2.062661 12.611904 ... 5.298033 8.971016 11.005624 \n",
" 19980 2.062661 12.611904 ... 4.179414 7.208626 9.016066 \n",
" 19981 2.062661 12.611904 ... 4.281464 7.454819 9.416834 \n",
" 19982 2.062661 12.611904 ... 4.281464 7.454819 9.416834 \n",
" 19983 1.982319 14.613120 ... 3.546212 7.632537 9.925905 \n",
" 19984 1.982319 14.613120 ... 3.739663 8.135789 10.700051 \n",
" 19985 1.694747 12.493222 ... 3.197157 6.955546 9.147815 \n",
" 19986 1.975042 14.597619 ... 2.704573 7.332270 10.088123 \n",
" 19987 1.876999 12.445238 ... 3.366891 8.082345 11.534955 \n",
" 19988 2.272438 9.684887 ... 2.890056 6.855284 9.115759 \n",
" 19989 2.272438 9.684887 ... 3.848852 9.129571 12.139974 \n",
" 19990 2.104991 9.066436 ... 4.092604 9.663306 12.482352 \n",
" 19991 1.858156 8.003291 ... 2.761816 6.521098 8.423478 \n",
" 19992 1.638514 6.459595 ... 2.442650 6.330790 8.014490 \n",
" 19993 1.860523 7.334834 ... 2.773616 7.188578 9.100409 \n",
" 19994 1.860523 7.334834 ... 2.773616 7.188578 9.100409 \n",
" 19995 1.860523 7.334834 ... 2.773616 7.188578 9.100409 \n",
" 19996 1.910215 7.530736 ... 2.847695 7.380573 9.343466 \n",
" 19997 1.910215 7.530736 ... 2.847695 7.380573 9.343466 \n",
" 19998 2.103041 8.290924 ... 3.111257 8.039512 10.145717 \n",
" 19999 1.731743 8.807892 ... 2.912755 7.104851 11.319233 \n",
" \n",
" v__93 v__94 v__95 v__96 v__97 v__98 \\\n",
" 0 2.135939 2.135939 2.135939 2.135939 2.135939 2.135939 \n",
" 1 21.500027 21.500027 4.112947 4.112947 4.112947 4.112947 \n",
" 2 21.500027 21.500027 4.112947 4.112947 4.112947 4.112947 \n",
" 3 7.276529 7.276529 3.405064 3.405064 3.405064 3.405064 \n",
" 4 7.276529 7.276529 3.405064 3.405064 3.405064 3.405064 \n",
" 5 7.089352 7.089352 3.405064 3.405064 3.405064 3.405064 \n",
" 6 4.902225 4.902225 5.934728 5.934728 5.934728 5.934728 \n",
" 7 5.459618 5.459618 5.934728 5.934728 5.934728 5.934728 \n",
" 8 5.459618 5.459618 5.934728 5.934728 5.934728 5.934728 \n",
" 9 6.635361 6.635361 7.212786 7.212786 7.212786 7.212786 \n",
" 10 6.052374 6.052374 7.212786 7.212786 7.212786 7.212786 \n",
" 11 7.549534 7.549534 7.212786 7.212786 7.212786 7.212786 \n",
" 12 7.635604 7.635604 7.212786 7.212786 7.212786 7.212786 \n",
" 13 9.103381 9.103381 7.212786 7.212786 7.212786 7.212786 \n",
" 14 4.627311 4.627311 7.212786 7.212786 7.212786 7.212786 \n",
" 15 13.321296 13.321296 7.212786 7.212786 7.212786 7.212786 \n",
" 16 16.053207 16.053207 8.691974 8.691974 8.691974 8.691974 \n",
" 17 12.266064 12.266064 9.876963 9.876963 9.876963 9.876963 \n",
" 18 21.099964 21.099964 4.492128 4.492128 4.492128 4.492128 \n",
" 19 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 20 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 21 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 22 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 23 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 24 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 25 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 26 17.488843 17.488843 3.723330 3.723330 3.723330 3.723330 \n",
" 27 21.538143 21.538143 4.585416 4.585416 4.585416 4.585416 \n",
" 28 21.538143 21.538143 4.585416 4.585416 4.585416 4.585416 \n",
" 29 8.041514 8.041514 6.275482 6.275482 6.275482 6.275482 \n",
" ... ... ... ... ... ... ... \n",
" 19970 18.232208 3.654186 7.740100 10.174378 9.233422 10.640498 \n",
" 19971 19.728866 3.917056 7.686187 9.038300 9.433474 10.930571 \n",
" 19972 19.728866 3.917056 7.686187 9.038300 9.433474 10.930571 \n",
" 19973 15.612554 3.099785 6.082509 7.152512 7.465236 8.649972 \n",
" 19974 23.774167 4.720227 7.608863 8.947373 9.338573 10.820608 \n",
" 19975 21.910058 3.684809 5.139352 6.318192 6.122391 6.598265 \n",
" 19976 24.064420 4.047127 6.345570 7.801087 7.559330 8.146893 \n",
" 19977 18.691025 2.763446 5.504129 6.482191 6.017261 6.199665 \n",
" 19978 15.591762 2.800425 5.913693 8.900339 7.108234 7.764563 \n",
" 19979 17.692206 3.177685 6.724345 10.120404 8.082635 8.828934 \n",
" 19980 14.841683 2.817360 5.379646 8.247297 6.709295 7.471775 \n",
" 19981 15.691058 3.064321 5.550860 8.590647 7.055028 7.935035 \n",
" 19982 15.691058 3.064321 5.550860 8.590647 7.055028 7.935035 \n",
" 19983 15.728985 2.766755 5.071387 8.236605 9.296525 7.761737 \n",
" 19984 17.191419 3.122990 5.391967 8.851802 10.098738 8.526885 \n",
" 19985 14.697492 2.669944 5.391967 8.851802 10.098738 8.526885 \n",
" 19986 14.901140 2.560333 6.411950 11.736579 13.476277 13.031330 \n",
" 19987 15.508031 2.384811 6.461373 12.377204 12.655176 12.988010 \n",
" 19988 12.766028 1.852069 5.016681 6.933038 8.778407 7.674239 \n",
" 19989 17.001245 2.466506 6.680999 9.233121 11.690703 10.220220 \n",
" 19990 15.684763 2.549353 6.116720 7.601827 11.735796 10.819454 \n",
" 19991 10.584564 1.720382 4.907178 6.098614 9.415117 8.679976 \n",
" 19992 8.602166 1.778104 5.318960 6.692360 8.539826 9.546979 \n",
" 19993 9.767712 2.019027 5.318960 6.692360 8.539826 9.546979 \n",
" 19994 9.767712 2.019027 5.318960 6.692360 8.539826 9.546979 \n",
" 19995 9.767712 2.019027 5.318960 6.692360 8.539826 9.546979 \n",
" 19996 10.028592 2.072952 5.318960 6.692360 8.539826 9.546979 \n",
" 19997 10.028592 2.072952 5.318960 6.692360 8.539826 9.546979 \n",
" 19998 10.847748 2.222186 5.702033 7.152855 9.100103 10.141409 \n",
" 19999 11.972379 2.137834 6.175302 5.717420 8.931049 12.107610 \n",
" \n",
" v__99 \n",
" 0 2.135939 \n",
" 1 4.112947 \n",
" 2 4.112947 \n",
" 3 3.405064 \n",
" 4 3.405064 \n",
" 5 3.405064 \n",
" 6 5.934728 \n",
" 7 5.934728 \n",
" 8 5.934728 \n",
" 9 7.212786 \n",
" 10 7.212786 \n",
" 11 7.212786 \n",
" 12 7.212786 \n",
" 13 7.212786 \n",
" 14 7.212786 \n",
" 15 7.212786 \n",
" 16 8.691974 \n",
" 17 9.876963 \n",
" 18 4.492128 \n",
" 19 3.723330 \n",
" 20 3.723330 \n",
" 21 3.723330 \n",
" 22 3.723330 \n",
" 23 3.723330 \n",
" 24 3.723330 \n",
" 25 3.723330 \n",
" 26 3.723330 \n",
" 27 4.585416 \n",
" 28 4.585416 \n",
" 29 6.275482 \n",
" ... ... \n",
" 19970 3.948624 \n",
" 19971 4.086095 \n",
" 19972 4.086095 \n",
" 19973 3.233555 \n",
" 19974 4.044989 \n",
" 19975 3.160911 \n",
" 19976 3.902785 \n",
" 19977 2.579101 \n",
" 19978 3.767403 \n",
" 19979 4.283842 \n",
" 19980 3.851837 \n",
" 19981 4.219777 \n",
" 19982 4.219777 \n",
" 19983 4.026122 \n",
" 19984 4.581837 \n",
" 19985 4.581837 \n",
" 19986 7.060207 \n",
" 19987 7.039063 \n",
" 19988 4.061437 \n",
" 19989 5.408847 \n",
" 19990 5.328023 \n",
" 19991 4.274440 \n",
" 19992 4.178053 \n",
" 19993 4.178053 \n",
" 19994 4.178053 \n",
" 19995 4.178053 \n",
" 19996 4.178053 \n",
" 19997 4.178053 \n",
" 19998 4.394662 \n",
" 19999 4.784111 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Chaetodontidae': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.347786\n",
" 1 2 1 0 0.347786\n",
" 2 3 2 0 1.000342\n",
" 3 4 3 0 1.000342\n",
" 4 5 4 0 1.000342\n",
" 5 6 5 0 1.000342\n",
" 6 7 6 0 0.680714\n",
" 7 8 7 0 0.680714\n",
" 8 9 8 0 0.680714\n",
" 9 10 9 0 0.680714\n",
" 10 11 10 0 0.680714\n",
" 11 12 11 0 0.680714\n",
" 12 13 12 0 0.680714\n",
" 13 14 13 0 0.680714\n",
" 14 15 14 0 0.680714\n",
" 15 16 15 0 0.680714\n",
" 16 17 16 0 0.295586\n",
" 17 18 17 0 0.295586\n",
" 18 19 18 0 0.295586\n",
" 19 20 19 0 0.295586\n",
" 20 21 20 0 0.295586\n",
" 21 22 21 0 0.295586\n",
" 22 23 22 0 0.295586\n",
" 23 24 23 0 0.295586\n",
" 24 25 24 0 0.295586\n",
" 25 26 25 0 0.197343\n",
" 26 27 26 0 0.197343\n",
" 27 28 27 0 0.197343\n",
" 28 29 28 0 0.197343\n",
" 29 30 29 0 0.197343\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.012259\n",
" 19971 19972 19971 0 -0.012259\n",
" 19972 19973 19972 0 -0.012259\n",
" 19973 19974 19973 0 -0.012259\n",
" 19974 19975 19974 0 -0.012259\n",
" 19975 19976 19975 0 -0.057183\n",
" 19976 19977 19976 0 0.018008\n",
" 19977 19978 19977 0 0.047126\n",
" 19978 19979 19978 0 0.047126\n",
" 19979 19980 19979 0 -0.016734\n",
" 19980 19981 19980 0 0.037615\n",
" 19981 19982 19981 0 -0.010774\n",
" 19982 19983 19982 0 -0.010774\n",
" 19983 19984 19983 0 -0.010774\n",
" 19984 19985 19984 0 -0.010774\n",
" 19985 19986 19985 0 -0.010774\n",
" 19986 19987 19986 0 0.133581\n",
" 19987 19988 19987 0 0.029168\n",
" 19988 19989 19988 0 0.029168\n",
" 19989 19990 19989 0 0.029168\n",
" 19990 19991 19990 0 0.029168\n",
" 19991 19992 19991 0 0.029168\n",
" 19992 19993 19992 0 0.029168\n",
" 19993 19994 19993 0 0.029168\n",
" 19994 19995 19994 0 0.029168\n",
" 19995 19996 19995 0 -0.005077\n",
" 19996 19997 19996 0 -0.005077\n",
" 19997 19998 19997 0 -0.034060\n",
" 19998 19999 19998 0 -0.034060\n",
" 19999 20000 19999 0 -0.034060\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 -0.254683\n",
" 1 2 1 0 -0.586341\n",
" 2 3 2 0 -1.312172\n",
" 3 4 3 0 -2.096476\n",
" 4 5 4 0 -2.096476\n",
" 5 6 5 0 -2.277974\n",
" 6 7 6 0 -2.159978\n",
" 7 8 7 0 -4.733128\n",
" 8 9 8 0 -4.906717\n",
" 9 10 9 0 -5.193219\n",
" 10 11 10 0 -4.058664\n",
" 11 12 11 0 -3.102197\n",
" 12 13 12 0 -3.584824\n",
" 13 14 13 0 -5.490584\n",
" 14 15 14 0 -6.033324\n",
" 15 16 15 0 -5.653475\n",
" 16 17 16 0 -4.931761\n",
" 17 18 17 0 -5.195408\n",
" 18 19 18 0 -3.916424\n",
" 19 20 19 0 -3.080505\n",
" 20 21 20 0 -1.804834\n",
" 21 22 21 0 -0.915405\n",
" 22 23 22 0 -0.915405\n",
" 23 24 23 0 -1.376536\n",
" 24 25 24 0 -0.859172\n",
" 25 26 25 0 -0.859172\n",
" 26 27 26 0 -0.859172\n",
" 27 28 27 0 -0.859172\n",
" 28 29 28 0 -1.018285\n",
" 29 30 29 0 -1.018285\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.372182\n",
" 19971 19972 19971 0 1.372182\n",
" 19972 19973 19972 0 1.253545\n",
" 19973 19974 19973 0 1.253545\n",
" 19974 19975 19974 0 1.253545\n",
" 19975 19976 19975 0 1.253545\n",
" 19976 19977 19976 0 1.253545\n",
" 19977 19978 19977 0 1.186051\n",
" 19978 19979 19978 0 1.186051\n",
" 19979 19980 19979 0 1.186051\n",
" 19980 19981 19980 0 1.186051\n",
" 19981 19982 19981 0 1.186051\n",
" 19982 19983 19982 0 1.317279\n",
" 19983 19984 19983 0 1.317279\n",
" 19984 19985 19984 0 1.453429\n",
" 19985 19986 19985 0 1.453429\n",
" 19986 19987 19986 0 1.453429\n",
" 19987 19988 19987 0 1.514271\n",
" 19988 19989 19988 0 1.487371\n",
" 19989 19990 19989 0 1.487371\n",
" 19990 19991 19990 0 1.337936\n",
" 19991 19992 19991 0 1.337936\n",
" 19992 19993 19992 0 1.337936\n",
" 19993 19994 19993 0 1.337936\n",
" 19994 19995 19994 0 1.337936\n",
" 19995 19996 19995 0 1.337936\n",
" 19996 19997 19996 0 1.337936\n",
" 19997 19998 19997 0 1.337936\n",
" 19998 19999 19998 0 1.337936\n",
" 19999 20000 19999 0 1.337936\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.842163\n",
" 2 3 2 0 1.058414\n",
" 3 4 3 0 1.058414\n",
" 4 5 4 0 1.058414\n",
" 5 6 5 0 0.826246\n",
" 6 7 6 0 0.826246\n",
" 7 8 7 0 0.826246\n",
" 8 9 8 0 0.826246\n",
" 9 10 9 0 0.826246\n",
" 10 11 10 0 0.826246\n",
" 11 12 11 0 0.826246\n",
" 12 13 12 0 0.826246\n",
" 13 14 13 0 0.826246\n",
" 14 15 14 0 0.826246\n",
" 15 16 15 0 0.826246\n",
" 16 17 16 0 0.826246\n",
" 17 18 17 0 0.826246\n",
" 18 19 18 0 0.826246\n",
" 19 20 19 0 0.666898\n",
" 20 21 20 0 1.025912\n",
" 21 22 21 0 1.025912\n",
" 22 23 22 0 1.025912\n",
" 23 24 23 0 1.025912\n",
" 24 25 24 0 1.025912\n",
" 25 26 25 0 1.025912\n",
" 26 27 26 0 1.025912\n",
" 27 28 27 0 1.025912\n",
" 28 29 28 0 1.025912\n",
" 29 30 29 0 1.011395\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.108308\n",
" 19971 19972 19971 0 0.108308\n",
" 19972 19973 19972 0 0.108308\n",
" 19973 19974 19973 0 0.269781\n",
" 19974 19975 19974 0 0.269781\n",
" 19975 19976 19975 0 0.307339\n",
" 19976 19977 19976 0 0.307339\n",
" 19977 19978 19977 0 0.307339\n",
" 19978 19979 19978 0 0.307339\n",
" 19979 19980 19979 0 0.224230\n",
" 19980 19981 19980 0 0.224230\n",
" 19981 19982 19981 0 0.224230\n",
" 19982 19983 19982 0 0.217157\n",
" 19983 19984 19983 0 0.265719\n",
" 19984 19985 19984 0 0.265719\n",
" 19985 19986 19985 0 0.265719\n",
" 19986 19987 19986 0 0.265719\n",
" 19987 19988 19987 0 0.265719\n",
" 19988 19989 19988 0 0.265719\n",
" 19989 19990 19989 0 0.265719\n",
" 19990 19991 19990 0 0.265719\n",
" 19991 19992 19991 0 0.265719\n",
" 19992 19993 19992 0 0.265719\n",
" 19993 19994 19993 0 0.262916\n",
" 19994 19995 19994 0 0.262916\n",
" 19995 19996 19995 0 0.262916\n",
" 19996 19997 19996 0 0.262916\n",
" 19997 19998 19997 0 0.262916\n",
" 19998 19999 19998 0 0.198279\n",
" 19999 20000 19999 0 0.198279\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 0.000000 0.000000\n",
" 1 2 1 0 0.000000 0.000000\n",
" 2 3 2 0 0.000000 0.000000\n",
" 3 4 3 0 0.423787 1.011058\n",
" 4 5 4 0 0.423787 1.011058\n",
" 5 6 5 0 0.423787 1.011058\n",
" 6 7 6 0 0.423787 1.011058\n",
" 7 8 7 0 0.423787 1.011058\n",
" 8 9 8 0 0.423787 1.011058\n",
" 9 10 9 0 0.423787 1.011058\n",
" 10 11 10 0 0.423787 1.011058\n",
" 11 12 11 0 0.423787 1.011058\n",
" 12 13 12 0 0.423787 1.011058\n",
" 13 14 13 0 0.423787 1.011058\n",
" 14 15 14 0 0.423787 1.011058\n",
" 15 16 15 0 0.423787 1.011058\n",
" 16 17 16 0 0.423787 1.011058\n",
" 17 18 17 0 0.697493 1.016449\n",
" 18 19 18 0 0.697493 1.016449\n",
" 19 20 19 0 0.629627 0.820749\n",
" 20 21 20 0 0.629627 0.820749\n",
" 21 22 21 0 0.629627 0.820749\n",
" 22 23 22 0 0.629627 0.820749\n",
" 23 24 23 0 0.629627 0.820749\n",
" 24 25 24 0 0.629627 0.820749\n",
" 25 26 25 0 0.629627 0.820749\n",
" 26 27 26 0 0.629627 0.820749\n",
" 27 28 27 0 0.629627 0.820749\n",
" 28 29 28 0 0.629627 0.820749\n",
" 29 30 29 0 0.629627 0.820749\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.227156 -0.056636\n",
" 19971 19972 19971 0 -0.227156 -0.056636\n",
" 19972 19973 19972 0 -0.039757 -0.140701\n",
" 19973 19974 19973 0 -0.119510 -0.093074\n",
" 19974 19975 19974 0 -0.294273 0.088350\n",
" 19975 19976 19975 0 -0.294273 0.088350\n",
" 19976 19977 19976 0 -0.294273 0.088350\n",
" 19977 19978 19977 0 -0.294273 0.088350\n",
" 19978 19979 19978 0 -0.294273 0.088350\n",
" 19979 19980 19979 0 -0.294273 0.088350\n",
" 19980 19981 19980 0 -0.294273 0.088350\n",
" 19981 19982 19981 0 -0.294273 0.088350\n",
" 19982 19983 19982 0 -0.294273 0.088350\n",
" 19983 19984 19983 0 -0.294273 0.088350\n",
" 19984 19985 19984 0 -0.294273 0.088350\n",
" 19985 19986 19985 0 -0.294273 0.088350\n",
" 19986 19987 19986 0 -0.294273 0.088350\n",
" 19987 19988 19987 0 -0.294273 0.088350\n",
" 19988 19989 19988 0 -0.294273 0.088350\n",
" 19989 19990 19989 0 -0.294273 0.088350\n",
" 19990 19991 19990 0 -0.338071 -0.009378\n",
" 19991 19992 19991 0 -0.338071 -0.009378\n",
" 19992 19993 19992 0 -0.338071 -0.009378\n",
" 19993 19994 19993 0 -0.338071 -0.009378\n",
" 19994 19995 19994 0 -0.338071 -0.009378\n",
" 19995 19996 19995 0 -0.374112 -0.007370\n",
" 19996 19997 19996 0 -0.357958 0.072062\n",
" 19997 19998 19997 0 -0.388134 0.072469\n",
" 19998 19999 19998 0 -0.268170 -0.024211\n",
" 19999 20000 19999 0 -0.268170 -0.024211\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 52.477450\n",
" 1 2 1 0 52.350324\n",
" 2 3 2 0 22.163112\n",
" 3 4 3 0 22.163112\n",
" 4 5 4 0 22.163112\n",
" 5 6 5 0 7.814491\n",
" 6 7 6 0 7.814491\n",
" 7 8 7 0 11.575306\n",
" 8 9 8 0 4.696692\n",
" 9 10 9 0 10.324837\n",
" 10 11 10 0 10.835434\n",
" 11 12 11 0 10.835434\n",
" 12 13 12 0 26.885996\n",
" 13 14 13 0 22.354950\n",
" 14 15 14 0 13.820291\n",
" 15 16 15 0 6.875206\n",
" 16 17 16 0 6.875206\n",
" 17 18 17 0 6.875206\n",
" 18 19 18 0 6.875206\n",
" 19 20 19 0 11.326210\n",
" 20 21 20 0 2.559391\n",
" 21 22 21 0 1.827877\n",
" 22 23 22 0 3.129980\n",
" 23 24 23 0 3.129980\n",
" 24 25 24 0 3.129980\n",
" 25 26 25 0 1.495643\n",
" 26 27 26 0 0.987135\n",
" 27 28 27 0 1.018927\n",
" 28 29 28 0 1.018927\n",
" 29 30 29 0 0.667098\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.273490\n",
" 19971 19972 19971 0 0.142517\n",
" 19972 19973 19972 0 0.109126\n",
" 19973 19974 19973 0 0.109126\n",
" 19974 19975 19974 0 0.109126\n",
" 19975 19976 19975 0 0.109126\n",
" 19976 19977 19976 0 0.109126\n",
" 19977 19978 19977 0 0.109126\n",
" 19978 19979 19978 0 0.109126\n",
" 19979 19980 19979 0 0.109126\n",
" 19980 19981 19980 0 0.230932\n",
" 19981 19982 19981 0 0.186600\n",
" 19982 19983 19982 0 0.186600\n",
" 19983 19984 19983 0 0.150173\n",
" 19984 19985 19984 0 0.150173\n",
" 19985 19986 19985 0 0.146471\n",
" 19986 19987 19986 0 0.155365\n",
" 19987 19988 19987 0 0.155365\n",
" 19988 19989 19988 0 0.155365\n",
" 19989 19990 19989 0 0.155365\n",
" 19990 19991 19990 0 0.155365\n",
" 19991 19992 19991 0 0.155365\n",
" 19992 19993 19992 0 0.155365\n",
" 19993 19994 19993 0 0.155365\n",
" 19994 19995 19994 0 0.155365\n",
" 19995 19996 19995 0 0.155365\n",
" 19996 19997 19996 0 0.155365\n",
" 19997 19998 19997 0 0.155365\n",
" 19998 19999 19998 0 0.155365\n",
" 19999 20000 19999 0 0.155365\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.099179\n",
" 1 2 1 0 0.094082\n",
" 2 3 2 0 -1.256186\n",
" 3 4 3 0 -1.256186\n",
" 4 5 4 0 -1.256186\n",
" 5 6 5 0 -2.467823\n",
" 6 7 6 0 -2.467823\n",
" 7 8 7 0 -2.033277\n",
" 8 9 8 0 -3.010206\n",
" 9 10 9 0 -2.161641\n",
" 10 11 10 0 -2.107662\n",
" 11 12 11 0 -2.107662\n",
" 12 13 12 0 -1.000414\n",
" 13 14 13 0 -1.245100\n",
" 14 15 14 0 -1.830297\n",
" 15 16 15 0 -2.606019\n",
" 16 17 16 0 -2.606019\n",
" 17 18 17 0 -2.606019\n",
" 18 19 18 0 -2.606019\n",
" 19 20 19 0 -2.057845\n",
" 20 21 20 0 -3.639474\n",
" 21 22 21 0 -3.983567\n",
" 22 23 22 0 -3.432344\n",
" 23 24 23 0 -3.432344\n",
" 24 25 24 0 -3.432344\n",
" 25 26 25 0 -4.187544\n",
" 26 27 26 0 -4.608198\n",
" 27 28 27 0 -4.576179\n",
" 28 29 28 0 -4.576179\n",
" 29 30 29 0 -5.003294\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.898921\n",
" 19971 19972 19971 0 -6.552037\n",
" 19972 19973 19972 0 -6.819331\n",
" 19973 19974 19973 0 -6.819331\n",
" 19974 19975 19974 0 -6.819331\n",
" 19975 19976 19975 0 -6.819331\n",
" 19976 19977 19976 0 -6.819331\n",
" 19977 19978 19977 0 -6.819331\n",
" 19978 19979 19978 0 -6.819331\n",
" 19979 19980 19979 0 -6.819331\n",
" 19980 19981 19980 0 -6.068492\n",
" 19981 19982 19981 0 -6.282092\n",
" 19982 19983 19982 0 -6.282092\n",
" 19983 19984 19983 0 -6.499633\n",
" 19984 19985 19984 0 -6.499633\n",
" 19985 19986 19985 0 -6.524636\n",
" 19986 19987 19986 0 -6.465590\n",
" 19987 19988 19987 0 -6.465590\n",
" 19988 19989 19988 0 -6.465590\n",
" 19989 19990 19989 0 -6.465590\n",
" 19990 19991 19990 0 -6.465590\n",
" 19991 19992 19991 0 -6.465590\n",
" 19992 19993 19992 0 -6.465590\n",
" 19993 19994 19993 0 -6.465590\n",
" 19994 19995 19994 0 -6.465590\n",
" 19995 19996 19995 0 -6.465590\n",
" 19996 19997 19996 0 -6.465590\n",
" 19997 19998 19997 0 -6.465590\n",
" 19998 19999 19998 0 -6.465590\n",
" 19999 20000 19999 0 -6.465590\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 -0.620840 2.023945 0.620976 -0.134999 0.319002\n",
" 1 2 1 0 0.205019 3.123049 1.684448 -0.908550 0.129340\n",
" 2 3 2 0 0.061896 2.828416 1.393979 -0.371518 -0.891412\n",
" 3 4 3 0 0.541389 2.756272 1.520593 -0.270524 -0.449301\n",
" 4 5 4 0 0.999931 2.589939 0.236792 -0.091851 -2.366185\n",
" 5 6 5 0 2.050523 3.365987 0.680816 -0.582156 -1.863557\n",
" 6 7 6 0 1.132118 2.189571 -0.241297 -2.580355 1.130670\n",
" 7 8 7 0 -1.332749 2.530618 -0.730914 -1.957947 2.127142\n",
" 8 9 8 0 -1.332749 2.530618 -0.730914 -1.957947 2.127142\n",
" 9 10 9 0 -1.339818 1.771716 -2.231143 -1.046121 2.101552\n",
" 10 11 10 0 0.441560 1.009492 -3.236124 -1.884505 0.765924\n",
" 11 12 11 0 0.441560 1.009492 -3.236124 -1.884505 0.765924\n",
" 12 13 12 0 0.998938 0.922757 -1.653517 -2.981226 0.586108\n",
" 13 14 13 0 0.998938 0.922757 -1.653517 -2.981226 0.586108\n",
" 14 15 14 0 0.628913 2.003939 -1.446991 -2.339703 -1.347251\n",
" 15 16 15 0 0.628913 2.003939 -1.446991 -2.339703 -1.347251\n",
" 16 17 16 0 -1.653945 2.103858 1.265507 -2.049298 -0.951064\n",
" 17 18 17 0 -1.653945 2.103858 1.265507 -2.049298 -0.951064\n",
" 18 19 18 0 -1.653945 2.103858 1.265507 -2.049298 -0.951064\n",
" 19 20 19 0 -1.461575 0.847654 1.796090 -0.374892 -1.040802\n",
" 20 21 20 0 -1.461575 0.847654 1.796090 -0.374892 -1.040802\n",
" 21 22 21 0 -1.461575 0.847654 1.796090 -0.374892 -1.040802\n",
" 22 23 22 0 -1.461575 0.847654 1.796090 -0.374892 -1.040802\n",
" 23 24 23 0 -1.461575 0.847654 1.796090 -0.374892 -1.040802\n",
" 24 25 24 0 -2.015240 -0.964932 -0.874348 0.496122 -1.274365\n",
" 25 26 25 0 -2.015240 -0.964932 -0.874348 0.496122 -1.274365\n",
" 26 27 26 0 -2.015240 -0.964932 -0.874348 0.496122 -1.274365\n",
" 27 28 27 0 -2.015240 -0.964932 -0.874348 0.496122 -1.274365\n",
" 28 29 28 0 -2.015240 -0.964932 -0.874348 0.496122 -1.274365\n",
" 29 30 29 0 -2.015240 -0.964932 -0.874348 0.496122 -1.274365\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19971 19972 19971 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19972 19973 19972 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19973 19974 19973 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19974 19975 19974 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19975 19976 19975 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19976 19977 19976 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19977 19978 19977 0 1.183873 1.483923 1.250090 1.318012 1.261069\n",
" 19978 19979 19978 0 1.080668 1.500391 1.213319 1.268090 1.224583\n",
" 19979 19980 19979 0 1.080668 1.500391 1.213319 1.268090 1.224583\n",
" 19980 19981 19980 0 1.080668 1.500391 1.213319 1.268090 1.224583\n",
" 19981 19982 19981 0 1.080668 1.500391 1.213319 1.268090 1.224583\n",
" 19982 19983 19982 0 1.080668 1.500391 1.213319 1.268090 1.224583\n",
" 19983 19984 19983 0 1.182711 1.548584 1.304464 1.284181 1.287992\n",
" 19984 19985 19984 0 1.182711 1.548584 1.304464 1.284181 1.287992\n",
" 19985 19986 19985 0 1.187214 1.590930 1.424274 1.268490 1.399944\n",
" 19986 19987 19986 0 1.187214 1.590930 1.424274 1.268490 1.399944\n",
" 19987 19988 19987 0 1.187214 1.590930 1.424274 1.268490 1.399944\n",
" 19988 19989 19988 0 1.202105 1.477956 1.413718 1.313806 1.379358\n",
" 19989 19990 19989 0 1.134077 1.491282 1.432967 1.343785 1.387037\n",
" 19990 19991 19990 0 1.186981 1.488950 1.462070 1.252729 1.484075\n",
" 19991 19992 19991 0 1.173123 1.490898 1.524178 1.265103 1.454023\n",
" 19992 19993 19992 0 1.240346 1.448266 1.528532 1.306585 1.421667\n",
" 19993 19994 19993 0 1.240346 1.448266 1.528532 1.306585 1.421667\n",
" 19994 19995 19994 0 1.240346 1.448266 1.528532 1.306585 1.421667\n",
" 19995 19996 19995 0 1.240346 1.448266 1.528532 1.306585 1.421667\n",
" 19996 19997 19996 0 1.251422 1.450701 1.506601 1.205698 1.221186\n",
" 19997 19998 19997 0 1.172126 1.376431 1.426313 1.245746 1.188723\n",
" 19998 19999 19998 0 1.172126 1.376431 1.426313 1.245746 1.188723\n",
" 19999 20000 19999 0 1.172126 1.376431 1.426313 1.245746 1.188723\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.001052\n",
" 19971 19972 19971 0 0.001052\n",
" 19972 19973 19972 0 0.001052\n",
" 19973 19974 19973 0 0.000011\n",
" 19974 19975 19974 0 0.000011\n",
" 19975 19976 19975 0 -0.000085\n",
" 19976 19977 19976 0 -0.000085\n",
" 19977 19978 19977 0 -0.000085\n",
" 19978 19979 19978 0 -0.001293\n",
" 19979 19980 19979 0 -0.001293\n",
" 19980 19981 19980 0 -0.001233\n",
" 19981 19982 19981 0 -0.001233\n",
" 19982 19983 19982 0 -0.001233\n",
" 19983 19984 19983 0 -0.001233\n",
" 19984 19985 19984 0 -0.001233\n",
" 19985 19986 19985 0 -0.000642\n",
" 19986 19987 19986 0 -0.001286\n",
" 19987 19988 19987 0 -0.001286\n",
" 19988 19989 19988 0 -0.001286\n",
" 19989 19990 19989 0 -0.001036\n",
" 19990 19991 19990 0 -0.001036\n",
" 19991 19992 19991 0 -0.001341\n",
" 19992 19993 19992 0 -0.001341\n",
" 19993 19994 19993 0 -0.001341\n",
" 19994 19995 19994 0 -0.001341\n",
" 19995 19996 19995 0 -0.001341\n",
" 19996 19997 19996 0 -0.001341\n",
" 19997 19998 19997 0 -0.000051\n",
" 19998 19999 19998 0 -0.000249\n",
" 19999 20000 19999 0 -0.000249\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 27.964496\n",
" 2 3 2 0 27.464886\n",
" 3 4 3 0 27.464886\n",
" 4 5 4 0 10.848030\n",
" 5 6 5 0 6.851897\n",
" 6 7 6 0 6.322539\n",
" 7 8 7 0 3.143133\n",
" 8 9 8 0 3.143133\n",
" 9 10 9 0 3.143133\n",
" 10 11 10 0 2.378845\n",
" 11 12 11 0 2.378845\n",
" 12 13 12 0 2.378845\n",
" 13 14 13 0 2.378845\n",
" 14 15 14 0 2.378845\n",
" 15 16 15 0 2.378845\n",
" 16 17 16 0 1.281699\n",
" 17 18 17 0 1.986347\n",
" 18 19 18 0 1.986347\n",
" 19 20 19 0 1.986347\n",
" 20 21 20 0 1.986347\n",
" 21 22 21 0 1.986347\n",
" 22 23 22 0 1.986347\n",
" 23 24 23 0 1.148709\n",
" 24 25 24 0 1.148709\n",
" 25 26 25 0 1.148709\n",
" 26 27 26 0 1.148709\n",
" 27 28 27 0 1.148709\n",
" 28 29 28 0 1.148709\n",
" 29 30 29 0 1.148709\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.323839\n",
" 19971 19972 19971 0 0.323839\n",
" 19972 19973 19972 0 0.323839\n",
" 19973 19974 19973 0 0.279722\n",
" 19974 19975 19974 0 0.279722\n",
" 19975 19976 19975 0 0.279722\n",
" 19976 19977 19976 0 0.274025\n",
" 19977 19978 19977 0 0.274025\n",
" 19978 19979 19978 0 0.274025\n",
" 19979 19980 19979 0 0.275102\n",
" 19980 19981 19980 0 0.275102\n",
" 19981 19982 19981 0 0.282728\n",
" 19982 19983 19982 0 0.282728\n",
" 19983 19984 19983 0 0.282728\n",
" 19984 19985 19984 0 0.282728\n",
" 19985 19986 19985 0 0.282728\n",
" 19986 19987 19986 0 0.248921\n",
" 19987 19988 19987 0 0.248921\n",
" 19988 19989 19988 0 0.306465\n",
" 19989 19990 19989 0 0.306465\n",
" 19990 19991 19990 0 0.306465\n",
" 19991 19992 19991 0 0.306465\n",
" 19992 19993 19992 0 0.306465\n",
" 19993 19994 19993 0 0.299993\n",
" 19994 19995 19994 0 0.290377\n",
" 19995 19996 19995 0 0.290377\n",
" 19996 19997 19996 0 0.290377\n",
" 19997 19998 19997 0 0.290377\n",
" 19998 19999 19998 0 0.290377\n",
" 19999 20000 19999 0 0.258254\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -0.946223\n",
" 2 3 2 0 -0.971162\n",
" 3 4 3 0 -0.971162\n",
" 4 5 4 0 -2.106359\n",
" 5 6 5 0 -2.609665\n",
" 6 7 6 0 -2.695737\n",
" 7 8 7 0 -3.428014\n",
" 8 9 8 0 -3.428014\n",
" 9 10 9 0 -3.428014\n",
" 10 11 10 0 -3.714479\n",
" 11 12 11 0 -3.714479\n",
" 12 13 12 0 -3.714479\n",
" 13 14 13 0 -3.714479\n",
" 14 15 14 0 -3.714479\n",
" 15 16 15 0 -3.714479\n",
" 16 17 16 0 -4.344084\n",
" 17 18 17 0 -3.898810\n",
" 18 19 18 0 -3.898810\n",
" 19 20 19 0 -3.898810\n",
" 20 21 20 0 -3.898810\n",
" 21 22 21 0 -3.898810\n",
" 22 23 22 0 -3.898810\n",
" 23 24 23 0 -4.454978\n",
" 24 25 24 0 -4.454978\n",
" 25 26 25 0 -4.454978\n",
" 26 27 26 0 -4.454978\n",
" 27 28 27 0 -4.454978\n",
" 28 29 28 0 -4.454978\n",
" 29 30 29 0 -4.454978\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.729436\n",
" 19971 19972 19971 0 -5.729436\n",
" 19972 19973 19972 0 -5.729436\n",
" 19973 19974 19973 0 -5.876329\n",
" 19974 19975 19974 0 -5.876329\n",
" 19975 19976 19975 0 -5.876329\n",
" 19976 19977 19976 0 -5.896962\n",
" 19977 19978 19977 0 -5.896962\n",
" 19978 19979 19978 0 -5.896962\n",
" 19979 19980 19979 0 -5.893029\n",
" 19980 19981 19980 0 -5.893029\n",
" 19981 19982 19981 0 -5.865609\n",
" 19982 19983 19982 0 -5.865609\n",
" 19983 19984 19983 0 -5.865609\n",
" 19984 19985 19984 0 -5.865609\n",
" 19985 19986 19985 0 -5.865609\n",
" 19986 19987 19986 0 -5.993296\n",
" 19987 19988 19987 0 -5.993296\n",
" 19988 19989 19988 0 -5.784752\n",
" 19989 19990 19989 0 -5.784752\n",
" 19990 19991 19990 0 -5.784752\n",
" 19991 19992 19991 0 -5.784752\n",
" 19992 19993 19992 0 -5.784752\n",
" 19993 19994 19993 0 -5.806162\n",
" 19994 19995 19994 0 -5.838836\n",
" 19995 19996 19995 0 -5.838836\n",
" 19996 19997 19996 0 -5.838836\n",
" 19997 19998 19997 0 -5.838836\n",
" 19998 19999 19998 0 -5.838836\n",
" 19999 20000 19999 0 -5.956397\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 3 2 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 4 3 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 5 4 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 6 5 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 7 6 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 8 7 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 9 8 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 10 9 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 11 10 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 12 11 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 13 12 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 14 13 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 15 14 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 16 15 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 17 16 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 18 17 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 19 18 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 20 19 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 21 20 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 22 21 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 23 22 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 24 23 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 25 24 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 26 25 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 27 26 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 28 27 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 29 28 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 30 29 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 1.056264 1.363613 0.961231 1.180021 1.410492 \n",
" 19971 19972 19971 0 1.114075 1.299912 0.973616 1.271897 1.486176 \n",
" 19972 19973 19972 0 1.151638 1.248474 0.929542 1.195313 1.545779 \n",
" 19973 19974 19973 0 1.151638 1.248474 0.929542 1.195313 1.545779 \n",
" 19974 19975 19974 0 1.198848 1.262996 0.895454 1.169074 1.558241 \n",
" 19975 19976 19975 0 1.198848 1.262996 0.895454 1.169074 1.558241 \n",
" 19976 19977 19976 0 1.198848 1.262996 0.895454 1.169074 1.558241 \n",
" 19977 19978 19977 0 1.198848 1.262996 0.895454 1.169074 1.558241 \n",
" 19978 19979 19978 0 1.222365 1.220923 0.943062 1.121672 1.621468 \n",
" 19979 19980 19979 0 1.222365 1.220923 0.943062 1.121672 1.621468 \n",
" 19980 19981 19980 0 1.243215 1.307502 0.998283 1.106307 1.640165 \n",
" 19981 19982 19981 0 1.243215 1.307502 0.998283 1.106307 1.640165 \n",
" 19982 19983 19982 0 1.243215 1.307502 0.998283 1.106307 1.640165 \n",
" 19983 19984 19983 0 1.243215 1.307502 0.998283 1.106307 1.640165 \n",
" 19984 19985 19984 0 1.219460 1.415107 1.089647 1.081267 1.618026 \n",
" 19985 19986 19985 0 1.269523 1.318827 1.143075 1.081800 1.651163 \n",
" 19986 19987 19986 0 1.269523 1.318827 1.143075 1.081800 1.651163 \n",
" 19987 19988 19987 0 1.269523 1.318827 1.143075 1.081800 1.651163 \n",
" 19988 19989 19988 0 1.269523 1.318827 1.143075 1.081800 1.651163 \n",
" 19989 19990 19989 0 1.338180 1.346597 1.092140 1.145430 1.746334 \n",
" 19990 19991 19990 0 1.338180 1.346597 1.092140 1.145430 1.746334 \n",
" 19991 19992 19991 0 1.242000 1.323995 1.086386 1.212675 1.726654 \n",
" 19992 19993 19992 0 1.242000 1.323995 1.086386 1.212675 1.726654 \n",
" 19993 19994 19993 0 1.242000 1.323995 1.086386 1.212675 1.726654 \n",
" 19994 19995 19994 0 1.242000 1.323995 1.086386 1.212675 1.726654 \n",
" 19995 19996 19995 0 1.239833 1.378380 0.996586 1.140688 1.698178 \n",
" 19996 19997 19996 0 1.233826 1.400966 0.948721 1.184916 1.739513 \n",
" 19997 19998 19997 0 1.233826 1.400966 0.948721 1.184916 1.739513 \n",
" 19998 19999 19998 0 1.233826 1.400966 0.948721 1.184916 1.739513 \n",
" 19999 20000 19999 0 1.233826 1.400966 0.948721 1.184916 1.739513 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 0.927195 1.376928 ... 1.049008 1.914833 1.028465 1.555608 \n",
" 19971 0.987783 1.303794 ... 0.971801 1.887846 0.981269 1.498242 \n",
" 19972 1.046227 1.254578 ... 1.021390 1.962308 1.010683 1.388165 \n",
" 19973 1.046227 1.254578 ... 1.021390 1.962308 1.010683 1.388165 \n",
" 19974 0.999470 1.193709 ... 1.035476 1.921676 1.022297 1.362534 \n",
" 19975 0.999470 1.193709 ... 1.035476 1.921676 1.022297 1.362534 \n",
" 19976 0.999470 1.193709 ... 1.035476 1.921676 1.022297 1.362534 \n",
" 19977 0.999470 1.193709 ... 1.035476 1.921676 1.022297 1.362534 \n",
" 19978 1.003806 1.185788 ... 1.059695 1.867167 1.104266 1.384826 \n",
" 19979 1.003806 1.185788 ... 1.059695 1.867167 1.104266 1.384826 \n",
" 19980 0.988409 1.121346 ... 1.087198 1.793341 1.132546 1.414870 \n",
" 19981 0.988409 1.121346 ... 1.087198 1.793341 1.132546 1.414870 \n",
" 19982 0.988409 1.121346 ... 1.087198 1.793341 1.132546 1.414870 \n",
" 19983 0.988409 1.121346 ... 1.087198 1.793341 1.132546 1.414870 \n",
" 19984 0.914746 1.239676 ... 1.114899 1.719101 1.129069 1.529150 \n",
" 19985 0.934408 1.265436 ... 1.131842 1.741236 1.222206 1.499154 \n",
" 19986 0.934408 1.265436 ... 1.131842 1.741236 1.222206 1.499154 \n",
" 19987 0.934408 1.265436 ... 1.131842 1.741236 1.222206 1.499154 \n",
" 19988 0.934408 1.265436 ... 1.131842 1.741236 1.222206 1.499154 \n",
" 19989 0.928918 1.302096 ... 1.167818 1.653075 1.211712 1.496079 \n",
" 19990 0.928918 1.302096 ... 1.167818 1.653075 1.211712 1.496079 \n",
" 19991 0.981245 1.377547 ... 1.038910 1.689513 1.217235 1.587264 \n",
" 19992 0.981245 1.377547 ... 1.038910 1.689513 1.217235 1.587264 \n",
" 19993 0.981245 1.377547 ... 1.038910 1.689513 1.217235 1.587264 \n",
" 19994 0.981245 1.377547 ... 1.038910 1.689513 1.217235 1.587264 \n",
" 19995 1.028970 1.405732 ... 0.993303 1.680978 1.256887 1.687645 \n",
" 19996 1.043143 1.345534 ... 1.075279 1.603704 1.215126 1.691665 \n",
" 19997 1.043143 1.345534 ... 1.075279 1.603704 1.215126 1.691665 \n",
" 19998 1.043143 1.345534 ... 1.075279 1.603704 1.215126 1.691665 \n",
" 19999 1.043143 1.345534 ... 1.075279 1.603704 1.215126 1.691665 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... \n",
" 19970 1.449571 1.059744 1.197930 1.700916 1.163302 1.417872 \n",
" 19971 1.431940 1.024487 1.191719 1.629774 1.009503 1.403809 \n",
" 19972 1.426188 0.955155 1.235256 1.613660 1.058531 1.411377 \n",
" 19973 1.426188 0.955155 1.235256 1.613660 1.058531 1.411377 \n",
" 19974 1.440628 0.970538 1.265395 1.618785 1.137320 1.407815 \n",
" 19975 1.440628 0.970538 1.265395 1.618785 1.137320 1.407815 \n",
" 19976 1.440628 0.970538 1.265395 1.618785 1.137320 1.407815 \n",
" 19977 1.440628 0.970538 1.265395 1.618785 1.137320 1.407815 \n",
" 19978 1.388678 0.944354 1.177332 1.602196 1.109231 1.334505 \n",
" 19979 1.388678 0.944354 1.177332 1.602196 1.109231 1.334505 \n",
" 19980 1.390636 1.061478 1.144645 1.667230 1.096725 1.391073 \n",
" 19981 1.390636 1.061478 1.144645 1.667230 1.096725 1.391073 \n",
" 19982 1.390636 1.061478 1.144645 1.667230 1.096725 1.391073 \n",
" 19983 1.390636 1.061478 1.144645 1.667230 1.096725 1.391073 \n",
" 19984 1.385140 1.092574 1.167576 1.681355 1.134674 1.363532 \n",
" 19985 1.428005 1.044706 1.123956 1.641364 1.268121 1.411905 \n",
" 19986 1.428005 1.044706 1.123956 1.641364 1.268121 1.411905 \n",
" 19987 1.428005 1.044706 1.123956 1.641364 1.268121 1.411905 \n",
" 19988 1.428005 1.044706 1.123956 1.641364 1.268121 1.411905 \n",
" 19989 1.524190 1.116459 1.196389 1.624307 1.197476 1.366871 \n",
" 19990 1.524190 1.116459 1.196389 1.624307 1.197476 1.366871 \n",
" 19991 1.528348 1.224346 1.228498 1.693520 1.179890 1.352590 \n",
" 19992 1.528348 1.224346 1.228498 1.693520 1.179890 1.352590 \n",
" 19993 1.528348 1.224346 1.228498 1.693520 1.179890 1.352590 \n",
" 19994 1.528348 1.224346 1.228498 1.693520 1.179890 1.352590 \n",
" 19995 1.449593 1.336625 1.241726 1.677430 1.198214 1.391798 \n",
" 19996 1.449594 1.307854 1.190519 1.636756 1.140625 1.429466 \n",
" 19997 1.449594 1.307854 1.190519 1.636756 1.140625 1.429466 \n",
" 19998 1.449594 1.307854 1.190519 1.636756 1.140625 1.429466 \n",
" 19999 1.449594 1.307854 1.190519 1.636756 1.140625 1.429466 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 1.000000\n",
" 1 2 1 0 1.000000\n",
" 2 3 2 0 1.000000\n",
" 3 4 3 0 1.000000\n",
" 4 5 4 0 1.000000\n",
" 5 6 5 0 1.000000\n",
" 6 7 6 0 1.233302\n",
" 7 8 7 0 1.233302\n",
" 8 9 8 0 1.233302\n",
" 9 10 9 0 1.233302\n",
" 10 11 10 0 1.233302\n",
" 11 12 11 0 1.233302\n",
" 12 13 12 0 1.233302\n",
" 13 14 13 0 1.233302\n",
" 14 15 14 0 1.233302\n",
" 15 16 15 0 1.233302\n",
" 16 17 16 0 1.233302\n",
" 17 18 17 0 1.233302\n",
" 18 19 18 0 1.233302\n",
" 19 20 19 0 1.233302\n",
" 20 21 20 0 1.233302\n",
" 21 22 21 0 1.447790\n",
" 22 23 22 0 1.447790\n",
" 23 24 23 0 1.447790\n",
" 24 25 24 0 1.447790\n",
" 25 26 25 0 1.447790\n",
" 26 27 26 0 1.789785\n",
" 27 28 27 0 1.789785\n",
" 28 29 28 0 1.789785\n",
" 29 30 29 0 1.789785\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 54.680370\n",
" 19971 19972 19971 0 794.626234\n",
" 19972 19973 19972 0 1242.725162\n",
" 19973 19974 19973 0 33.362503\n",
" 19974 19975 19974 0 216.425808\n",
" 19975 19976 19975 0 24.259108\n",
" 19976 19977 19976 0 24.259108\n",
" 19977 19978 19977 0 24.259108\n",
" 19978 19979 19978 0 24.259108\n",
" 19979 19980 19979 0 24.259108\n",
" 19980 19981 19980 0 24.259108\n",
" 19981 19982 19981 0 523.162203\n",
" 19982 19983 19982 0 54.924070\n",
" 19983 19984 19983 0 54.924070\n",
" 19984 19985 19984 0 54.924070\n",
" 19985 19986 19985 0 149.186954\n",
" 19986 19987 19986 0 402.293554\n",
" 19987 19988 19987 0 402.293554\n",
" 19988 19989 19988 0 130.208592\n",
" 19989 19990 19989 0 182.458991\n",
" 19990 19991 19990 0 182.458991\n",
" 19991 19992 19991 0 182.458991\n",
" 19992 19993 19992 0 182.458991\n",
" 19993 19994 19993 0 182.458991\n",
" 19994 19995 19994 0 182.458991\n",
" 19995 19996 19995 0 182.458991\n",
" 19996 19997 19996 0 182.458991\n",
" 19997 19998 19997 0 294.127349\n",
" 19998 19999 19998 0 294.127349\n",
" 19999 20000 19999 0 294.127349\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.209695\n",
" 7 8 7 0 0.209695\n",
" 8 9 8 0 0.209695\n",
" 9 10 9 0 0.209695\n",
" 10 11 10 0 0.209695\n",
" 11 12 11 0 0.209695\n",
" 12 13 12 0 0.209695\n",
" 13 14 13 0 0.209695\n",
" 14 15 14 0 0.209695\n",
" 15 16 15 0 0.209695\n",
" 16 17 16 0 0.209695\n",
" 17 18 17 0 0.209695\n",
" 18 19 18 0 0.209695\n",
" 19 20 19 0 0.209695\n",
" 20 21 20 0 0.209695\n",
" 21 22 21 0 0.370038\n",
" 22 23 22 0 0.370038\n",
" 23 24 23 0 0.370038\n",
" 24 25 24 0 0.370038\n",
" 25 26 25 0 0.370038\n",
" 26 27 26 0 0.582096\n",
" 27 28 27 0 0.582096\n",
" 28 29 28 0 0.582096\n",
" 29 30 29 0 0.582096\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 4.001505\n",
" 19971 19972 19971 0 6.677872\n",
" 19972 19973 19972 0 7.125062\n",
" 19973 19974 19973 0 3.507433\n",
" 19974 19975 19974 0 5.377248\n",
" 19975 19976 19975 0 3.188792\n",
" 19976 19977 19976 0 3.188792\n",
" 19977 19978 19977 0 3.188792\n",
" 19978 19979 19978 0 3.188792\n",
" 19979 19980 19979 0 3.188792\n",
" 19980 19981 19980 0 3.188792\n",
" 19981 19982 19981 0 6.259892\n",
" 19982 19983 19982 0 4.005952\n",
" 19983 19984 19983 0 4.005952\n",
" 19984 19985 19984 0 4.005952\n",
" 19985 19986 19985 0 5.005200\n",
" 19986 19987 19986 0 5.997182\n",
" 19987 19988 19987 0 5.997182\n",
" 19988 19989 19988 0 4.869138\n",
" 19989 19990 19989 0 5.206525\n",
" 19990 19991 19990 0 5.206525\n",
" 19991 19992 19991 0 5.206525\n",
" 19992 19993 19992 0 5.206525\n",
" 19993 19994 19993 0 5.206525\n",
" 19994 19995 19994 0 5.206525\n",
" 19995 19996 19995 0 5.206525\n",
" 19996 19997 19996 0 5.206525\n",
" 19997 19998 19997 0 5.684013\n",
" 19998 19999 19998 0 5.684013\n",
" 19999 20000 19999 0 5.684013\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 5 6 5 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 6 7 6 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 7 8 7 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 8 9 8 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 9 10 9 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 10 11 10 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 11 12 11 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 12 13 12 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 13 14 13 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 14 15 14 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 15 16 15 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 16 17 16 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 17 18 17 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 18 19 18 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 19 20 19 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 20 21 20 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 21 22 21 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 22 23 22 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 23 24 23 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 24 25 24 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 25 26 25 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 26 27 26 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 27 28 27 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 28 29 28 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 29 30 29 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 2.875608 3.910295 2.614913 3.254444 4.097973 \n",
" 19971 19972 19971 0 3.046748 3.668975 2.647500 3.567613 4.420160 \n",
" 19972 19973 19972 0 3.163371 3.485022 2.533350 3.304593 4.691625 \n",
" 19973 19974 19973 0 3.163371 3.485022 2.533350 3.304593 4.691625 \n",
" 19974 19975 19974 0 3.316295 3.535999 2.448447 3.219011 4.750456 \n",
" 19975 19976 19975 0 3.316295 3.535999 2.448447 3.219011 4.750456 \n",
" 19976 19977 19976 0 3.316295 3.535999 2.448447 3.219011 4.750456 \n",
" 19977 19978 19977 0 3.316295 3.535999 2.448447 3.219011 4.750456 \n",
" 19978 19979 19978 0 3.395206 3.390316 2.567832 3.069984 5.060514 \n",
" 19979 19980 19979 0 3.395206 3.390316 2.567832 3.069984 5.060514 \n",
" 19980 19981 19980 0 3.466741 3.696928 2.713617 3.023174 5.156022 \n",
" 19981 19982 19981 0 3.466741 3.696928 2.713617 3.023174 5.156022 \n",
" 19982 19983 19982 0 3.466741 3.696928 2.713617 3.023174 5.156022 \n",
" 19983 19984 19983 0 3.466741 3.696928 2.713617 3.023174 5.156022 \n",
" 19984 19985 19984 0 3.385361 4.116928 2.973224 2.948413 5.043124 \n",
" 19985 19986 19985 0 3.559153 3.739034 3.136397 2.949985 5.213039 \n",
" 19986 19987 19986 0 3.559153 3.739034 3.136397 2.949985 5.213039 \n",
" 19987 19988 19987 0 3.559153 3.739034 3.136397 2.949985 5.213039 \n",
" 19988 19989 19988 0 3.559153 3.739034 3.136397 2.949985 5.213039 \n",
" 19989 19990 19989 0 3.812099 3.844321 2.980645 3.143792 5.733547 \n",
" 19990 19991 19990 0 3.812099 3.844321 2.980645 3.143792 5.733547 \n",
" 19991 19992 19991 0 3.462532 3.758408 2.963545 3.362466 5.621814 \n",
" 19992 19993 19992 0 3.462532 3.758408 2.963545 3.362466 5.621814 \n",
" 19993 19994 19993 0 3.462532 3.758408 2.963545 3.362466 5.621814 \n",
" 19994 19995 19994 0 3.462532 3.758408 2.963545 3.362466 5.621814 \n",
" 19995 19996 19995 0 3.455038 3.968469 2.709017 3.128921 5.463980 \n",
" 19996 19997 19996 0 3.434344 4.059118 2.582405 3.270412 5.694568 \n",
" 19997 19998 19997 0 3.434344 4.059118 2.582405 3.270412 5.694568 \n",
" 19998 19999 19998 0 3.434344 4.059118 2.582405 3.270412 5.694568 \n",
" 19999 20000 19999 0 3.434344 4.059118 2.582405 3.270412 5.694568 \n",
" \n",
" v__5 v__6 ... v__90 v__91 v__92 \\\n",
" 0 1.000000 1.000000 ... 1.415929 1.415929 1.415929 \n",
" 1 2.321384 2.321384 ... 3.286915 3.286915 3.286915 \n",
" 2 2.881796 2.881796 ... 7.836211 7.836211 7.836211 \n",
" 3 4.402626 4.402626 ... 11.971667 11.971667 11.971667 \n",
" 4 4.402626 4.402626 ... 11.971667 11.971667 11.971667 \n",
" 5 3.490460 3.490460 ... 9.491295 9.491295 9.491295 \n",
" 6 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 7 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 8 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 9 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 10 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 11 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 12 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 13 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 14 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 15 3.490460 3.490460 ... 6.894661 6.894661 6.894661 \n",
" 16 3.490460 3.490460 ... 4.690876 4.690876 4.690876 \n",
" 17 4.589354 4.589354 ... 6.167695 6.167695 6.167695 \n",
" 18 4.589354 4.589354 ... 6.167695 6.167695 6.167695 \n",
" 19 3.656569 3.656569 ... 4.914113 4.914113 4.914113 \n",
" 20 5.235901 5.235901 ... 7.036599 7.036599 7.036599 \n",
" 21 5.235901 5.235901 ... 7.036599 7.036599 7.036599 \n",
" 22 5.235901 5.235901 ... 7.036599 7.036599 7.036599 \n",
" 23 5.235901 5.235901 ... 7.036599 7.036599 7.036599 \n",
" 24 5.235901 5.235901 ... 7.036599 7.036599 7.036599 \n",
" 25 5.235901 5.235901 ... 6.378175 6.378175 6.378175 \n",
" 26 5.235901 5.235901 ... 6.378175 6.378175 6.378175 \n",
" 27 5.235901 5.235901 ... 6.378175 6.378175 6.378175 \n",
" 28 5.235901 5.235901 ... 6.378175 6.378175 6.378175 \n",
" 29 5.160438 5.160438 ... 6.286249 6.286249 6.286249 \n",
" ... ... ... ... ... ... ... \n",
" 19970 2.244196 3.518660 ... 3.954336 4.494891 2.715410 \n",
" 19971 2.384372 3.270512 ... 3.885229 4.244297 2.590231 \n",
" 19972 3.048892 3.755154 ... 4.659130 4.585493 3.217356 \n",
" 19973 3.308510 4.074911 ... 4.781618 4.604263 3.157367 \n",
" 19974 2.651106 3.219469 ... 4.073307 3.768165 2.682070 \n",
" 19975 2.752570 3.342685 ... 4.022756 3.713935 2.637915 \n",
" 19976 2.752570 3.342685 ... 4.336894 4.003957 2.843911 \n",
" 19977 2.752570 3.342685 ... 4.465029 4.122255 2.927935 \n",
" 19978 2.764532 3.316310 ... 3.973428 3.852149 2.828177 \n",
" 19979 2.544065 3.051839 ... 3.430346 3.325644 2.441627 \n",
" 19980 2.505193 2.861378 ... 3.640695 3.634671 2.667314 \n",
" 19981 2.505193 2.861378 ... 3.468718 3.462979 2.541317 \n",
" 19982 2.487537 2.841212 ... 3.444271 3.438572 2.523406 \n",
" 19983 2.611317 2.982590 ... 3.615658 3.609676 2.648971 \n",
" 19984 2.425874 3.357249 ... 3.595838 4.046683 2.639776 \n",
" 19985 2.474043 3.444854 ... 3.873906 4.103826 3.067420 \n",
" 19986 2.474043 3.444854 ... 4.323861 4.519001 3.330259 \n",
" 19987 2.474043 3.444854 ... 3.895166 4.070958 3.000076 \n",
" 19988 2.474043 3.444854 ... 3.895166 4.070958 3.000076 \n",
" 19989 2.460498 3.573486 ... 4.346188 4.134747 3.041228 \n",
" 19990 2.355060 3.420353 ... 4.159942 3.957563 2.910904 \n",
" 19991 2.481574 3.688406 ... 4.109639 4.237988 2.842141 \n",
" 19992 2.481574 3.688406 ... 4.109639 4.237988 2.842141 \n",
" 19993 2.474627 3.678081 ... 4.098134 4.226124 2.834185 \n",
" 19994 2.474627 3.678081 ... 4.098134 4.226124 2.834185 \n",
" 19995 2.503710 3.649300 ... 3.530677 4.355242 2.748677 \n",
" 19996 2.580804 3.492062 ... 3.588182 4.444000 2.679187 \n",
" 19997 2.504088 3.388258 ... 3.624014 4.611631 2.860282 \n",
" 19998 2.646535 3.581001 ... 3.789861 4.802713 2.965881 \n",
" 19999 2.646535 3.581001 ... 3.789861 4.802713 2.965881 \n",
" \n",
" v__93 v__94 v__95 v__96 v__97 v__98 v__99 \n",
" 0 1.415929 1.415929 1.415929 1.415929 1.415929 1.415929 1.415929 \n",
" 1 3.286915 3.286915 1.415929 1.415929 1.415929 1.415929 1.415929 \n",
" 2 7.836211 7.836211 2.719211 2.719211 2.719211 2.719211 2.719211 \n",
" 3 11.971667 11.971667 7.473774 7.473774 7.473774 7.473774 7.473774 \n",
" 4 11.971667 11.971667 7.473774 7.473774 7.473774 7.473774 7.473774 \n",
" 5 9.491295 9.491295 7.473774 7.473774 7.473774 7.473774 7.473774 \n",
" 6 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 7 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 8 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 9 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 10 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 11 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 12 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 13 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 14 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 15 6.894661 6.894661 5.429095 5.429095 5.429095 5.429095 5.429095 \n",
" 16 4.690876 4.690876 3.693758 3.693758 3.693758 3.693758 3.693758 \n",
" 17 6.167695 6.167695 3.713724 3.713724 3.713724 3.713724 3.713724 \n",
" 18 6.167695 6.167695 3.713724 3.713724 3.713724 3.713724 3.713724 \n",
" 19 4.914113 4.914113 3.053642 3.053642 3.053642 3.053642 3.053642 \n",
" 20 7.036599 7.036599 3.053642 3.053642 3.053642 3.053642 3.053642 \n",
" 21 7.036599 7.036599 3.053642 3.053642 3.053642 3.053642 3.053642 \n",
" 22 7.036599 7.036599 3.053642 3.053642 3.053642 3.053642 3.053642 \n",
" 23 7.036599 7.036599 3.053642 3.053642 3.053642 3.053642 3.053642 \n",
" 24 7.036599 7.036599 3.053642 3.053642 3.053642 3.053642 3.053642 \n",
" 25 6.378175 6.378175 2.767908 2.767908 2.767908 2.767908 2.767908 \n",
" 26 6.378175 6.378175 2.767908 2.767908 2.767908 2.767908 2.767908 \n",
" 27 6.378175 6.378175 2.767908 2.767908 2.767908 2.767908 2.767908 \n",
" 28 6.378175 6.378175 2.767908 2.767908 2.767908 2.767908 2.767908 \n",
" 29 6.286249 6.286249 2.767908 2.767908 2.767908 2.767908 2.767908 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 6.778226 3.047027 4.146056 3.286029 5.751072 3.559227 3.333246 \n",
" 19971 6.597745 2.820629 4.088158 2.817585 5.356140 3.537190 3.217771 \n",
" 19972 8.572754 3.574939 3.787089 2.720575 4.845567 3.396701 2.760169 \n",
" 19973 8.179697 3.194461 3.694318 2.596531 4.524613 3.099888 2.344355 \n",
" 19974 6.594656 2.720295 4.413452 3.368238 5.452540 3.830245 2.854275 \n",
" 19975 6.469364 2.652584 4.191594 3.192504 5.157692 3.615509 2.676536 \n",
" 19976 6.974558 2.859725 4.518917 3.441808 5.560458 3.897845 2.885548 \n",
" 19977 7.180623 2.944216 4.652430 3.543497 5.724743 4.013008 2.970802 \n",
" 19978 5.856957 2.407815 3.975133 3.088351 4.920729 3.127247 2.265919 \n",
" 19979 5.056438 2.078719 3.729217 2.897295 4.616315 2.933784 2.125741 \n",
" 19980 4.995713 2.281353 4.184044 3.037517 5.236513 3.022091 2.554141 \n",
" 19981 4.759729 2.173588 3.986401 2.894033 4.989154 2.879335 2.433490 \n",
" 19982 4.726183 2.158269 3.986401 2.894033 4.989154 2.879335 2.433490 \n",
" 19983 4.961358 2.265665 3.986401 2.894033 4.989154 2.879335 2.433490 \n",
" 19984 4.606370 2.329303 3.878109 3.005971 5.060128 2.946124 2.510351 \n",
" 19985 5.065835 2.644938 4.240946 3.623754 5.192737 3.051759 2.696990 \n",
" 19986 5.405175 2.709984 4.685044 3.949484 5.583531 3.235296 2.735009 \n",
" 19987 4.869272 2.441299 4.220539 3.557907 5.029944 2.914528 2.463843 \n",
" 19988 4.869272 2.441299 4.220539 3.557907 5.029944 2.914528 2.463843 \n",
" 19989 4.598110 2.651442 4.105402 3.391075 5.084599 3.239764 2.784499 \n",
" 19990 4.401069 2.537821 3.723172 3.075352 4.611201 2.938128 2.525251 \n",
" 19991 4.395704 2.107577 3.593384 2.939481 4.776466 2.912977 2.644527 \n",
" 19992 4.395704 2.107577 3.593384 2.939481 4.776466 2.912977 2.644527 \n",
" 19993 4.383398 2.101677 3.593384 2.939481 4.776466 2.912977 2.644527 \n",
" 19994 4.383398 2.101677 3.593384 2.939481 4.776466 2.912977 2.644527 \n",
" 19995 4.051159 1.871691 3.618520 2.898865 4.551124 2.858129 2.864902 \n",
" 19996 3.810969 2.064676 4.068054 2.962882 4.730979 2.939946 3.013781 \n",
" 19997 4.212770 2.475594 4.324622 3.236241 5.309365 3.394347 3.803515 \n",
" 19998 4.345068 2.521762 3.872519 2.885923 4.715038 3.001316 3.317583 \n",
" 19999 4.345068 2.521762 3.872519 2.885923 4.715038 3.001316 3.317583 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Labridae': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.757693\n",
" 1 2 1 0 0.757693\n",
" 2 3 2 0 0.757693\n",
" 3 4 3 0 0.757693\n",
" 4 5 4 0 0.757693\n",
" 5 6 5 0 0.395056\n",
" 6 7 6 0 0.395056\n",
" 7 8 7 0 0.395056\n",
" 8 9 8 0 0.395056\n",
" 9 10 9 0 0.452311\n",
" 10 11 10 0 0.452311\n",
" 11 12 11 0 0.452311\n",
" 12 13 12 0 0.452311\n",
" 13 14 13 0 0.452311\n",
" 14 15 14 0 0.452311\n",
" 15 16 15 0 0.210385\n",
" 16 17 16 0 0.210385\n",
" 17 18 17 0 0.210385\n",
" 18 19 18 0 0.210385\n",
" 19 20 19 0 0.210385\n",
" 20 21 20 0 0.210385\n",
" 21 22 21 0 0.210385\n",
" 22 23 22 0 0.210385\n",
" 23 24 23 0 0.366238\n",
" 24 25 24 0 0.366238\n",
" 25 26 25 0 0.332521\n",
" 26 27 26 0 0.013745\n",
" 27 28 27 0 0.013745\n",
" 28 29 28 0 0.013745\n",
" 29 30 29 0 0.013745\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -1.035480\n",
" 19971 19972 19971 0 -0.770964\n",
" 19972 19973 19972 0 -0.770964\n",
" 19973 19974 19973 0 -0.770964\n",
" 19974 19975 19974 0 -0.770964\n",
" 19975 19976 19975 0 -0.770964\n",
" 19976 19977 19976 0 -0.733389\n",
" 19977 19978 19977 0 -0.733389\n",
" 19978 19979 19978 0 -0.733389\n",
" 19979 19980 19979 0 -0.774811\n",
" 19980 19981 19980 0 -0.774811\n",
" 19981 19982 19981 0 -0.774811\n",
" 19982 19983 19982 0 -0.774811\n",
" 19983 19984 19983 0 -0.774811\n",
" 19984 19985 19984 0 -0.774811\n",
" 19985 19986 19985 0 -0.605185\n",
" 19986 19987 19986 0 -0.891436\n",
" 19987 19988 19987 0 -0.891436\n",
" 19988 19989 19988 0 -0.891436\n",
" 19989 19990 19989 0 -0.891436\n",
" 19990 19991 19990 0 -0.891436\n",
" 19991 19992 19991 0 -0.891436\n",
" 19992 19993 19992 0 -0.891436\n",
" 19993 19994 19993 0 -0.891436\n",
" 19994 19995 19994 0 -0.891436\n",
" 19995 19996 19995 0 -0.891436\n",
" 19996 19997 19996 0 -0.891436\n",
" 19997 19998 19997 0 -0.891436\n",
" 19998 19999 19998 0 -0.891436\n",
" 19999 20000 19999 0 -0.891436\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 -0.314849\n",
" 1 2 1 0 -0.870278\n",
" 2 3 2 0 -1.494869\n",
" 3 4 3 0 -1.679396\n",
" 4 5 4 0 0.989103\n",
" 5 6 5 0 2.367413\n",
" 6 7 6 0 2.387842\n",
" 7 8 7 0 2.281288\n",
" 8 9 8 0 2.281288\n",
" 9 10 9 0 2.281288\n",
" 10 11 10 0 2.281288\n",
" 11 12 11 0 1.877470\n",
" 12 13 12 0 1.877470\n",
" 13 14 13 0 0.030065\n",
" 14 15 14 0 -0.014535\n",
" 15 16 15 0 -0.014535\n",
" 16 17 16 0 -0.349546\n",
" 17 18 17 0 -0.143243\n",
" 18 19 18 0 -0.143243\n",
" 19 20 19 0 0.861460\n",
" 20 21 20 0 0.336683\n",
" 21 22 21 0 1.027049\n",
" 22 23 22 0 -0.554414\n",
" 23 24 23 0 -0.286280\n",
" 24 25 24 0 -0.286280\n",
" 25 26 25 0 -0.286280\n",
" 26 27 26 0 -0.286280\n",
" 27 28 27 0 -0.286280\n",
" 28 29 28 0 -0.286280\n",
" 29 30 29 0 0.587932\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.384971\n",
" 19971 19972 19971 0 1.384971\n",
" 19972 19973 19972 0 1.384971\n",
" 19973 19974 19973 0 1.384971\n",
" 19974 19975 19974 0 1.384971\n",
" 19975 19976 19975 0 1.384971\n",
" 19976 19977 19976 0 0.908651\n",
" 19977 19978 19977 0 0.908651\n",
" 19978 19979 19978 0 0.908651\n",
" 19979 19980 19979 0 0.908651\n",
" 19980 19981 19980 0 0.908651\n",
" 19981 19982 19981 0 1.394280\n",
" 19982 19983 19982 0 1.394280\n",
" 19983 19984 19983 0 1.394280\n",
" 19984 19985 19984 0 1.552587\n",
" 19985 19986 19985 0 1.003102\n",
" 19986 19987 19986 0 1.003102\n",
" 19987 19988 19987 0 1.003102\n",
" 19988 19989 19988 0 1.003102\n",
" 19989 19990 19989 0 1.003102\n",
" 19990 19991 19990 0 1.003102\n",
" 19991 19992 19991 0 1.003102\n",
" 19992 19993 19992 0 1.003102\n",
" 19993 19994 19993 0 1.003102\n",
" 19994 19995 19994 0 1.003102\n",
" 19995 19996 19995 0 1.003102\n",
" 19996 19997 19996 0 1.003102\n",
" 19997 19998 19997 0 1.003102\n",
" 19998 19999 19998 0 1.143618\n",
" 19999 20000 19999 0 1.143618\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 0.261834\n",
" 1 2 1 0 0.261834\n",
" 2 3 2 0 0.261834\n",
" 3 4 3 0 0.261834\n",
" 4 5 4 0 0.261834\n",
" 5 6 5 0 0.300683\n",
" 6 7 6 0 0.300683\n",
" 7 8 7 0 0.300683\n",
" 8 9 8 0 0.409549\n",
" 9 10 9 0 0.409549\n",
" 10 11 10 0 0.409549\n",
" 11 12 11 0 0.409549\n",
" 12 13 12 0 0.409549\n",
" 13 14 13 0 0.846292\n",
" 14 15 14 0 0.846292\n",
" 15 16 15 0 0.846292\n",
" 16 17 16 0 0.846292\n",
" 17 18 17 0 0.846292\n",
" 18 19 18 0 0.846292\n",
" 19 20 19 0 0.846292\n",
" 20 21 20 0 0.846292\n",
" 21 22 21 0 0.846292\n",
" 22 23 22 0 0.846292\n",
" 23 24 23 0 0.846292\n",
" 24 25 24 0 0.846292\n",
" 25 26 25 0 0.846292\n",
" 26 27 26 0 0.846292\n",
" 27 28 27 0 1.126388\n",
" 28 29 28 0 1.126388\n",
" 29 30 29 0 1.126388\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.032044\n",
" 19971 19972 19971 0 0.032044\n",
" 19972 19973 19972 0 0.032044\n",
" 19973 19974 19973 0 0.106002\n",
" 19974 19975 19974 0 0.106002\n",
" 19975 19976 19975 0 0.106002\n",
" 19976 19977 19976 0 0.253707\n",
" 19977 19978 19977 0 0.375634\n",
" 19978 19979 19978 0 0.375634\n",
" 19979 19980 19979 0 0.077698\n",
" 19980 19981 19980 0 0.077698\n",
" 19981 19982 19981 0 0.246795\n",
" 19982 19983 19982 0 0.119748\n",
" 19983 19984 19983 0 0.161488\n",
" 19984 19985 19984 0 0.161488\n",
" 19985 19986 19985 0 0.161488\n",
" 19986 19987 19986 0 0.161488\n",
" 19987 19988 19987 0 0.161488\n",
" 19988 19989 19988 0 0.161488\n",
" 19989 19990 19989 0 0.161488\n",
" 19990 19991 19990 0 0.161488\n",
" 19991 19992 19991 0 0.082798\n",
" 19992 19993 19992 0 0.082798\n",
" 19993 19994 19993 0 -0.000504\n",
" 19994 19995 19994 0 -0.000504\n",
" 19995 19996 19995 0 0.154989\n",
" 19996 19997 19996 0 0.154989\n",
" 19997 19998 19997 0 0.154989\n",
" 19998 19999 19998 0 0.154989\n",
" 19999 20000 19999 0 0.154989\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 0.000000 0.000000\n",
" 1 2 1 0 -0.118455 1.041150\n",
" 2 3 2 0 0.120939 0.846846\n",
" 3 4 3 0 0.259500 0.283236\n",
" 4 5 4 0 0.259500 0.283236\n",
" 5 6 5 0 0.259500 0.283236\n",
" 6 7 6 0 0.259500 0.283236\n",
" 7 8 7 0 0.259500 0.283236\n",
" 8 9 8 0 0.259500 0.283236\n",
" 9 10 9 0 0.259500 0.283236\n",
" 10 11 10 0 0.259500 0.283236\n",
" 11 12 11 0 0.259500 0.283236\n",
" 12 13 12 0 0.259500 0.283236\n",
" 13 14 13 0 0.259500 0.283236\n",
" 14 15 14 0 0.259500 0.283236\n",
" 15 16 15 0 0.259500 0.283236\n",
" 16 17 16 0 0.259500 0.283236\n",
" 17 18 17 0 0.259500 0.283236\n",
" 18 19 18 0 0.259500 0.283236\n",
" 19 20 19 0 -0.065276 0.343614\n",
" 20 21 20 0 -0.065276 0.343614\n",
" 21 22 21 0 -0.065276 0.343614\n",
" 22 23 22 0 -0.065276 0.343614\n",
" 23 24 23 0 -0.065276 0.343614\n",
" 24 25 24 0 0.066861 0.420753\n",
" 25 26 25 0 0.066861 0.420753\n",
" 26 27 26 0 0.066861 0.420753\n",
" 27 28 27 0 0.066861 0.420753\n",
" 28 29 28 0 0.066861 0.420753\n",
" 29 30 29 0 0.066861 0.420753\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.071630 0.243724\n",
" 19971 19972 19971 0 -0.071630 0.243724\n",
" 19972 19973 19972 0 -0.187842 -0.157781\n",
" 19973 19974 19973 0 -0.187842 -0.157781\n",
" 19974 19975 19974 0 -0.187842 -0.157781\n",
" 19975 19976 19975 0 -0.187842 -0.157781\n",
" 19976 19977 19976 0 -0.269527 -0.287547\n",
" 19977 19978 19977 0 -0.269527 -0.287547\n",
" 19978 19979 19978 0 -0.269527 -0.287547\n",
" 19979 19980 19979 0 -0.269527 -0.287547\n",
" 19980 19981 19980 0 -0.269527 -0.287547\n",
" 19981 19982 19981 0 -0.269527 -0.287547\n",
" 19982 19983 19982 0 -0.269527 -0.287547\n",
" 19983 19984 19983 0 -0.316296 -0.123453\n",
" 19984 19985 19984 0 -0.316296 -0.123453\n",
" 19985 19986 19985 0 -0.316296 -0.123453\n",
" 19986 19987 19986 0 -0.099007 0.031881\n",
" 19987 19988 19987 0 -0.099007 0.031881\n",
" 19988 19989 19988 0 -0.099007 0.031881\n",
" 19989 19990 19989 0 -0.012157 -0.080095\n",
" 19990 19991 19990 0 -0.148264 -0.148018\n",
" 19991 19992 19991 0 -0.148264 -0.148018\n",
" 19992 19993 19992 0 -0.148264 -0.148018\n",
" 19993 19994 19993 0 -0.262583 -0.212327\n",
" 19994 19995 19994 0 -0.181383 -0.063534\n",
" 19995 19996 19995 0 -0.181383 -0.063534\n",
" 19996 19997 19996 0 -0.181383 -0.063534\n",
" 19997 19998 19997 0 -0.199408 -0.159833\n",
" 19998 19999 19998 0 -0.199408 -0.159833\n",
" 19999 20000 19999 0 -0.199408 -0.159833\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 33.525094\n",
" 1 2 1 0 33.525094\n",
" 2 3 2 0 33.525094\n",
" 3 4 3 0 14.743512\n",
" 4 5 4 0 14.743512\n",
" 5 6 5 0 6.259781\n",
" 6 7 6 0 5.802345\n",
" 7 8 7 0 5.802345\n",
" 8 9 8 0 1.706345\n",
" 9 10 9 0 1.706345\n",
" 10 11 10 0 1.621535\n",
" 11 12 11 0 1.621535\n",
" 12 13 12 0 1.621535\n",
" 13 14 13 0 1.621535\n",
" 14 15 14 0 1.470628\n",
" 15 16 15 0 3.653889\n",
" 16 17 16 0 1.992943\n",
" 17 18 17 0 3.548655\n",
" 18 19 18 0 3.548655\n",
" 19 20 19 0 2.673455\n",
" 20 21 20 0 1.902961\n",
" 21 22 21 0 3.321578\n",
" 22 23 22 0 3.321578\n",
" 23 24 23 0 1.234952\n",
" 24 25 24 0 0.612146\n",
" 25 26 25 0 0.635191\n",
" 26 27 26 0 1.335516\n",
" 27 28 27 0 1.068310\n",
" 28 29 28 0 0.954771\n",
" 29 30 29 0 0.954771\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.315688\n",
" 19971 19972 19971 0 0.315688\n",
" 19972 19973 19972 0 0.315688\n",
" 19973 19974 19973 0 0.617491\n",
" 19974 19975 19974 0 0.462156\n",
" 19975 19976 19975 0 0.462156\n",
" 19976 19977 19976 0 0.462156\n",
" 19977 19978 19977 0 0.462156\n",
" 19978 19979 19978 0 0.462156\n",
" 19979 19980 19979 0 0.342251\n",
" 19980 19981 19980 0 0.578411\n",
" 19981 19982 19981 0 0.386537\n",
" 19982 19983 19982 0 0.386537\n",
" 19983 19984 19983 0 0.386537\n",
" 19984 19985 19984 0 0.386537\n",
" 19985 19986 19985 0 0.386537\n",
" 19986 19987 19986 0 0.386537\n",
" 19987 19988 19987 0 0.202794\n",
" 19988 19989 19988 0 0.202794\n",
" 19989 19990 19989 0 0.407537\n",
" 19990 19991 19990 0 0.239948\n",
" 19991 19992 19991 0 0.239948\n",
" 19992 19993 19992 0 0.239948\n",
" 19993 19994 19993 0 0.239948\n",
" 19994 19995 19994 0 0.239948\n",
" 19995 19996 19995 0 0.239948\n",
" 19996 19997 19996 0 0.475907\n",
" 19997 19998 19997 0 0.475907\n",
" 19998 19999 19998 0 0.226078\n",
" 19999 20000 19999 0 0.226078\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 -0.684530\n",
" 1 2 1 0 -0.684530\n",
" 2 3 2 0 -0.684530\n",
" 3 4 3 0 -1.754861\n",
" 4 5 4 0 -1.754861\n",
" 5 6 5 0 -2.706382\n",
" 6 7 6 0 -2.787133\n",
" 7 8 7 0 -2.787133\n",
" 8 9 8 0 -4.053606\n",
" 9 10 9 0 -4.053606\n",
" 10 11 10 0 -4.105449\n",
" 11 12 11 0 -4.105449\n",
" 12 13 12 0 -4.105449\n",
" 13 14 13 0 -4.105449\n",
" 14 15 14 0 -4.204665\n",
" 15 16 15 0 -3.272155\n",
" 16 17 16 0 -3.895427\n",
" 17 18 17 0 -3.302470\n",
" 18 19 18 0 -3.302470\n",
" 19 20 19 0 -3.594700\n",
" 20 21 20 0 -3.942546\n",
" 21 22 21 0 -3.370950\n",
" 22 23 22 0 -3.370950\n",
" 23 24 23 0 -4.381712\n",
" 24 25 24 0 -5.089815\n",
" 25 26 25 0 -5.052628\n",
" 26 27 26 0 -4.302408\n",
" 27 28 27 0 -4.528351\n",
" 28 29 28 0 -4.641861\n",
" 29 30 29 0 -4.641861\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.755010\n",
" 19971 19972 19971 0 -5.755010\n",
" 19972 19973 19972 0 -5.755010\n",
" 19973 19974 19973 0 -5.081067\n",
" 19974 19975 19974 0 -5.372392\n",
" 19975 19976 19975 0 -5.372392\n",
" 19976 19977 19976 0 -5.372392\n",
" 19977 19978 19977 0 -5.372392\n",
" 19978 19979 19978 0 -5.372392\n",
" 19979 19980 19979 0 -5.673952\n",
" 19980 19981 19980 0 -5.146841\n",
" 19981 19982 19981 0 -5.551824\n",
" 19982 19983 19982 0 -5.551824\n",
" 19983 19984 19983 0 -5.551824\n",
" 19984 19985 19984 0 -5.551824\n",
" 19985 19986 19985 0 -5.551824\n",
" 19986 19987 19986 0 -5.551824\n",
" 19987 19988 19987 0 -6.198704\n",
" 19988 19989 19988 0 -6.198704\n",
" 19989 19990 19989 0 -5.498711\n",
" 19990 19991 19990 0 -6.030102\n",
" 19991 19992 19991 0 -6.030102\n",
" 19992 19993 19992 0 -6.030102\n",
" 19993 19994 19993 0 -6.030102\n",
" 19994 19995 19994 0 -6.030102\n",
" 19995 19996 19995 0 -6.030102\n",
" 19996 19997 19996 0 -5.342933\n",
" 19997 19998 19997 0 -5.342933\n",
" 19998 19999 19998 0 -6.089781\n",
" 19999 20000 19999 0 -6.089781\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 -0.359958 0.213549 -0.529734 0.434102 0.711693\n",
" 1 2 1 0 0.304838 0.962349 0.054967 -2.202339 0.708541\n",
" 2 3 2 0 -0.119729 1.495016 1.175249 -1.246512 -0.061931\n",
" 3 4 3 0 -0.280446 1.890170 1.981065 -1.005026 0.135241\n",
" 4 5 4 0 -1.173028 2.439353 1.553209 -0.357699 0.071154\n",
" 5 6 5 0 -1.047302 2.821208 1.624652 0.560772 -1.100817\n",
" 6 7 6 0 -0.525333 1.792998 0.743669 1.172649 0.684394\n",
" 7 8 7 0 -1.397857 2.287457 1.184020 1.323517 0.516586\n",
" 8 9 8 0 -2.516271 3.184797 1.041375 -0.373065 -0.170167\n",
" 9 10 9 0 -2.516271 3.184797 1.041375 -0.373065 -0.170167\n",
" 10 11 10 0 -2.516271 3.184797 1.041375 -0.373065 -0.170167\n",
" 11 12 11 0 -1.537500 4.121246 1.065124 -0.704529 -0.605992\n",
" 12 13 12 0 -1.026295 3.263349 2.132497 -1.502356 -0.225750\n",
" 13 14 13 0 -1.026295 3.263349 2.132497 -1.502356 -0.225750\n",
" 14 15 14 0 -2.127162 3.162350 1.864570 -0.516944 0.384796\n",
" 15 16 15 0 -2.127162 3.162350 1.864570 -0.516944 0.384796\n",
" 16 17 16 0 -2.127162 3.162350 1.864570 -0.516944 0.384796\n",
" 17 18 17 0 -0.723884 3.650955 0.871583 0.101359 1.749862\n",
" 18 19 18 0 -0.335438 2.491608 0.387583 1.178429 1.392170\n",
" 19 20 19 0 -0.335438 2.491608 0.387583 1.178429 1.392170\n",
" 20 21 20 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 21 22 21 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 22 23 22 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 23 24 23 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 24 25 24 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 25 26 25 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 26 27 26 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 27 28 27 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 28 29 28 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" 29 30 29 0 0.172031 1.189415 0.140180 -0.003850 0.798852\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 1.320745 1.356957 1.158341 0.794877 1.040005\n",
" 19971 19972 19971 0 1.320745 1.356957 1.158341 0.794877 1.040005\n",
" 19972 19973 19972 0 1.332308 1.478015 1.155458 0.693926 1.004659\n",
" 19973 19974 19973 0 1.344172 1.414620 1.168292 0.737657 0.967504\n",
" 19974 19975 19974 0 1.335055 1.389834 1.161045 0.793117 0.904948\n",
" 19975 19976 19975 0 1.396838 1.375902 1.239705 0.880211 0.841171\n",
" 19976 19977 19976 0 1.375466 1.296369 1.242862 0.968048 0.837386\n",
" 19977 19978 19977 0 1.375466 1.296369 1.242862 0.968048 0.837386\n",
" 19978 19979 19978 0 1.395816 1.316372 1.207186 0.897363 0.798426\n",
" 19979 19980 19979 0 1.419359 1.282341 1.223962 1.003813 0.850263\n",
" 19980 19981 19980 0 1.419359 1.282341 1.223962 1.003813 0.850263\n",
" 19981 19982 19981 0 1.419359 1.282341 1.223962 1.003813 0.850263\n",
" 19982 19983 19982 0 1.419359 1.282341 1.223962 1.003813 0.850263\n",
" 19983 19984 19983 0 1.419359 1.282341 1.223962 1.003813 0.850263\n",
" 19984 19985 19984 0 1.335548 1.286200 1.268851 0.992196 0.880410\n",
" 19985 19986 19985 0 1.335548 1.286200 1.268851 0.992196 0.880410\n",
" 19986 19987 19986 0 1.226483 1.210607 1.273093 0.860209 0.809760\n",
" 19987 19988 19987 0 1.226483 1.210607 1.273093 0.860209 0.809760\n",
" 19988 19989 19988 0 1.226483 1.210607 1.273093 0.860209 0.809760\n",
" 19989 19990 19989 0 1.226483 1.210607 1.273093 0.860209 0.809760\n",
" 19990 19991 19990 0 1.195527 1.247526 1.275340 0.917899 0.762547\n",
" 19991 19992 19991 0 1.195527 1.247526 1.275340 0.917899 0.762547\n",
" 19992 19993 19992 0 1.174456 1.228131 1.286496 0.874068 0.750098\n",
" 19993 19994 19993 0 1.174456 1.228131 1.286496 0.874068 0.750098\n",
" 19994 19995 19994 0 1.238711 1.142253 1.254998 0.891099 0.683650\n",
" 19995 19996 19995 0 1.195673 1.193623 1.201140 0.905674 0.690837\n",
" 19996 19997 19996 0 1.195673 1.193623 1.201140 0.905674 0.690837\n",
" 19997 19998 19997 0 1.195673 1.193623 1.201140 0.905674 0.690837\n",
" 19998 19999 19998 0 1.195673 1.193623 1.201140 0.905674 0.690837\n",
" 19999 20000 19999 0 1.184875 1.183802 1.219634 0.938366 0.704030\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.004651\n",
" 19971 19972 19971 0 0.004054\n",
" 19972 19973 19972 0 0.003720\n",
" 19973 19974 19973 0 0.003720\n",
" 19974 19975 19974 0 0.003720\n",
" 19975 19976 19975 0 0.004754\n",
" 19976 19977 19976 0 0.004754\n",
" 19977 19978 19977 0 0.002042\n",
" 19978 19979 19978 0 0.002042\n",
" 19979 19980 19979 0 0.003950\n",
" 19980 19981 19980 0 0.003950\n",
" 19981 19982 19981 0 0.003832\n",
" 19982 19983 19982 0 0.003934\n",
" 19983 19984 19983 0 0.003934\n",
" 19984 19985 19984 0 0.003175\n",
" 19985 19986 19985 0 0.003175\n",
" 19986 19987 19986 0 0.003175\n",
" 19987 19988 19987 0 0.003224\n",
" 19988 19989 19988 0 0.004686\n",
" 19989 19990 19989 0 0.004686\n",
" 19990 19991 19990 0 0.004686\n",
" 19991 19992 19991 0 0.004686\n",
" 19992 19993 19992 0 0.004727\n",
" 19993 19994 19993 0 0.004727\n",
" 19994 19995 19994 0 0.004727\n",
" 19995 19996 19995 0 0.005219\n",
" 19996 19997 19996 0 0.005191\n",
" 19997 19998 19997 0 0.005143\n",
" 19998 19999 19998 0 0.005143\n",
" 19999 20000 19999 0 0.005143\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 50.000000\n",
" 2 3 2 0 50.000000\n",
" 3 4 3 0 50.000000\n",
" 4 5 4 0 36.417027\n",
" 5 6 5 0 36.417027\n",
" 6 7 6 0 26.880022\n",
" 7 8 7 0 26.880022\n",
" 8 9 8 0 26.880022\n",
" 9 10 9 0 26.880022\n",
" 10 11 10 0 26.880022\n",
" 11 12 11 0 26.880022\n",
" 12 13 12 0 14.962374\n",
" 13 14 13 0 4.057772\n",
" 14 15 14 0 4.057772\n",
" 15 16 15 0 4.057772\n",
" 16 17 16 0 1.413109\n",
" 17 18 17 0 1.413109\n",
" 18 19 18 0 1.818587\n",
" 19 20 19 0 1.818587\n",
" 20 21 20 0 1.818587\n",
" 21 22 21 0 1.563495\n",
" 22 23 22 0 0.689613\n",
" 23 24 23 0 0.689613\n",
" 24 25 24 0 0.689613\n",
" 25 26 25 0 0.689613\n",
" 26 27 26 0 0.689613\n",
" 27 28 27 0 0.689613\n",
" 28 29 28 0 0.689613\n",
" 29 30 29 0 0.593982\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.465852\n",
" 19971 19972 19971 0 0.461871\n",
" 19972 19973 19972 0 0.435864\n",
" 19973 19974 19973 0 0.435864\n",
" 19974 19975 19974 0 0.435864\n",
" 19975 19976 19975 0 0.435864\n",
" 19976 19977 19976 0 0.458089\n",
" 19977 19978 19977 0 0.458089\n",
" 19978 19979 19978 0 0.458089\n",
" 19979 19980 19979 0 0.419786\n",
" 19980 19981 19980 0 0.419786\n",
" 19981 19982 19981 0 0.419786\n",
" 19982 19983 19982 0 0.474604\n",
" 19983 19984 19983 0 0.474604\n",
" 19984 19985 19984 0 0.474604\n",
" 19985 19986 19985 0 0.344006\n",
" 19986 19987 19986 0 0.344006\n",
" 19987 19988 19987 0 0.344006\n",
" 19988 19989 19988 0 0.346355\n",
" 19989 19990 19989 0 0.346355\n",
" 19990 19991 19990 0 0.346355\n",
" 19991 19992 19991 0 0.346355\n",
" 19992 19993 19992 0 0.346355\n",
" 19993 19994 19993 0 0.379009\n",
" 19994 19995 19994 0 0.379009\n",
" 19995 19996 19995 0 0.379009\n",
" 19996 19997 19996 0 0.379009\n",
" 19997 19998 19997 0 0.379009\n",
" 19998 19999 19998 0 0.379009\n",
" 19999 20000 19999 0 0.379009\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 -0.557309\n",
" 5 6 5 0 -0.557309\n",
" 6 7 6 0 -1.000718\n",
" 7 8 7 0 -1.000718\n",
" 8 9 8 0 -1.000718\n",
" 9 10 9 0 -1.000718\n",
" 10 11 10 0 -1.000718\n",
" 11 12 11 0 -1.000718\n",
" 12 13 12 0 -1.737555\n",
" 13 14 13 0 -3.163112\n",
" 14 15 14 0 -3.163112\n",
" 15 16 15 0 -3.163112\n",
" 16 17 16 0 -4.245146\n",
" 17 18 17 0 -4.245146\n",
" 18 19 18 0 -3.988757\n",
" 19 20 19 0 -3.988757\n",
" 20 21 20 0 -3.988757\n",
" 21 22 21 0 -4.142488\n",
" 22 23 22 0 -4.969875\n",
" 23 24 23 0 -4.969875\n",
" 24 25 24 0 -4.969875\n",
" 25 26 25 0 -4.969875\n",
" 26 27 26 0 -4.969875\n",
" 27 28 27 0 -4.969875\n",
" 28 29 28 0 -4.969875\n",
" 29 30 29 0 -5.120119\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.364389\n",
" 19971 19972 19971 0 -5.373011\n",
" 19972 19973 19972 0 -5.431228\n",
" 19973 19974 19973 0 -5.431228\n",
" 19974 19975 19974 0 -5.431228\n",
" 19975 19976 19975 0 -5.431228\n",
" 19976 19977 19976 0 -5.381270\n",
" 19977 19978 19977 0 -5.381270\n",
" 19978 19979 19978 0 -5.381270\n",
" 19979 19980 19979 0 -5.468974\n",
" 19980 19981 19980 0 -5.468974\n",
" 19981 19982 19981 0 -5.468974\n",
" 19982 19983 19982 0 -5.345687\n",
" 19983 19984 19983 0 -5.345687\n",
" 19984 19985 19984 0 -5.345687\n",
" 19985 19986 19985 0 -5.668820\n",
" 19986 19987 19986 0 -5.668820\n",
" 19987 19988 19987 0 -5.668820\n",
" 19988 19989 19988 0 -5.661991\n",
" 19989 19990 19989 0 -5.661991\n",
" 19990 19991 19990 0 -5.661991\n",
" 19991 19992 19991 0 -5.661991\n",
" 19992 19993 19992 0 -5.661991\n",
" 19993 19994 19993 0 -5.571568\n",
" 19994 19995 19994 0 -5.571568\n",
" 19995 19996 19995 0 -5.571568\n",
" 19996 19997 19996 0 -5.571568\n",
" 19997 19998 19997 0 -5.571568\n",
" 19998 19999 19998 0 -5.571568\n",
" 19999 20000 19999 0 -5.571568\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 3 2 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 4 3 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 5 4 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 6 5 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 7 6 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 8 7 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 9 8 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 10 9 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 11 10 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 12 11 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 13 12 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 14 13 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 15 14 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 16 15 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 17 16 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 18 17 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 19 18 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 20 19 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 21 20 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 22 21 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 23 22 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 24 23 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 25 24 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 26 25 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 27 26 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 28 27 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 29 28 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 30 29 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 1.595385 1.176192 0.459131 1.227738 1.529042 \n",
" 19971 19972 19971 0 1.595385 1.176192 0.459131 1.227738 1.529042 \n",
" 19972 19973 19972 0 1.595385 1.176192 0.459131 1.227738 1.529042 \n",
" 19973 19974 19973 0 1.668822 1.107416 0.441560 1.273677 1.581231 \n",
" 19974 19975 19974 0 1.668822 1.107416 0.441560 1.273677 1.581231 \n",
" 19975 19976 19975 0 1.668822 1.107416 0.441560 1.273677 1.581231 \n",
" 19976 19977 19976 0 1.691155 1.159790 0.495018 1.327490 1.653878 \n",
" 19977 19978 19977 0 1.691155 1.159790 0.495018 1.327490 1.653878 \n",
" 19978 19979 19978 0 1.691155 1.159790 0.495018 1.327490 1.653878 \n",
" 19979 19980 19979 0 1.691155 1.159790 0.495018 1.327490 1.653878 \n",
" 19980 19981 19980 0 1.691155 1.159790 0.495018 1.327490 1.653878 \n",
" 19981 19982 19981 0 1.638822 1.139018 0.556779 1.396814 1.525277 \n",
" 19982 19983 19982 0 1.583579 1.143392 0.591267 1.433228 1.535127 \n",
" 19983 19984 19983 0 1.601581 1.094223 0.497284 1.479641 1.467860 \n",
" 19984 19985 19984 0 1.641737 1.169023 0.387022 1.451818 1.513238 \n",
" 19985 19986 19985 0 1.584352 1.165792 0.369035 1.428983 1.526428 \n",
" 19986 19987 19986 0 1.584352 1.165792 0.369035 1.428983 1.526428 \n",
" 19987 19988 19987 0 1.584352 1.165792 0.369035 1.428983 1.526428 \n",
" 19988 19989 19988 0 1.482644 1.189136 0.556188 1.317750 1.522074 \n",
" 19989 19990 19989 0 1.424913 1.183970 0.608929 1.324033 1.510294 \n",
" 19990 19991 19990 0 1.424913 1.183970 0.608929 1.324033 1.510294 \n",
" 19991 19992 19991 0 1.390968 1.233233 0.652794 1.280696 1.516661 \n",
" 19992 19993 19992 0 1.390968 1.233233 0.652794 1.280696 1.516661 \n",
" 19993 19994 19993 0 1.390968 1.233233 0.652794 1.280696 1.516661 \n",
" 19994 19995 19994 0 1.470839 1.184100 0.587975 1.268121 1.450253 \n",
" 19995 19996 19995 0 1.485582 1.244839 0.656017 1.261442 1.504250 \n",
" 19996 19997 19996 0 1.466122 1.307997 0.716359 1.220582 1.541199 \n",
" 19997 19998 19997 0 1.466122 1.307997 0.716359 1.220582 1.541199 \n",
" 19998 19999 19998 0 1.466122 1.307997 0.716359 1.220582 1.541199 \n",
" 19999 20000 19999 0 1.466122 1.307997 0.716359 1.220582 1.541199 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 1.574092 0.256165 ... 0.919135 0.993546 1.851697 0.299192 \n",
" 19971 1.574092 0.256165 ... 0.919135 0.993546 1.851697 0.299192 \n",
" 19972 1.574092 0.256165 ... 0.919135 0.993546 1.851697 0.299192 \n",
" 19973 1.503146 0.362450 ... 0.889492 0.912373 1.743325 0.207690 \n",
" 19974 1.503146 0.362450 ... 0.889492 0.912373 1.743325 0.207690 \n",
" 19975 1.503146 0.362450 ... 0.889492 0.912373 1.743325 0.207690 \n",
" 19976 1.426565 0.459575 ... 0.971750 0.926685 1.757680 0.173839 \n",
" 19977 1.426565 0.459575 ... 0.971750 0.926685 1.757680 0.173839 \n",
" 19978 1.426565 0.459575 ... 0.971750 0.926685 1.757680 0.173839 \n",
" 19979 1.426565 0.459575 ... 0.971750 0.926685 1.757680 0.173839 \n",
" 19980 1.426565 0.459575 ... 0.971750 0.926685 1.757680 0.173839 \n",
" 19981 1.505332 0.427454 ... 1.004685 0.912872 1.778684 0.166474 \n",
" 19982 1.438014 0.525577 ... 0.942623 1.008132 1.680144 0.208283 \n",
" 19983 1.399617 0.538788 ... 0.878406 1.096121 1.662970 0.242220 \n",
" 19984 1.358322 0.578223 ... 0.820584 0.999987 1.616343 0.218083 \n",
" 19985 1.295589 0.538544 ... 0.754850 0.954530 1.554400 0.180410 \n",
" 19986 1.295589 0.538544 ... 0.754850 0.954530 1.554400 0.180410 \n",
" 19987 1.295589 0.538544 ... 0.754850 0.954530 1.554400 0.180410 \n",
" 19988 1.400890 0.592831 ... 0.646053 1.068529 1.550486 0.178091 \n",
" 19989 1.416857 0.517586 ... 0.709605 1.150451 1.549409 0.174674 \n",
" 19990 1.416857 0.517586 ... 0.709605 1.150451 1.549409 0.174674 \n",
" 19991 1.368337 0.471276 ... 0.777581 1.192897 1.540404 0.252585 \n",
" 19992 1.368337 0.471276 ... 0.777581 1.192897 1.540404 0.252585 \n",
" 19993 1.368337 0.471276 ... 0.777581 1.192897 1.540404 0.252585 \n",
" 19994 1.406178 0.512826 ... 0.719029 1.078593 1.618601 0.246112 \n",
" 19995 1.362664 0.518147 ... 0.845377 1.031721 1.524613 0.258822 \n",
" 19996 1.300222 0.475960 ... 0.849991 1.008875 1.502863 0.250590 \n",
" 19997 1.300222 0.475960 ... 0.849991 1.008875 1.502863 0.250590 \n",
" 19998 1.300222 0.475960 ... 0.849991 1.008875 1.502863 0.250590 \n",
" 19999 1.300222 0.475960 ... 0.849991 1.008875 1.502863 0.250590 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... \n",
" 19970 0.967596 0.962957 0.973775 0.417363 0.534911 0.143084 \n",
" 19971 0.967596 0.962957 0.973775 0.417363 0.534911 0.143084 \n",
" 19972 0.967596 0.962957 0.973775 0.417363 0.534911 0.143084 \n",
" 19973 1.009479 1.004525 1.004432 0.407939 0.435984 0.156171 \n",
" 19974 1.009479 1.004525 1.004432 0.407939 0.435984 0.156171 \n",
" 19975 1.009479 1.004525 1.004432 0.407939 0.435984 0.156171 \n",
" 19976 1.023615 1.059984 0.990271 0.443260 0.602940 0.217133 \n",
" 19977 1.023615 1.059984 0.990271 0.443260 0.602940 0.217133 \n",
" 19978 1.023615 1.059984 0.990271 0.443260 0.602940 0.217133 \n",
" 19979 1.023615 1.059984 0.990271 0.443260 0.602940 0.217133 \n",
" 19980 1.023615 1.059984 0.990271 0.443260 0.602940 0.217133 \n",
" 19981 1.048421 1.060681 1.013721 0.406566 0.544870 0.230281 \n",
" 19982 1.035219 1.091955 0.995924 0.387859 0.624888 0.208933 \n",
" 19983 1.053871 1.125198 0.998176 0.326210 0.634947 0.140762 \n",
" 19984 1.033598 1.144745 0.999778 0.322129 0.710274 0.109795 \n",
" 19985 0.979941 1.083037 0.841826 0.333532 0.721280 0.044169 \n",
" 19986 0.979941 1.083037 0.841826 0.333532 0.721280 0.044169 \n",
" 19987 0.979941 1.083037 0.841826 0.333532 0.721280 0.044169 \n",
" 19988 0.963298 1.119205 0.839432 0.297387 0.734108 0.107351 \n",
" 19989 0.978924 1.070401 0.836291 0.304942 0.732069 0.145999 \n",
" 19990 0.978924 1.070401 0.836291 0.304942 0.732069 0.145999 \n",
" 19991 1.082644 1.049813 0.897541 0.322897 0.789909 0.075173 \n",
" 19992 1.082644 1.049813 0.897541 0.322897 0.789909 0.075173 \n",
" 19993 1.082644 1.049813 0.897541 0.322897 0.789909 0.075173 \n",
" 19994 1.070412 0.960664 0.911469 0.292000 0.806233 0.071864 \n",
" 19995 0.905240 0.857689 0.813067 0.196016 0.881038 0.087700 \n",
" 19996 0.867505 0.851714 0.789107 0.193949 0.866374 -0.008350 \n",
" 19997 0.867505 0.851714 0.789107 0.193949 0.866374 -0.008350 \n",
" 19998 0.867505 0.851714 0.789107 0.193949 0.866374 -0.008350 \n",
" 19999 0.867505 0.851714 0.789107 0.193949 0.866374 -0.008350 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 1.000000\n",
" 1 2 1 0 1.000000\n",
" 2 3 2 0 1.000000\n",
" 3 4 3 0 1.501532\n",
" 4 5 4 0 1.501532\n",
" 5 6 5 0 1.382553\n",
" 6 7 6 0 2.346025\n",
" 7 8 7 0 2.346025\n",
" 8 9 8 0 3.327884\n",
" 9 10 9 0 3.327884\n",
" 10 11 10 0 3.269990\n",
" 11 12 11 0 3.269990\n",
" 12 13 12 0 3.269990\n",
" 13 14 13 0 3.269990\n",
" 14 15 14 0 3.269990\n",
" 15 16 15 0 3.463783\n",
" 16 17 16 0 3.128027\n",
" 17 18 17 0 3.128027\n",
" 18 19 18 0 3.128027\n",
" 19 20 19 0 3.128027\n",
" 20 21 20 0 2.817435\n",
" 21 22 21 0 2.817435\n",
" 22 23 22 0 2.817435\n",
" 23 24 23 0 2.817435\n",
" 24 25 24 0 2.817435\n",
" 25 26 25 0 2.237717\n",
" 26 27 26 0 2.237717\n",
" 27 28 27 0 2.004666\n",
" 28 29 28 0 2.004666\n",
" 29 30 29 0 1.952757\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 54.047941\n",
" 19971 19972 19971 0 9.423931\n",
" 19972 19973 19972 0 64.411976\n",
" 19973 19974 19973 0 64.411976\n",
" 19974 19975 19974 0 169.837382\n",
" 19975 19976 19975 0 97.759202\n",
" 19976 19977 19976 0 97.759202\n",
" 19977 19978 19977 0 97.759202\n",
" 19978 19979 19978 0 97.759202\n",
" 19979 19980 19979 0 97.759202\n",
" 19980 19981 19980 0 97.759202\n",
" 19981 19982 19981 0 97.759202\n",
" 19982 19983 19982 0 97.759202\n",
" 19983 19984 19983 0 97.759202\n",
" 19984 19985 19984 0 97.759202\n",
" 19985 19986 19985 0 97.759202\n",
" 19986 19987 19986 0 261.534312\n",
" 19987 19988 19987 0 134.972358\n",
" 19988 19989 19988 0 853.396859\n",
" 19989 19990 19989 0 853.396859\n",
" 19990 19991 19990 0 853.396859\n",
" 19991 19992 19991 0 853.396859\n",
" 19992 19993 19992 0 853.396859\n",
" 19993 19994 19993 0 853.396859\n",
" 19994 19995 19994 0 853.396859\n",
" 19995 19996 19995 0 853.396859\n",
" 19996 19997 19996 0 853.396859\n",
" 19997 19998 19997 0 853.396859\n",
" 19998 19999 19998 0 853.396859\n",
" 19999 20000 19999 0 853.396859\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.406486\n",
" 4 5 4 0 0.406486\n",
" 5 6 5 0 0.323932\n",
" 6 7 6 0 0.852722\n",
" 7 8 7 0 0.852722\n",
" 8 9 8 0 1.202337\n",
" 9 10 9 0 1.202337\n",
" 10 11 10 0 1.184787\n",
" 11 12 11 0 1.184787\n",
" 12 13 12 0 1.184787\n",
" 13 14 13 0 1.184787\n",
" 14 15 14 0 1.184787\n",
" 15 16 15 0 1.242361\n",
" 16 17 16 0 1.140402\n",
" 17 18 17 0 1.140402\n",
" 18 19 18 0 1.140402\n",
" 19 20 19 0 1.140402\n",
" 20 21 20 0 1.035827\n",
" 21 22 21 0 1.035827\n",
" 22 23 22 0 1.035827\n",
" 23 24 23 0 1.035827\n",
" 24 25 24 0 1.035827\n",
" 25 26 25 0 0.805456\n",
" 26 27 26 0 0.805456\n",
" 27 28 27 0 0.695477\n",
" 28 29 28 0 0.695477\n",
" 29 30 29 0 0.669242\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 3.989871\n",
" 19971 19972 19971 0 2.243252\n",
" 19972 19973 19972 0 4.165300\n",
" 19973 19974 19973 0 4.165300\n",
" 19974 19975 19974 0 5.134841\n",
" 19975 19976 19975 0 4.582507\n",
" 19976 19977 19976 0 4.582507\n",
" 19977 19978 19977 0 4.582507\n",
" 19978 19979 19978 0 4.582507\n",
" 19979 19980 19979 0 4.582507\n",
" 19980 19981 19980 0 4.582507\n",
" 19981 19982 19981 0 4.582507\n",
" 19982 19983 19982 0 4.582507\n",
" 19983 19984 19983 0 4.582507\n",
" 19984 19985 19984 0 4.582507\n",
" 19985 19986 19985 0 4.582507\n",
" 19986 19987 19986 0 5.566565\n",
" 19987 19988 19987 0 4.905070\n",
" 19988 19989 19988 0 6.749225\n",
" 19989 19990 19989 0 6.749225\n",
" 19990 19991 19990 0 6.749225\n",
" 19991 19992 19991 0 6.749225\n",
" 19992 19993 19992 0 6.749225\n",
" 19993 19994 19993 0 6.749225\n",
" 19994 19995 19994 0 6.749225\n",
" 19995 19996 19995 0 6.749225\n",
" 19996 19997 19996 0 6.749225\n",
" 19997 19998 19997 0 6.749225\n",
" 19998 19999 19998 0 6.749225\n",
" 19999 20000 19999 0 6.749225\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 5 6 5 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 6 7 6 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 7 8 7 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 8 9 8 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 9 10 9 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 10 11 10 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 11 12 11 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 12 13 12 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 13 14 13 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 14 15 14 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 15 16 15 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 16 17 16 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 17 18 17 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 18 19 18 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 19 20 19 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 20 21 20 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 21 22 21 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 22 23 22 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 23 24 23 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 24 25 24 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 25 26 25 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 26 27 26 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 27 28 27 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 28 29 28 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 29 30 29 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 4.930228 3.242006 1.582698 3.413500 4.613753 \n",
" 19971 19972 19971 0 4.930228 3.242006 1.582698 3.413500 4.613753 \n",
" 19972 19973 19972 0 4.930228 3.242006 1.582698 3.413500 4.613753 \n",
" 19973 19974 19973 0 5.305912 3.026529 1.555132 3.573971 4.860938 \n",
" 19974 19975 19974 0 5.305912 3.026529 1.555132 3.573971 4.860938 \n",
" 19975 19976 19975 0 5.305912 3.026529 1.555132 3.573971 4.860938 \n",
" 19976 19977 19976 0 5.425744 3.189264 1.640527 3.771566 5.227210 \n",
" 19977 19978 19977 0 5.425744 3.189264 1.640527 3.771566 5.227210 \n",
" 19978 19979 19978 0 5.425744 3.189264 1.640527 3.771566 5.227210 \n",
" 19979 19980 19979 0 5.425744 3.189264 1.640527 3.771566 5.227210 \n",
" 19980 19981 19980 0 5.425744 3.189264 1.640527 3.771566 5.227210 \n",
" 19981 19982 19981 0 5.149098 3.123700 1.745043 4.042301 4.596416 \n",
" 19982 19983 19982 0 4.872363 3.137394 1.806276 4.192209 4.641917 \n",
" 19983 19984 19983 0 4.960868 2.986862 1.644249 4.391369 4.339936 \n",
" 19984 19985 19984 0 5.164131 3.218846 1.472589 4.270871 4.541411 \n",
" 19985 19986 19985 0 4.876129 3.208463 1.446338 4.174450 4.601710 \n",
" 19986 19987 19986 0 4.876129 3.208463 1.446338 4.174450 4.601710 \n",
" 19987 19988 19987 0 4.876129 3.208463 1.446338 4.174450 4.601710 \n",
" 19988 19989 19988 0 4.404575 3.284242 1.744012 3.735010 4.581718 \n",
" 19989 19990 19989 0 4.157495 3.267321 1.838461 3.758549 4.528061 \n",
" 19990 19991 19990 0 4.157495 3.267321 1.838461 3.758549 4.528061 \n",
" 19991 19992 19991 0 4.018740 3.432308 1.920900 3.599146 4.556983 \n",
" 19992 19993 19992 0 4.018740 3.432308 1.920900 3.599146 4.556983 \n",
" 19993 19994 19993 0 4.018740 3.432308 1.920900 3.599146 4.556983 \n",
" 19994 19995 19994 0 4.352885 3.267743 1.800339 3.554167 4.264192 \n",
" 19995 19996 19995 0 4.417538 3.472374 1.927101 3.530510 4.500778 \n",
" 19996 19997 19996 0 4.332403 3.698758 2.046966 3.389161 4.670185 \n",
" 19997 19998 19997 0 4.332403 3.698758 2.046966 3.389161 4.670185 \n",
" 19998 19999 19998 0 4.332403 3.698758 2.046966 3.389161 4.670185 \n",
" 19999 20000 19999 0 4.332403 3.698758 2.046966 3.389161 4.670185 \n",
" \n",
" v__5 v__6 ... v__90 v__91 v__92 v__93 \\\n",
" 0 1.299310 1.299310 ... 2.771884 2.771884 2.771884 2.771884 \n",
" 1 1.154166 1.154166 ... 2.462241 2.462241 2.462241 2.462241 \n",
" 2 1.466345 1.466345 ... 3.128227 3.128227 3.128227 3.128227 \n",
" 3 1.684273 1.684273 ... 3.593143 3.593143 3.593143 3.593143 \n",
" 4 1.684273 1.684273 ... 3.593143 3.593143 3.593143 3.593143 \n",
" 5 1.750994 1.750994 ... 2.599293 2.599293 2.599293 2.599293 \n",
" 6 1.750994 1.750994 ... 2.599293 2.599293 2.599293 2.599293 \n",
" 7 1.750994 1.750994 ... 2.599293 2.599293 2.599293 2.599293 \n",
" 8 1.952381 1.952381 ... 2.898246 2.898246 2.898246 2.898246 \n",
" 9 1.952381 1.952381 ... 3.069027 3.069027 3.069027 3.069027 \n",
" 10 1.952381 1.952381 ... 3.069027 3.069027 3.069027 3.069027 \n",
" 11 1.952381 1.952381 ... 3.069027 3.069027 3.069027 3.069027 \n",
" 12 1.952381 1.952381 ... 3.069027 3.069027 3.069027 3.069027 \n",
" 13 3.021618 3.021618 ... 4.749805 4.749805 4.749805 4.749805 \n",
" 14 3.021618 3.021618 ... 4.749805 4.749805 4.749805 4.749805 \n",
" 15 3.021618 3.021618 ... 3.729137 3.729137 3.729137 3.729137 \n",
" 16 3.021618 3.021618 ... 3.729137 3.729137 3.729137 3.729137 \n",
" 17 3.021618 3.021618 ... 3.729137 3.729137 3.729137 3.729137 \n",
" 18 3.021618 3.021618 ... 3.729137 3.729137 3.729137 3.729137 \n",
" 19 2.183690 2.183690 ... 2.695007 2.695007 2.695007 2.695007 \n",
" 20 2.183690 2.183690 ... 2.695007 2.695007 2.695007 2.695007 \n",
" 21 2.183690 2.183690 ... 2.695007 2.695007 2.695007 2.695007 \n",
" 22 2.183690 2.183690 ... 2.695007 2.695007 2.695007 2.695007 \n",
" 23 2.183690 2.183690 ... 3.149532 3.149532 3.149532 3.149532 \n",
" 24 2.492167 2.492167 ... 3.594448 3.594448 3.594448 3.594448 \n",
" 25 2.492167 2.492167 ... 3.475276 3.475276 3.475276 3.475276 \n",
" 26 2.492167 2.492167 ... 2.526658 2.526658 2.526658 2.526658 \n",
" 27 3.297779 3.297779 ... 3.343419 3.343419 3.343419 3.343419 \n",
" 28 3.297779 3.297779 ... 3.343419 3.343419 3.343419 3.343419 \n",
" 29 3.297779 3.297779 ... 3.343419 3.343419 3.343419 3.343419 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 4.639034 1.241822 ... 1.152188 0.651117 3.406780 1.637548 \n",
" 19971 4.639034 1.241822 ... 1.453785 0.811309 4.189492 1.981546 \n",
" 19972 4.130068 1.105576 ... 1.271357 0.704547 3.611578 1.692883 \n",
" 19973 4.142525 1.323937 ... 1.427501 0.692295 3.489403 1.680712 \n",
" 19974 4.142525 1.323937 ... 1.427501 0.692295 3.489403 1.680712 \n",
" 19975 4.142525 1.323937 ... 1.508776 0.747769 3.855720 1.909722 \n",
" 19976 4.099004 1.558547 ... 1.697285 0.801784 4.338409 2.148704 \n",
" 19977 4.630529 1.760647 ... 1.658193 0.739962 3.772046 1.736319 \n",
" 19978 4.630529 1.760647 ... 1.658193 0.739962 3.772046 1.736319 \n",
" 19979 3.437469 1.307015 ... 1.308092 0.607595 3.230068 1.565445 \n",
" 19980 3.437469 1.307015 ... 1.308092 0.607595 3.230068 1.565445 \n",
" 19981 4.404382 1.498885 ... 1.577961 0.707980 3.861963 1.801878 \n",
" 19982 3.626380 1.456153 ... 1.378981 0.655093 3.112517 1.767628 \n",
" 19983 3.472268 1.468116 ... 1.397894 0.674307 3.044170 1.920524 \n",
" 19984 3.331803 1.527167 ... 1.315293 0.622026 2.700254 1.588397 \n",
" 19985 3.129208 1.467756 ... 1.477022 0.709766 3.007259 1.798393 \n",
" 19986 3.888680 1.823987 ... 1.378599 0.662470 2.806866 1.678554 \n",
" 19987 3.888680 1.823987 ... 1.382182 0.664868 2.820030 1.688635 \n",
" 19988 4.320501 1.925743 ... 1.470145 0.739759 3.235116 2.267418 \n",
" 19989 4.788357 1.948221 ... 1.628788 0.804126 3.524847 2.684282 \n",
" 19990 4.179037 1.700310 ... 1.421524 0.701801 3.076310 2.342706 \n",
" 19991 3.679847 1.500517 ... 1.457554 0.701255 2.818023 2.259315 \n",
" 19992 3.679847 1.500517 ... 1.460706 0.703367 2.829021 2.270605 \n",
" 19993 3.019980 1.231446 ... 1.198774 0.577240 2.321723 1.863442 \n",
" 19994 3.401754 1.392275 ... 1.284368 0.622028 2.722926 1.802766 \n",
" 19995 3.804826 1.635180 ... 1.306008 0.763505 3.036734 2.135743 \n",
" 19996 3.574508 1.567632 ... 1.255740 0.755651 2.963296 2.080223 \n",
" 19997 3.510654 1.539628 ... 1.230121 0.739484 2.896814 2.030902 \n",
" 19998 3.510654 1.539628 ... 1.230121 0.739484 2.896814 2.030902 \n",
" 19999 3.510654 1.539628 ... 1.230121 0.739484 2.896814 2.030902 \n",
" \n",
" v__94 v__95 v__96 v__97 v__98 v__99 \n",
" 0 2.771884 2.133350 2.133350 2.133350 2.133350 2.133350 \n",
" 1 2.462241 6.042654 6.042654 6.042654 6.042654 6.042654 \n",
" 2 3.128227 4.975569 4.975569 4.975569 4.975569 4.975569 \n",
" 3 3.593143 2.831849 2.831849 2.831849 2.831849 2.831849 \n",
" 4 3.593143 2.831849 2.831849 2.831849 2.831849 2.831849 \n",
" 5 2.599293 1.970510 1.970510 1.970510 1.970510 1.970510 \n",
" 6 2.599293 1.970510 1.970510 1.970510 1.970510 1.970510 \n",
" 7 2.599293 1.970510 1.970510 1.970510 1.970510 1.970510 \n",
" 8 2.898246 1.970510 1.970510 1.970510 1.970510 1.970510 \n",
" 9 3.069027 2.086624 2.086624 2.086624 2.086624 2.086624 \n",
" 10 3.069027 2.086624 2.086624 2.086624 2.086624 2.086624 \n",
" 11 3.069027 2.086624 2.086624 2.086624 2.086624 2.086624 \n",
" 12 3.069027 2.086624 2.086624 2.086624 2.086624 2.086624 \n",
" 13 4.749805 2.086624 2.086624 2.086624 2.086624 2.086624 \n",
" 14 4.749805 2.086624 2.086624 2.086624 2.086624 2.086624 \n",
" 15 3.729137 1.638237 1.638237 1.638237 1.638237 1.638237 \n",
" 16 3.729137 1.638237 1.638237 1.638237 1.638237 1.638237 \n",
" 17 3.729137 1.638237 1.638237 1.638237 1.638237 1.638237 \n",
" 18 3.729137 1.638237 1.638237 1.638237 1.638237 1.638237 \n",
" 19 2.695007 1.740197 1.740197 1.740197 1.740197 1.740197 \n",
" 20 2.695007 1.740197 1.740197 1.740197 1.740197 1.740197 \n",
" 21 2.695007 1.740197 1.740197 1.740197 1.740197 1.740197 \n",
" 22 2.695007 1.740197 1.740197 1.740197 1.740197 1.740197 \n",
" 23 3.149532 2.033690 2.033690 2.033690 2.033690 2.033690 \n",
" 24 3.594448 2.196776 2.196776 2.196776 2.196776 2.196776 \n",
" 25 3.475276 2.123943 2.123943 2.123943 2.123943 2.123943 \n",
" 26 2.526658 1.544187 1.544187 1.544187 1.544187 1.544187 \n",
" 27 3.343419 1.544187 1.544187 1.544187 1.544187 1.544187 \n",
" 28 3.343419 1.544187 1.544187 1.544187 1.544187 1.544187 \n",
" 29 3.343419 1.544187 1.544187 1.544187 1.544187 1.544187 \n",
" ... ... ... ... ... ... ... \n",
" 19970 2.037693 0.722441 1.178667 1.155476 2.232790 3.044601 \n",
" 19971 2.374644 0.902874 1.454674 1.408268 2.685732 3.514292 \n",
" 19972 1.986513 0.590439 0.944648 0.908126 1.719235 2.198421 \n",
" 19973 2.076524 0.598217 0.855670 0.899608 1.772759 2.291731 \n",
" 19974 2.076524 0.598217 0.855670 0.899608 1.772759 2.291731 \n",
" 19975 2.518251 0.642822 0.939651 1.009584 2.035242 2.825592 \n",
" 19976 3.032593 0.623056 1.012597 0.953771 1.829900 2.723686 \n",
" 19977 2.065772 0.515959 0.792129 0.704815 1.273951 1.572651 \n",
" 19978 2.065772 0.515959 0.792129 0.704815 1.273951 1.572651 \n",
" 19979 2.100368 0.565286 0.903339 0.836626 1.577027 2.220728 \n",
" 19980 2.100368 0.565286 0.903339 0.836626 1.577027 2.220728 \n",
" 19981 2.514473 0.568071 0.843288 0.795904 1.589126 2.169632 \n",
" 19982 2.121179 0.560029 0.922013 0.790088 1.582494 2.285260 \n",
" 19983 1.979266 0.616410 1.097415 0.875320 1.868897 2.783803 \n",
" 19984 1.621530 0.566895 1.104707 0.801010 1.691516 2.434383 \n",
" 19985 1.799056 0.629027 1.323410 0.959970 1.711379 2.711796 \n",
" 19986 1.679173 0.551839 1.161015 0.842173 1.501377 2.379034 \n",
" 19987 1.694422 0.553703 1.166121 0.846738 1.511126 2.402500 \n",
" 19988 1.996531 0.652983 1.348466 0.961426 1.832734 3.349947 \n",
" 19989 2.320569 0.606815 1.203163 0.866097 1.633446 2.852414 \n",
" 19990 2.025276 0.566967 1.124154 0.809223 1.526181 2.665103 \n",
" 19991 2.003691 0.528200 1.191092 0.823883 1.622583 2.610795 \n",
" 19992 2.018827 0.529684 1.195451 0.827599 1.631348 2.632216 \n",
" 19993 1.656813 0.496693 1.120993 0.776052 1.529740 2.468269 \n",
" 19994 1.694765 0.574474 1.322246 0.873158 1.800057 2.619965 \n",
" 19995 2.462787 0.603992 1.489964 0.838063 1.742316 2.611636 \n",
" 19996 2.461160 0.547600 1.464519 0.833698 1.694655 2.581252 \n",
" 19997 2.395505 0.495657 1.324258 0.753088 1.529173 2.321443 \n",
" 19998 2.395505 0.495657 1.324258 0.753088 1.529173 2.321443 \n",
" 19999 2.395505 0.495657 1.324258 0.753088 1.529173 2.321443 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Lutjanidae': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 -0.928806\n",
" 1 2 1 0 -1.587042\n",
" 2 3 2 0 -1.557219\n",
" 3 4 3 0 -1.557219\n",
" 4 5 4 0 -1.244602\n",
" 5 6 5 0 -1.349773\n",
" 6 7 6 0 -1.253728\n",
" 7 8 7 0 -1.253728\n",
" 8 9 8 0 -1.253728\n",
" 9 10 9 0 -1.253728\n",
" 10 11 10 0 -1.253728\n",
" 11 12 11 0 -1.356095\n",
" 12 13 12 0 -1.247118\n",
" 13 14 13 0 -2.097643\n",
" 14 15 14 0 -1.700988\n",
" 15 16 15 0 -2.212902\n",
" 16 17 16 0 -2.212902\n",
" 17 18 17 0 -1.872108\n",
" 18 19 18 0 -2.014800\n",
" 19 20 19 0 -2.014800\n",
" 20 21 20 0 -2.068947\n",
" 21 22 21 0 -2.068947\n",
" 22 23 22 0 -2.068947\n",
" 23 24 23 0 -1.905497\n",
" 24 25 24 0 -1.953695\n",
" 25 26 25 0 -1.953695\n",
" 26 27 26 0 -1.953695\n",
" 27 28 27 0 -1.953695\n",
" 28 29 28 0 -1.357513\n",
" 29 30 29 0 -2.484513\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.755561\n",
" 19971 19972 19971 0 -1.540673\n",
" 19972 19973 19972 0 -1.540673\n",
" 19973 19974 19973 0 -1.540673\n",
" 19974 19975 19974 0 -1.675848\n",
" 19975 19976 19975 0 -1.675848\n",
" 19976 19977 19976 0 -1.511179\n",
" 19977 19978 19977 0 -1.720320\n",
" 19978 19979 19978 0 -0.357393\n",
" 19979 19980 19979 0 -0.357393\n",
" 19980 19981 19980 0 -0.357393\n",
" 19981 19982 19981 0 -0.357393\n",
" 19982 19983 19982 0 -0.656327\n",
" 19983 19984 19983 0 -0.656327\n",
" 19984 19985 19984 0 -0.656327\n",
" 19985 19986 19985 0 -0.733305\n",
" 19986 19987 19986 0 0.051744\n",
" 19987 19988 19987 0 -0.657788\n",
" 19988 19989 19988 0 -0.657788\n",
" 19989 19990 19989 0 -0.657788\n",
" 19990 19991 19990 0 -0.657788\n",
" 19991 19992 19991 0 -1.023630\n",
" 19992 19993 19992 0 -1.023630\n",
" 19993 19994 19993 0 -1.365188\n",
" 19994 19995 19994 0 0.374712\n",
" 19995 19996 19995 0 0.374712\n",
" 19996 19997 19996 0 0.374712\n",
" 19997 19998 19997 0 -0.693339\n",
" 19998 19999 19998 0 -0.111776\n",
" 19999 20000 19999 0 -0.111776\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 -0.246329\n",
" 1 2 1 0 -1.390874\n",
" 2 3 2 0 -0.630517\n",
" 3 4 3 0 -0.455354\n",
" 4 5 4 0 -0.289914\n",
" 5 6 5 0 0.992595\n",
" 6 7 6 0 1.557976\n",
" 7 8 7 0 0.409468\n",
" 8 9 8 0 2.149254\n",
" 9 10 9 0 0.913764\n",
" 10 11 10 0 -0.342645\n",
" 11 12 11 0 -0.157961\n",
" 12 13 12 0 -0.480879\n",
" 13 14 13 0 -0.053565\n",
" 14 15 14 0 0.413791\n",
" 15 16 15 0 0.148418\n",
" 16 17 16 0 0.109729\n",
" 17 18 17 0 0.109729\n",
" 18 19 18 0 0.434761\n",
" 19 20 19 0 0.434761\n",
" 20 21 20 0 -0.058481\n",
" 21 22 21 0 -0.465635\n",
" 22 23 22 0 -0.465635\n",
" 23 24 23 0 -0.232285\n",
" 24 25 24 0 -1.973463\n",
" 25 26 25 0 -2.232891\n",
" 26 27 26 0 -1.988642\n",
" 27 28 27 0 -2.520908\n",
" 28 29 28 0 -2.520908\n",
" 29 30 29 0 -2.034056\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -1.645917\n",
" 19971 19972 19971 0 -2.047094\n",
" 19972 19973 19972 0 -2.099959\n",
" 19973 19974 19973 0 -2.099959\n",
" 19974 19975 19974 0 -2.062188\n",
" 19975 19976 19975 0 -2.062188\n",
" 19976 19977 19976 0 -2.062188\n",
" 19977 19978 19977 0 -2.062188\n",
" 19978 19979 19978 0 -2.062188\n",
" 19979 19980 19979 0 -2.062188\n",
" 19980 19981 19980 0 -2.062188\n",
" 19981 19982 19981 0 -2.062188\n",
" 19982 19983 19982 0 -2.099738\n",
" 19983 19984 19983 0 -2.099738\n",
" 19984 19985 19984 0 -2.099738\n",
" 19985 19986 19985 0 -2.099738\n",
" 19986 19987 19986 0 -2.099738\n",
" 19987 19988 19987 0 -2.099738\n",
" 19988 19989 19988 0 -2.099738\n",
" 19989 19990 19989 0 -2.099738\n",
" 19990 19991 19990 0 -2.099738\n",
" 19991 19992 19991 0 -2.099738\n",
" 19992 19993 19992 0 -2.099738\n",
" 19993 19994 19993 0 -2.099738\n",
" 19994 19995 19994 0 -2.099738\n",
" 19995 19996 19995 0 -2.099738\n",
" 19996 19997 19996 0 -2.099738\n",
" 19997 19998 19997 0 -2.099738\n",
" 19998 19999 19998 0 -2.099738\n",
" 19999 20000 19999 0 -2.099738\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 -0.137492\n",
" 1 2 1 0 0.283850\n",
" 2 3 2 0 0.283850\n",
" 3 4 3 0 0.283850\n",
" 4 5 4 0 0.283850\n",
" 5 6 5 0 0.283850\n",
" 6 7 6 0 0.283850\n",
" 7 8 7 0 -0.246593\n",
" 8 9 8 0 -0.246593\n",
" 9 10 9 0 -0.286218\n",
" 10 11 10 0 -0.286218\n",
" 11 12 11 0 -0.351375\n",
" 12 13 12 0 -0.351375\n",
" 13 14 13 0 -0.351375\n",
" 14 15 14 0 -0.351375\n",
" 15 16 15 0 -0.351375\n",
" 16 17 16 0 -0.351375\n",
" 17 18 17 0 -0.896893\n",
" 18 19 18 0 0.324013\n",
" 19 20 19 0 0.324013\n",
" 20 21 20 0 -0.210400\n",
" 21 22 21 0 0.649509\n",
" 22 23 22 0 0.649509\n",
" 23 24 23 0 -0.384704\n",
" 24 25 24 0 0.106618\n",
" 25 26 25 0 0.106618\n",
" 26 27 26 0 0.293555\n",
" 27 28 27 0 0.293555\n",
" 28 29 28 0 0.293555\n",
" 29 30 29 0 0.293555\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.308023\n",
" 19971 19972 19971 0 -0.308023\n",
" 19972 19973 19972 0 -0.308023\n",
" 19973 19974 19973 0 -0.308023\n",
" 19974 19975 19974 0 -0.308023\n",
" 19975 19976 19975 0 -0.308023\n",
" 19976 19977 19976 0 0.352023\n",
" 19977 19978 19977 0 0.279083\n",
" 19978 19979 19978 0 -0.220458\n",
" 19979 19980 19979 0 -0.220458\n",
" 19980 19981 19980 0 -0.220458\n",
" 19981 19982 19981 0 -0.220458\n",
" 19982 19983 19982 0 -0.220458\n",
" 19983 19984 19983 0 -0.220458\n",
" 19984 19985 19984 0 -0.220458\n",
" 19985 19986 19985 0 -0.220458\n",
" 19986 19987 19986 0 -0.538026\n",
" 19987 19988 19987 0 -0.538026\n",
" 19988 19989 19988 0 -0.538026\n",
" 19989 19990 19989 0 -0.538026\n",
" 19990 19991 19990 0 -0.538026\n",
" 19991 19992 19991 0 -0.538026\n",
" 19992 19993 19992 0 -0.538026\n",
" 19993 19994 19993 0 -0.363731\n",
" 19994 19995 19994 0 -0.363731\n",
" 19995 19996 19995 0 -0.363731\n",
" 19996 19997 19996 0 -0.363731\n",
" 19997 19998 19997 0 -0.363731\n",
" 19998 19999 19998 0 -0.908689\n",
" 19999 20000 19999 0 -0.908689\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 -0.304986 -0.769299\n",
" 1 2 1 0 -0.304986 -0.769299\n",
" 2 3 2 0 -0.526482 -0.232500\n",
" 3 4 3 0 -0.994037 -0.283198\n",
" 4 5 4 0 -0.398086 -0.687649\n",
" 5 6 5 0 -0.398086 -0.687649\n",
" 6 7 6 0 -0.398086 -0.687649\n",
" 7 8 7 0 -0.398086 -0.687649\n",
" 8 9 8 0 -0.398086 -0.687649\n",
" 9 10 9 0 -0.016626 -0.204202\n",
" 10 11 10 0 -0.016626 -0.204202\n",
" 11 12 11 0 -0.016626 -0.204202\n",
" 12 13 12 0 -0.016626 -0.204202\n",
" 13 14 13 0 -0.016626 -0.204202\n",
" 14 15 14 0 -0.016626 -0.204202\n",
" 15 16 15 0 -0.509707 -0.241727\n",
" 16 17 16 0 -0.509707 -0.241727\n",
" 17 18 17 0 -0.509707 -0.241727\n",
" 18 19 18 0 -0.509707 -0.241727\n",
" 19 20 19 0 0.140699 -0.362979\n",
" 20 21 20 0 0.140699 -0.362979\n",
" 21 22 21 0 0.140699 -0.362979\n",
" 22 23 22 0 0.140699 -0.362979\n",
" 23 24 23 0 0.140699 -0.362979\n",
" 24 25 24 0 -0.285974 -0.874664\n",
" 25 26 25 0 -0.285974 -0.874664\n",
" 26 27 26 0 -0.285974 -0.874664\n",
" 27 28 27 0 -0.285974 -0.874664\n",
" 28 29 28 0 -0.285974 -0.874664\n",
" 29 30 29 0 -0.285974 -0.874664\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 0.573938 -0.367192\n",
" 19971 19972 19971 0 0.573938 -0.367192\n",
" 19972 19973 19972 0 0.332766 -0.350431\n",
" 19973 19974 19973 0 0.332766 -0.350431\n",
" 19974 19975 19974 0 0.332766 -0.350431\n",
" 19975 19976 19975 0 0.332766 -0.350431\n",
" 19976 19977 19976 0 0.332766 -0.350431\n",
" 19977 19978 19977 0 0.332766 -0.350431\n",
" 19978 19979 19978 0 0.332766 -0.350431\n",
" 19979 19980 19979 0 0.332766 -0.350431\n",
" 19980 19981 19980 0 0.332766 -0.350431\n",
" 19981 19982 19981 0 0.332766 -0.350431\n",
" 19982 19983 19982 0 0.029738 -0.292953\n",
" 19983 19984 19983 0 0.963723 -0.260623\n",
" 19984 19985 19984 0 0.963723 -0.260623\n",
" 19985 19986 19985 0 0.963723 -0.260623\n",
" 19986 19987 19986 0 0.963723 -0.260623\n",
" 19987 19988 19987 0 0.461336 -0.126245\n",
" 19988 19989 19988 0 0.461336 -0.126245\n",
" 19989 19990 19989 0 0.461336 -0.126245\n",
" 19990 19991 19990 0 0.461336 -0.126245\n",
" 19991 19992 19991 0 0.385397 -0.091693\n",
" 19992 19993 19992 0 0.385397 -0.091693\n",
" 19993 19994 19993 0 0.385397 -0.091693\n",
" 19994 19995 19994 0 0.385397 -0.091693\n",
" 19995 19996 19995 0 0.385397 -0.091693\n",
" 19996 19997 19996 0 0.693512 -0.388935\n",
" 19997 19998 19997 0 0.693512 -0.388935\n",
" 19998 19999 19998 0 0.693512 -0.388935\n",
" 19999 20000 19999 0 1.291246 0.217890\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 53.743443\n",
" 2 3 2 0 15.506036\n",
" 3 4 3 0 9.778074\n",
" 4 5 4 0 9.104099\n",
" 5 6 5 0 8.183048\n",
" 6 7 6 0 10.617514\n",
" 7 8 7 0 10.617514\n",
" 8 9 8 0 10.617514\n",
" 9 10 9 0 8.665266\n",
" 10 11 10 0 12.208350\n",
" 11 12 11 0 8.232564\n",
" 12 13 12 0 8.718969\n",
" 13 14 13 0 11.412528\n",
" 14 15 14 0 11.412528\n",
" 15 16 15 0 5.786245\n",
" 16 17 16 0 5.786245\n",
" 17 18 17 0 5.786245\n",
" 18 19 18 0 5.786245\n",
" 19 20 19 0 5.786245\n",
" 20 21 20 0 5.786245\n",
" 21 22 21 0 2.581975\n",
" 22 23 22 0 2.581975\n",
" 23 24 23 0 2.504561\n",
" 24 25 24 0 2.504561\n",
" 25 26 25 0 2.504561\n",
" 26 27 26 0 2.504561\n",
" 27 28 27 0 2.504561\n",
" 28 29 28 0 2.504561\n",
" 29 30 29 0 2.504561\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.403500\n",
" 19971 19972 19971 0 0.403500\n",
" 19972 19973 19972 0 0.403500\n",
" 19973 19974 19973 0 0.403500\n",
" 19974 19975 19974 0 0.403500\n",
" 19975 19976 19975 0 0.403500\n",
" 19976 19977 19976 0 0.403500\n",
" 19977 19978 19977 0 0.486887\n",
" 19978 19979 19978 0 0.486887\n",
" 19979 19980 19979 0 0.486887\n",
" 19980 19981 19980 0 0.430555\n",
" 19981 19982 19981 0 0.430555\n",
" 19982 19983 19982 0 0.357561\n",
" 19983 19984 19983 0 0.357561\n",
" 19984 19985 19984 0 0.357561\n",
" 19985 19986 19985 0 0.357561\n",
" 19986 19987 19986 0 0.357561\n",
" 19987 19988 19987 0 0.357561\n",
" 19988 19989 19988 0 0.357561\n",
" 19989 19990 19989 0 0.357561\n",
" 19990 19991 19990 0 0.224822\n",
" 19991 19992 19991 0 0.415183\n",
" 19992 19993 19992 0 0.415183\n",
" 19993 19994 19993 0 0.415183\n",
" 19994 19995 19994 0 0.415183\n",
" 19995 19996 19995 0 0.415183\n",
" 19996 19997 19996 0 0.415183\n",
" 19997 19998 19997 0 0.415183\n",
" 19998 19999 19998 0 0.718911\n",
" 19999 20000 19999 0 0.718911\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.150018\n",
" 2 3 2 0 -1.695451\n",
" 3 4 3 0 -2.222130\n",
" 4 5 4 0 -2.300990\n",
" 5 6 5 0 -2.417732\n",
" 6 7 6 0 -2.130420\n",
" 7 8 7 0 -2.130420\n",
" 8 9 8 0 -2.130420\n",
" 9 10 9 0 -2.355209\n",
" 10 11 10 0 -1.972846\n",
" 11 12 11 0 -2.411160\n",
" 12 13 12 0 -2.348442\n",
" 13 14 13 0 -2.049279\n",
" 14 15 14 0 -2.049279\n",
" 15 16 15 0 -2.790083\n",
" 16 17 16 0 -2.790083\n",
" 17 18 17 0 -2.790083\n",
" 18 19 18 0 -2.790083\n",
" 19 20 19 0 -2.790083\n",
" 20 21 20 0 -2.790083\n",
" 21 22 21 0 -3.630457\n",
" 22 23 22 0 -3.630457\n",
" 23 24 23 0 -3.661692\n",
" 24 25 24 0 -3.661692\n",
" 25 26 25 0 -3.661692\n",
" 26 27 26 0 -3.661692\n",
" 27 28 27 0 -3.661692\n",
" 28 29 28 0 -3.661692\n",
" 29 30 29 0 -3.661692\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.508706\n",
" 19971 19972 19971 0 -5.508706\n",
" 19972 19973 19972 0 -5.508706\n",
" 19973 19974 19973 0 -5.508706\n",
" 19974 19975 19974 0 -5.508706\n",
" 19975 19976 19975 0 -5.508706\n",
" 19976 19977 19976 0 -5.508706\n",
" 19977 19978 19977 0 -5.320012\n",
" 19978 19979 19978 0 -5.320012\n",
" 19979 19980 19979 0 -5.320012\n",
" 19980 19981 19980 0 -5.443535\n",
" 19981 19982 19981 0 -5.443535\n",
" 19982 19983 19982 0 -5.630039\n",
" 19983 19984 19983 0 -5.630039\n",
" 19984 19985 19984 0 -5.630039\n",
" 19985 19986 19985 0 -5.630039\n",
" 19986 19987 19986 0 -5.630039\n",
" 19987 19988 19987 0 -5.630039\n",
" 19988 19989 19988 0 -5.630039\n",
" 19989 19990 19989 0 -5.630039\n",
" 19990 19991 19990 0 -6.095365\n",
" 19991 19992 19991 0 -5.480046\n",
" 19992 19993 19992 0 -5.480046\n",
" 19993 19994 19993 0 -5.480046\n",
" 19994 19995 19994 0 -5.480046\n",
" 19995 19996 19995 0 -5.480046\n",
" 19996 19997 19996 0 -5.480046\n",
" 19997 19998 19997 0 -5.480046\n",
" 19998 19999 19998 0 -4.927972\n",
" 19999 20000 19999 0 -4.927972\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 1.116834 -0.699210 -0.477557 -0.616326 -0.861730\n",
" 1 2 1 0 0.533151 1.168371 0.458309 -1.939944 -1.838784\n",
" 2 3 2 0 1.419433 2.523346 2.013382 -1.397419 -1.078446\n",
" 3 4 3 0 0.943837 2.837120 0.169356 -1.666075 -0.930254\n",
" 4 5 4 0 -0.184612 3.278622 -0.856954 -3.275458 0.017740\n",
" 5 6 5 0 1.020188 3.869414 -1.182532 -3.060919 -1.165056\n",
" 6 7 6 0 0.731411 4.619808 0.343746 -3.408438 -0.554158\n",
" 7 8 7 0 0.953887 4.519782 -0.215992 -5.060621 -0.002047\n",
" 8 9 8 0 1.294153 4.113428 -1.056462 -5.178483 0.398029\n",
" 9 10 9 0 1.294153 4.113428 -1.056462 -5.178483 0.398029\n",
" 10 11 10 0 1.294153 4.113428 -1.056462 -5.178483 0.398029\n",
" 11 12 11 0 1.294153 4.113428 -1.056462 -5.178483 0.398029\n",
" 12 13 12 0 1.294153 4.113428 -1.056462 -5.178483 0.398029\n",
" 13 14 13 0 1.294153 4.113428 -1.056462 -5.178483 0.398029\n",
" 14 15 14 0 1.053489 3.680794 -1.984007 -5.185756 -1.496815\n",
" 15 16 15 0 1.146819 3.294438 -1.535246 -5.390482 -0.546346\n",
" 16 17 16 0 -0.515382 3.840595 -1.943831 -4.516947 -1.510385\n",
" 17 18 17 0 1.197829 2.319673 -1.389216 -5.401812 -1.824915\n",
" 18 19 18 0 1.197829 2.319673 -1.389216 -5.401812 -1.824915\n",
" 19 20 19 0 1.709656 2.166841 -0.005900 -4.166306 -2.055000\n",
" 20 21 20 0 1.709656 2.166841 -0.005900 -4.166306 -2.055000\n",
" 21 22 21 0 1.709656 2.166841 -0.005900 -4.166306 -2.055000\n",
" 22 23 22 0 1.709656 2.166841 -0.005900 -4.166306 -2.055000\n",
" 23 24 23 0 1.709656 2.166841 -0.005900 -4.166306 -2.055000\n",
" 24 25 24 0 1.900277 1.179869 -0.010422 -3.410891 -2.647814\n",
" 25 26 25 0 2.143643 0.024651 -1.616788 -2.589817 -1.794080\n",
" 26 27 26 0 2.143643 0.024651 -1.616788 -2.589817 -1.794080\n",
" 27 28 27 0 2.143643 0.024651 -1.616788 -2.589817 -1.794080\n",
" 28 29 28 0 2.143643 0.024651 -1.616788 -2.589817 -1.794080\n",
" 29 30 29 0 -0.151025 -0.685310 -0.493559 -1.801559 -1.660255\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -2.526175 -2.369211 -1.784930 -1.637931 -2.675645\n",
" 19971 19972 19971 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19972 19973 19972 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19973 19974 19973 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19974 19975 19974 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19975 19976 19975 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19976 19977 19976 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19977 19978 19977 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19978 19979 19978 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19979 19980 19979 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19980 19981 19980 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19981 19982 19981 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19982 19983 19982 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19983 19984 19983 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19984 19985 19984 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19985 19986 19985 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19986 19987 19986 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19987 19988 19987 0 -2.366329 -2.167930 -2.227436 -1.437462 -2.617479\n",
" 19988 19989 19988 0 -2.180383 -2.133007 -2.594754 -1.740748 -2.373394\n",
" 19989 19990 19989 0 -2.180383 -2.133007 -2.594754 -1.740748 -2.373394\n",
" 19990 19991 19990 0 -2.180383 -2.133007 -2.594754 -1.740748 -2.373394\n",
" 19991 19992 19991 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19992 19993 19992 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19993 19994 19993 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19994 19995 19994 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19995 19996 19995 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19996 19997 19996 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19997 19998 19997 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19998 19999 19998 0 -2.339312 -2.095916 -2.436785 -1.833227 -2.552001\n",
" 19999 20000 19999 0 -1.949163 -2.594583 -2.267262 -2.115688 -2.081621\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.001505\n",
" 19971 19972 19971 0 -0.002183\n",
" 19972 19973 19972 0 -0.000139\n",
" 19973 19974 19973 0 -0.000139\n",
" 19974 19975 19974 0 -0.000139\n",
" 19975 19976 19975 0 -0.000139\n",
" 19976 19977 19976 0 -0.000139\n",
" 19977 19978 19977 0 -0.000139\n",
" 19978 19979 19978 0 -0.000139\n",
" 19979 19980 19979 0 -0.009953\n",
" 19980 19981 19980 0 -0.009953\n",
" 19981 19982 19981 0 -0.009953\n",
" 19982 19983 19982 0 -0.008842\n",
" 19983 19984 19983 0 -0.013916\n",
" 19984 19985 19984 0 -0.013916\n",
" 19985 19986 19985 0 -0.013916\n",
" 19986 19987 19986 0 -0.012511\n",
" 19987 19988 19987 0 -0.012511\n",
" 19988 19989 19988 0 -0.008009\n",
" 19989 19990 19989 0 -0.008009\n",
" 19990 19991 19990 0 -0.006764\n",
" 19991 19992 19991 0 -0.006764\n",
" 19992 19993 19992 0 -0.006764\n",
" 19993 19994 19993 0 -0.006764\n",
" 19994 19995 19994 0 -0.013086\n",
" 19995 19996 19995 0 -0.011814\n",
" 19996 19997 19996 0 -0.011814\n",
" 19997 19998 19997 0 -0.011814\n",
" 19998 19999 19998 0 -0.011814\n",
" 19999 20000 19999 0 -0.013139\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 40.280642\n",
" 1 2 1 0 36.000986\n",
" 2 3 2 0 36.000986\n",
" 3 4 3 0 36.000986\n",
" 4 5 4 0 36.000986\n",
" 5 6 5 0 32.218568\n",
" 6 7 6 0 11.084548\n",
" 7 8 7 0 11.084548\n",
" 8 9 8 0 8.612595\n",
" 9 10 9 0 2.122888\n",
" 10 11 10 0 2.122888\n",
" 11 12 11 0 2.122888\n",
" 12 13 12 0 2.831584\n",
" 13 14 13 0 2.831584\n",
" 14 15 14 0 2.831584\n",
" 15 16 15 0 2.831584\n",
" 16 17 16 0 2.831584\n",
" 17 18 17 0 2.831584\n",
" 18 19 18 0 2.831584\n",
" 19 20 19 0 2.831584\n",
" 20 21 20 0 2.831584\n",
" 21 22 21 0 2.831584\n",
" 22 23 22 0 2.831584\n",
" 23 24 23 0 2.831584\n",
" 24 25 24 0 2.831584\n",
" 25 26 25 0 2.831584\n",
" 26 27 26 0 2.926432\n",
" 27 28 27 0 2.926432\n",
" 28 29 28 0 2.030418\n",
" 29 30 29 0 2.030418\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.911547\n",
" 19971 19972 19971 0 2.188885\n",
" 19972 19973 19972 0 2.188885\n",
" 19973 19974 19973 0 2.188885\n",
" 19974 19975 19974 0 2.188885\n",
" 19975 19976 19975 0 2.188885\n",
" 19976 19977 19976 0 1.920299\n",
" 19977 19978 19977 0 1.836732\n",
" 19978 19979 19978 0 1.836732\n",
" 19979 19980 19979 0 1.836732\n",
" 19980 19981 19980 0 1.836732\n",
" 19981 19982 19981 0 1.836732\n",
" 19982 19983 19982 0 1.836732\n",
" 19983 19984 19983 0 2.321270\n",
" 19984 19985 19984 0 2.321270\n",
" 19985 19986 19985 0 2.321270\n",
" 19986 19987 19986 0 2.321270\n",
" 19987 19988 19987 0 2.147626\n",
" 19988 19989 19988 0 2.147626\n",
" 19989 19990 19989 0 2.147626\n",
" 19990 19991 19990 0 2.147626\n",
" 19991 19992 19991 0 2.147626\n",
" 19992 19993 19992 0 2.147626\n",
" 19993 19994 19993 0 2.147626\n",
" 19994 19995 19994 0 2.147626\n",
" 19995 19996 19995 0 1.898319\n",
" 19996 19997 19996 0 1.898319\n",
" 19997 19998 19997 0 1.898319\n",
" 19998 19999 19998 0 1.898319\n",
" 19999 20000 19999 0 1.835611\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 -0.393785\n",
" 1 2 1 0 -0.575321\n",
" 2 3 2 0 -0.575321\n",
" 3 4 3 0 -0.575321\n",
" 4 5 4 0 -0.575321\n",
" 5 6 5 0 -0.743745\n",
" 6 7 6 0 -2.082134\n",
" 7 8 7 0 -2.082134\n",
" 8 9 8 0 -2.361882\n",
" 9 10 9 0 -3.830936\n",
" 10 11 10 0 -3.830936\n",
" 11 12 11 0 -3.830936\n",
" 12 13 12 0 -3.535610\n",
" 13 14 13 0 -3.535610\n",
" 14 15 14 0 -3.535610\n",
" 15 16 15 0 -3.535610\n",
" 16 17 16 0 -3.535610\n",
" 17 18 17 0 -3.535610\n",
" 18 19 18 0 -3.535610\n",
" 19 20 19 0 -3.535610\n",
" 20 21 20 0 -3.535610\n",
" 21 22 21 0 -3.535610\n",
" 22 23 22 0 -3.535610\n",
" 23 24 23 0 -3.535610\n",
" 24 25 24 0 -3.535610\n",
" 25 26 25 0 -3.535610\n",
" 26 27 26 0 -3.501685\n",
" 27 28 27 0 -3.501685\n",
" 28 29 28 0 -3.876415\n",
" 29 30 29 0 -3.876415\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -3.937957\n",
" 19971 19972 19971 0 -3.799646\n",
" 19972 19973 19972 0 -3.799646\n",
" 19973 19974 19973 0 -3.799646\n",
" 19974 19975 19974 0 -3.799646\n",
" 19975 19976 19975 0 -3.799646\n",
" 19976 19977 19976 0 -3.933300\n",
" 19977 19978 19977 0 -3.978644\n",
" 19978 19979 19978 0 -3.978644\n",
" 19979 19980 19979 0 -3.978644\n",
" 19980 19981 19980 0 -3.978644\n",
" 19981 19982 19981 0 -3.978644\n",
" 19982 19983 19982 0 -3.978644\n",
" 19983 19984 19983 0 -3.739569\n",
" 19984 19985 19984 0 -3.739569\n",
" 19985 19986 19985 0 -3.739569\n",
" 19986 19987 19986 0 -3.739569\n",
" 19987 19988 19987 0 -3.819097\n",
" 19988 19989 19988 0 -3.819097\n",
" 19989 19990 19989 0 -3.819097\n",
" 19990 19991 19990 0 -3.819097\n",
" 19991 19992 19991 0 -3.819097\n",
" 19992 19993 19992 0 -3.819097\n",
" 19993 19994 19993 0 -3.819097\n",
" 19994 19995 19994 0 -3.819097\n",
" 19995 19996 19995 0 -3.945035\n",
" 19996 19997 19996 0 -3.945035\n",
" 19997 19998 19997 0 -3.945035\n",
" 19998 19999 19998 0 -3.945035\n",
" 19999 20000 19999 0 -3.979266\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 2 3 2 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 3 4 3 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 4 5 4 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 5 6 5 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 6 7 6 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 7 8 7 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 8 9 8 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 9 10 9 0 -0.832088 -1.558285 1.434056 -1.717200 0.428497 \n",
" 10 11 10 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 11 12 11 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 12 13 12 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 13 14 13 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 14 15 14 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 15 16 15 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 16 17 16 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 17 18 17 0 -1.097170 -2.329690 1.570602 -0.979344 0.610557 \n",
" 18 19 18 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 19 20 19 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 20 21 20 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 21 22 21 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 22 23 22 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 23 24 23 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 24 25 24 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 25 26 25 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 26 27 26 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 27 28 27 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 28 29 28 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" 29 30 29 0 -0.628823 -1.658182 0.862237 -1.402068 -0.016179 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 -5.710441 -0.597314 -1.996256 -2.712335 -4.516215 \n",
" 19971 19972 19971 0 -5.710441 -0.597314 -1.996256 -2.712335 -4.516215 \n",
" 19972 19973 19972 0 -5.696539 -0.413495 -2.025289 -2.342094 -5.166104 \n",
" 19973 19974 19973 0 -5.696539 -0.413495 -2.025289 -2.342094 -5.166104 \n",
" 19974 19975 19974 0 -5.696539 -0.413495 -2.025289 -2.342094 -5.166104 \n",
" 19975 19976 19975 0 -5.048628 -1.183074 -1.569091 -2.084623 -4.945788 \n",
" 19976 19977 19976 0 -5.048628 -1.183074 -1.569091 -2.084623 -4.945788 \n",
" 19977 19978 19977 0 -5.048628 -1.183074 -1.569091 -2.084623 -4.945788 \n",
" 19978 19979 19978 0 -5.048628 -1.183074 -1.569091 -2.084623 -4.945788 \n",
" 19979 19980 19979 0 -4.961431 -1.309854 -1.713959 -2.130349 -4.962301 \n",
" 19980 19981 19980 0 -5.310756 -1.261729 -2.414188 -2.704000 -4.936102 \n",
" 19981 19982 19981 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19982 19983 19982 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19983 19984 19983 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19984 19985 19984 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19985 19986 19985 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19986 19987 19986 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19987 19988 19987 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19988 19989 19988 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19989 19990 19989 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19990 19991 19990 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19991 19992 19991 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19992 19993 19992 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19993 19994 19993 0 -5.259688 -1.195873 -2.424801 -2.593193 -5.003436 \n",
" 19994 19995 19994 0 -4.701416 -1.240954 -2.169485 -2.550350 -5.034829 \n",
" 19995 19996 19995 0 -4.701416 -1.240954 -2.169485 -2.550350 -5.034829 \n",
" 19996 19997 19996 0 -4.701416 -1.240954 -2.169485 -2.550350 -5.034829 \n",
" 19997 19998 19997 0 -4.891120 -1.274948 -2.571815 -2.293323 -4.235223 \n",
" 19998 19999 19998 0 -4.891120 -1.274948 -2.571815 -2.293323 -4.235223 \n",
" 19999 20000 19999 0 -4.891120 -1.274948 -2.571815 -2.293323 -4.235223 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 2 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 3 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 4 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 5 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 6 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 7 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 8 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 9 -1.235172 -1.031468 ... -1.448442 0.666131 0.813843 -2.139322 \n",
" 10 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 11 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 12 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 13 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 14 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 15 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 16 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 17 0.393365 0.019399 ... -0.953929 1.084854 0.452130 -1.020194 \n",
" 18 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 19 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 20 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 21 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 22 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 23 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 24 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 25 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 26 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 27 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 28 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" 29 -0.222856 2.168471 ... -1.017987 0.053606 1.207061 -0.099327 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 -3.247261 -2.093157 ... -3.697524 -3.930158 -0.362983 -4.788526 \n",
" 19971 -3.247261 -2.093157 ... -3.697524 -3.930158 -0.362983 -4.788526 \n",
" 19972 -3.961330 -2.135168 ... -3.380366 -3.981374 -0.520007 -4.518581 \n",
" 19973 -3.961330 -2.135168 ... -3.380366 -3.981374 -0.520007 -4.518581 \n",
" 19974 -3.961330 -2.135168 ... -3.380366 -3.981374 -0.520007 -4.518581 \n",
" 19975 -4.009647 -2.174679 ... -2.867503 -4.085054 -1.193134 -4.500508 \n",
" 19976 -4.009647 -2.174679 ... -2.867503 -4.085054 -1.193134 -4.500508 \n",
" 19977 -4.009647 -2.174679 ... -2.867503 -4.085054 -1.193134 -4.500508 \n",
" 19978 -4.009647 -2.174679 ... -2.867503 -4.085054 -1.193134 -4.500508 \n",
" 19979 -3.485952 -1.858067 ... -3.240021 -4.702150 -1.299659 -5.132364 \n",
" 19980 -3.296691 -1.964760 ... -3.222048 -4.417299 -1.232044 -5.287052 \n",
" 19981 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19982 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19983 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19984 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19985 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19986 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19987 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19988 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19989 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19990 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19991 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19992 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19993 -3.658861 -1.655422 ... -3.150222 -4.353030 -1.069773 -5.041319 \n",
" 19994 -3.223102 -1.980052 ... -2.811965 -4.559611 -0.904364 -4.919940 \n",
" 19995 -3.223102 -1.980052 ... -2.811965 -4.559611 -0.904364 -4.919940 \n",
" 19996 -3.223102 -1.980052 ... -2.811965 -4.559611 -0.904364 -4.919940 \n",
" 19997 -3.000197 -2.244975 ... -3.334739 -4.167703 -0.988172 -4.572628 \n",
" 19998 -3.000197 -2.244975 ... -3.334739 -4.167703 -0.988172 -4.572628 \n",
" 19999 -3.000197 -2.244975 ... -3.334739 -4.167703 -0.988172 -4.572628 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 2 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 3 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 4 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 5 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 6 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 7 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 8 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 9 -0.942020 -0.872740 0.790704 1.165849 1.295396 -0.082714 \n",
" 10 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 11 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 12 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 13 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 14 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 15 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 16 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 17 -0.284658 -0.890298 0.906214 1.182214 -0.198872 -0.403440 \n",
" 18 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 19 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 20 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 21 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 22 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 23 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 24 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 25 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 26 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 27 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 28 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" 29 -0.553699 -1.793009 -0.020166 1.145910 -1.981318 -0.481072 \n",
" ... ... ... ... ... ... ... \n",
" 19970 -2.738747 -0.959422 -3.373299 -0.499352 -4.884872 -0.523492 \n",
" 19971 -2.738747 -0.959422 -3.373299 -0.499352 -4.884872 -0.523492 \n",
" 19972 -2.398359 -1.179635 -2.893918 0.037405 -4.455841 -0.454424 \n",
" 19973 -2.398359 -1.179635 -2.893918 0.037405 -4.455841 -0.454424 \n",
" 19974 -2.398359 -1.179635 -2.893918 0.037405 -4.455841 -0.454424 \n",
" 19975 -2.511034 -1.504419 -2.729129 -0.005134 -3.925637 -0.359672 \n",
" 19976 -2.511034 -1.504419 -2.729129 -0.005134 -3.925637 -0.359672 \n",
" 19977 -2.511034 -1.504419 -2.729129 -0.005134 -3.925637 -0.359672 \n",
" 19978 -2.511034 -1.504419 -2.729129 -0.005134 -3.925637 -0.359672 \n",
" 19979 -2.327055 -1.723072 -3.379174 -0.049117 -4.138730 -0.375384 \n",
" 19980 -2.411846 -1.372263 -3.213031 -0.321966 -3.679592 -0.838871 \n",
" 19981 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19982 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19983 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19984 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19985 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19986 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19987 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19988 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19989 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19990 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19991 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19992 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19993 -2.214316 -1.684894 -2.610269 -0.558205 -3.674866 -0.947045 \n",
" 19994 -2.751685 -1.883015 -2.729287 -0.721809 -3.482775 -0.559709 \n",
" 19995 -2.751685 -1.883015 -2.729287 -0.721809 -3.482775 -0.559709 \n",
" 19996 -2.751685 -1.883015 -2.729287 -0.721809 -3.482775 -0.559709 \n",
" 19997 -2.450888 -1.736659 -2.540526 -1.062494 -3.606352 -0.963752 \n",
" 19998 -2.450888 -1.736659 -2.540526 -1.062494 -3.606352 -0.963752 \n",
" 19999 -2.450888 -1.736659 -2.540526 -1.062494 -3.606352 -0.963752 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 1.000000\n",
" 1 2 1 0 1.000000\n",
" 2 3 2 0 1.000000\n",
" 3 4 3 0 1.000000\n",
" 4 5 4 0 0.899343\n",
" 5 6 5 0 0.899343\n",
" 6 7 6 0 0.666702\n",
" 7 8 7 0 0.666702\n",
" 8 9 8 0 0.666702\n",
" 9 10 9 0 0.672643\n",
" 10 11 10 0 0.672643\n",
" 11 12 11 0 0.429665\n",
" 12 13 12 0 0.429665\n",
" 13 14 13 0 0.429665\n",
" 14 15 14 0 0.429665\n",
" 15 16 15 0 0.141642\n",
" 16 17 16 0 0.119810\n",
" 17 18 17 0 0.408663\n",
" 18 19 18 0 0.124449\n",
" 19 20 19 0 0.144572\n",
" 20 21 20 0 0.144572\n",
" 21 22 21 0 0.144572\n",
" 22 23 22 0 0.144572\n",
" 23 24 23 0 0.144572\n",
" 24 25 24 0 0.144572\n",
" 25 26 25 0 0.325608\n",
" 26 27 26 0 0.325608\n",
" 27 28 27 0 0.325608\n",
" 28 29 28 0 0.200788\n",
" 29 30 29 0 0.255924\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 5.082197\n",
" 19971 19972 19971 0 5.082197\n",
" 19972 19973 19972 0 0.839026\n",
" 19973 19974 19973 0 0.839026\n",
" 19974 19975 19974 0 0.839026\n",
" 19975 19976 19975 0 1.777202\n",
" 19976 19977 19976 0 1.777202\n",
" 19977 19978 19977 0 1.091668\n",
" 19978 19979 19978 0 0.768480\n",
" 19979 19980 19979 0 0.768480\n",
" 19980 19981 19980 0 1.277942\n",
" 19981 19982 19981 0 1.277942\n",
" 19982 19983 19982 0 0.731477\n",
" 19983 19984 19983 0 2.617090\n",
" 19984 19985 19984 0 1.865275\n",
" 19985 19986 19985 0 1.865275\n",
" 19986 19987 19986 0 1.865275\n",
" 19987 19988 19987 0 2.141405\n",
" 19988 19989 19988 0 2.141405\n",
" 19989 19990 19989 0 9.653324\n",
" 19990 19991 19990 0 9.175134\n",
" 19991 19992 19991 0 9.175134\n",
" 19992 19993 19992 0 9.175134\n",
" 19993 19994 19993 0 1.499698\n",
" 19994 19995 19994 0 1.499698\n",
" 19995 19996 19995 0 1.499698\n",
" 19996 19997 19996 0 1.499698\n",
" 19997 19998 19997 0 0.925149\n",
" 19998 19999 19998 0 1.134458\n",
" 19999 20000 19999 0 0.861202\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 -0.106090\n",
" 5 6 5 0 -0.106090\n",
" 6 7 6 0 -0.405412\n",
" 7 8 7 0 -0.405412\n",
" 8 9 8 0 -0.405412\n",
" 9 10 9 0 -0.396540\n",
" 10 11 10 0 -0.396540\n",
" 11 12 11 0 -0.844750\n",
" 12 13 12 0 -0.844750\n",
" 13 14 13 0 -0.844750\n",
" 14 15 14 0 -0.844750\n",
" 15 16 15 0 -1.954455\n",
" 16 17 16 0 -2.121850\n",
" 17 18 17 0 -0.894866\n",
" 18 19 18 0 -2.083862\n",
" 19 20 19 0 -1.933976\n",
" 20 21 20 0 -1.933976\n",
" 21 22 21 0 -1.933976\n",
" 22 23 22 0 -1.933976\n",
" 23 24 23 0 -1.933976\n",
" 24 25 24 0 -1.933976\n",
" 25 26 25 0 -1.122061\n",
" 26 27 26 0 -1.122061\n",
" 27 28 27 0 -1.122061\n",
" 28 29 28 0 -1.605507\n",
" 29 30 29 0 -1.362874\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.625744\n",
" 19971 19972 19971 0 1.625744\n",
" 19972 19973 19972 0 -0.175513\n",
" 19973 19974 19973 0 -0.175513\n",
" 19974 19975 19974 0 -0.175513\n",
" 19975 19976 19975 0 0.575040\n",
" 19976 19977 19976 0 0.575040\n",
" 19977 19978 19977 0 0.087707\n",
" 19978 19979 19978 0 -0.263340\n",
" 19979 19980 19979 0 -0.263340\n",
" 19980 19981 19980 0 0.245251\n",
" 19981 19982 19981 0 0.245251\n",
" 19982 19983 19982 0 -0.312689\n",
" 19983 19984 19983 0 0.962063\n",
" 19984 19985 19984 0 0.623408\n",
" 19985 19986 19985 0 0.623408\n",
" 19986 19987 19986 0 0.623408\n",
" 19987 19988 19987 0 0.761462\n",
" 19988 19989 19988 0 0.761462\n",
" 19989 19990 19989 0 2.267302\n",
" 19990 19991 19990 0 2.216497\n",
" 19991 19992 19991 0 2.216497\n",
" 19992 19993 19992 0 2.216497\n",
" 19993 19994 19993 0 0.405264\n",
" 19994 19995 19994 0 0.405264\n",
" 19995 19996 19995 0 0.405264\n",
" 19996 19997 19996 0 0.405264\n",
" 19997 19998 19997 0 -0.077801\n",
" 19998 19999 19998 0 0.126155\n",
" 19999 20000 19999 0 -0.149427\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 2 3 2 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 3 4 3 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 4 5 4 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 5 6 5 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 6 7 6 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 7 8 7 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 8 9 8 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 9 10 9 0 0.435140 0.210497 4.195682 0.179568 1.534948 \n",
" 10 11 10 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 11 12 11 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 12 13 12 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 13 14 13 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 14 15 14 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 15 16 15 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 16 17 16 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 17 18 17 0 0.333814 0.097326 4.809544 0.375558 1.841456 \n",
" 18 19 18 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 19 20 19 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 20 21 20 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 21 22 21 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 22 23 22 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 23 24 23 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 24 25 24 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 25 26 25 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 26 27 26 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 27 28 27 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 28 29 28 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" 29 30 29 0 0.533219 0.190485 2.368452 0.246088 0.983951 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 0.003311 0.550288 0.135843 0.066382 0.010930 \n",
" 19971 19972 19971 0 0.003311 0.550288 0.135843 0.066382 0.010930 \n",
" 19972 19973 19972 0 0.003358 0.661335 0.131956 0.096126 0.005707 \n",
" 19973 19974 19973 0 0.003358 0.661335 0.131956 0.096126 0.005707 \n",
" 19974 19975 19974 0 0.003358 0.661335 0.131956 0.096126 0.005707 \n",
" 19975 19976 19975 0 0.006418 0.306336 0.208234 0.124354 0.007113 \n",
" 19976 19977 19976 0 0.006418 0.306336 0.208234 0.124354 0.007113 \n",
" 19977 19978 19977 0 0.006418 0.306336 0.208234 0.124354 0.007113 \n",
" 19978 19979 19978 0 0.006418 0.306336 0.208234 0.124354 0.007113 \n",
" 19979 19980 19979 0 0.007003 0.269859 0.180151 0.118796 0.006997 \n",
" 19980 19981 19980 0 0.004938 0.283164 0.089440 0.066937 0.007183 \n",
" 19981 19982 19981 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19982 19983 19982 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19983 19984 19983 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19984 19985 19984 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19985 19986 19985 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19986 19987 19986 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19987 19988 19987 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19988 19989 19988 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19989 19990 19989 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19990 19991 19990 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19991 19992 19991 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19992 19993 19992 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19993 19994 19993 0 0.005197 0.302440 0.088496 0.074781 0.006715 \n",
" 19994 19995 19994 0 0.009082 0.289108 0.114236 0.078054 0.006507 \n",
" 19995 19996 19995 0 0.009082 0.289108 0.114236 0.078054 0.006507 \n",
" 19996 19997 19996 0 0.009082 0.289108 0.114236 0.078054 0.006507 \n",
" 19997 19998 19997 0 0.007513 0.279446 0.076397 0.100930 0.014477 \n",
" 19998 19999 19998 0 0.007513 0.279446 0.076397 0.100930 0.014477 \n",
" 19999 20000 19999 0 0.007513 0.279446 0.076397 0.100930 0.014477 \n",
" \n",
" v__5 v__6 ... v__90 v__91 v__92 v__93 \\\n",
" 0 0.642442 0.642442 ... 0.253781 0.253781 0.253781 0.253781 \n",
" 1 0.284703 0.349028 ... 0.078066 0.023577 0.451881 0.389829 \n",
" 2 0.228138 0.279683 ... 0.064450 0.019464 0.373063 0.321834 \n",
" 3 0.142936 0.175230 ... 0.040380 0.012195 0.233736 0.201639 \n",
" 4 0.259394 0.318000 ... 0.100173 0.030253 0.579844 0.500220 \n",
" 5 0.259394 0.318000 ... 0.090173 0.027233 0.521959 0.450283 \n",
" 6 0.259394 0.318000 ... 0.099263 0.029978 0.574577 0.495676 \n",
" 7 0.152613 0.187093 ... 0.058401 0.017637 0.338049 0.291628 \n",
" 8 0.152613 0.187093 ... 0.058401 0.017637 0.338049 0.291628 \n",
" 9 0.214807 0.263339 ... 0.082201 0.024825 0.475813 0.410475 \n",
" 10 1.094745 0.753185 ... 0.158622 0.076019 0.331396 0.623930 \n",
" 11 1.025688 0.705674 ... 0.134156 0.064294 0.280280 0.527693 \n",
" 12 1.025688 0.705674 ... 0.149602 0.071697 0.312551 0.588449 \n",
" 13 1.025688 0.705674 ... 0.063909 0.030628 0.133519 0.251380 \n",
" 14 1.025688 0.705674 ... 0.095022 0.045539 0.198521 0.373763 \n",
" 15 0.626431 0.430985 ... 0.034782 0.016669 0.072668 0.136814 \n",
" 16 0.626431 0.430985 ... 0.034782 0.016669 0.072668 0.136814 \n",
" 17 0.363042 0.249773 ... 0.028343 0.013583 0.059215 0.111486 \n",
" 18 0.664613 7.262878 ... 0.063660 0.100277 0.370303 0.116847 \n",
" 19 1.273610 13.917987 ... 0.121993 0.192162 0.709619 0.223916 \n",
" 20 0.746352 8.156124 ... 0.067722 0.106674 0.393928 0.124302 \n",
" 21 1.763591 19.272492 ... 0.160023 0.252066 0.930831 0.293719 \n",
" 22 1.763591 19.272492 ... 0.160023 0.252066 0.930831 0.293719 \n",
" 23 0.626967 6.851488 ... 0.066991 0.105523 0.389676 0.122960 \n",
" 24 0.668839 7.309057 ... 0.068102 0.107273 0.396139 0.124999 \n",
" 25 0.668839 7.309057 ... 0.068102 0.107273 0.396139 0.124999 \n",
" 26 0.806320 8.811448 ... 0.082100 0.129323 0.477566 0.150693 \n",
" 27 0.806320 8.811448 ... 0.082100 0.129323 0.477566 0.150693 \n",
" 28 0.806320 8.811448 ... 0.149027 0.234744 0.866866 0.273535 \n",
" 29 0.806320 8.811448 ... 0.048285 0.076058 0.280868 0.088626 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 0.050725 0.160857 ... 0.042947 0.005708 0.492962 0.014496 \n",
" 19971 0.050725 0.160857 ... 0.016076 0.001977 0.157463 0.004192 \n",
" 19972 0.019515 0.121187 ... 0.019807 0.002370 0.128821 0.004028 \n",
" 19973 0.019515 0.121187 ... 0.019807 0.002370 0.128821 0.004028 \n",
" 19974 0.019515 0.121187 ... 0.017303 0.002070 0.112534 0.003519 \n",
" 19975 0.018594 0.116492 ... 0.015459 0.002108 0.057405 0.003172 \n",
" 19976 0.035978 0.225398 ... 0.035265 0.004809 0.130953 0.007237 \n",
" 19977 0.033447 0.209542 ... 0.026598 0.003627 0.098767 0.005458 \n",
" 19978 0.020296 0.127152 ... 0.063068 0.008601 0.234193 0.012942 \n",
" 19979 0.034265 0.174513 ... 0.044813 0.002199 0.081607 0.002077 \n",
" 19980 0.041404 0.156852 ... 0.041170 0.001884 0.087316 0.002761 \n",
" 19981 0.028824 0.213715 ... 0.050161 0.002409 0.102699 0.002944 \n",
" 19982 0.021289 0.157845 ... 0.029159 0.001433 0.062621 0.001850 \n",
" 19983 0.054172 0.401657 ... 0.056543 0.002499 0.097628 0.002515 \n",
" 19984 0.054172 0.401657 ... 0.056543 0.002499 0.097628 0.002515 \n",
" 19985 0.054172 0.401657 ... 0.052354 0.002314 0.090395 0.002328 \n",
" 19986 0.039433 0.292373 ... 0.090085 0.004100 0.165228 0.004421 \n",
" 19987 0.023860 0.176910 ... 0.026812 0.001220 0.049176 0.001316 \n",
" 19988 0.023860 0.176910 ... 0.034122 0.001707 0.075951 0.002295 \n",
" 19989 0.023860 0.176910 ... 0.034122 0.001707 0.075951 0.002295 \n",
" 19990 0.023860 0.176910 ... 0.036477 0.001873 0.085661 0.002677 \n",
" 19991 0.022115 0.163973 ... 0.023451 0.001204 0.055071 0.001721 \n",
" 19992 0.022115 0.163973 ... 0.023451 0.001204 0.055071 0.001721 \n",
" 19993 0.026326 0.195195 ... 0.019839 0.001019 0.046589 0.001456 \n",
" 19994 0.040704 0.141086 ... 0.047064 0.004090 0.170055 0.003088 \n",
" 19995 0.040704 0.141086 ... 0.050383 0.004496 0.192282 0.003614 \n",
" 19996 0.055392 0.191998 ... 0.068564 0.006119 0.261668 0.004918 \n",
" 19997 0.069223 0.147313 ... 0.031833 0.002976 0.082700 0.002501 \n",
" 19998 0.040140 0.085422 ... 0.033020 0.003087 0.085783 0.002594 \n",
" 19999 0.072975 0.155297 ... 0.055917 0.005085 0.137221 0.004004 \n",
" \n",
" v__94 v__95 v__96 v__97 v__98 v__99 \n",
" 0 0.253781 0.183030 0.183030 0.183030 0.183030 0.183030 \n",
" 1 0.047046 0.087243 0.346128 0.304072 0.208955 0.039594 \n",
" 2 0.038840 0.153749 0.609984 0.535867 0.368242 0.069776 \n",
" 3 0.024335 0.146149 0.579830 0.509377 0.350038 0.066327 \n",
" 4 0.060369 0.133325 0.528954 0.464682 0.319325 0.060507 \n",
" 5 0.054342 0.120015 0.476148 0.418293 0.287447 0.054467 \n",
" 6 0.059821 0.132114 0.524148 0.460461 0.316424 0.059958 \n",
" 7 0.035195 0.132114 0.524148 0.460461 0.316424 0.059958 \n",
" 8 0.035195 0.132114 0.524148 0.460461 0.316424 0.059958 \n",
" 9 0.049538 0.214243 0.849987 0.746708 0.513130 0.097230 \n",
" 10 0.081228 0.155459 0.190748 0.759028 0.575960 0.095538 \n",
" 11 0.068699 0.140333 0.172188 0.685173 0.519918 0.086242 \n",
" 12 0.076608 0.156490 0.192013 0.764062 0.579780 0.096172 \n",
" 13 0.032726 0.066851 0.082026 0.326400 0.247677 0.041084 \n",
" 14 0.048659 0.099397 0.121960 0.485305 0.368256 0.061085 \n",
" 15 0.017811 0.057379 0.070404 0.280154 0.212585 0.035263 \n",
" 16 0.017811 0.057379 0.070404 0.280154 0.212585 0.035263 \n",
" 17 0.014514 0.080679 0.098993 0.393915 0.298907 0.049582 \n",
" 18 0.040016 0.064726 0.014439 0.329356 0.102623 0.017430 \n",
" 19 0.076683 0.057335 0.012790 0.291747 0.090905 0.015440 \n",
" 20 0.042569 0.054313 0.012116 0.276370 0.086113 0.014626 \n",
" 21 0.100588 0.054313 0.012116 0.276370 0.086113 0.014626 \n",
" 22 0.100588 0.054313 0.012116 0.276370 0.086113 0.014626 \n",
" 23 0.042109 0.063957 0.014267 0.325444 0.101404 0.017223 \n",
" 24 0.042808 0.036537 0.008150 0.185918 0.057930 0.009839 \n",
" 25 0.042808 0.036537 0.008150 0.185918 0.057930 0.009839 \n",
" 26 0.051607 0.036537 0.008150 0.185918 0.057930 0.009839 \n",
" 27 0.051607 0.036537 0.008150 0.185918 0.057930 0.009839 \n",
" 28 0.093675 0.066321 0.014795 0.337474 0.105153 0.017860 \n",
" 29 0.030351 0.021488 0.004794 0.109343 0.034070 0.005787 \n",
" ... ... ... ... ... ... ... \n",
" 19970 0.020112 0.214045 0.002819 0.233581 0.013636 0.169084 \n",
" 19971 0.004610 0.075530 0.000921 0.070596 0.003800 0.036533 \n",
" 19972 0.007283 0.094877 0.001730 0.154252 0.008201 0.045102 \n",
" 19973 0.007283 0.094877 0.001730 0.154252 0.008201 0.045102 \n",
" 19974 0.006362 0.082881 0.001511 0.134749 0.007164 0.039399 \n",
" 19975 0.010626 0.091118 0.002568 0.129137 0.008447 0.028473 \n",
" 19976 0.024240 0.107429 0.003028 0.152252 0.009959 0.033570 \n",
" 19977 0.018282 0.087155 0.002457 0.123520 0.008080 0.027235 \n",
" 19978 0.043350 0.340567 0.009600 0.482667 0.031572 0.106423 \n",
" 19979 0.004786 0.169387 0.003189 0.154535 0.004443 0.011713 \n",
" 19980 0.004873 0.106559 0.005048 0.117633 0.005246 0.016636 \n",
" 19981 0.005236 0.095634 0.005072 0.092882 0.009586 0.012169 \n",
" 19982 0.003528 0.081153 0.004405 0.082583 0.008734 0.011971 \n",
" 19983 0.003484 0.058894 0.002874 0.048430 0.004581 0.004424 \n",
" 19984 0.003484 0.058894 0.002874 0.048430 0.004581 0.004424 \n",
" 19985 0.003226 0.054530 0.002661 0.044841 0.004242 0.004096 \n",
" 19986 0.006692 0.131833 0.006626 0.114998 0.011219 0.011938 \n",
" 19987 0.001992 0.074171 0.003728 0.064700 0.006312 0.006716 \n",
" 19988 0.004613 0.101445 0.005604 0.106907 0.011515 0.016717 \n",
" 19989 0.004613 0.101445 0.005604 0.106907 0.011515 0.016717 \n",
" 19990 0.005820 0.110630 0.006274 0.122850 0.013600 0.021516 \n",
" 19991 0.003741 0.079432 0.004504 0.088206 0.009765 0.015448 \n",
" 19992 0.003741 0.079432 0.004504 0.088206 0.009765 0.015448 \n",
" 19993 0.003165 0.056449 0.003201 0.062685 0.006940 0.010979 \n",
" 19994 0.007774 0.305134 0.012464 0.149759 0.015084 0.014253 \n",
" 19995 0.009856 0.333366 0.013986 0.172595 0.017878 0.018442 \n",
" 19996 0.013413 0.247646 0.010390 0.128214 0.013281 0.013700 \n",
" 19997 0.002733 0.056821 0.003156 0.031342 0.005513 0.005451 \n",
" 19998 0.002835 0.101643 0.005645 0.056066 0.009861 0.009750 \n",
" 19999 0.004025 0.170052 0.009185 0.088722 0.015156 0.013676 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Richness': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.518081\n",
" 1 2 1 0 0.892090\n",
" 2 3 2 0 0.892090\n",
" 3 4 3 0 0.892090\n",
" 4 5 4 0 0.941880\n",
" 5 6 5 0 0.941880\n",
" 6 7 6 0 0.941880\n",
" 7 8 7 0 0.941880\n",
" 8 9 8 0 0.164687\n",
" 9 10 9 0 0.164687\n",
" 10 11 10 0 0.164687\n",
" 11 12 11 0 0.136155\n",
" 12 13 12 0 0.136155\n",
" 13 14 13 0 0.136155\n",
" 14 15 14 0 0.136155\n",
" 15 16 15 0 0.136155\n",
" 16 17 16 0 0.136155\n",
" 17 18 17 0 0.136155\n",
" 18 19 18 0 0.136155\n",
" 19 20 19 0 0.099359\n",
" 20 21 20 0 0.099359\n",
" 21 22 21 0 0.099359\n",
" 22 23 22 0 -0.071666\n",
" 23 24 23 0 -0.071666\n",
" 24 25 24 0 -0.071666\n",
" 25 26 25 0 0.304668\n",
" 26 27 26 0 0.304668\n",
" 27 28 27 0 0.304668\n",
" 28 29 28 0 0.026149\n",
" 29 30 29 0 0.026149\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.349269\n",
" 19971 19972 19971 0 -0.282166\n",
" 19972 19973 19972 0 -0.295324\n",
" 19973 19974 19973 0 -0.295324\n",
" 19974 19975 19974 0 -0.295324\n",
" 19975 19976 19975 0 -0.295324\n",
" 19976 19977 19976 0 -0.295324\n",
" 19977 19978 19977 0 -0.295324\n",
" 19978 19979 19978 0 -0.295324\n",
" 19979 19980 19979 0 -0.329828\n",
" 19980 19981 19980 0 -0.329828\n",
" 19981 19982 19981 0 -0.329828\n",
" 19982 19983 19982 0 -0.329828\n",
" 19983 19984 19983 0 -0.329828\n",
" 19984 19985 19984 0 -0.329828\n",
" 19985 19986 19985 0 -0.225863\n",
" 19986 19987 19986 0 -0.225863\n",
" 19987 19988 19987 0 -0.225863\n",
" 19988 19989 19988 0 -0.225863\n",
" 19989 19990 19989 0 -0.225863\n",
" 19990 19991 19990 0 -0.168174\n",
" 19991 19992 19991 0 -0.168174\n",
" 19992 19993 19992 0 -0.168174\n",
" 19993 19994 19993 0 -0.355584\n",
" 19994 19995 19994 0 -0.250901\n",
" 19995 19996 19995 0 -0.250901\n",
" 19996 19997 19996 0 -0.250901\n",
" 19997 19998 19997 0 -0.254515\n",
" 19998 19999 19998 0 -0.254515\n",
" 19999 20000 19999 0 -0.327098\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 1.405635\n",
" 1 2 1 0 0.274102\n",
" 2 3 2 0 -0.787438\n",
" 3 4 3 0 -0.861770\n",
" 4 5 4 0 -0.809077\n",
" 5 6 5 0 -0.707415\n",
" 6 7 6 0 -1.289824\n",
" 7 8 7 0 -2.146272\n",
" 8 9 8 0 -1.093961\n",
" 9 10 9 0 -0.703597\n",
" 10 11 10 0 -1.369900\n",
" 11 12 11 0 0.305644\n",
" 12 13 12 0 1.903325\n",
" 13 14 13 0 0.634353\n",
" 14 15 14 0 0.034605\n",
" 15 16 15 0 -0.130435\n",
" 16 17 16 0 -0.407096\n",
" 17 18 17 0 -0.152315\n",
" 18 19 18 0 -0.378382\n",
" 19 20 19 0 0.107625\n",
" 20 21 20 0 1.420157\n",
" 21 22 21 0 1.348865\n",
" 22 23 22 0 2.084606\n",
" 23 24 23 0 2.084606\n",
" 24 25 24 0 1.082954\n",
" 25 26 25 0 0.966040\n",
" 26 27 26 0 0.966040\n",
" 27 28 27 0 0.966040\n",
" 28 29 28 0 0.966040\n",
" 29 30 29 0 0.041700\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 2.293857\n",
" 19971 19972 19971 0 2.353906\n",
" 19972 19973 19972 0 2.341100\n",
" 19973 19974 19973 0 2.341100\n",
" 19974 19975 19974 0 2.341100\n",
" 19975 19976 19975 0 2.341100\n",
" 19976 19977 19976 0 2.160537\n",
" 19977 19978 19977 0 2.196729\n",
" 19978 19979 19978 0 2.196729\n",
" 19979 19980 19979 0 2.196729\n",
" 19980 19981 19980 0 2.196729\n",
" 19981 19982 19981 0 2.196729\n",
" 19982 19983 19982 0 2.196729\n",
" 19983 19984 19983 0 2.101453\n",
" 19984 19985 19984 0 2.101453\n",
" 19985 19986 19985 0 2.074936\n",
" 19986 19987 19986 0 2.103925\n",
" 19987 19988 19987 0 2.103925\n",
" 19988 19989 19988 0 2.103925\n",
" 19989 19990 19989 0 2.103925\n",
" 19990 19991 19990 0 2.103925\n",
" 19991 19992 19991 0 2.103925\n",
" 19992 19993 19992 0 2.206452\n",
" 19993 19994 19993 0 2.206452\n",
" 19994 19995 19994 0 2.206452\n",
" 19995 19996 19995 0 1.963742\n",
" 19996 19997 19996 0 1.925001\n",
" 19997 19998 19997 0 2.243287\n",
" 19998 19999 19998 0 2.328104\n",
" 19999 20000 19999 0 2.115105\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 0.096830\n",
" 1 2 1 0 0.780738\n",
" 2 3 2 0 0.780738\n",
" 3 4 3 0 0.780738\n",
" 4 5 4 0 0.779652\n",
" 5 6 5 0 0.779652\n",
" 6 7 6 0 0.810232\n",
" 7 8 7 0 0.810232\n",
" 8 9 8 0 0.810232\n",
" 9 10 9 0 1.741527\n",
" 10 11 10 0 1.741527\n",
" 11 12 11 0 1.741527\n",
" 12 13 12 0 1.741527\n",
" 13 14 13 0 1.733202\n",
" 14 15 14 0 1.733202\n",
" 15 16 15 0 1.733202\n",
" 16 17 16 0 1.733202\n",
" 17 18 17 0 1.733202\n",
" 18 19 18 0 1.733202\n",
" 19 20 19 0 1.866487\n",
" 20 21 20 0 1.654527\n",
" 21 22 21 0 1.654527\n",
" 22 23 22 0 1.654527\n",
" 23 24 23 0 1.557698\n",
" 24 25 24 0 1.557698\n",
" 25 26 25 0 1.557698\n",
" 26 27 26 0 0.996984\n",
" 27 28 27 0 1.595508\n",
" 28 29 28 0 1.595508\n",
" 29 30 29 0 1.595508\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.196493\n",
" 19971 19972 19971 0 0.196493\n",
" 19972 19973 19972 0 0.196493\n",
" 19973 19974 19973 0 0.196493\n",
" 19974 19975 19974 0 0.196493\n",
" 19975 19976 19975 0 0.196493\n",
" 19976 19977 19976 0 0.196493\n",
" 19977 19978 19977 0 0.196493\n",
" 19978 19979 19978 0 0.196493\n",
" 19979 19980 19979 0 0.196493\n",
" 19980 19981 19980 0 0.196493\n",
" 19981 19982 19981 0 0.196493\n",
" 19982 19983 19982 0 0.196493\n",
" 19983 19984 19983 0 0.261612\n",
" 19984 19985 19984 0 0.261612\n",
" 19985 19986 19985 0 0.261612\n",
" 19986 19987 19986 0 0.261612\n",
" 19987 19988 19987 0 0.261612\n",
" 19988 19989 19988 0 0.261612\n",
" 19989 19990 19989 0 0.261612\n",
" 19990 19991 19990 0 0.261612\n",
" 19991 19992 19991 0 0.195531\n",
" 19992 19993 19992 0 0.195531\n",
" 19993 19994 19993 0 0.195531\n",
" 19994 19995 19994 0 0.198921\n",
" 19995 19996 19995 0 0.226178\n",
" 19996 19997 19996 0 0.145711\n",
" 19997 19998 19997 0 0.263706\n",
" 19998 19999 19998 0 0.130502\n",
" 19999 20000 19999 0 0.167704\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 0.000000 0.000000\n",
" 1 2 1 0 0.485168 0.061661\n",
" 2 3 2 0 0.911510 0.655798\n",
" 3 4 3 0 0.911510 0.655798\n",
" 4 5 4 0 0.911510 0.655798\n",
" 5 6 5 0 0.911510 0.655798\n",
" 6 7 6 0 1.523199 0.783413\n",
" 7 8 7 0 1.523199 0.783413\n",
" 8 9 8 0 1.523199 0.783413\n",
" 9 10 9 0 1.523199 0.783413\n",
" 10 11 10 0 0.520049 1.731483\n",
" 11 12 11 0 0.520049 1.731483\n",
" 12 13 12 0 0.520049 1.731483\n",
" 13 14 13 0 0.520049 1.731483\n",
" 14 15 14 0 0.520049 1.731483\n",
" 15 16 15 0 0.520049 1.731483\n",
" 16 17 16 0 0.520049 1.731483\n",
" 17 18 17 0 0.520049 1.731483\n",
" 18 19 18 0 0.520049 1.731483\n",
" 19 20 19 0 0.520049 1.731483\n",
" 20 21 20 0 0.520049 1.731483\n",
" 21 22 21 0 0.520049 1.731483\n",
" 22 23 22 0 0.520049 1.731483\n",
" 23 24 23 0 0.520049 1.731483\n",
" 24 25 24 0 0.520049 1.731483\n",
" 25 26 25 0 0.851983 2.425557\n",
" 26 27 26 0 0.851983 2.425557\n",
" 27 28 27 0 0.851983 2.425557\n",
" 28 29 28 0 0.851983 2.425557\n",
" 29 30 29 0 0.851983 2.425557\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.206078 -0.093430\n",
" 19971 19972 19971 0 -0.206078 -0.093430\n",
" 19972 19973 19972 0 -0.170561 -0.066487\n",
" 19973 19974 19973 0 -0.170561 -0.066487\n",
" 19974 19975 19974 0 -0.170561 -0.066487\n",
" 19975 19976 19975 0 -0.170561 -0.066487\n",
" 19976 19977 19976 0 -0.253457 0.069915\n",
" 19977 19978 19977 0 -0.232009 -0.014729\n",
" 19978 19979 19978 0 -0.232009 -0.014729\n",
" 19979 19980 19979 0 -0.232009 -0.014729\n",
" 19980 19981 19980 0 -0.232009 -0.014729\n",
" 19981 19982 19981 0 -0.114000 0.021395\n",
" 19982 19983 19982 0 -0.114000 0.021395\n",
" 19983 19984 19983 0 -0.114000 0.021395\n",
" 19984 19985 19984 0 -0.114000 0.021395\n",
" 19985 19986 19985 0 -0.206196 -0.017759\n",
" 19986 19987 19986 0 -0.206196 -0.017759\n",
" 19987 19988 19987 0 -0.206196 -0.017759\n",
" 19988 19989 19988 0 -0.206196 -0.017759\n",
" 19989 19990 19989 0 -0.263643 0.063745\n",
" 19990 19991 19990 0 -0.262463 -0.073993\n",
" 19991 19992 19991 0 -0.262463 -0.073993\n",
" 19992 19993 19992 0 -0.262463 -0.073993\n",
" 19993 19994 19993 0 -0.275731 -0.029152\n",
" 19994 19995 19994 0 -0.275731 -0.029152\n",
" 19995 19996 19995 0 -0.275731 -0.029152\n",
" 19996 19997 19996 0 -0.204285 -0.060020\n",
" 19997 19998 19997 0 -0.171257 -0.001879\n",
" 19998 19999 19998 0 -0.171257 -0.001879\n",
" 19999 20000 19999 0 -0.171257 -0.001879\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 52.739300\n",
" 1 2 1 0 52.739300\n",
" 2 3 2 0 59.763326\n",
" 3 4 3 0 40.694107\n",
" 4 5 4 0 37.069027\n",
" 5 6 5 0 29.379032\n",
" 6 7 6 0 26.491816\n",
" 7 8 7 0 26.491816\n",
" 8 9 8 0 26.491816\n",
" 9 10 9 0 22.994234\n",
" 10 11 10 0 22.994234\n",
" 11 12 11 0 19.586819\n",
" 12 13 12 0 10.469006\n",
" 13 14 13 0 10.046773\n",
" 14 15 14 0 10.046773\n",
" 15 16 15 0 10.046773\n",
" 16 17 16 0 10.046773\n",
" 17 18 17 0 6.844987\n",
" 18 19 18 0 6.844987\n",
" 19 20 19 0 6.844987\n",
" 20 21 20 0 6.844987\n",
" 21 22 21 0 6.844987\n",
" 22 23 22 0 6.844987\n",
" 23 24 23 0 6.844987\n",
" 24 25 24 0 6.844987\n",
" 25 26 25 0 6.844987\n",
" 26 27 26 0 6.844987\n",
" 27 28 27 0 6.286476\n",
" 28 29 28 0 6.286476\n",
" 29 30 29 0 6.286476\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.466083\n",
" 19971 19972 19971 0 0.466083\n",
" 19972 19973 19972 0 0.466083\n",
" 19973 19974 19973 0 0.466083\n",
" 19974 19975 19974 0 0.466083\n",
" 19975 19976 19975 0 0.304359\n",
" 19976 19977 19976 0 0.304359\n",
" 19977 19978 19977 0 0.304359\n",
" 19978 19979 19978 0 0.304359\n",
" 19979 19980 19979 0 0.304359\n",
" 19980 19981 19980 0 0.304359\n",
" 19981 19982 19981 0 0.135915\n",
" 19982 19983 19982 0 0.135915\n",
" 19983 19984 19983 0 0.128020\n",
" 19984 19985 19984 0 0.128020\n",
" 19985 19986 19985 0 0.152493\n",
" 19986 19987 19986 0 0.152493\n",
" 19987 19988 19987 0 0.152493\n",
" 19988 19989 19988 0 0.152493\n",
" 19989 19990 19989 0 0.152493\n",
" 19990 19991 19990 0 0.200460\n",
" 19991 19992 19991 0 0.200460\n",
" 19992 19993 19992 0 0.200460\n",
" 19993 19994 19993 0 0.200460\n",
" 19994 19995 19994 0 0.200460\n",
" 19995 19996 19995 0 0.199138\n",
" 19996 19997 19996 0 0.304217\n",
" 19997 19998 19997 0 0.634843\n",
" 19998 19999 19998 0 0.634843\n",
" 19999 20000 19999 0 0.634843\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.109682\n",
" 1 2 1 0 0.109682\n",
" 2 3 2 0 0.395613\n",
" 3 4 3 0 -0.376625\n",
" 4 5 4 0 -0.529257\n",
" 5 6 5 0 -0.877046\n",
" 6 7 6 0 -1.020561\n",
" 7 8 7 0 -1.020561\n",
" 8 9 8 0 -1.020561\n",
" 9 10 9 0 -1.208637\n",
" 10 11 10 0 -1.208637\n",
" 11 12 11 0 -1.412321\n",
" 12 13 12 0 -2.146166\n",
" 13 14 13 0 -2.192038\n",
" 14 15 14 0 -2.192038\n",
" 15 16 15 0 -2.192038\n",
" 16 17 16 0 -2.192038\n",
" 17 18 17 0 -2.610748\n",
" 18 19 18 0 -2.610748\n",
" 19 20 19 0 -2.610748\n",
" 20 21 20 0 -2.610748\n",
" 21 22 21 0 -2.610748\n",
" 22 23 22 0 -2.610748\n",
" 23 24 23 0 -2.610748\n",
" 24 25 24 0 -2.610748\n",
" 25 26 25 0 -2.610748\n",
" 26 27 26 0 -2.610748\n",
" 27 28 27 0 -2.701842\n",
" 28 29 28 0 -2.701842\n",
" 29 30 29 0 -2.701842\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.363890\n",
" 19971 19972 19971 0 -5.363890\n",
" 19972 19973 19972 0 -5.363890\n",
" 19973 19974 19973 0 -5.363890\n",
" 19974 19975 19974 0 -5.363890\n",
" 19975 19976 19975 0 -5.791670\n",
" 19976 19977 19976 0 -5.791670\n",
" 19977 19978 19977 0 -5.791670\n",
" 19978 19979 19978 0 -5.791670\n",
" 19979 19980 19979 0 -5.791670\n",
" 19980 19981 19980 0 -5.791670\n",
" 19981 19982 19981 0 -6.599534\n",
" 19982 19983 19982 0 -6.599534\n",
" 19983 19984 19983 0 -6.659460\n",
" 19984 19985 19984 0 -6.659460\n",
" 19985 19986 19985 0 -6.484280\n",
" 19986 19987 19986 0 -6.484280\n",
" 19987 19988 19987 0 -6.484280\n",
" 19988 19989 19988 0 -6.484280\n",
" 19989 19990 19989 0 -6.484280\n",
" 19990 19991 19990 0 -6.210306\n",
" 19991 19992 19991 0 -6.210306\n",
" 19992 19993 19992 0 -6.210306\n",
" 19993 19994 19993 0 -6.210306\n",
" 19994 19995 19994 0 -6.210306\n",
" 19995 19996 19995 0 -6.216932\n",
" 19996 19997 19996 0 -5.792136\n",
" 19997 19998 19997 0 -5.053179\n",
" 19998 19999 19998 0 -5.053179\n",
" 19999 20000 19999 0 -5.053179\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 -0.059624 -0.686493 0.316031 -0.541818 0.741770\n",
" 1 2 1 0 0.270494 -1.499565 1.038670 -0.326646 0.604566\n",
" 2 3 2 0 -0.317563 -1.780837 -0.725569 0.128127 -0.423534\n",
" 3 4 3 0 -0.576804 -0.865768 -0.526454 -0.653206 1.408859\n",
" 4 5 4 0 0.843675 -2.031019 0.837042 0.598125 1.443658\n",
" 5 6 5 0 0.400517 -2.982454 -0.360391 -0.483591 0.569705\n",
" 6 7 6 0 -0.612298 -1.676771 -0.983101 1.512762 1.690510\n",
" 7 8 7 0 -1.545103 1.977228 -1.041929 1.726539 1.584855\n",
" 8 9 8 0 -2.444055 1.655011 0.183220 0.405528 1.853616\n",
" 9 10 9 0 -2.486218 1.570545 0.697732 3.183816 1.607153\n",
" 10 11 10 0 -2.486218 1.570545 0.697732 3.183816 1.607153\n",
" 11 12 11 0 -2.359710 0.712020 1.455649 5.604408 2.063742\n",
" 12 13 12 0 -2.699245 1.344068 -0.082802 6.463929 1.742952\n",
" 13 14 13 0 -2.562532 2.896197 1.214702 6.826574 1.510093\n",
" 14 15 14 0 -2.946636 3.647098 1.173154 6.967659 0.286087\n",
" 15 16 15 0 -3.643966 2.953254 0.593654 6.887532 1.527489\n",
" 16 17 16 0 -1.895321 2.724325 2.805837 8.010454 1.570789\n",
" 17 18 17 0 0.799269 1.887094 2.546192 8.138469 0.686400\n",
" 18 19 18 0 0.799269 1.887094 2.546192 8.138469 0.686400\n",
" 19 20 19 0 0.799269 1.887094 2.546192 8.138469 0.686400\n",
" 20 21 20 0 0.799269 1.887094 2.546192 8.138469 0.686400\n",
" 21 22 21 0 0.799269 1.887094 2.546192 8.138469 0.686400\n",
" 22 23 22 0 0.294516 3.674387 2.205146 6.818081 1.691861\n",
" 23 24 23 0 2.025051 3.122427 1.567607 6.240537 1.891218\n",
" 24 25 24 0 2.025051 3.122427 1.567607 6.240537 1.891218\n",
" 25 26 25 0 1.996033 2.049507 0.792921 6.403011 1.228698\n",
" 26 27 26 0 1.429865 3.091170 1.399274 4.801831 0.820442\n",
" 27 28 27 0 2.590188 2.268974 0.929941 2.598129 1.624975\n",
" 28 29 28 0 2.590188 2.268974 0.929941 2.598129 1.624975\n",
" 29 30 29 0 2.590188 2.268974 0.929941 2.598129 1.624975\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 2.199252 1.951214 2.185073 2.036471 2.352992\n",
" 19971 19972 19971 0 2.199252 1.951214 2.185073 2.036471 2.352992\n",
" 19972 19973 19972 0 2.199252 1.951214 2.185073 2.036471 2.352992\n",
" 19973 19974 19973 0 2.228284 1.946257 2.189178 2.029630 2.346154\n",
" 19974 19975 19974 0 2.228284 1.946257 2.189178 2.029630 2.346154\n",
" 19975 19976 19975 0 2.215063 1.955441 2.175921 2.044313 2.337673\n",
" 19976 19977 19976 0 2.211664 1.965282 2.181814 2.046990 2.351528\n",
" 19977 19978 19977 0 2.211664 1.965282 2.181814 2.046990 2.351528\n",
" 19978 19979 19978 0 2.211638 1.952622 2.178711 2.050692 2.361024\n",
" 19979 19980 19979 0 2.211638 1.952622 2.178711 2.050692 2.361024\n",
" 19980 19981 19980 0 2.211638 1.952622 2.178711 2.050692 2.361024\n",
" 19981 19982 19981 0 2.211638 1.952622 2.178711 2.050692 2.361024\n",
" 19982 19983 19982 0 2.216709 1.957125 2.177345 2.031720 2.364504\n",
" 19983 19984 19983 0 2.216709 1.957125 2.177345 2.031720 2.364504\n",
" 19984 19985 19984 0 2.216709 1.957125 2.177345 2.031720 2.364504\n",
" 19985 19986 19985 0 2.198964 1.953068 2.188541 2.053871 2.383216\n",
" 19986 19987 19986 0 2.195515 1.946118 2.195429 2.039131 2.380813\n",
" 19987 19988 19987 0 2.196959 1.947339 2.185922 2.033397 2.380849\n",
" 19988 19989 19988 0 2.196959 1.947339 2.185922 2.033397 2.380849\n",
" 19989 19990 19989 0 2.196959 1.947339 2.185922 2.033397 2.380849\n",
" 19990 19991 19990 0 2.196959 1.947339 2.185922 2.033397 2.380849\n",
" 19991 19992 19991 0 2.168076 1.957837 2.178450 2.015537 2.370001\n",
" 19992 19993 19992 0 2.168076 1.957837 2.178450 2.015537 2.370001\n",
" 19993 19994 19993 0 2.172536 1.947989 2.164043 1.998847 2.367878\n",
" 19994 19995 19994 0 2.174311 1.946016 2.179829 1.997312 2.368464\n",
" 19995 19996 19995 0 2.174311 1.946016 2.179829 1.997312 2.368464\n",
" 19996 19997 19996 0 2.161375 1.949117 2.148571 2.009488 2.366669\n",
" 19997 19998 19997 0 2.158618 1.961737 2.152778 2.009052 2.371892\n",
" 19998 19999 19998 0 2.158618 1.961737 2.152778 2.009052 2.371892\n",
" 19999 20000 19999 0 2.158618 1.961737 2.152778 2.009052 2.371892\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.000889\n",
" 19971 19972 19971 0 -0.000889\n",
" 19972 19973 19972 0 -0.000889\n",
" 19973 19974 19973 0 -0.000889\n",
" 19974 19975 19974 0 -0.000889\n",
" 19975 19976 19975 0 -0.001291\n",
" 19976 19977 19976 0 -0.000148\n",
" 19977 19978 19977 0 -0.000148\n",
" 19978 19979 19978 0 -0.000148\n",
" 19979 19980 19979 0 -0.001163\n",
" 19980 19981 19980 0 -0.001163\n",
" 19981 19982 19981 0 -0.001163\n",
" 19982 19983 19982 0 -0.001163\n",
" 19983 19984 19983 0 -0.001730\n",
" 19984 19985 19984 0 -0.001730\n",
" 19985 19986 19985 0 -0.001730\n",
" 19986 19987 19986 0 -0.001730\n",
" 19987 19988 19987 0 -0.001730\n",
" 19988 19989 19988 0 -0.001730\n",
" 19989 19990 19989 0 -0.001730\n",
" 19990 19991 19990 0 -0.001295\n",
" 19991 19992 19991 0 -0.001295\n",
" 19992 19993 19992 0 -0.001295\n",
" 19993 19994 19993 0 -0.001295\n",
" 19994 19995 19994 0 -0.001271\n",
" 19995 19996 19995 0 -0.001271\n",
" 19996 19997 19996 0 -0.001271\n",
" 19997 19998 19997 0 -0.001271\n",
" 19998 19999 19998 0 -0.001180\n",
" 19999 20000 19999 0 -0.001180\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 50.000000\n",
" 2 3 2 0 50.000000\n",
" 3 4 3 0 50.000000\n",
" 4 5 4 0 50.000000\n",
" 5 6 5 0 50.000000\n",
" 6 7 6 0 50.000000\n",
" 7 8 7 0 50.000000\n",
" 8 9 8 0 50.000000\n",
" 9 10 9 0 19.703143\n",
" 10 11 10 0 19.703143\n",
" 11 12 11 0 19.703143\n",
" 12 13 12 0 8.220291\n",
" 13 14 13 0 8.220291\n",
" 14 15 14 0 8.220291\n",
" 15 16 15 0 8.220291\n",
" 16 17 16 0 6.950955\n",
" 17 18 17 0 3.634676\n",
" 18 19 18 0 3.634676\n",
" 19 20 19 0 3.634676\n",
" 20 21 20 0 3.634676\n",
" 21 22 21 0 3.634676\n",
" 22 23 22 0 3.677221\n",
" 23 24 23 0 3.677221\n",
" 24 25 24 0 3.677221\n",
" 25 26 25 0 3.223427\n",
" 26 27 26 0 3.223427\n",
" 27 28 27 0 3.223427\n",
" 28 29 28 0 1.813491\n",
" 29 30 29 0 1.813491\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.045319\n",
" 19971 19972 19971 0 0.036908\n",
" 19972 19973 19972 0 0.036908\n",
" 19973 19974 19973 0 0.049617\n",
" 19974 19975 19974 0 0.049617\n",
" 19975 19976 19975 0 0.049617\n",
" 19976 19977 19976 0 0.049617\n",
" 19977 19978 19977 0 0.049617\n",
" 19978 19979 19978 0 0.049617\n",
" 19979 19980 19979 0 0.049617\n",
" 19980 19981 19980 0 0.049617\n",
" 19981 19982 19981 0 0.050887\n",
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" 19984 19985 19984 0 0.048131\n",
" 19985 19986 19985 0 0.045223\n",
" 19986 19987 19986 0 0.045223\n",
" 19987 19988 19987 0 0.045223\n",
" 19988 19989 19988 0 0.039188\n",
" 19989 19990 19989 0 0.051174\n",
" 19990 19991 19990 0 0.043604\n",
" 19991 19992 19991 0 0.043604\n",
" 19992 19993 19992 0 0.043604\n",
" 19993 19994 19993 0 0.047352\n",
" 19994 19995 19994 0 0.057856\n",
" 19995 19996 19995 0 0.057856\n",
" 19996 19997 19996 0 0.038040\n",
" 19997 19998 19997 0 0.038040\n",
" 19998 19999 19998 0 0.038040\n",
" 19999 20000 19999 0 0.045677\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 -1.404952\n",
" 10 11 10 0 -1.404952\n",
" 11 12 11 0 -1.404952\n",
" 12 13 12 0 -2.412786\n",
" 13 14 13 0 -2.412786\n",
" 14 15 14 0 -2.412786\n",
" 15 16 15 0 -2.412786\n",
" 16 17 16 0 -2.594248\n",
" 17 18 17 0 -3.277626\n",
" 18 19 18 0 -3.277626\n",
" 19 20 19 0 -3.277626\n",
" 20 21 20 0 -3.277626\n",
" 21 22 21 0 -3.277626\n",
" 22 23 22 0 -3.265548\n",
" 23 24 23 0 -3.265548\n",
" 24 25 24 0 -3.265548\n",
" 25 26 25 0 -3.401960\n",
" 26 27 26 0 -3.401960\n",
" 27 28 27 0 -3.401960\n",
" 28 29 28 0 -3.991615\n",
" 29 30 29 0 -3.991615\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -7.698751\n",
" 19971 19972 19971 0 -7.904138\n",
" 19972 19973 19972 0 -7.904138\n",
" 19973 19974 19973 0 -7.608092\n",
" 19974 19975 19974 0 -7.608092\n",
" 19975 19976 19975 0 -7.608092\n",
" 19976 19977 19976 0 -7.608092\n",
" 19977 19978 19977 0 -7.608092\n",
" 19978 19979 19978 0 -7.608092\n",
" 19979 19980 19979 0 -7.608092\n",
" 19980 19981 19980 0 -7.608092\n",
" 19981 19982 19981 0 -7.582805\n",
" 19982 19983 19982 0 -7.770722\n",
" 19983 19984 19983 0 -7.770722\n",
" 19984 19985 19984 0 -7.638517\n",
" 19985 19986 19985 0 -7.700856\n",
" 19986 19987 19986 0 -7.700856\n",
" 19987 19988 19987 0 -7.700856\n",
" 19988 19989 19988 0 -7.844153\n",
" 19989 19990 19989 0 -7.577191\n",
" 19990 19991 19990 0 -7.737349\n",
" 19991 19992 19991 0 -7.737349\n",
" 19992 19993 19992 0 -7.737349\n",
" 19993 19994 19993 0 -7.654840\n",
" 19994 19995 19994 0 -7.454381\n",
" 19995 19996 19995 0 -7.454381\n",
" 19996 19997 19996 0 -7.873908\n",
" 19997 19998 19997 0 -7.873908\n",
" 19998 19999 19998 0 -7.873908\n",
" 19999 20000 19999 0 -7.690882\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 3 2 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 4 3 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 5 4 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 6 5 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 7 6 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 8 7 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 9 8 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 10 9 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 11 10 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 12 11 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 13 12 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 14 13 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 15 14 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 16 15 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 17 16 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 18 17 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 19 18 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 20 19 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 21 20 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
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" 22 23 22 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 24 23 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 25 24 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 26 25 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 27 26 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 28 27 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 29 28 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 30 29 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 2.162990 2.189236 2.197705 2.239889 2.266533 \n",
" 19971 19972 19971 0 2.160638 2.194440 2.198435 2.209336 2.250782 \n",
" 19972 19973 19972 0 2.160638 2.194440 2.198435 2.209336 2.250782 \n",
" 19973 19974 19973 0 2.160638 2.194440 2.198435 2.209336 2.250782 \n",
" 19974 19975 19974 0 2.160638 2.194440 2.198435 2.209336 2.250782 \n",
" 19975 19976 19975 0 2.160638 2.194440 2.198435 2.209336 2.250782 \n",
" 19976 19977 19976 0 2.160638 2.194440 2.198435 2.209336 2.250782 \n",
" 19977 19978 19977 0 2.139924 2.201803 2.187146 2.227106 2.252500 \n",
" 19978 19979 19978 0 2.139924 2.201803 2.187146 2.227106 2.252500 \n",
" 19979 19980 19979 0 2.139924 2.201803 2.187146 2.227106 2.252500 \n",
" 19980 19981 19980 0 2.139924 2.201803 2.187146 2.227106 2.252500 \n",
" 19981 19982 19981 0 2.139924 2.201803 2.187146 2.227106 2.252500 \n",
" 19982 19983 19982 0 2.135827 2.213233 2.186820 2.204665 2.246800 \n",
" 19983 19984 19983 0 2.135827 2.213233 2.186820 2.204665 2.246800 \n",
" 19984 19985 19984 0 2.135827 2.213233 2.186820 2.204665 2.246800 \n",
" 19985 19986 19985 0 2.144092 2.233281 2.166628 2.183490 2.237326 \n",
" 19986 19987 19986 0 2.144092 2.233281 2.166628 2.183490 2.237326 \n",
" 19987 19988 19987 0 2.144092 2.233281 2.166628 2.183490 2.237326 \n",
" 19988 19989 19988 0 2.144092 2.233281 2.166628 2.183490 2.237326 \n",
" 19989 19990 19989 0 2.138924 2.252697 2.162923 2.191352 2.213636 \n",
" 19990 19991 19990 0 2.138924 2.252697 2.162923 2.191352 2.213636 \n",
" 19991 19992 19991 0 2.138924 2.252697 2.162923 2.191352 2.213636 \n",
" 19992 19993 19992 0 2.138924 2.252697 2.162923 2.191352 2.213636 \n",
" 19993 19994 19993 0 2.138924 2.252697 2.162923 2.191352 2.213636 \n",
" 19994 19995 19994 0 2.138545 2.230631 2.161151 2.179823 2.213309 \n",
" 19995 19996 19995 0 2.142719 2.220802 2.171513 2.187037 2.215810 \n",
" 19996 19997 19996 0 2.157523 2.224736 2.179299 2.211161 2.195778 \n",
" 19997 19998 19997 0 2.157523 2.224736 2.179299 2.211161 2.195778 \n",
" 19998 19999 19998 0 2.157523 2.224736 2.179299 2.211161 2.195778 \n",
" 19999 20000 19999 0 2.185851 2.226784 2.167611 2.226416 2.209558 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
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" 13 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 2.201191 2.166441 ... 2.423880 2.331075 2.391174 2.362101 \n",
" 19971 2.190866 2.151264 ... 2.431098 2.334565 2.394195 2.368194 \n",
" 19972 2.190866 2.151264 ... 2.431098 2.334565 2.394195 2.368194 \n",
" 19973 2.190866 2.151264 ... 2.431098 2.334565 2.394195 2.368194 \n",
" 19974 2.190866 2.151264 ... 2.431098 2.334565 2.394195 2.368194 \n",
" 19975 2.190866 2.151264 ... 2.431098 2.334565 2.394195 2.368194 \n",
" 19976 2.190866 2.151264 ... 2.431098 2.334565 2.394195 2.368194 \n",
" 19977 2.205100 2.146497 ... 2.433251 2.329297 2.388223 2.346441 \n",
" 19978 2.205100 2.146497 ... 2.433251 2.329297 2.388223 2.346441 \n",
" 19979 2.205100 2.146497 ... 2.433251 2.329297 2.388223 2.346441 \n",
" 19980 2.205100 2.146497 ... 2.433251 2.329297 2.388223 2.346441 \n",
" 19981 2.205100 2.146497 ... 2.433251 2.329297 2.388223 2.346441 \n",
" 19982 2.194463 2.155974 ... 2.430565 2.326396 2.384456 2.347524 \n",
" 19983 2.194463 2.155974 ... 2.430565 2.326396 2.384456 2.347524 \n",
" 19984 2.194463 2.155974 ... 2.430565 2.326396 2.384456 2.347524 \n",
" 19985 2.170729 2.151605 ... 2.438542 2.344161 2.365021 2.343569 \n",
" 19986 2.170729 2.151605 ... 2.438542 2.344161 2.365021 2.343569 \n",
" 19987 2.170729 2.151605 ... 2.438542 2.344161 2.365021 2.343569 \n",
" 19988 2.170729 2.151605 ... 2.438542 2.344161 2.365021 2.343569 \n",
" 19989 2.175244 2.158661 ... 2.430986 2.365245 2.397223 2.348527 \n",
" 19990 2.175244 2.158661 ... 2.430986 2.365245 2.397223 2.348527 \n",
" 19991 2.175244 2.158661 ... 2.430986 2.365245 2.397223 2.348527 \n",
" 19992 2.175244 2.158661 ... 2.430986 2.365245 2.397223 2.348527 \n",
" 19993 2.175244 2.158661 ... 2.430986 2.365245 2.397223 2.348527 \n",
" 19994 2.151001 2.154423 ... 2.432406 2.380686 2.397438 2.337690 \n",
" 19995 2.145376 2.141543 ... 2.424172 2.388634 2.391232 2.348660 \n",
" 19996 2.144673 2.120553 ... 2.428888 2.376009 2.382556 2.345085 \n",
" 19997 2.144673 2.120553 ... 2.428888 2.376009 2.382556 2.345085 \n",
" 19998 2.144673 2.120553 ... 2.428888 2.376009 2.382556 2.345085 \n",
" 19999 2.168400 2.134146 ... 2.434145 2.367878 2.394900 2.349734 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
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" 17 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
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" 20 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
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" 24 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... \n",
" 19970 2.413413 2.344356 2.316192 2.300317 2.305780 2.388824 \n",
" 19971 2.400408 2.356351 2.294773 2.316800 2.311184 2.385344 \n",
" 19972 2.400408 2.356351 2.294773 2.316800 2.311184 2.385344 \n",
" 19973 2.400408 2.356351 2.294773 2.316800 2.311184 2.385344 \n",
" 19974 2.400408 2.356351 2.294773 2.316800 2.311184 2.385344 \n",
" 19975 2.400408 2.356351 2.294773 2.316800 2.311184 2.385344 \n",
" 19976 2.400408 2.356351 2.294773 2.316800 2.311184 2.385344 \n",
" 19977 2.411884 2.356691 2.308503 2.288971 2.307694 2.376007 \n",
" 19978 2.411884 2.356691 2.308503 2.288971 2.307694 2.376007 \n",
" 19979 2.411884 2.356691 2.308503 2.288971 2.307694 2.376007 \n",
" 19980 2.411884 2.356691 2.308503 2.288971 2.307694 2.376007 \n",
" 19981 2.411884 2.356691 2.308503 2.288971 2.307694 2.376007 \n",
" 19982 2.427253 2.344671 2.308345 2.299884 2.294228 2.392606 \n",
" 19983 2.427253 2.344671 2.308345 2.299884 2.294228 2.392606 \n",
" 19984 2.427253 2.344671 2.308345 2.299884 2.294228 2.392606 \n",
" 19985 2.427176 2.369315 2.343174 2.296356 2.290927 2.384984 \n",
" 19986 2.427176 2.369315 2.343174 2.296356 2.290927 2.384984 \n",
" 19987 2.427176 2.369315 2.343174 2.296356 2.290927 2.384984 \n",
" 19988 2.427176 2.369315 2.343174 2.296356 2.290927 2.384984 \n",
" 19989 2.428254 2.372581 2.307990 2.298373 2.268986 2.384916 \n",
" 19990 2.428254 2.372581 2.307990 2.298373 2.268986 2.384916 \n",
" 19991 2.428254 2.372581 2.307990 2.298373 2.268986 2.384916 \n",
" 19992 2.428254 2.372581 2.307990 2.298373 2.268986 2.384916 \n",
" 19993 2.428254 2.372581 2.307990 2.298373 2.268986 2.384916 \n",
" 19994 2.440427 2.389161 2.329528 2.306917 2.266731 2.378825 \n",
" 19995 2.458256 2.369873 2.339124 2.308705 2.277573 2.375567 \n",
" 19996 2.452922 2.356650 2.324196 2.315548 2.275763 2.383793 \n",
" 19997 2.452922 2.356650 2.324196 2.315548 2.275763 2.383793 \n",
" 19998 2.452922 2.356650 2.324196 2.315548 2.275763 2.383793 \n",
" 19999 2.428314 2.342958 2.333531 2.312699 2.290077 2.386876 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 0.364767\n",
" 1 2 1 0 0.364767\n",
" 2 3 2 0 0.364767\n",
" 3 4 3 0 0.364767\n",
" 4 5 4 0 1.083832\n",
" 5 6 5 0 0.442931\n",
" 6 7 6 0 0.442931\n",
" 7 8 7 0 0.442931\n",
" 8 9 8 0 0.843043\n",
" 9 10 9 0 0.843043\n",
" 10 11 10 0 0.843043\n",
" 11 12 11 0 0.843043\n",
" 12 13 12 0 0.843043\n",
" 13 14 13 0 0.843043\n",
" 14 15 14 0 0.843043\n",
" 15 16 15 0 1.012978\n",
" 16 17 16 0 0.832288\n",
" 17 18 17 0 0.645915\n",
" 18 19 18 0 0.645915\n",
" 19 20 19 0 0.645915\n",
" 20 21 20 0 0.645915\n",
" 21 22 21 0 0.645915\n",
" 22 23 22 0 0.645915\n",
" 23 24 23 0 0.645915\n",
" 24 25 24 0 0.645915\n",
" 25 26 25 0 0.645915\n",
" 26 27 26 0 0.645915\n",
" 27 28 27 0 0.645915\n",
" 28 29 28 0 0.645915\n",
" 29 30 29 0 0.645915\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 215.239522\n",
" 19971 19972 19971 0 215.239522\n",
" 19972 19973 19972 0 62.474757\n",
" 19973 19974 19973 0 62.474757\n",
" 19974 19975 19974 0 62.474757\n",
" 19975 19976 19975 0 62.474757\n",
" 19976 19977 19976 0 62.474757\n",
" 19977 19978 19977 0 167.045124\n",
" 19978 19979 19978 0 167.045124\n",
" 19979 19980 19979 0 448.286464\n",
" 19980 19981 19980 0 70.892552\n",
" 19981 19982 19981 0 70.892552\n",
" 19982 19983 19982 0 70.892552\n",
" 19983 19984 19983 0 747.646346\n",
" 19984 19985 19984 0 747.646346\n",
" 19985 19986 19985 0 747.646346\n",
" 19986 19987 19986 0 46.860875\n",
" 19987 19988 19987 0 46.860875\n",
" 19988 19989 19988 0 50.986408\n",
" 19989 19990 19989 0 185.351985\n",
" 19990 19991 19990 0 185.351985\n",
" 19991 19992 19991 0 185.351985\n",
" 19992 19993 19992 0 185.351985\n",
" 19993 19994 19993 0 139.453839\n",
" 19994 19995 19994 0 85.358169\n",
" 19995 19996 19995 0 85.358169\n",
" 19996 19997 19996 0 85.358169\n",
" 19997 19998 19997 0 85.358169\n",
" 19998 19999 19998 0 85.358169\n",
" 19999 20000 19999 0 124.961475\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 -1.008497\n",
" 1 2 1 0 -1.008497\n",
" 2 3 2 0 -1.008497\n",
" 3 4 3 0 -1.008497\n",
" 4 5 4 0 0.080503\n",
" 5 6 5 0 -0.814342\n",
" 6 7 6 0 -0.814342\n",
" 7 8 7 0 -0.814342\n",
" 8 9 8 0 -0.170738\n",
" 9 10 9 0 -0.170738\n",
" 10 11 10 0 -0.170738\n",
" 11 12 11 0 -0.170738\n",
" 12 13 12 0 -0.170738\n",
" 13 14 13 0 -0.170738\n",
" 14 15 14 0 -0.170738\n",
" 15 16 15 0 0.012894\n",
" 16 17 16 0 -0.183577\n",
" 17 18 17 0 -0.437087\n",
" 18 19 18 0 -0.437087\n",
" 19 20 19 0 -0.437087\n",
" 20 21 20 0 -0.437087\n",
" 21 22 21 0 -0.437087\n",
" 22 23 22 0 -0.437087\n",
" 23 24 23 0 -0.437087\n",
" 24 25 24 0 -0.437087\n",
" 25 26 25 0 -0.437087\n",
" 26 27 26 0 -0.437087\n",
" 27 28 27 0 -0.437087\n",
" 28 29 28 0 -0.437087\n",
" 29 30 29 0 -0.437087\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 5.371751\n",
" 19971 19972 19971 0 5.371751\n",
" 19972 19973 19972 0 4.134763\n",
" 19973 19974 19973 0 4.134763\n",
" 19974 19975 19974 0 4.134763\n",
" 19975 19976 19975 0 4.134763\n",
" 19976 19977 19976 0 4.134763\n",
" 19977 19978 19977 0 5.118264\n",
" 19978 19979 19978 0 5.118264\n",
" 19979 19980 19979 0 6.105432\n",
" 19980 19981 19980 0 4.261165\n",
" 19981 19982 19981 0 4.261165\n",
" 19982 19983 19982 0 4.261165\n",
" 19983 19984 19983 0 6.616930\n",
" 19984 19985 19984 0 6.616930\n",
" 19985 19986 19985 0 6.616930\n",
" 19986 19987 19986 0 3.847183\n",
" 19987 19988 19987 0 3.847183\n",
" 19988 19989 19988 0 3.931559\n",
" 19989 19990 19989 0 5.222257\n",
" 19990 19991 19990 0 5.222257\n",
" 19991 19992 19991 0 5.222257\n",
" 19992 19993 19992 0 5.222257\n",
" 19993 19994 19993 0 4.937734\n",
" 19994 19995 19994 0 4.446856\n",
" 19995 19996 19995 0 4.446856\n",
" 19996 19997 19996 0 4.446856\n",
" 19997 19998 19997 0 4.446856\n",
" 19998 19999 19998 0 4.446856\n",
" 19999 20000 19999 0 4.828005\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 5 6 5 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 6 7 6 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 7 8 7 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 8 9 8 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 9 10 9 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 10 11 10 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 11 12 11 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 12 13 12 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 13 14 13 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 14 15 14 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 15 16 15 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 16 17 16 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 17 18 17 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 18 19 18 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 19 20 19 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 20 21 20 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 21 22 21 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 22 23 22 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 23 24 23 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 24 25 24 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 25 26 25 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 26 27 26 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 27 28 27 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 28 29 28 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 29 30 29 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 8.697101 8.928392 9.004325 9.392287 9.645900 \n",
" 19971 19972 19971 0 8.676672 8.974973 9.010901 9.109667 9.495160 \n",
" 19972 19973 19972 0 8.676672 8.974973 9.010901 9.109667 9.495160 \n",
" 19973 19974 19973 0 8.676672 8.974973 9.010901 9.109667 9.495160 \n",
" 19974 19975 19974 0 8.676672 8.974973 9.010901 9.109667 9.495160 \n",
" 19975 19976 19975 0 8.676672 8.974973 9.010901 9.109667 9.495160 \n",
" 19976 19977 19976 0 8.676672 8.974973 9.010901 9.109667 9.495160 \n",
" 19977 19978 19977 0 8.498796 9.041304 8.909751 9.272989 9.511485 \n",
" 19978 19979 19978 0 8.498796 9.041304 8.909751 9.272989 9.511485 \n",
" 19979 19980 19979 0 8.498796 9.041304 8.909751 9.272989 9.511485 \n",
" 19980 19981 19980 0 8.498796 9.041304 8.909751 9.272989 9.511485 \n",
" 19981 19982 19981 0 8.498796 9.041304 8.909751 9.272989 9.511485 \n",
" 19982 19983 19982 0 8.464046 9.145240 8.906847 9.067210 9.457424 \n",
" 19983 19984 19983 0 8.464046 9.145240 8.906847 9.067210 9.457424 \n",
" 19984 19985 19984 0 8.464046 9.145240 8.906847 9.067210 9.457424 \n",
" 19985 19986 19985 0 8.534287 9.330428 8.728799 8.877237 9.368246 \n",
" 19986 19987 19986 0 8.534287 9.330428 8.728799 8.877237 9.368246 \n",
" 19987 19988 19987 0 8.534287 9.330428 8.728799 8.877237 9.368246 \n",
" 19988 19989 19988 0 8.534287 9.330428 8.728799 8.877237 9.368246 \n",
" 19989 19990 19989 0 8.490294 9.513356 8.696521 8.947305 9.148920 \n",
" 19990 19991 19990 0 8.490294 9.513356 8.696521 8.947305 9.148920 \n",
" 19991 19992 19991 0 8.490294 9.513356 8.696521 8.947305 9.148920 \n",
" 19992 19993 19992 0 8.490294 9.513356 8.696521 8.947305 9.148920 \n",
" 19993 19994 19993 0 8.490294 9.513356 8.696521 8.947305 9.148920 \n",
" 19994 19995 19994 0 8.487082 9.305736 8.681120 8.844738 9.145933 \n",
" 19995 19996 19995 0 8.522577 9.214722 8.771543 8.908778 9.168837 \n",
" 19996 19997 19996 0 8.649684 9.251039 8.840109 9.126308 8.986994 \n",
" 19997 19998 19997 0 8.649684 9.251039 8.840109 9.126308 8.986994 \n",
" 19998 19999 19998 0 8.649684 9.251039 8.840109 9.126308 8.986994 \n",
" 19999 20000 19999 0 8.898217 9.270007 8.737383 9.266596 9.111690 \n",
" \n",
" v__5 v__6 ... v__90 v__91 v__92 \\\n",
" 0 1.101673 1.101673 ... 1.849493 1.849493 1.849493 \n",
" 1 3.546303 3.546303 ... 8.653776 8.653776 8.653776 \n",
" 2 5.431678 5.431678 ... 13.254513 13.254513 13.254513 \n",
" 3 5.431678 5.431678 ... 13.254513 13.254513 13.254513 \n",
" 4 5.425781 5.425781 ... 13.916037 13.916037 13.916037 \n",
" 5 5.425781 5.425781 ... 13.916037 13.916037 13.916037 \n",
" 6 10.313264 10.313264 ... 26.451449 26.451449 26.451449 \n",
" 7 10.313264 10.313264 ... 26.451449 26.451449 26.451449 \n",
" 8 10.313264 10.313264 ... 12.159584 12.159584 12.159584 \n",
" 9 26.172945 26.172945 ... 30.858524 30.858524 30.858524 \n",
" 10 9.598206 9.598206 ... 11.316512 11.316512 11.316512 \n",
" 11 9.598206 9.598206 ... 10.998192 10.998192 10.998192 \n",
" 12 9.598206 9.598206 ... 10.998192 10.998192 10.998192 \n",
" 13 9.518636 9.518636 ... 10.907017 10.907017 10.907017 \n",
" 14 9.518636 9.518636 ... 10.907017 10.907017 10.907017 \n",
" 15 9.518636 9.518636 ... 10.907017 10.907017 10.907017 \n",
" 16 9.518636 9.518636 ... 10.907017 10.907017 10.907017 \n",
" 17 9.518636 9.518636 ... 10.907017 10.907017 10.907017 \n",
" 18 9.518636 9.518636 ... 10.907017 10.907017 10.907017 \n",
" 19 10.875752 10.875752 ... 12.011864 12.011864 12.011864 \n",
" 20 8.798452 8.798452 ... 9.717563 9.717563 9.717563 \n",
" 21 8.798452 8.798452 ... 9.717563 9.717563 9.717563 \n",
" 22 8.798452 8.798452 ... 8.189962 8.189962 8.189962 \n",
" 23 7.986455 7.986455 ... 7.434122 7.434122 7.434122 \n",
" 24 7.986455 7.986455 ... 7.434122 7.434122 7.434122 \n",
" 25 11.130414 11.130414 ... 15.094791 15.094791 15.094791 \n",
" 26 6.353256 6.353256 ... 8.616128 8.616128 8.616128 \n",
" 27 11.559309 11.559309 ... 15.676449 15.676449 15.676449 \n",
" 28 11.559309 11.559309 ... 11.865562 11.865562 11.865562 \n",
" 29 11.559309 11.559309 ... 11.865562 11.865562 11.865562 \n",
" ... ... ... ... ... ... ... \n",
" 19970 8.949571 8.643916 ... 7.440490 6.937587 7.003894 \n",
" 19971 8.857648 8.513719 ... 7.854093 7.464437 7.512672 \n",
" 19972 9.177902 8.821539 ... 8.031684 7.633218 7.682543 \n",
" 19973 9.177902 8.821539 ... 8.031684 7.633218 7.682543 \n",
" 19974 9.177902 8.821539 ... 8.031684 7.633218 7.682543 \n",
" 19975 9.177902 8.821539 ... 7.860450 7.407625 7.389791 \n",
" 19976 8.447764 8.119751 ... 7.692104 7.425153 7.595981 \n",
" 19977 8.754643 8.256336 ... 7.949577 7.422893 7.714450 \n",
" 19978 8.754643 8.256336 ... 7.949577 7.422893 7.714450 \n",
" 19979 8.754643 8.256336 ... 7.273465 6.648303 6.756813 \n",
" 19980 8.754643 8.256336 ... 7.273465 6.648303 6.756813 \n",
" 19981 9.851203 9.290480 ... 8.184501 7.481034 7.603135 \n",
" 19982 9.746970 9.378943 ... 8.311263 7.489138 7.574554 \n",
" 19983 10.402811 10.010021 ... 8.605345 7.662417 7.653809 \n",
" 19984 10.402811 10.010021 ... 8.605345 7.662417 7.653809 \n",
" 19985 9.264091 9.088609 ... 8.706541 7.722516 7.595347 \n",
" 19986 9.264091 9.088609 ... 8.706541 7.722516 7.595347 \n",
" 19987 9.264091 9.088609 ... 8.706541 7.722516 7.595347 \n",
" 19988 9.264091 9.088609 ... 8.706541 7.722516 7.595347 \n",
" 19989 8.786467 8.641967 ... 8.229334 7.327626 7.405998 \n",
" 19990 8.796841 8.652171 ... 8.933941 8.027977 8.191807 \n",
" 19991 8.234323 8.098904 ... 8.362656 7.514625 7.667978 \n",
" 19992 8.234323 8.098904 ... 8.362656 7.514625 7.667978 \n",
" 19993 8.125798 7.992164 ... 6.842130 6.148290 6.273761 \n",
" 19994 7.958107 7.985389 ... 7.726565 6.788606 7.007931 \n",
" 19995 8.132133 8.101018 ... 8.082890 7.053139 7.157017 \n",
" 19996 8.053434 7.861514 ... 7.967689 6.964854 7.031471 \n",
" 19997 9.366341 9.143132 ... 9.233195 8.071079 8.148277 \n",
" 19998 8.198228 8.002857 ... 8.120754 7.112087 7.194348 \n",
" 19999 8.713273 8.419858 ... 7.647915 6.896838 7.030505 \n",
" \n",
" v__93 v__94 v__95 v__96 v__97 v__98 \\\n",
" 0 1.849493 1.849493 1.678803 1.678803 1.678803 1.678803 \n",
" 1 8.653776 8.653776 2.595427 2.595427 2.595427 2.595427 \n",
" 2 13.254513 13.254513 4.701529 4.701529 4.701529 4.701529 \n",
" 3 13.254513 13.254513 4.701529 4.701529 4.701529 4.701529 \n",
" 4 13.916037 13.916037 4.941544 4.941544 4.941544 4.941544 \n",
" 5 13.916037 13.916037 4.941544 4.941544 4.941544 4.941544 \n",
" 6 26.451449 26.451449 5.614169 5.614169 5.614169 5.614169 \n",
" 7 26.451449 26.451449 5.614169 5.614169 5.614169 5.614169 \n",
" 8 12.159584 12.159584 2.580802 2.580802 2.580802 2.580802 \n",
" 9 30.858524 30.858524 2.580802 2.580802 2.580802 2.580802 \n",
" 10 11.316512 11.316512 6.660333 6.660333 6.660333 6.660333 \n",
" 11 10.998192 10.998192 6.472986 6.472986 6.472986 6.472986 \n",
" 12 10.998192 10.998192 6.472986 6.472986 6.472986 6.472986 \n",
" 13 10.907017 10.907017 6.472986 6.472986 6.472986 6.472986 \n",
" 14 10.907017 10.907017 6.472986 6.472986 6.472986 6.472986 \n",
" 15 10.907017 10.907017 6.472986 6.472986 6.472986 6.472986 \n",
" 16 10.907017 10.907017 6.472986 6.472986 6.472986 6.472986 \n",
" 17 10.907017 10.907017 6.472986 6.472986 6.472986 6.472986 \n",
" 18 10.907017 10.907017 6.472986 6.472986 6.472986 6.472986 \n",
" 19 12.011864 12.011864 6.239137 6.239137 6.239137 6.239137 \n",
" 20 9.717563 9.717563 6.239137 6.239137 6.239137 6.239137 \n",
" 21 9.717563 9.717563 6.239137 6.239137 6.239137 6.239137 \n",
" 22 8.189962 8.189962 5.258345 5.258345 5.258345 5.258345 \n",
" 23 7.434122 7.434122 5.258345 5.258345 5.258345 5.258345 \n",
" 24 7.434122 7.434122 5.258345 5.258345 5.258345 5.258345 \n",
" 25 15.094791 15.094791 15.336340 15.336340 15.336340 15.336340 \n",
" 26 8.616128 8.616128 15.336340 15.336340 15.336340 15.336340 \n",
" 27 15.676449 15.676449 15.336340 15.336340 15.336340 15.336340 \n",
" 28 11.865562 11.865562 11.608133 11.608133 11.608133 11.608133 \n",
" 29 11.865562 11.865562 11.608133 11.608133 11.608133 11.608133 \n",
" ... ... ... ... ... ... ... \n",
" 19970 6.438925 6.680244 6.581600 5.945070 5.803310 5.781962 \n",
" 19971 6.909900 7.195637 7.013948 6.392144 6.309237 6.052232 \n",
" 19972 7.066142 7.358340 7.111300 6.480865 6.396808 6.136236 \n",
" 19973 7.066142 7.358340 7.111300 6.480865 6.396808 6.136236 \n",
" 19974 7.066142 7.358340 7.111300 6.480865 6.396808 6.136236 \n",
" 19975 6.723443 6.826230 6.915029 6.248972 6.116028 5.815192 \n",
" 19976 7.127738 7.777267 8.581790 7.943669 7.963624 7.764806 \n",
" 19977 7.244006 7.963005 7.812003 7.273522 7.116464 7.233242 \n",
" 19978 7.244006 7.963005 7.812003 7.273522 7.116464 7.233242 \n",
" 19979 6.173200 6.365453 7.032418 6.409547 6.138851 6.101760 \n",
" 19980 6.173200 6.365453 7.032418 6.409547 6.138851 6.101760 \n",
" 19981 6.946422 7.162756 7.291106 6.645322 6.364669 6.326214 \n",
" 19982 6.926300 7.143543 7.413141 6.556437 6.434508 6.325218 \n",
" 19983 6.892522 6.859437 7.126651 6.228504 6.040375 5.864225 \n",
" 19984 6.892522 6.859437 7.126651 6.228504 6.040375 5.864225 \n",
" 19985 7.099112 6.996226 7.546091 6.623645 6.422122 6.478630 \n",
" 19986 7.099112 6.996226 7.546091 6.623645 6.422122 6.478630 \n",
" 19987 7.099112 6.996226 7.546091 6.623645 6.422122 6.478630 \n",
" 19988 7.099112 6.996226 7.546091 6.623645 6.422122 6.478630 \n",
" 19989 6.845601 6.555912 8.186330 7.030152 6.981534 6.785781 \n",
" 19990 7.661343 7.540844 7.788554 6.749892 6.764683 6.638190 \n",
" 19991 7.171435 7.058641 7.788554 6.749892 6.764683 6.638190 \n",
" 19992 7.171435 7.058641 7.788554 6.749892 6.764683 6.638190 \n",
" 19993 5.867501 5.775215 6.753670 5.853017 5.865843 5.756158 \n",
" 19994 6.659119 6.473158 7.466233 6.498787 6.587154 6.552070 \n",
" 19995 6.897725 6.597472 7.441948 6.569631 6.598943 6.615243 \n",
" 19996 6.750019 6.569128 7.275348 6.358424 6.442295 6.319127 \n",
" 19997 7.822122 7.612500 7.683069 6.714759 6.803330 6.673260 \n",
" 19998 6.923186 6.775979 7.731338 6.769733 6.872009 6.753990 \n",
" 19999 6.628402 6.574906 7.212256 6.386534 6.372704 6.340043 \n",
" \n",
" v__99 \n",
" 0 1.678803 \n",
" 1 2.595427 \n",
" 2 4.701529 \n",
" 3 4.701529 \n",
" 4 4.941544 \n",
" 5 4.941544 \n",
" 6 5.614169 \n",
" 7 5.614169 \n",
" 8 2.580802 \n",
" 9 2.580802 \n",
" 10 6.660333 \n",
" 11 6.472986 \n",
" 12 6.472986 \n",
" 13 6.472986 \n",
" 14 6.472986 \n",
" 15 6.472986 \n",
" 16 6.472986 \n",
" 17 6.472986 \n",
" 18 6.472986 \n",
" 19 6.239137 \n",
" 20 6.239137 \n",
" 21 6.239137 \n",
" 22 5.258345 \n",
" 23 5.258345 \n",
" 24 5.258345 \n",
" 25 15.336340 \n",
" 26 15.336340 \n",
" 27 15.336340 \n",
" 28 11.608133 \n",
" 29 11.608133 \n",
" ... ... \n",
" 19970 5.593246 \n",
" 19971 6.053627 \n",
" 19972 6.137650 \n",
" 19973 6.137650 \n",
" 19974 6.137650 \n",
" 19975 5.657277 \n",
" 19976 8.174096 \n",
" 19977 7.513232 \n",
" 19978 7.513232 \n",
" 19979 5.909137 \n",
" 19980 5.909137 \n",
" 19981 6.126505 \n",
" 19982 6.053309 \n",
" 19983 5.396965 \n",
" 19984 5.396965 \n",
" 19985 5.901998 \n",
" 19986 5.901998 \n",
" 19987 5.901998 \n",
" 19988 5.901998 \n",
" 19989 6.424128 \n",
" 19990 6.475752 \n",
" 19991 6.475752 \n",
" 19992 6.475752 \n",
" 19993 5.615303 \n",
" 19994 6.370948 \n",
" 19995 6.249239 \n",
" 19996 5.979692 \n",
" 19997 6.314802 \n",
" 19998 6.431024 \n",
" 19999 5.899450 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Scaridae': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.385365\n",
" 2 3 2 0 0.385365\n",
" 3 4 3 0 0.643778\n",
" 4 5 4 0 0.960228\n",
" 5 6 5 0 0.960228\n",
" 6 7 6 0 1.226079\n",
" 7 8 7 0 1.226079\n",
" 8 9 8 0 1.226079\n",
" 9 10 9 0 0.857931\n",
" 10 11 10 0 1.198155\n",
" 11 12 11 0 1.198155\n",
" 12 13 12 0 1.198155\n",
" 13 14 13 0 1.198155\n",
" 14 15 14 0 1.198155\n",
" 15 16 15 0 1.648704\n",
" 16 17 16 0 1.648704\n",
" 17 18 17 0 1.594131\n",
" 18 19 18 0 0.875084\n",
" 19 20 19 0 0.875084\n",
" 20 21 20 0 1.422256\n",
" 21 22 21 0 1.422256\n",
" 22 23 22 0 1.422256\n",
" 23 24 23 0 0.468939\n",
" 24 25 24 0 0.468939\n",
" 25 26 25 0 0.468939\n",
" 26 27 26 0 0.837988\n",
" 27 28 27 0 0.837988\n",
" 28 29 28 0 0.837988\n",
" 29 30 29 0 0.805995\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.663297\n",
" 19971 19972 19971 0 -0.663297\n",
" 19972 19973 19972 0 -0.663297\n",
" 19973 19974 19973 0 -0.663297\n",
" 19974 19975 19974 0 -0.734883\n",
" 19975 19976 19975 0 -0.734883\n",
" 19976 19977 19976 0 -0.724820\n",
" 19977 19978 19977 0 -0.697255\n",
" 19978 19979 19978 0 -0.697255\n",
" 19979 19980 19979 0 -0.697255\n",
" 19980 19981 19980 0 -0.697255\n",
" 19981 19982 19981 0 -0.697255\n",
" 19982 19983 19982 0 -0.766809\n",
" 19983 19984 19983 0 -0.604142\n",
" 19984 19985 19984 0 -0.631641\n",
" 19985 19986 19985 0 -0.622466\n",
" 19986 19987 19986 0 -0.708395\n",
" 19987 19988 19987 0 -0.708395\n",
" 19988 19989 19988 0 -0.560552\n",
" 19989 19990 19989 0 -0.560552\n",
" 19990 19991 19990 0 -0.560552\n",
" 19991 19992 19991 0 -0.560552\n",
" 19992 19993 19992 0 -0.496702\n",
" 19993 19994 19993 0 -0.496702\n",
" 19994 19995 19994 0 -0.496702\n",
" 19995 19996 19995 0 -0.574597\n",
" 19996 19997 19996 0 -0.687352\n",
" 19997 19998 19997 0 -0.596227\n",
" 19998 19999 19998 0 -0.596227\n",
" 19999 20000 19999 0 -0.596227\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -1.347513\n",
" 2 3 2 0 -0.049772\n",
" 3 4 3 0 0.099529\n",
" 4 5 4 0 0.596363\n",
" 5 6 5 0 0.342622\n",
" 6 7 6 0 0.207286\n",
" 7 8 7 0 0.306289\n",
" 8 9 8 0 0.885624\n",
" 9 10 9 0 0.885624\n",
" 10 11 10 0 0.839426\n",
" 11 12 11 0 0.839426\n",
" 12 13 12 0 0.070942\n",
" 13 14 13 0 0.070942\n",
" 14 15 14 0 -0.918840\n",
" 15 16 15 0 -0.781786\n",
" 16 17 16 0 -1.363062\n",
" 17 18 17 0 -1.298707\n",
" 18 19 18 0 -1.298707\n",
" 19 20 19 0 -0.999423\n",
" 20 21 20 0 0.528660\n",
" 21 22 21 0 0.152220\n",
" 22 23 22 0 -0.525692\n",
" 23 24 23 0 -0.525692\n",
" 24 25 24 0 -0.525692\n",
" 25 26 25 0 -0.525692\n",
" 26 27 26 0 -0.525692\n",
" 27 28 27 0 -0.525692\n",
" 28 29 28 0 -0.203607\n",
" 29 30 29 0 -0.203607\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 2.727481\n",
" 19971 19972 19971 0 2.323431\n",
" 19972 19973 19972 0 2.323431\n",
" 19973 19974 19973 0 2.810864\n",
" 19974 19975 19974 0 2.810864\n",
" 19975 19976 19975 0 2.810864\n",
" 19976 19977 19976 0 2.810864\n",
" 19977 19978 19977 0 2.934046\n",
" 19978 19979 19978 0 2.934046\n",
" 19979 19980 19979 0 2.934046\n",
" 19980 19981 19980 0 2.934046\n",
" 19981 19982 19981 0 2.965629\n",
" 19982 19983 19982 0 2.947135\n",
" 19983 19984 19983 0 2.947135\n",
" 19984 19985 19984 0 2.947135\n",
" 19985 19986 19985 0 2.947135\n",
" 19986 19987 19986 0 2.947135\n",
" 19987 19988 19987 0 2.194062\n",
" 19988 19989 19988 0 3.206710\n",
" 19989 19990 19989 0 3.206710\n",
" 19990 19991 19990 0 3.206710\n",
" 19991 19992 19991 0 3.206710\n",
" 19992 19993 19992 0 3.206710\n",
" 19993 19994 19993 0 3.206710\n",
" 19994 19995 19994 0 3.206710\n",
" 19995 19996 19995 0 3.206710\n",
" 19996 19997 19996 0 3.222240\n",
" 19997 19998 19997 0 3.031360\n",
" 19998 19999 19998 0 2.983126\n",
" 19999 20000 19999 0 2.983126\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 1.029733\n",
" 1 2 1 0 1.078701\n",
" 2 3 2 0 1.078701\n",
" 3 4 3 0 2.170710\n",
" 4 5 4 0 2.170710\n",
" 5 6 5 0 2.007217\n",
" 6 7 6 0 2.007217\n",
" 7 8 7 0 2.007217\n",
" 8 9 8 0 2.007217\n",
" 9 10 9 0 1.442877\n",
" 10 11 10 0 1.442877\n",
" 11 12 11 0 1.442877\n",
" 12 13 12 0 1.442877\n",
" 13 14 13 0 1.442877\n",
" 14 15 14 0 1.442877\n",
" 15 16 15 0 1.442877\n",
" 16 17 16 0 1.799660\n",
" 17 18 17 0 1.799660\n",
" 18 19 18 0 1.799660\n",
" 19 20 19 0 1.799660\n",
" 20 21 20 0 1.926985\n",
" 21 22 21 0 1.926985\n",
" 22 23 22 0 1.667323\n",
" 23 24 23 0 1.667323\n",
" 24 25 24 0 1.667323\n",
" 25 26 25 0 1.667323\n",
" 26 27 26 0 1.667323\n",
" 27 28 27 0 2.076835\n",
" 28 29 28 0 1.995438\n",
" 29 30 29 0 1.661483\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.101642\n",
" 19971 19972 19971 0 0.104225\n",
" 19972 19973 19972 0 0.063883\n",
" 19973 19974 19973 0 0.063883\n",
" 19974 19975 19974 0 0.063883\n",
" 19975 19976 19975 0 0.063883\n",
" 19976 19977 19976 0 0.071200\n",
" 19977 19978 19977 0 0.134871\n",
" 19978 19979 19978 0 0.039750\n",
" 19979 19980 19979 0 0.039750\n",
" 19980 19981 19980 0 0.039750\n",
" 19981 19982 19981 0 0.003713\n",
" 19982 19983 19982 0 0.003713\n",
" 19983 19984 19983 0 -0.084573\n",
" 19984 19985 19984 0 -0.084573\n",
" 19985 19986 19985 0 -0.103536\n",
" 19986 19987 19986 0 -0.103536\n",
" 19987 19988 19987 0 0.200352\n",
" 19988 19989 19988 0 0.200352\n",
" 19989 19990 19989 0 0.200352\n",
" 19990 19991 19990 0 0.200352\n",
" 19991 19992 19991 0 -0.033692\n",
" 19992 19993 19992 0 -0.058544\n",
" 19993 19994 19993 0 -0.140211\n",
" 19994 19995 19994 0 -0.070032\n",
" 19995 19996 19995 0 -0.004188\n",
" 19996 19997 19996 0 0.025763\n",
" 19997 19998 19997 0 0.025763\n",
" 19998 19999 19998 0 0.025763\n",
" 19999 20000 19999 0 0.033930\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 -0.164001 2.400522\n",
" 1 2 1 0 1.115768 2.529210\n",
" 2 3 2 0 1.115768 2.529210\n",
" 3 4 3 0 1.115768 2.529210\n",
" 4 5 4 0 1.115768 2.529210\n",
" 5 6 5 0 1.202138 1.810143\n",
" 6 7 6 0 1.354615 2.024299\n",
" 7 8 7 0 1.354615 2.024299\n",
" 8 9 8 0 1.354615 2.024299\n",
" 9 10 9 0 1.354615 2.024299\n",
" 10 11 10 0 1.354615 2.024299\n",
" 11 12 11 0 1.354615 2.024299\n",
" 12 13 12 0 1.705168 2.023153\n",
" 13 14 13 0 1.705168 2.023153\n",
" 14 15 14 0 1.209074 2.654754\n",
" 15 16 15 0 1.209074 2.654754\n",
" 16 17 16 0 1.209074 2.654754\n",
" 17 18 17 0 1.209074 2.654754\n",
" 18 19 18 0 1.209074 2.654754\n",
" 19 20 19 0 1.209074 2.654754\n",
" 20 21 20 0 1.536140 2.522319\n",
" 21 22 21 0 1.536140 2.522319\n",
" 22 23 22 0 1.536140 2.522319\n",
" 23 24 23 0 1.536140 2.522319\n",
" 24 25 24 0 1.536140 2.522319\n",
" 25 26 25 0 1.536140 2.522319\n",
" 26 27 26 0 1.536140 2.522319\n",
" 27 28 27 0 1.536140 2.522319\n",
" 28 29 28 0 1.536140 2.522319\n",
" 29 30 29 0 1.536140 2.522319\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 0.144850 -0.017954\n",
" 19971 19972 19971 0 0.144850 -0.017954\n",
" 19972 19973 19972 0 0.144850 -0.017954\n",
" 19973 19974 19973 0 0.144850 -0.017954\n",
" 19974 19975 19974 0 0.144850 -0.017954\n",
" 19975 19976 19975 0 0.144850 -0.017954\n",
" 19976 19977 19976 0 0.144850 -0.017954\n",
" 19977 19978 19977 0 0.144850 -0.017954\n",
" 19978 19979 19978 0 0.144850 -0.017954\n",
" 19979 19980 19979 0 0.144850 -0.017954\n",
" 19980 19981 19980 0 0.144850 -0.017954\n",
" 19981 19982 19981 0 0.144850 -0.017954\n",
" 19982 19983 19982 0 0.251177 0.073275\n",
" 19983 19984 19983 0 0.251177 0.073275\n",
" 19984 19985 19984 0 0.251177 0.073275\n",
" 19985 19986 19985 0 0.179979 0.019752\n",
" 19986 19987 19986 0 0.157581 -0.083205\n",
" 19987 19988 19987 0 0.157581 -0.083205\n",
" 19988 19989 19988 0 0.154940 -0.155084\n",
" 19989 19990 19989 0 0.154940 -0.155084\n",
" 19990 19991 19990 0 0.154940 -0.155084\n",
" 19991 19992 19991 0 0.028658 0.085545\n",
" 19992 19993 19992 0 0.028658 0.085545\n",
" 19993 19994 19993 0 -0.015463 -0.057941\n",
" 19994 19995 19994 0 -0.015463 -0.057941\n",
" 19995 19996 19995 0 0.076628 0.113518\n",
" 19996 19997 19996 0 0.114728 0.155351\n",
" 19997 19998 19997 0 0.114728 0.155351\n",
" 19998 19999 19998 0 0.114728 0.155351\n",
" 19999 20000 19999 0 0.114728 0.155351\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 23.783373\n",
" 1 2 1 0 20.109390\n",
" 2 3 2 0 5.072681\n",
" 3 4 3 0 5.072681\n",
" 4 5 4 0 3.505675\n",
" 5 6 5 0 3.505675\n",
" 6 7 6 0 2.474088\n",
" 7 8 7 0 2.662539\n",
" 8 9 8 0 2.662539\n",
" 9 10 9 0 2.662539\n",
" 10 11 10 0 2.662539\n",
" 11 12 11 0 1.450323\n",
" 12 13 12 0 1.450323\n",
" 13 14 13 0 1.450323\n",
" 14 15 14 0 1.450323\n",
" 15 16 15 0 1.619153\n",
" 16 17 16 0 1.598744\n",
" 17 18 17 0 2.059214\n",
" 18 19 18 0 2.059214\n",
" 19 20 19 0 2.059214\n",
" 20 21 20 0 0.903170\n",
" 21 22 21 0 0.903170\n",
" 22 23 22 0 0.610725\n",
" 23 24 23 0 0.412479\n",
" 24 25 24 0 0.412479\n",
" 25 26 25 0 0.426419\n",
" 26 27 26 0 0.426419\n",
" 27 28 27 0 0.426419\n",
" 28 29 28 0 0.426419\n",
" 29 30 29 0 0.426419\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.480525\n",
" 19971 19972 19971 0 0.852372\n",
" 19972 19973 19972 0 0.852372\n",
" 19973 19974 19973 0 0.852372\n",
" 19974 19975 19974 0 0.852372\n",
" 19975 19976 19975 0 0.852372\n",
" 19976 19977 19976 0 0.445472\n",
" 19977 19978 19977 0 0.445472\n",
" 19978 19979 19978 0 0.769625\n",
" 19979 19980 19979 0 0.769625\n",
" 19980 19981 19980 0 0.769625\n",
" 19981 19982 19981 0 0.769625\n",
" 19982 19983 19982 0 0.491938\n",
" 19983 19984 19983 0 1.359216\n",
" 19984 19985 19984 0 0.487012\n",
" 19985 19986 19985 0 0.420335\n",
" 19986 19987 19986 0 0.420335\n",
" 19987 19988 19987 0 1.001899\n",
" 19988 19989 19988 0 1.681445\n",
" 19989 19990 19989 0 0.486758\n",
" 19990 19991 19990 0 0.486758\n",
" 19991 19992 19991 0 0.486758\n",
" 19992 19993 19992 0 0.486758\n",
" 19993 19994 19993 0 0.486758\n",
" 19994 19995 19994 0 0.486758\n",
" 19995 19996 19995 0 0.486758\n",
" 19996 19997 19996 0 0.476841\n",
" 19997 19998 19997 0 0.476841\n",
" 19998 19999 19998 0 0.476841\n",
" 19999 20000 19999 0 0.476841\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 -1.164593\n",
" 1 2 1 0 -1.379471\n",
" 2 3 2 0 -2.929242\n",
" 3 4 3 0 -2.929242\n",
" 4 5 4 0 -3.315101\n",
" 5 6 5 0 -3.315101\n",
" 6 7 6 0 -3.674246\n",
" 7 8 7 0 -3.598904\n",
" 8 9 8 0 -3.598904\n",
" 9 10 9 0 -3.598904\n",
" 10 11 10 0 -3.598904\n",
" 11 12 11 0 -4.218775\n",
" 12 13 12 0 -4.218775\n",
" 13 14 13 0 -4.218775\n",
" 14 15 14 0 -4.218775\n",
" 15 16 15 0 -4.106943\n",
" 16 17 16 0 -4.119835\n",
" 17 18 17 0 -3.862038\n",
" 18 19 18 0 -3.862038\n",
" 19 20 19 0 -3.862038\n",
" 20 21 20 0 -4.697942\n",
" 21 22 21 0 -4.697942\n",
" 22 23 22 0 -5.092152\n",
" 23 24 23 0 -5.486607\n",
" 24 25 24 0 -5.486607\n",
" 25 26 25 0 -5.453230\n",
" 26 27 26 0 -5.453230\n",
" 27 28 27 0 -5.453230\n",
" 28 29 28 0 -5.453230\n",
" 29 30 29 0 -5.453230\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.333230\n",
" 19971 19972 19971 0 -4.756342\n",
" 19972 19973 19972 0 -4.756342\n",
" 19973 19974 19973 0 -4.756342\n",
" 19974 19975 19974 0 -4.756342\n",
" 19975 19976 19975 0 -4.756342\n",
" 19976 19977 19976 0 -5.409326\n",
" 19977 19978 19977 0 -5.409326\n",
" 19978 19979 19978 0 -4.859296\n",
" 19979 19980 19979 0 -4.859296\n",
" 19980 19981 19980 0 -4.859296\n",
" 19981 19982 19981 0 -4.859296\n",
" 19982 19983 19982 0 -5.309642\n",
" 19983 19984 19983 0 -4.284577\n",
" 19984 19985 19984 0 -5.319755\n",
" 19985 19986 19985 0 -5.467662\n",
" 19986 19987 19986 0 -5.467662\n",
" 19987 19988 19987 0 -4.593204\n",
" 19988 19989 19988 0 -4.068559\n",
" 19989 19990 19989 0 -5.320278\n",
" 19990 19991 19990 0 -5.320278\n",
" 19991 19992 19991 0 -5.320278\n",
" 19992 19993 19992 0 -5.320278\n",
" 19993 19994 19993 0 -5.320278\n",
" 19994 19995 19994 0 -5.320278\n",
" 19995 19996 19995 0 -5.320278\n",
" 19996 19997 19996 0 -5.340962\n",
" 19997 19998 19997 0 -5.340962\n",
" 19998 19999 19998 0 -5.340962\n",
" 19999 20000 19999 0 -5.340962\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 -0.528210 -1.268521 -0.741285 1.720265 -0.814981\n",
" 1 2 1 0 -1.314995 -2.974496 -0.269352 2.339869 -1.309826\n",
" 2 3 2 0 -1.314995 -2.974496 -0.269352 2.339869 -1.309826\n",
" 3 4 3 0 -1.314995 -2.974496 -0.269352 2.339869 -1.309826\n",
" 4 5 4 0 -1.314995 -2.974496 -0.269352 2.339869 -1.309826\n",
" 5 6 5 0 -0.507247 -2.811337 -0.818482 0.202514 -0.304019\n",
" 6 7 6 0 -0.507247 -2.811337 -0.818482 0.202514 -0.304019\n",
" 7 8 7 0 -0.507247 -2.811337 -0.818482 0.202514 -0.304019\n",
" 8 9 8 0 -0.507247 -2.811337 -0.818482 0.202514 -0.304019\n",
" 9 10 9 0 -0.507247 -2.811337 -0.818482 0.202514 -0.304019\n",
" 10 11 10 0 -0.507247 -2.811337 -0.818482 0.202514 -0.304019\n",
" 11 12 11 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 12 13 12 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 13 14 13 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 14 15 14 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 15 16 15 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 16 17 16 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 17 18 17 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 18 19 18 0 0.267135 -1.796455 -0.829554 0.070869 -0.103753\n",
" 19 20 19 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 20 21 20 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 21 22 21 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 22 23 22 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 23 24 23 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 24 25 24 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 25 26 25 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 26 27 26 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 27 28 27 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 28 29 28 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" 29 30 29 0 -0.351235 -0.189407 0.067297 -1.181525 -0.032692\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 3.055810 2.533625 3.762826 2.425976 3.316881\n",
" 19971 19972 19971 0 3.046674 2.546840 3.812258 2.454013 3.296605\n",
" 19972 19973 19972 0 3.046674 2.546840 3.812258 2.454013 3.296605\n",
" 19973 19974 19973 0 3.046674 2.546840 3.812258 2.454013 3.296605\n",
" 19974 19975 19974 0 3.121229 2.497290 3.710071 2.490079 3.360037\n",
" 19975 19976 19975 0 3.121229 2.497290 3.710071 2.490079 3.360037\n",
" 19976 19977 19976 0 3.111056 2.497603 3.610291 2.432594 3.411639\n",
" 19977 19978 19977 0 3.111056 2.497603 3.610291 2.432594 3.411639\n",
" 19978 19979 19978 0 3.111056 2.497603 3.610291 2.432594 3.411639\n",
" 19979 19980 19979 0 3.111056 2.497603 3.610291 2.432594 3.411639\n",
" 19980 19981 19980 0 3.111056 2.497603 3.610291 2.432594 3.411639\n",
" 19981 19982 19981 0 3.077044 2.532814 3.666210 2.468214 3.410241\n",
" 19982 19983 19982 0 2.938847 2.385649 3.568892 2.441922 3.420486\n",
" 19983 19984 19983 0 2.896465 2.405702 3.639753 2.452792 3.398502\n",
" 19984 19985 19984 0 2.995124 2.424203 3.653676 2.436105 3.308970\n",
" 19985 19986 19985 0 3.025061 2.477659 3.657168 2.554059 3.487765\n",
" 19986 19987 19986 0 2.992599 2.383805 3.711281 2.677771 3.482535\n",
" 19987 19988 19987 0 2.992599 2.383805 3.711281 2.677771 3.482535\n",
" 19988 19989 19988 0 2.992599 2.383805 3.711281 2.677771 3.482535\n",
" 19989 19990 19989 0 2.889254 2.401066 3.684137 2.680569 3.364759\n",
" 19990 19991 19990 0 3.083614 2.387893 3.638953 2.718753 3.311073\n",
" 19991 19992 19991 0 3.083614 2.387893 3.638953 2.718753 3.311073\n",
" 19992 19993 19992 0 3.037425 2.482823 3.689943 2.807156 3.318441\n",
" 19993 19994 19993 0 3.049226 2.477992 3.701969 2.725229 3.208043\n",
" 19994 19995 19994 0 3.049226 2.477992 3.701969 2.725229 3.208043\n",
" 19995 19996 19995 0 3.091429 2.456148 3.599961 2.659737 3.218298\n",
" 19996 19997 19996 0 3.079899 2.497653 3.681599 2.649849 3.231847\n",
" 19997 19998 19997 0 3.010854 2.398701 3.667051 2.710380 3.100531\n",
" 19998 19999 19998 0 2.961409 2.430068 3.659019 2.731662 3.212360\n",
" 19999 20000 19999 0 2.935625 2.505123 3.681879 2.760333 3.266873\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.000885\n",
" 19971 19972 19971 0 0.000885\n",
" 19972 19973 19972 0 0.001187\n",
" 19973 19974 19973 0 0.001187\n",
" 19974 19975 19974 0 0.000882\n",
" 19975 19976 19975 0 0.001696\n",
" 19976 19977 19976 0 0.001325\n",
" 19977 19978 19977 0 0.001325\n",
" 19978 19979 19978 0 0.001325\n",
" 19979 19980 19979 0 0.001325\n",
" 19980 19981 19980 0 0.001325\n",
" 19981 19982 19981 0 0.001325\n",
" 19982 19983 19982 0 0.001325\n",
" 19983 19984 19983 0 0.001325\n",
" 19984 19985 19984 0 0.001325\n",
" 19985 19986 19985 0 0.001325\n",
" 19986 19987 19986 0 0.001325\n",
" 19987 19988 19987 0 0.001151\n",
" 19988 19989 19988 0 0.001151\n",
" 19989 19990 19989 0 -0.000221\n",
" 19990 19991 19990 0 -0.000221\n",
" 19991 19992 19991 0 -0.000221\n",
" 19992 19993 19992 0 0.000648\n",
" 19993 19994 19993 0 0.000803\n",
" 19994 19995 19994 0 0.000803\n",
" 19995 19996 19995 0 0.000803\n",
" 19996 19997 19996 0 0.000803\n",
" 19997 19998 19997 0 0.000803\n",
" 19998 19999 19998 0 0.000803\n",
" 19999 20000 19999 0 0.000202\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 23.419141\n",
" 1 2 1 0 17.962820\n",
" 2 3 2 0 9.941824\n",
" 3 4 3 0 9.314998\n",
" 4 5 4 0 9.314998\n",
" 5 6 5 0 5.016841\n",
" 6 7 6 0 5.016841\n",
" 7 8 7 0 5.017981\n",
" 8 9 8 0 2.468459\n",
" 9 10 9 0 2.468459\n",
" 10 11 10 0 1.639412\n",
" 11 12 11 0 1.639412\n",
" 12 13 12 0 0.834234\n",
" 13 14 13 0 0.834234\n",
" 14 15 14 0 0.834234\n",
" 15 16 15 0 0.834234\n",
" 16 17 16 0 0.834234\n",
" 17 18 17 0 0.834234\n",
" 18 19 18 0 0.834234\n",
" 19 20 19 0 0.834234\n",
" 20 21 20 0 0.420042\n",
" 21 22 21 0 0.420042\n",
" 22 23 22 0 0.420042\n",
" 23 24 23 0 0.420042\n",
" 24 25 24 0 0.420042\n",
" 25 26 25 0 0.420042\n",
" 26 27 26 0 0.420042\n",
" 27 28 27 0 0.420042\n",
" 28 29 28 0 0.420042\n",
" 29 30 29 0 0.420042\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.320542\n",
" 19971 19972 19971 0 0.320542\n",
" 19972 19973 19972 0 0.320542\n",
" 19973 19974 19973 0 0.320542\n",
" 19974 19975 19974 0 0.320542\n",
" 19975 19976 19975 0 0.320542\n",
" 19976 19977 19976 0 0.320542\n",
" 19977 19978 19977 0 0.310857\n",
" 19978 19979 19978 0 0.267783\n",
" 19979 19980 19979 0 0.267783\n",
" 19980 19981 19980 0 0.267783\n",
" 19981 19982 19981 0 0.267783\n",
" 19982 19983 19982 0 0.293597\n",
" 19983 19984 19983 0 0.243006\n",
" 19984 19985 19984 0 0.351857\n",
" 19985 19986 19985 0 0.351857\n",
" 19986 19987 19986 0 0.273653\n",
" 19987 19988 19987 0 0.393885\n",
" 19988 19989 19988 0 0.393885\n",
" 19989 19990 19989 0 0.340602\n",
" 19990 19991 19990 0 0.340602\n",
" 19991 19992 19991 0 0.340602\n",
" 19992 19993 19992 0 0.340602\n",
" 19993 19994 19993 0 0.340602\n",
" 19994 19995 19994 0 0.340602\n",
" 19995 19996 19995 0 0.340602\n",
" 19996 19997 19996 0 0.449194\n",
" 19997 19998 19997 0 0.449194\n",
" 19998 19999 19998 0 0.415988\n",
" 19999 20000 19999 0 0.415988\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 -1.184793\n",
" 1 2 1 0 -1.518868\n",
" 2 3 2 0 -2.203705\n",
" 3 4 3 0 -2.275766\n",
" 4 5 4 0 -2.275766\n",
" 5 6 5 0 -2.940899\n",
" 6 7 6 0 -2.940899\n",
" 7 8 7 0 -2.940660\n",
" 8 9 8 0 -3.676582\n",
" 9 10 9 0 -3.676582\n",
" 10 11 10 0 -4.094303\n",
" 11 12 11 0 -4.094303\n",
" 12 13 12 0 -4.778034\n",
" 13 14 13 0 -4.778034\n",
" 14 15 14 0 -4.778034\n",
" 15 16 15 0 -4.778034\n",
" 16 17 16 0 -4.778034\n",
" 17 18 17 0 -4.778034\n",
" 18 19 18 0 -4.778034\n",
" 19 20 19 0 -4.778034\n",
" 20 21 20 0 -5.468360\n",
" 21 22 21 0 -5.468360\n",
" 22 23 22 0 -5.468360\n",
" 23 24 23 0 -5.468360\n",
" 24 25 24 0 -5.468360\n",
" 25 26 25 0 -5.468360\n",
" 26 27 26 0 -5.468360\n",
" 27 28 27 0 -5.468360\n",
" 28 29 28 0 -5.468360\n",
" 29 30 29 0 -5.468360\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.739701\n",
" 19971 19972 19971 0 -5.739701\n",
" 19972 19973 19972 0 -5.739701\n",
" 19973 19974 19973 0 -5.739701\n",
" 19974 19975 19974 0 -5.739701\n",
" 19975 19976 19975 0 -5.739701\n",
" 19976 19977 19976 0 -5.739701\n",
" 19977 19978 19977 0 -5.770479\n",
" 19978 19979 19978 0 -5.920066\n",
" 19979 19980 19979 0 -5.920066\n",
" 19980 19981 19980 0 -5.920066\n",
" 19981 19982 19981 0 -5.920066\n",
" 19982 19983 19982 0 -5.827777\n",
" 19983 19984 19983 0 -6.017406\n",
" 19984 19985 19984 0 -5.646176\n",
" 19985 19986 19985 0 -5.646176\n",
" 19986 19987 19986 0 -5.898324\n",
" 19987 19988 19987 0 -5.532921\n",
" 19988 19989 19988 0 -5.532921\n",
" 19989 19990 19989 0 -5.678799\n",
" 19990 19991 19990 0 -5.678799\n",
" 19991 19992 19991 0 -5.678799\n",
" 19992 19993 19992 0 -5.678799\n",
" 19993 19994 19993 0 -5.678799\n",
" 19994 19995 19994 0 -5.678799\n",
" 19995 19996 19995 0 -5.678799\n",
" 19996 19997 19996 0 -5.400967\n",
" 19997 19998 19997 0 -5.400967\n",
" 19998 19999 19998 0 -5.478101\n",
" 19999 20000 19999 0 -5.478101\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 3 2 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 4 3 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 5 4 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 6 5 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 7 6 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 8 7 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 9 8 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 10 9 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 11 10 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 12 11 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 13 12 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 14 13 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 15 14 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 16 15 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 17 16 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 18 17 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 19 18 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 20 19 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 21 20 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 22 21 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 23 22 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 24 23 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 25 24 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 26 25 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 27 26 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 28 27 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 29 28 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 30 29 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 2.730544 3.092373 3.070395 3.737359 2.643752 \n",
" 19971 19972 19971 0 2.809376 3.060588 3.100477 3.704140 2.765577 \n",
" 19972 19973 19972 0 2.809376 3.060588 3.100477 3.704140 2.765577 \n",
" 19973 19974 19973 0 2.809376 3.060588 3.100477 3.704140 2.765577 \n",
" 19974 19975 19974 0 2.809376 3.060588 3.100477 3.704140 2.765577 \n",
" 19975 19976 19975 0 2.809376 3.060588 3.100477 3.704140 2.765577 \n",
" 19976 19977 19976 0 2.817068 3.003938 3.047381 3.799826 2.942177 \n",
" 19977 19978 19977 0 2.817068 3.003938 3.047381 3.799826 2.942177 \n",
" 19978 19979 19978 0 2.817068 3.003938 3.047381 3.799826 2.942177 \n",
" 19979 19980 19979 0 2.817068 3.003938 3.047381 3.799826 2.942177 \n",
" 19980 19981 19980 0 2.817068 3.003938 3.047381 3.799826 2.942177 \n",
" 19981 19982 19981 0 2.852443 3.046534 3.080205 3.810412 2.874432 \n",
" 19982 19983 19982 0 2.842769 3.046928 3.084809 3.801879 2.973483 \n",
" 19983 19984 19983 0 2.842769 3.046928 3.084809 3.801879 2.973483 \n",
" 19984 19985 19984 0 2.792639 3.045464 3.115520 3.815258 2.966947 \n",
" 19985 19986 19985 0 2.792639 3.045464 3.115520 3.815258 2.966947 \n",
" 19986 19987 19986 0 2.792639 3.045464 3.115520 3.815258 2.966947 \n",
" 19987 19988 19987 0 2.789114 3.110913 3.066940 3.859274 3.036154 \n",
" 19988 19989 19988 0 2.734236 3.123653 3.085019 3.791927 2.992806 \n",
" 19989 19990 19989 0 2.764904 3.207978 3.165665 3.778206 2.911840 \n",
" 19990 19991 19990 0 2.898512 3.262832 3.239787 3.656638 2.926910 \n",
" 19991 19992 19991 0 2.898512 3.262832 3.239787 3.656638 2.926910 \n",
" 19992 19993 19992 0 2.898512 3.262832 3.239787 3.656638 2.926910 \n",
" 19993 19994 19993 0 2.872425 3.443330 3.219224 3.613788 2.844104 \n",
" 19994 19995 19994 0 2.872425 3.443330 3.219224 3.613788 2.844104 \n",
" 19995 19996 19995 0 2.856471 3.462391 3.220385 3.514263 2.781738 \n",
" 19996 19997 19996 0 2.856471 3.462391 3.220385 3.514263 2.781738 \n",
" 19997 19998 19997 0 2.856471 3.462391 3.220385 3.514263 2.781738 \n",
" 19998 19999 19998 0 2.856471 3.462391 3.220385 3.514263 2.781738 \n",
" 19999 20000 19999 0 2.856471 3.462391 3.220385 3.514263 2.781738 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 2.896981 3.331939 ... 3.403804 3.453342 3.612129 3.253112 \n",
" 19971 2.920321 3.314970 ... 3.372384 3.457382 3.597995 3.270911 \n",
" 19972 2.920321 3.314970 ... 3.372384 3.457382 3.597995 3.270911 \n",
" 19973 2.920321 3.314970 ... 3.372384 3.457382 3.597995 3.270911 \n",
" 19974 2.920321 3.314970 ... 3.372384 3.457382 3.597995 3.270911 \n",
" 19975 2.920321 3.314970 ... 3.372384 3.457382 3.597995 3.270911 \n",
" 19976 2.862481 3.367381 ... 3.375964 3.411299 3.652670 3.345699 \n",
" 19977 2.862481 3.367381 ... 3.375964 3.411299 3.652670 3.345699 \n",
" 19978 2.862481 3.367381 ... 3.375964 3.411299 3.652670 3.345699 \n",
" 19979 2.862481 3.367381 ... 3.375964 3.411299 3.652670 3.345699 \n",
" 19980 2.862481 3.367381 ... 3.375964 3.411299 3.652670 3.345699 \n",
" 19981 2.869838 3.314515 ... 3.465877 3.372733 3.611925 3.364665 \n",
" 19982 2.915630 3.308852 ... 3.469898 3.372566 3.592069 3.402915 \n",
" 19983 2.915630 3.308852 ... 3.469898 3.372566 3.592069 3.402915 \n",
" 19984 2.839335 3.354333 ... 3.402968 3.490036 3.676518 3.408505 \n",
" 19985 2.839335 3.354333 ... 3.402968 3.490036 3.676518 3.408505 \n",
" 19986 2.839335 3.354333 ... 3.402968 3.490036 3.676518 3.408505 \n",
" 19987 2.785980 3.372775 ... 3.451323 3.431941 3.657385 3.409712 \n",
" 19988 2.816887 3.318823 ... 3.354108 3.446408 3.546256 3.411207 \n",
" 19989 2.794589 3.287441 ... 3.345280 3.499013 3.515180 3.460579 \n",
" 19990 2.853746 3.231340 ... 3.400099 3.486632 3.491763 3.367955 \n",
" 19991 2.853746 3.231340 ... 3.400099 3.486632 3.491763 3.367955 \n",
" 19992 2.853746 3.231340 ... 3.400099 3.486632 3.491763 3.367955 \n",
" 19993 2.867369 3.147239 ... 3.491697 3.545417 3.413081 3.371940 \n",
" 19994 2.867369 3.147239 ... 3.491697 3.545417 3.413081 3.371940 \n",
" 19995 2.791944 3.137581 ... 3.557275 3.575634 3.435390 3.308907 \n",
" 19996 2.791944 3.137581 ... 3.557275 3.575634 3.435390 3.308907 \n",
" 19997 2.791944 3.137581 ... 3.557275 3.575634 3.435390 3.308907 \n",
" 19998 2.791944 3.137581 ... 3.557275 3.575634 3.435390 3.308907 \n",
" 19999 2.791944 3.137581 ... 3.557275 3.575634 3.435390 3.308907 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... \n",
" 19970 3.510850 3.565017 2.824545 3.422728 2.961825 3.740149 \n",
" 19971 3.398244 3.515164 2.932953 3.392187 2.929186 3.685735 \n",
" 19972 3.398244 3.515164 2.932953 3.392187 2.929186 3.685735 \n",
" 19973 3.398244 3.515164 2.932953 3.392187 2.929186 3.685735 \n",
" 19974 3.398244 3.515164 2.932953 3.392187 2.929186 3.685735 \n",
" 19975 3.398244 3.515164 2.932953 3.392187 2.929186 3.685735 \n",
" 19976 3.375381 3.471920 3.026924 3.369421 3.041743 3.682504 \n",
" 19977 3.375381 3.471920 3.026924 3.369421 3.041743 3.682504 \n",
" 19978 3.375381 3.471920 3.026924 3.369421 3.041743 3.682504 \n",
" 19979 3.375381 3.471920 3.026924 3.369421 3.041743 3.682504 \n",
" 19980 3.375381 3.471920 3.026924 3.369421 3.041743 3.682504 \n",
" 19981 3.293529 3.446867 3.038850 3.434885 2.891061 3.655381 \n",
" 19982 3.346697 3.426136 3.086907 3.412757 3.030904 3.733502 \n",
" 19983 3.346697 3.426136 3.086907 3.412757 3.030904 3.733502 \n",
" 19984 3.314465 3.440207 3.083241 3.460338 3.001596 3.803870 \n",
" 19985 3.314465 3.440207 3.083241 3.460338 3.001596 3.803870 \n",
" 19986 3.314465 3.440207 3.083241 3.460338 3.001596 3.803870 \n",
" 19987 3.268732 3.409321 3.089396 3.486512 3.001018 3.697162 \n",
" 19988 3.250315 3.451282 3.138122 3.419384 2.955368 3.639497 \n",
" 19989 3.251380 3.473545 3.041148 3.446867 2.927699 3.680566 \n",
" 19990 3.305439 3.492450 2.931088 3.424197 2.915277 3.665946 \n",
" 19991 3.305439 3.492450 2.931088 3.424197 2.915277 3.665946 \n",
" 19992 3.305439 3.492450 2.931088 3.424197 2.915277 3.665946 \n",
" 19993 3.359720 3.520109 2.972873 3.422067 2.856415 3.695956 \n",
" 19994 3.359720 3.520109 2.972873 3.422067 2.856415 3.695956 \n",
" 19995 3.346482 3.471858 2.933673 3.504646 2.858667 3.683882 \n",
" 19996 3.346482 3.471858 2.933673 3.504646 2.858667 3.683882 \n",
" 19997 3.346482 3.471858 2.933673 3.504646 2.858667 3.683882 \n",
" 19998 3.346482 3.471858 2.933673 3.504646 2.858667 3.683882 \n",
" 19999 3.346482 3.471858 2.933673 3.504646 2.858667 3.683882 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 1.000000\n",
" 1 2 1 0 0.418734\n",
" 2 3 2 0 0.418734\n",
" 3 4 3 0 0.418734\n",
" 4 5 4 0 0.418734\n",
" 5 6 5 0 0.418734\n",
" 6 7 6 0 0.418734\n",
" 7 8 7 0 0.418734\n",
" 8 9 8 0 0.315288\n",
" 9 10 9 0 0.315288\n",
" 10 11 10 0 0.315288\n",
" 11 12 11 0 0.315288\n",
" 12 13 12 0 0.315288\n",
" 13 14 13 0 0.315288\n",
" 14 15 14 0 0.280104\n",
" 15 16 15 0 0.280104\n",
" 16 17 16 0 0.280104\n",
" 17 18 17 0 0.280104\n",
" 18 19 18 0 0.280104\n",
" 19 20 19 0 0.280104\n",
" 20 21 20 0 0.280104\n",
" 21 22 21 0 0.280104\n",
" 22 23 22 0 0.304623\n",
" 23 24 23 0 0.304623\n",
" 24 25 24 0 0.304623\n",
" 25 26 25 0 0.304623\n",
" 26 27 26 0 0.300837\n",
" 27 28 27 0 0.300837\n",
" 28 29 28 0 0.300837\n",
" 29 30 29 0 0.300837\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 7.087689\n",
" 19971 19972 19971 0 8.260846\n",
" 19972 19973 19972 0 8.260846\n",
" 19973 19974 19973 0 8.260846\n",
" 19974 19975 19974 0 8.260846\n",
" 19975 19976 19975 0 8.260846\n",
" 19976 19977 19976 0 8.631339\n",
" 19977 19978 19977 0 6.785623\n",
" 19978 19979 19978 0 6.785623\n",
" 19979 19980 19979 0 6.785623\n",
" 19980 19981 19980 0 6.785623\n",
" 19981 19982 19981 0 6.785623\n",
" 19982 19983 19982 0 6.785623\n",
" 19983 19984 19983 0 6.785623\n",
" 19984 19985 19984 0 6.785623\n",
" 19985 19986 19985 0 6.785623\n",
" 19986 19987 19986 0 6.785623\n",
" 19987 19988 19987 0 6.785623\n",
" 19988 19989 19988 0 6.785623\n",
" 19989 19990 19989 0 8.411026\n",
" 19990 19991 19990 0 8.411026\n",
" 19991 19992 19991 0 6.594902\n",
" 19992 19993 19992 0 6.594902\n",
" 19993 19994 19993 0 6.594902\n",
" 19994 19995 19994 0 5.821029\n",
" 19995 19996 19995 0 5.821029\n",
" 19996 19997 19996 0 5.821029\n",
" 19997 19998 19997 0 5.821029\n",
" 19998 19999 19998 0 13.146977\n",
" 19999 20000 19999 0 13.146977\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -0.870519\n",
" 2 3 2 0 -0.870519\n",
" 3 4 3 0 -0.870519\n",
" 4 5 4 0 -0.870519\n",
" 5 6 5 0 -0.870519\n",
" 6 7 6 0 -0.870519\n",
" 7 8 7 0 -0.870519\n",
" 8 9 8 0 -1.154267\n",
" 9 10 9 0 -1.154267\n",
" 10 11 10 0 -1.154267\n",
" 11 12 11 0 -1.154267\n",
" 12 13 12 0 -1.154267\n",
" 13 14 13 0 -1.154267\n",
" 14 15 14 0 -1.272593\n",
" 15 16 15 0 -1.272593\n",
" 16 17 16 0 -1.272593\n",
" 17 18 17 0 -1.272593\n",
" 18 19 18 0 -1.272593\n",
" 19 20 19 0 -1.272593\n",
" 20 21 20 0 -1.272593\n",
" 21 22 21 0 -1.272593\n",
" 22 23 22 0 -1.188681\n",
" 23 24 23 0 -1.188681\n",
" 24 25 24 0 -1.188681\n",
" 25 26 25 0 -1.188681\n",
" 26 27 26 0 -1.201188\n",
" 27 28 27 0 -1.201188\n",
" 28 29 28 0 -1.201188\n",
" 29 30 29 0 -1.201188\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.958359\n",
" 19971 19972 19971 0 2.111527\n",
" 19972 19973 19972 0 2.111527\n",
" 19973 19974 19973 0 2.111527\n",
" 19974 19975 19974 0 2.111527\n",
" 19975 19976 19975 0 2.111527\n",
" 19976 19977 19976 0 2.155400\n",
" 19977 19978 19977 0 1.914806\n",
" 19978 19979 19978 0 1.914806\n",
" 19979 19980 19979 0 1.914806\n",
" 19980 19981 19980 0 1.914806\n",
" 19981 19982 19981 0 1.914806\n",
" 19982 19983 19982 0 1.914806\n",
" 19983 19984 19983 0 1.914806\n",
" 19984 19985 19984 0 1.914806\n",
" 19985 19986 19985 0 1.914806\n",
" 19986 19987 19986 0 1.914806\n",
" 19987 19988 19987 0 1.914806\n",
" 19988 19989 19988 0 1.914806\n",
" 19989 19990 19989 0 2.129543\n",
" 19990 19991 19990 0 2.129543\n",
" 19991 19992 19991 0 1.886297\n",
" 19992 19993 19992 0 1.886297\n",
" 19993 19994 19993 0 1.886297\n",
" 19994 19995 19994 0 1.761477\n",
" 19995 19996 19995 0 1.761477\n",
" 19996 19997 19996 0 1.761477\n",
" 19997 19998 19997 0 1.761477\n",
" 19998 19999 19998 0 2.576192\n",
" 19999 20000 19999 0 2.576192\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 1.000000 1.000000 1.000000 1.000000 \n",
" 5 6 5 0 1.000000 1.000000 1.000000 1.000000 \n",
" 6 7 6 0 1.000000 1.000000 1.000000 1.000000 \n",
" 7 8 7 0 1.000000 1.000000 1.000000 1.000000 \n",
" 8 9 8 0 1.000000 1.000000 1.000000 1.000000 \n",
" 9 10 9 0 1.000000 1.000000 1.000000 1.000000 \n",
" 10 11 10 0 1.000000 1.000000 1.000000 1.000000 \n",
" 11 12 11 0 1.000000 1.000000 1.000000 1.000000 \n",
" 12 13 12 0 1.000000 1.000000 1.000000 1.000000 \n",
" 13 14 13 0 1.000000 1.000000 1.000000 1.000000 \n",
" 14 15 14 0 1.000000 1.000000 1.000000 1.000000 \n",
" 15 16 15 0 1.000000 1.000000 1.000000 1.000000 \n",
" 16 17 16 0 1.000000 1.000000 1.000000 1.000000 \n",
" 17 18 17 0 1.000000 1.000000 1.000000 1.000000 \n",
" 18 19 18 0 1.000000 1.000000 1.000000 1.000000 \n",
" 19 20 19 0 1.000000 1.000000 1.000000 1.000000 \n",
" 20 21 20 0 1.000000 1.000000 1.000000 1.000000 \n",
" 21 22 21 0 1.000000 1.000000 1.000000 1.000000 \n",
" 22 23 22 0 1.000000 1.000000 1.000000 1.000000 \n",
" 23 24 23 0 1.000000 1.000000 1.000000 1.000000 \n",
" 24 25 24 0 1.000000 1.000000 1.000000 1.000000 \n",
" 25 26 25 0 1.000000 1.000000 1.000000 1.000000 \n",
" 26 27 26 0 1.000000 1.000000 1.000000 1.000000 \n",
" 27 28 27 0 1.000000 1.000000 1.000000 1.000000 \n",
" 28 29 28 0 1.000000 1.000000 1.000000 1.000000 \n",
" 29 30 29 0 1.000000 1.000000 1.000000 1.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 15.341223 22.029294 21.550405 41.986965 \n",
" 19971 19972 19971 0 16.599551 21.340098 22.208540 40.615115 \n",
" 19972 19973 19972 0 16.599551 21.340098 22.208540 40.615115 \n",
" 19973 19974 19973 0 16.599551 21.340098 22.208540 40.615115 \n",
" 19974 19975 19974 0 16.599551 21.340098 22.208540 40.615115 \n",
" 19975 19976 19975 0 16.599551 21.340098 22.208540 40.615115 \n",
" 19976 19977 19976 0 16.727738 20.164794 21.060109 44.693408 \n",
" 19977 19978 19977 0 16.727738 20.164794 21.060109 44.693408 \n",
" 19978 19979 19978 0 16.727738 20.164794 21.060109 44.693408 \n",
" 19979 19980 19979 0 16.727738 20.164794 21.060109 44.693408 \n",
" 19980 19981 19980 0 16.727738 20.164794 21.060109 44.693408 \n",
" 19981 19982 19981 0 17.330065 21.042279 21.762867 45.169033 \n",
" 19982 19983 19982 0 17.163232 21.050579 21.863301 44.785278 \n",
" 19983 19984 19983 0 17.163232 21.050579 21.863301 44.785278 \n",
" 19984 19985 19984 0 16.324034 21.019782 22.545149 45.388478 \n",
" 19985 19986 19985 0 16.324034 21.019782 22.545149 45.388478 \n",
" 19986 19987 19986 0 16.324034 21.019782 22.545149 45.388478 \n",
" 19987 19988 19987 0 16.266602 22.441519 21.476094 47.430915 \n",
" 19988 19989 19988 0 15.397971 22.729249 21.867874 44.341746 \n",
" 19989 19990 19989 0 15.877509 24.729043 23.704491 43.737506 \n",
" 19990 19991 19990 0 18.147124 26.123408 25.528281 38.730928 \n",
" 19991 19992 19991 0 18.147124 26.123408 25.528281 38.730928 \n",
" 19992 19993 19992 0 18.147124 26.123408 25.528281 38.730928 \n",
" 19993 19994 19993 0 17.679847 31.290994 25.008698 37.106332 \n",
" 19994 19995 19994 0 17.679847 31.290994 25.008698 37.106332 \n",
" 19995 19996 19995 0 17.400009 31.893151 25.037766 33.591162 \n",
" 19996 19997 19996 0 17.400009 31.893151 25.037766 33.591162 \n",
" 19997 19998 19997 0 17.400009 31.893151 25.037766 33.591162 \n",
" 19998 19999 19998 0 17.400009 31.893151 25.037766 33.591162 \n",
" 19999 20000 19999 0 17.400009 31.893151 25.037766 33.591162 \n",
" \n",
" v__4 v__5 v__6 ... v__90 v__91 \\\n",
" 0 1.000000 2.376744 2.376744 ... 2.376744 2.376744 \n",
" 1 1.000000 8.975236 8.975236 ... 13.194955 13.194955 \n",
" 2 1.000000 8.975236 8.975236 ... 13.194955 13.194955 \n",
" 3 1.000000 26.748503 26.748503 ... 50.920031 50.920031 \n",
" 4 1.000000 26.748503 26.748503 ... 69.874867 69.874867 \n",
" 5 1.000000 24.763105 24.763105 ... 64.688429 64.688429 \n",
" 6 1.000000 28.841963 28.841963 ... 98.288827 98.288827 \n",
" 7 1.000000 28.841963 28.841963 ... 98.288827 98.288827 \n",
" 8 1.000000 28.841963 28.841963 ... 98.288827 98.288827 \n",
" 9 1.000000 16.403447 16.403447 ... 38.683856 38.683856 \n",
" 10 1.000000 16.403447 16.403447 ... 54.360960 54.360960 \n",
" 11 1.000000 16.403447 16.403447 ... 54.360960 54.360960 \n",
" 12 1.000000 23.290474 23.290474 ... 77.184540 77.184540 \n",
" 13 1.000000 23.290474 23.290474 ... 77.184540 77.184540 \n",
" 14 1.000000 14.181681 14.181681 ... 46.998037 46.998037 \n",
" 15 1.000000 14.181681 14.181681 ... 73.748121 73.748121 \n",
" 16 1.000000 20.261745 20.261745 ... 105.365901 105.365901 \n",
" 17 1.000000 20.261745 20.261745 ... 99.769770 99.769770 \n",
" 18 1.000000 20.261745 20.261745 ... 48.609469 48.609469 \n",
" 19 1.000000 20.261745 20.261745 ... 48.609469 48.609469 \n",
" 20 1.000000 31.916529 31.916529 ... 132.340800 132.340800 \n",
" 21 1.000000 31.916529 31.916529 ... 132.340800 132.340800 \n",
" 22 1.000000 24.617633 24.617633 ... 102.076174 102.076174 \n",
" 23 1.000000 24.617633 24.617633 ... 39.346282 39.346282 \n",
" 24 1.000000 24.617633 24.617633 ... 39.346282 39.346282 \n",
" 25 1.000000 24.617633 24.617633 ... 39.346282 39.346282 \n",
" 26 1.000000 24.617633 24.617633 ... 56.908854 56.908854 \n",
" 27 1.000000 37.076156 37.076156 ... 85.709361 85.709361 \n",
" 28 1.000000 34.177829 34.177829 ... 79.009266 79.009266 \n",
" 29 1.000000 24.474264 24.474264 ... 54.795979 54.795979 \n",
" ... ... ... ... ... ... ... \n",
" 19970 14.065886 23.184254 35.817307 ... 23.136849 18.215363 \n",
" 19971 15.888212 23.793112 35.305701 ... 20.726298 18.590428 \n",
" 19972 15.888212 22.852373 33.909774 ... 20.232265 18.263053 \n",
" 19973 15.888212 22.852373 33.909774 ... 20.232265 18.263053 \n",
" 19974 15.888212 22.852373 33.909774 ... 18.529002 16.618662 \n",
" 19975 15.888212 22.852373 33.909774 ... 19.354868 17.658721 \n",
" 19976 18.957075 21.726474 35.996879 ... 18.870266 18.835295 \n",
" 19977 18.957075 23.154794 38.363350 ... 20.672864 20.634553 \n",
" 19978 18.957075 21.053805 34.882387 ... 18.797078 18.762242 \n",
" 19979 18.957075 21.053805 34.882387 ... 18.797078 18.762242 \n",
" 19980 18.957075 21.053805 34.882387 ... 18.797078 18.762242 \n",
" 19981 17.715352 20.458555 31.915066 ... 16.706742 18.444657 \n",
" 19982 19.559919 23.819872 35.295015 ... 18.279016 19.881678 \n",
" 19983 19.559919 21.807074 32.312559 ... 19.690479 21.416894 \n",
" 19984 19.432505 20.205192 33.816115 ... 18.548769 20.952774 \n",
" 19985 19.432505 18.463166 30.900599 ... 17.105771 19.322757 \n",
" 19986 19.432505 18.054221 30.216174 ... 15.349602 17.338980 \n",
" 19987 20.825003 23.194434 41.708605 ... 19.685960 23.220867 \n",
" 19988 19.941555 23.859409 39.413734 ... 22.346953 26.889822 \n",
" 19989 18.390604 23.333275 38.196040 ... 20.786481 25.504882 \n",
" 19990 18.669857 24.755237 36.112233 ... 21.941113 23.248631 \n",
" 19991 18.669857 17.265532 25.186465 ... 15.302822 16.214750 \n",
" 19992 18.669857 16.841742 24.568253 ... 16.668849 17.987173 \n",
" 19993 17.186161 15.054762 19.916820 ... 15.648350 16.110208 \n",
" 19994 17.186161 16.149250 21.364782 ... 16.785992 17.281428 \n",
" 19995 16.147057 17.538243 24.779599 ... 17.945627 17.577829 \n",
" 19996 16.147057 18.773291 26.524586 ... 17.161058 16.809340 \n",
" 19997 16.147057 18.773291 26.524586 ... 18.798334 18.413059 \n",
" 19998 16.147057 18.773291 26.524586 ... 18.798334 18.413059 \n",
" 19999 16.147057 18.927240 26.742098 ... 18.351999 17.750385 \n",
" \n",
" v__92 v__93 v__94 v__95 v__96 v__97 \\\n",
" 0 2.376744 2.376744 2.376744 11.028936 11.028936 11.028936 \n",
" 1 13.194955 13.194955 13.194955 18.440975 18.440975 18.440975 \n",
" 2 13.194955 13.194955 13.194955 18.440975 18.440975 18.440975 \n",
" 3 50.920031 50.920031 50.920031 23.878719 23.878719 23.878719 \n",
" 4 69.874867 69.874867 69.874867 32.767505 32.767505 32.767505 \n",
" 5 64.688429 64.688429 64.688429 15.964544 15.964544 15.964544 \n",
" 6 98.288827 98.288827 98.288827 25.800094 25.800094 25.800094 \n",
" 7 98.288827 98.288827 98.288827 25.800094 25.800094 25.800094 \n",
" 8 98.288827 98.288827 98.288827 25.800094 25.800094 25.800094 \n",
" 9 38.683856 38.683856 38.683856 17.854043 17.854043 17.854043 \n",
" 10 54.360960 54.360960 54.360960 25.089612 25.089612 25.089612 \n",
" 11 54.360960 54.360960 54.360960 25.089612 25.089612 25.089612 \n",
" 12 77.184540 77.184540 77.184540 25.060884 25.060884 25.060884 \n",
" 13 77.184540 77.184540 77.184540 25.060884 25.060884 25.060884 \n",
" 14 46.998037 46.998037 46.998037 47.129951 47.129951 47.129951 \n",
" 15 73.748121 73.748121 73.748121 73.955118 73.955118 73.955118 \n",
" 16 105.365901 105.365901 105.365901 73.955118 73.955118 73.955118 \n",
" 17 99.769770 99.769770 99.769770 70.027257 70.027257 70.027257 \n",
" 18 48.609469 48.609469 48.609469 34.118429 34.118429 34.118429 \n",
" 19 48.609469 48.609469 48.609469 34.118429 34.118429 34.118429 \n",
" 20 132.340800 132.340800 132.340800 51.654392 51.654392 51.654392 \n",
" 21 132.340800 132.340800 132.340800 51.654392 51.654392 51.654392 \n",
" 22 102.076174 102.076174 102.076174 51.654392 51.654392 51.654392 \n",
" 23 39.346282 39.346282 39.346282 19.910702 19.910702 19.910702 \n",
" 24 39.346282 39.346282 39.346282 19.910702 19.910702 19.910702 \n",
" 25 39.346282 39.346282 39.346282 19.910702 19.910702 19.910702 \n",
" 26 56.908854 56.908854 56.908854 28.798026 28.798026 28.798026 \n",
" 27 85.709361 85.709361 85.709361 28.798026 28.798026 28.798026 \n",
" 28 79.009266 79.009266 79.009266 28.798026 28.798026 28.798026 \n",
" 29 54.795979 54.795979 54.795979 27.891265 27.891265 27.891265 \n",
" ... ... ... ... ... ... ... \n",
" 19970 26.595541 23.239201 23.383566 22.656178 10.598209 17.118598 \n",
" 19971 26.290083 23.393622 22.718866 21.456317 10.257877 16.603673 \n",
" 19972 25.999718 23.325140 23.088571 21.912991 10.543023 17.174064 \n",
" 19973 25.999718 23.325140 23.088571 21.912991 10.543023 17.174064 \n",
" 19974 23.500324 20.909755 20.303326 19.970429 9.546981 15.452157 \n",
" 19975 25.422345 23.122626 23.633628 21.134050 10.277474 16.921328 \n",
" 19976 26.360207 21.461525 22.520072 20.736746 11.234308 16.030248 \n",
" 19977 28.878288 23.511655 24.671321 21.316287 11.548279 16.478254 \n",
" 19978 26.257969 21.378286 22.432728 21.316287 11.548279 16.478254 \n",
" 19979 26.257969 21.378286 22.432728 21.316287 11.548279 16.478254 \n",
" 19980 26.257969 21.378286 22.432728 21.316287 11.548279 16.478254 \n",
" 19981 24.317275 19.841445 23.674475 20.745894 9.932926 17.593080 \n",
" 19982 24.732143 20.581208 24.660219 22.923076 11.674105 17.585123 \n",
" 19983 26.641901 22.170440 26.564423 26.972325 13.736278 20.691449 \n",
" 19984 28.203211 24.257620 24.170772 28.153745 12.977720 21.111180 \n",
" 19985 26.009148 22.370503 22.290411 26.932457 12.414756 20.195394 \n",
" 19986 23.338911 20.073828 20.001959 22.296874 10.277943 16.719386 \n",
" 19987 30.509577 25.120044 27.537387 19.798588 10.111080 16.832152 \n",
" 19988 31.567000 29.468880 28.891014 20.164196 10.422267 16.981522 \n",
" 19989 26.805774 26.219268 22.172764 19.098004 8.953856 14.978563 \n",
" 19990 26.185371 25.896665 23.422181 18.820826 8.843325 14.642824 \n",
" 19991 18.262979 18.061621 16.335792 23.941017 11.249144 18.626392 \n",
" 19992 20.649993 20.906726 19.972168 27.108335 12.971741 21.873894 \n",
" 19993 17.086082 19.931223 19.869168 24.463606 10.745773 19.240782 \n",
" 19994 18.328248 21.380233 21.313665 24.463606 10.745773 19.240782 \n",
" 19995 20.303483 23.872401 24.654663 26.540615 11.826330 22.946727 \n",
" 19996 19.415830 22.828718 23.576780 24.723482 11.016627 21.375654 \n",
" 19997 21.268226 25.006725 25.826157 27.082262 12.067684 23.415030 \n",
" 19998 21.268226 25.006725 25.826157 27.082262 12.067684 23.415030 \n",
" 19999 20.233445 23.407060 23.275727 25.973183 11.428310 21.896292 \n",
" \n",
" v__98 v__99 \n",
" 0 11.028936 11.028936 \n",
" 1 18.440975 18.440975 \n",
" 2 18.440975 18.440975 \n",
" 3 23.878719 23.878719 \n",
" 4 32.767505 32.767505 \n",
" 5 15.964544 15.964544 \n",
" 6 25.800094 25.800094 \n",
" 7 25.800094 25.800094 \n",
" 8 25.800094 25.800094 \n",
" 9 17.854043 17.854043 \n",
" 10 25.089612 25.089612 \n",
" 11 25.089612 25.089612 \n",
" 12 25.060884 25.060884 \n",
" 13 25.060884 25.060884 \n",
" 14 47.129951 47.129951 \n",
" 15 73.955118 73.955118 \n",
" 16 73.955118 73.955118 \n",
" 17 70.027257 70.027257 \n",
" 18 34.118429 34.118429 \n",
" 19 34.118429 34.118429 \n",
" 20 51.654392 51.654392 \n",
" 21 51.654392 51.654392 \n",
" 22 51.654392 51.654392 \n",
" 23 19.910702 19.910702 \n",
" 24 19.910702 19.910702 \n",
" 25 19.910702 19.910702 \n",
" 26 28.798026 28.798026 \n",
" 27 28.798026 28.798026 \n",
" 28 28.798026 28.798026 \n",
" 29 27.891265 27.891265 \n",
" ... ... ... \n",
" 19970 9.596935 21.390630 \n",
" 19971 10.695807 20.350381 \n",
" 19972 11.137178 21.637480 \n",
" 19973 11.137178 21.637480 \n",
" 19974 9.953452 18.934551 \n",
" 19975 11.096797 22.329313 \n",
" 19976 11.718071 20.036590 \n",
" 19977 12.045562 20.596563 \n",
" 19978 12.045562 20.596563 \n",
" 19979 12.045562 20.596563 \n",
" 19980 12.045562 20.596563 \n",
" 19981 12.190078 20.086957 \n",
" 19982 13.070474 20.105944 \n",
" 19983 15.379308 23.657560 \n",
" 19984 14.907391 23.342008 \n",
" 19985 14.260720 22.329449 \n",
" 19986 11.806181 18.486130 \n",
" 19987 11.605643 17.301906 \n",
" 19988 13.146829 19.467396 \n",
" 19989 9.934839 15.077810 \n",
" 19990 8.899439 15.365575 \n",
" 19991 11.320525 19.545768 \n",
" 19992 13.550632 24.840703 \n",
" 19993 12.497253 22.832082 \n",
" 19994 12.497253 22.832082 \n",
" 19995 13.195450 23.890449 \n",
" 19996 12.292009 22.254763 \n",
" 19997 13.464746 24.378011 \n",
" 19998 13.464746 24.378011 \n",
" 19999 12.425984 21.583306 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Serranidae': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.112289\n",
" 1 2 1 0 0.112289\n",
" 2 3 2 0 -0.572707\n",
" 3 4 3 0 -0.572707\n",
" 4 5 4 0 -0.572707\n",
" 5 6 5 0 -0.572707\n",
" 6 7 6 0 -0.572707\n",
" 7 8 7 0 -0.633423\n",
" 8 9 8 0 -0.623555\n",
" 9 10 9 0 -0.928160\n",
" 10 11 10 0 -0.879741\n",
" 11 12 11 0 -0.879741\n",
" 12 13 12 0 -0.879741\n",
" 13 14 13 0 -0.879741\n",
" 14 15 14 0 -1.021671\n",
" 15 16 15 0 -0.529621\n",
" 16 17 16 0 -0.664202\n",
" 17 18 17 0 -1.045731\n",
" 18 19 18 0 -1.045731\n",
" 19 20 19 0 -1.632697\n",
" 20 21 20 0 -1.632697\n",
" 21 22 21 0 -1.959639\n",
" 22 23 22 0 -1.959639\n",
" 23 24 23 0 -1.779082\n",
" 24 25 24 0 -1.779082\n",
" 25 26 25 0 -1.779082\n",
" 26 27 26 0 -1.779082\n",
" 27 28 27 0 -1.779082\n",
" 28 29 28 0 -1.779082\n",
" 29 30 29 0 -1.779082\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.196850\n",
" 19971 19972 19971 0 0.470569\n",
" 19972 19973 19972 0 0.864741\n",
" 19973 19974 19973 0 0.864741\n",
" 19974 19975 19974 0 0.151373\n",
" 19975 19976 19975 0 -1.068958\n",
" 19976 19977 19976 0 -1.068958\n",
" 19977 19978 19977 0 -1.068958\n",
" 19978 19979 19978 0 -0.056127\n",
" 19979 19980 19979 0 -0.056127\n",
" 19980 19981 19980 0 -0.056127\n",
" 19981 19982 19981 0 -0.056127\n",
" 19982 19983 19982 0 -0.056127\n",
" 19983 19984 19983 0 -0.056127\n",
" 19984 19985 19984 0 -0.628695\n",
" 19985 19986 19985 0 -0.084533\n",
" 19986 19987 19986 0 -0.084533\n",
" 19987 19988 19987 0 -0.084533\n",
" 19988 19989 19988 0 -0.662799\n",
" 19989 19990 19989 0 -0.662799\n",
" 19990 19991 19990 0 -0.662799\n",
" 19991 19992 19991 0 -0.662799\n",
" 19992 19993 19992 0 -0.662799\n",
" 19993 19994 19993 0 -0.662799\n",
" 19994 19995 19994 0 -0.662799\n",
" 19995 19996 19995 0 -0.662799\n",
" 19996 19997 19996 0 -0.662799\n",
" 19997 19998 19997 0 -0.662799\n",
" 19998 19999 19998 0 -0.662799\n",
" 19999 20000 19999 0 -0.662799\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 1.738110\n",
" 1 2 1 0 2.365538\n",
" 2 3 2 0 1.660974\n",
" 3 4 3 0 -0.682566\n",
" 4 5 4 0 -0.932603\n",
" 5 6 5 0 -1.048082\n",
" 6 7 6 0 -0.195355\n",
" 7 8 7 0 -0.665725\n",
" 8 9 8 0 0.073536\n",
" 9 10 9 0 -0.197623\n",
" 10 11 10 0 -1.963862\n",
" 11 12 11 0 -2.848330\n",
" 12 13 12 0 -1.887550\n",
" 13 14 13 0 -0.726122\n",
" 14 15 14 0 -0.726122\n",
" 15 16 15 0 -0.726122\n",
" 16 17 16 0 -0.331016\n",
" 17 18 17 0 -1.137492\n",
" 18 19 18 0 -0.013780\n",
" 19 20 19 0 -0.013780\n",
" 20 21 20 0 -0.013780\n",
" 21 22 21 0 -0.013780\n",
" 22 23 22 0 -0.013780\n",
" 23 24 23 0 1.144286\n",
" 24 25 24 0 0.148668\n",
" 25 26 25 0 0.148668\n",
" 26 27 26 0 0.148668\n",
" 27 28 27 0 0.117778\n",
" 28 29 28 0 0.117778\n",
" 29 30 29 0 0.117778\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.087750\n",
" 19971 19972 19971 0 -0.087750\n",
" 19972 19973 19972 0 -0.087750\n",
" 19973 19974 19973 0 -0.087750\n",
" 19974 19975 19974 0 -0.087750\n",
" 19975 19976 19975 0 -0.087750\n",
" 19976 19977 19976 0 -0.087750\n",
" 19977 19978 19977 0 -0.087750\n",
" 19978 19979 19978 0 -0.087750\n",
" 19979 19980 19979 0 -0.087750\n",
" 19980 19981 19980 0 -0.087750\n",
" 19981 19982 19981 0 -0.087750\n",
" 19982 19983 19982 0 -0.087750\n",
" 19983 19984 19983 0 -0.087750\n",
" 19984 19985 19984 0 -0.087750\n",
" 19985 19986 19985 0 -0.087750\n",
" 19986 19987 19986 0 -0.087750\n",
" 19987 19988 19987 0 -0.087750\n",
" 19988 19989 19988 0 -0.087750\n",
" 19989 19990 19989 0 -0.087750\n",
" 19990 19991 19990 0 -0.087750\n",
" 19991 19992 19991 0 -0.087750\n",
" 19992 19993 19992 0 -0.087750\n",
" 19993 19994 19993 0 -0.087750\n",
" 19994 19995 19994 0 -0.087750\n",
" 19995 19996 19995 0 -0.087750\n",
" 19996 19997 19996 0 -0.087750\n",
" 19997 19998 19997 0 -0.087750\n",
" 19998 19999 19998 0 -0.087750\n",
" 19999 20000 19999 0 -0.087750\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -0.531822\n",
" 2 3 2 0 -0.531822\n",
" 3 4 3 0 -0.531822\n",
" 4 5 4 0 -0.531822\n",
" 5 6 5 0 -0.531822\n",
" 6 7 6 0 -0.531822\n",
" 7 8 7 0 -0.182337\n",
" 8 9 8 0 -0.201954\n",
" 9 10 9 0 -0.201954\n",
" 10 11 10 0 -0.201954\n",
" 11 12 11 0 -0.201954\n",
" 12 13 12 0 -0.201954\n",
" 13 14 13 0 0.406821\n",
" 14 15 14 0 -0.452356\n",
" 15 16 15 0 -0.452356\n",
" 16 17 16 0 -0.452356\n",
" 17 18 17 0 -0.537864\n",
" 18 19 18 0 -0.537864\n",
" 19 20 19 0 -0.537864\n",
" 20 21 20 0 -0.537864\n",
" 21 22 21 0 -0.236398\n",
" 22 23 22 0 -0.236398\n",
" 23 24 23 0 -0.236398\n",
" 24 25 24 0 -0.236398\n",
" 25 26 25 0 -0.424722\n",
" 26 27 26 0 -0.424722\n",
" 27 28 27 0 -0.424722\n",
" 28 29 28 0 -0.300825\n",
" 29 30 29 0 -0.300825\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.055235\n",
" 19971 19972 19971 0 -0.026316\n",
" 19972 19973 19972 0 -0.499799\n",
" 19973 19974 19973 0 -0.499799\n",
" 19974 19975 19974 0 -0.321550\n",
" 19975 19976 19975 0 0.102953\n",
" 19976 19977 19976 0 0.102953\n",
" 19977 19978 19977 0 0.102953\n",
" 19978 19979 19978 0 -0.040984\n",
" 19979 19980 19979 0 -0.272458\n",
" 19980 19981 19980 0 -0.272458\n",
" 19981 19982 19981 0 -0.218515\n",
" 19982 19983 19982 0 -0.218515\n",
" 19983 19984 19983 0 -0.218515\n",
" 19984 19985 19984 0 -0.218515\n",
" 19985 19986 19985 0 -0.352193\n",
" 19986 19987 19986 0 -0.301372\n",
" 19987 19988 19987 0 -0.167300\n",
" 19988 19989 19988 0 -0.167300\n",
" 19989 19990 19989 0 -0.167300\n",
" 19990 19991 19990 0 -0.167300\n",
" 19991 19992 19991 0 -0.167300\n",
" 19992 19993 19992 0 -0.167300\n",
" 19993 19994 19993 0 -0.167300\n",
" 19994 19995 19994 0 -0.167300\n",
" 19995 19996 19995 0 -0.159137\n",
" 19996 19997 19996 0 -0.177418\n",
" 19997 19998 19997 0 -0.177418\n",
" 19998 19999 19998 0 -0.177418\n",
" 19999 20000 19999 0 0.011433\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 0.003756 0.176135\n",
" 1 2 1 0 0.003756 0.176135\n",
" 2 3 2 0 0.003756 0.176135\n",
" 3 4 3 0 0.003756 0.176135\n",
" 4 5 4 0 0.003756 0.176135\n",
" 5 6 5 0 0.003756 0.176135\n",
" 6 7 6 0 0.003756 0.176135\n",
" 7 8 7 0 0.003756 0.176135\n",
" 8 9 8 0 0.003756 0.176135\n",
" 9 10 9 0 0.003756 0.176135\n",
" 10 11 10 0 0.003756 0.176135\n",
" 11 12 11 0 0.003756 0.176135\n",
" 12 13 12 0 0.003756 0.176135\n",
" 13 14 13 0 0.003756 0.176135\n",
" 14 15 14 0 0.003756 0.176135\n",
" 15 16 15 0 0.003756 0.176135\n",
" 16 17 16 0 0.003756 0.176135\n",
" 17 18 17 0 0.003756 0.176135\n",
" 18 19 18 0 0.438476 0.971287\n",
" 19 20 19 0 0.925744 0.619201\n",
" 20 21 20 0 0.925744 0.619201\n",
" 21 22 21 0 0.925744 0.619201\n",
" 22 23 22 0 0.925744 0.619201\n",
" 23 24 23 0 0.925744 0.619201\n",
" 24 25 24 0 0.925744 0.619201\n",
" 25 26 25 0 0.925744 0.619201\n",
" 26 27 26 0 0.925744 0.619201\n",
" 27 28 27 0 0.925744 0.619201\n",
" 28 29 28 0 0.925744 0.619201\n",
" 29 30 29 0 0.925744 0.619201\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.031623 1.003418\n",
" 19971 19972 19971 0 0.100977 0.722141\n",
" 19972 19973 19972 0 0.100977 0.722141\n",
" 19973 19974 19973 0 0.100977 0.722141\n",
" 19974 19975 19974 0 -0.018107 0.764953\n",
" 19975 19976 19975 0 -0.018107 0.764953\n",
" 19976 19977 19976 0 -0.018107 0.764953\n",
" 19977 19978 19977 0 -0.018107 0.764953\n",
" 19978 19979 19978 0 -0.018107 0.764953\n",
" 19979 19980 19979 0 -0.018107 0.764953\n",
" 19980 19981 19980 0 0.313000 0.359301\n",
" 19981 19982 19981 0 0.504898 0.483400\n",
" 19982 19983 19982 0 0.504898 0.483400\n",
" 19983 19984 19983 0 0.504898 0.483400\n",
" 19984 19985 19984 0 0.486824 0.327865\n",
" 19985 19986 19985 0 0.571394 0.466455\n",
" 19986 19987 19986 0 0.407764 0.368566\n",
" 19987 19988 19987 0 0.407764 0.368566\n",
" 19988 19989 19988 0 0.367408 0.487431\n",
" 19989 19990 19989 0 0.281090 0.437863\n",
" 19990 19991 19990 0 0.281090 0.437863\n",
" 19991 19992 19991 0 0.281090 0.437863\n",
" 19992 19993 19992 0 0.317368 0.365169\n",
" 19993 19994 19993 0 0.350054 0.281063\n",
" 19994 19995 19994 0 0.350054 0.281063\n",
" 19995 19996 19995 0 0.350054 0.281063\n",
" 19996 19997 19996 0 0.085759 0.774196\n",
" 19997 19998 19997 0 0.085759 0.774196\n",
" 19998 19999 19998 0 0.085759 0.774196\n",
" 19999 20000 19999 0 0.547906 0.574113\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 24.536405\n",
" 1 2 1 0 23.234363\n",
" 2 3 2 0 17.000012\n",
" 3 4 3 0 3.018625\n",
" 4 5 4 0 3.018625\n",
" 5 6 5 0 3.018625\n",
" 6 7 6 0 3.018625\n",
" 7 8 7 0 3.018625\n",
" 8 9 8 0 3.018625\n",
" 9 10 9 0 3.018625\n",
" 10 11 10 0 2.761499\n",
" 11 12 11 0 2.707444\n",
" 12 13 12 0 3.251958\n",
" 13 14 13 0 3.251958\n",
" 14 15 14 0 2.523006\n",
" 15 16 15 0 2.523006\n",
" 16 17 16 0 2.523006\n",
" 17 18 17 0 3.717241\n",
" 18 19 18 0 2.302237\n",
" 19 20 19 0 0.541144\n",
" 20 21 20 0 0.541144\n",
" 21 22 21 0 0.541144\n",
" 22 23 22 0 1.774658\n",
" 23 24 23 0 2.929400\n",
" 24 25 24 0 2.929400\n",
" 25 26 25 0 2.929400\n",
" 26 27 26 0 2.929400\n",
" 27 28 27 0 1.798351\n",
" 28 29 28 0 1.798351\n",
" 29 30 29 0 1.162872\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.067826\n",
" 19971 19972 19971 0 0.067826\n",
" 19972 19973 19972 0 0.067826\n",
" 19973 19974 19973 0 0.067826\n",
" 19974 19975 19974 0 0.067826\n",
" 19975 19976 19975 0 0.067826\n",
" 19976 19977 19976 0 0.067826\n",
" 19977 19978 19977 0 0.067826\n",
" 19978 19979 19978 0 0.098746\n",
" 19979 19980 19979 0 0.086708\n",
" 19980 19981 19980 0 0.086708\n",
" 19981 19982 19981 0 0.086708\n",
" 19982 19983 19982 0 0.086708\n",
" 19983 19984 19983 0 0.086708\n",
" 19984 19985 19984 0 0.086708\n",
" 19985 19986 19985 0 0.086708\n",
" 19986 19987 19986 0 0.019387\n",
" 19987 19988 19987 0 0.019387\n",
" 19988 19989 19988 0 0.019387\n",
" 19989 19990 19989 0 0.045293\n",
" 19990 19991 19990 0 0.045293\n",
" 19991 19992 19991 0 0.045293\n",
" 19992 19993 19992 0 0.023914\n",
" 19993 19994 19993 0 0.023914\n",
" 19994 19995 19994 0 0.023914\n",
" 19995 19996 19995 0 0.023914\n",
" 19996 19997 19996 0 0.023914\n",
" 19997 19998 19997 0 0.025394\n",
" 19998 19999 19998 0 0.025394\n",
" 19999 20000 19999 0 0.025394\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 -1.123492\n",
" 1 2 1 0 -1.195125\n",
" 2 3 2 0 -1.585626\n",
" 3 4 3 0 -3.469717\n",
" 4 5 4 0 -3.469717\n",
" 5 6 5 0 -3.469717\n",
" 6 7 6 0 -3.469717\n",
" 7 8 7 0 -3.469717\n",
" 8 9 8 0 -3.469717\n",
" 9 10 9 0 -3.469717\n",
" 10 11 10 0 -3.561393\n",
" 11 12 11 0 -3.581717\n",
" 12 13 12 0 -3.392853\n",
" 13 14 13 0 -3.392853\n",
" 14 15 14 0 -3.654165\n",
" 15 16 15 0 -3.654165\n",
" 16 17 16 0 -3.654165\n",
" 17 18 17 0 -3.254308\n",
" 18 19 18 0 -3.747997\n",
" 19 20 19 0 -5.213814\n",
" 20 21 20 0 -5.213814\n",
" 21 22 21 0 -5.213814\n",
" 22 23 22 0 -4.013657\n",
" 23 24 23 0 -3.500641\n",
" 24 25 24 0 -3.500641\n",
" 25 26 25 0 -3.500641\n",
" 26 27 26 0 -3.500641\n",
" 27 28 27 0 -4.000153\n",
" 28 29 28 0 -4.000153\n",
" 29 30 29 0 -4.442580\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -7.295304\n",
" 19971 19972 19971 0 -7.295304\n",
" 19972 19973 19972 0 -7.295304\n",
" 19973 19974 19973 0 -7.295304\n",
" 19974 19975 19974 0 -7.295304\n",
" 19975 19976 19975 0 -7.295304\n",
" 19976 19977 19976 0 -7.295304\n",
" 19977 19978 19977 0 -7.295304\n",
" 19978 19979 19978 0 -6.919383\n",
" 19979 19980 19979 0 -7.049509\n",
" 19980 19981 19980 0 -7.049509\n",
" 19981 19982 19981 0 -7.049509\n",
" 19982 19983 19982 0 -7.049509\n",
" 19983 19984 19983 0 -7.049509\n",
" 19984 19985 19984 0 -7.049509\n",
" 19985 19986 19985 0 -7.049509\n",
" 19986 19987 19986 0 -8.548149\n",
" 19987 19988 19987 0 -8.548149\n",
" 19988 19989 19988 0 -8.548149\n",
" 19989 19990 19989 0 -7.699325\n",
" 19990 19991 19990 0 -7.699325\n",
" 19991 19992 19991 0 -7.699325\n",
" 19992 19993 19992 0 -8.338222\n",
" 19993 19994 19993 0 -8.338222\n",
" 19994 19995 19994 0 -8.338222\n",
" 19995 19996 19995 0 -8.338222\n",
" 19996 19997 19996 0 -8.338222\n",
" 19997 19998 19997 0 -8.278177\n",
" 19998 19999 19998 0 -8.278177\n",
" 19999 20000 19999 0 -8.278177\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 -0.073441 -0.323140 -1.156289 -1.515299 -0.363532\n",
" 1 2 1 0 -2.285089 0.105941 -1.107693 0.714415 -0.203814\n",
" 2 3 2 0 -2.055394 -0.127826 -2.574587 0.883047 0.433243\n",
" 3 4 3 0 -1.679146 0.589973 -2.011426 0.930055 0.288370\n",
" 4 5 4 0 -2.397663 1.627992 -2.595031 0.572502 0.477214\n",
" 5 6 5 0 -3.348143 2.131550 -1.413909 -0.112659 -0.908849\n",
" 6 7 6 0 -1.488206 2.414876 -0.356577 -2.299487 -0.628106\n",
" 7 8 7 0 -3.075147 1.004140 1.000248 -1.931071 0.293466\n",
" 8 9 8 0 -2.702677 0.975913 0.793579 -2.838402 -0.325090\n",
" 9 10 9 0 -2.702677 0.975913 0.793579 -2.838402 -0.325090\n",
" 10 11 10 0 -2.702677 0.975913 0.793579 -2.838402 -0.325090\n",
" 11 12 11 0 -2.702677 0.975913 0.793579 -2.838402 -0.325090\n",
" 12 13 12 0 -2.702677 0.975913 0.793579 -2.838402 -0.325090\n",
" 13 14 13 0 -1.865851 -0.236957 0.413230 -2.560783 -0.175859\n",
" 14 15 14 0 -1.865851 -0.236957 0.413230 -2.560783 -0.175859\n",
" 15 16 15 0 -1.865851 -0.236957 0.413230 -2.560783 -0.175859\n",
" 16 17 16 0 -1.865851 -0.236957 0.413230 -2.560783 -0.175859\n",
" 17 18 17 0 -1.865851 -0.236957 0.413230 -2.560783 -0.175859\n",
" 18 19 18 0 -0.544920 0.788565 -0.500266 -1.988932 0.224565\n",
" 19 20 19 0 -0.544920 0.788565 -0.500266 -1.988932 0.224565\n",
" 20 21 20 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 21 22 21 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 22 23 22 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 23 24 23 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 24 25 24 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 25 26 25 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 26 27 26 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 27 28 27 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 28 29 28 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" 29 30 29 0 -0.955203 0.505133 -0.007249 -1.044970 1.022130\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19971 19972 19971 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19972 19973 19972 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19973 19974 19973 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19974 19975 19974 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19975 19976 19975 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19976 19977 19976 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19977 19978 19977 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19978 19979 19978 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19979 19980 19979 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19980 19981 19980 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19981 19982 19981 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19982 19983 19982 0 -0.202182 -0.101010 0.027153 -0.052813 -0.089261\n",
" 19983 19984 19983 0 -0.109777 0.008694 0.017585 0.066661 -0.189962\n",
" 19984 19985 19984 0 -0.109777 0.008694 0.017585 0.066661 -0.189962\n",
" 19985 19986 19985 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19986 19987 19986 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19987 19988 19987 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19988 19989 19988 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19989 19990 19989 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19990 19991 19990 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19991 19992 19991 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19992 19993 19992 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19993 19994 19993 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19994 19995 19994 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19995 19996 19995 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19996 19997 19996 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19997 19998 19997 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19998 19999 19998 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" 19999 20000 19999 0 -0.102475 -0.146676 -0.063463 -0.096605 -0.119199\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.018094\n",
" 19971 19972 19971 0 -0.018094\n",
" 19972 19973 19972 0 -0.018094\n",
" 19973 19974 19973 0 -0.020006\n",
" 19974 19975 19974 0 -0.018085\n",
" 19975 19976 19975 0 -0.009941\n",
" 19976 19977 19976 0 -0.009941\n",
" 19977 19978 19977 0 -0.009941\n",
" 19978 19979 19978 0 -0.009941\n",
" 19979 19980 19979 0 -0.009941\n",
" 19980 19981 19980 0 -0.012851\n",
" 19981 19982 19981 0 -0.012851\n",
" 19982 19983 19982 0 -0.012851\n",
" 19983 19984 19983 0 -0.012851\n",
" 19984 19985 19984 0 -0.012851\n",
" 19985 19986 19985 0 -0.011093\n",
" 19986 19987 19986 0 -0.008642\n",
" 19987 19988 19987 0 -0.008642\n",
" 19988 19989 19988 0 -0.009801\n",
" 19989 19990 19989 0 -0.009801\n",
" 19990 19991 19990 0 -0.003257\n",
" 19991 19992 19991 0 -0.009038\n",
" 19992 19993 19992 0 -0.009038\n",
" 19993 19994 19993 0 -0.009038\n",
" 19994 19995 19994 0 -0.010118\n",
" 19995 19996 19995 0 -0.010118\n",
" 19996 19997 19996 0 -0.010118\n",
" 19997 19998 19997 0 -0.009306\n",
" 19998 19999 19998 0 -0.009306\n",
" 19999 20000 19999 0 -0.006702\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 50.000000\n",
" 1 2 1 0 50.000000\n",
" 2 3 2 0 50.000000\n",
" 3 4 3 0 36.678549\n",
" 4 5 4 0 34.617082\n",
" 5 6 5 0 18.758839\n",
" 6 7 6 0 9.960592\n",
" 7 8 7 0 9.960592\n",
" 8 9 8 0 4.927360\n",
" 9 10 9 0 2.187173\n",
" 10 11 10 0 1.679627\n",
" 11 12 11 0 1.679627\n",
" 12 13 12 0 1.679627\n",
" 13 14 13 0 1.679627\n",
" 14 15 14 0 1.679627\n",
" 15 16 15 0 1.679627\n",
" 16 17 16 0 1.679627\n",
" 17 18 17 0 1.679627\n",
" 18 19 18 0 1.679627\n",
" 19 20 19 0 1.679627\n",
" 20 21 20 0 1.679627\n",
" 21 22 21 0 1.679627\n",
" 22 23 22 0 1.679627\n",
" 23 24 23 0 1.679627\n",
" 24 25 24 0 1.679627\n",
" 25 26 25 0 1.679627\n",
" 26 27 26 0 1.001560\n",
" 27 28 27 0 1.001560\n",
" 28 29 28 0 1.001560\n",
" 29 30 29 0 0.973367\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.615179\n",
" 19971 19972 19971 0 0.615179\n",
" 19972 19973 19972 0 0.620777\n",
" 19973 19974 19973 0 0.620777\n",
" 19974 19975 19974 0 0.620777\n",
" 19975 19976 19975 0 0.620777\n",
" 19976 19977 19976 0 0.614611\n",
" 19977 19978 19977 0 0.617137\n",
" 19978 19979 19978 0 0.693702\n",
" 19979 19980 19979 0 0.726330\n",
" 19980 19981 19980 0 0.726330\n",
" 19981 19982 19981 0 0.726330\n",
" 19982 19983 19982 0 0.716677\n",
" 19983 19984 19983 0 0.716677\n",
" 19984 19985 19984 0 0.716677\n",
" 19985 19986 19985 0 0.716677\n",
" 19986 19987 19986 0 0.716677\n",
" 19987 19988 19987 0 0.716677\n",
" 19988 19989 19988 0 0.716677\n",
" 19989 19990 19989 0 0.752335\n",
" 19990 19991 19990 0 0.752335\n",
" 19991 19992 19991 0 0.752335\n",
" 19992 19993 19992 0 0.749852\n",
" 19993 19994 19993 0 0.749852\n",
" 19994 19995 19994 0 0.749852\n",
" 19995 19996 19995 0 0.749852\n",
" 19996 19997 19996 0 0.749852\n",
" 19997 19998 19997 0 0.645967\n",
" 19998 19999 19998 0 0.645967\n",
" 19999 20000 19999 0 0.645967\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 -0.546032\n",
" 4 5 4 0 -0.635914\n",
" 5 6 5 0 -1.465757\n",
" 6 7 6 0 -2.201611\n",
" 7 8 7 0 -2.201611\n",
" 8 9 8 0 -2.959838\n",
" 9 10 9 0 -3.800446\n",
" 10 11 10 0 -4.069659\n",
" 11 12 11 0 -4.069659\n",
" 12 13 12 0 -4.069659\n",
" 13 14 13 0 -4.069659\n",
" 14 15 14 0 -4.069659\n",
" 15 16 15 0 -4.069659\n",
" 16 17 16 0 -4.069659\n",
" 17 18 17 0 -4.069659\n",
" 18 19 18 0 -4.069659\n",
" 19 20 19 0 -4.069659\n",
" 20 21 20 0 -4.069659\n",
" 21 22 21 0 -4.069659\n",
" 22 23 22 0 -4.069659\n",
" 23 24 23 0 -4.069659\n",
" 24 25 24 0 -4.069659\n",
" 25 26 25 0 -4.069659\n",
" 26 27 26 0 -4.593545\n",
" 27 28 27 0 -4.593545\n",
" 28 29 28 0 -4.593545\n",
" 29 30 29 0 -4.622383\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.084842\n",
" 19971 19972 19971 0 -5.084842\n",
" 19972 19973 19972 0 -5.075727\n",
" 19973 19974 19973 0 -5.075727\n",
" 19974 19975 19974 0 -5.075727\n",
" 19975 19976 19975 0 -5.075727\n",
" 19976 19977 19976 0 -5.085771\n",
" 19977 19978 19977 0 -5.081643\n",
" 19978 19979 19978 0 -4.963922\n",
" 19979 19980 19979 0 -4.917631\n",
" 19980 19981 19980 0 -4.917631\n",
" 19981 19982 19981 0 -4.917631\n",
" 19982 19983 19982 0 -4.931107\n",
" 19983 19984 19983 0 -4.931107\n",
" 19984 19985 19984 0 -4.931107\n",
" 19985 19986 19985 0 -4.931107\n",
" 19986 19987 19986 0 -4.931107\n",
" 19987 19988 19987 0 -4.931107\n",
" 19988 19989 19988 0 -4.931107\n",
" 19989 19990 19989 0 -4.882192\n",
" 19990 19991 19990 0 -4.882192\n",
" 19991 19992 19991 0 -4.882192\n",
" 19992 19993 19992 0 -4.885523\n",
" 19993 19994 19993 0 -4.885523\n",
" 19994 19995 19994 0 -4.885523\n",
" 19995 19996 19995 0 -4.885523\n",
" 19996 19997 19996 0 -4.885523\n",
" 19997 19998 19997 0 -5.035697\n",
" 19998 19999 19998 0 -5.035697\n",
" 19999 20000 19999 0 -5.035697\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 2 1 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 3 2 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 4 3 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 5 4 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 6 5 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 7 6 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 8 7 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 9 8 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 10 9 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 11 10 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 12 11 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 13 12 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 14 13 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 15 14 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 16 15 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 17 16 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 18 17 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 19 18 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 20 19 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 21 20 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 22 21 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 23 22 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 24 23 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 25 24 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 26 25 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 27 26 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 28 27 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 29 28 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 30 29 0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 -0.618833 -0.119933 -0.743319 -0.270058 -1.480724 \n",
" 19971 19972 19971 0 -0.425397 -0.138474 -0.643400 -0.363126 -1.339657 \n",
" 19972 19973 19972 0 -0.505684 -0.238943 -0.512641 -0.280447 -1.319013 \n",
" 19973 19974 19973 0 -0.505684 -0.238943 -0.512641 -0.280447 -1.319013 \n",
" 19974 19975 19974 0 -0.588129 -0.373358 -0.532410 -0.141618 -1.065176 \n",
" 19975 19976 19975 0 -0.588129 -0.373358 -0.532410 -0.141618 -1.065176 \n",
" 19976 19977 19976 0 -0.588129 -0.373358 -0.532410 -0.141618 -1.065176 \n",
" 19977 19978 19977 0 -0.565681 -0.460019 -0.479479 -0.310275 -1.141319 \n",
" 19978 19979 19978 0 -0.565681 -0.460019 -0.479479 -0.310275 -1.141319 \n",
" 19979 19980 19979 0 -0.565681 -0.460019 -0.479479 -0.310275 -1.141319 \n",
" 19980 19981 19980 0 -0.565681 -0.460019 -0.479479 -0.310275 -1.141319 \n",
" 19981 19982 19981 0 -0.375247 -0.439196 -0.434288 -0.261219 -1.137869 \n",
" 19982 19983 19982 0 -0.326176 -0.258055 -0.554509 -0.372028 -1.119737 \n",
" 19983 19984 19983 0 -0.396270 -0.446061 -0.539222 -0.329792 -1.367498 \n",
" 19984 19985 19984 0 -0.232278 -0.392424 -0.469511 -0.086380 -1.316428 \n",
" 19985 19986 19985 0 -0.232278 -0.392424 -0.469511 -0.086380 -1.316428 \n",
" 19986 19987 19986 0 -0.232278 -0.392424 -0.469511 -0.086380 -1.316428 \n",
" 19987 19988 19987 0 -0.227073 -0.578250 -0.482954 -0.024864 -1.196293 \n",
" 19988 19989 19988 0 -0.227073 -0.578250 -0.482954 -0.024864 -1.196293 \n",
" 19989 19990 19989 0 -0.227073 -0.578250 -0.482954 -0.024864 -1.196293 \n",
" 19990 19991 19990 0 -0.227073 -0.578250 -0.482954 -0.024864 -1.196293 \n",
" 19991 19992 19991 0 -0.227073 -0.578250 -0.482954 -0.024864 -1.196293 \n",
" 19992 19993 19992 0 -0.227073 -0.578250 -0.482954 -0.024864 -1.196293 \n",
" 19993 19994 19993 0 -0.217124 -0.723277 -0.457365 0.131731 -0.923594 \n",
" 19994 19995 19994 0 -0.217124 -0.723277 -0.457365 0.131731 -0.923594 \n",
" 19995 19996 19995 0 -0.483311 -0.874820 -0.360987 0.098088 -1.000264 \n",
" 19996 19997 19996 0 -0.483311 -0.874820 -0.360987 0.098088 -1.000264 \n",
" 19997 19998 19997 0 -0.197624 -0.647906 -0.511397 0.294329 -1.046802 \n",
" 19998 19999 19998 0 -0.197624 -0.647906 -0.511397 0.294329 -1.046802 \n",
" 19999 20000 19999 0 -0.197624 -0.647906 -0.511397 0.294329 -1.046802 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 0.424313 -0.246877 ... -0.119018 -0.692799 -0.448113 -0.351948 \n",
" 19971 0.656907 -0.231306 ... 0.004143 -0.782895 -0.361387 -0.552352 \n",
" 19972 0.407868 -0.453805 ... -0.042587 -0.922641 -0.239637 -0.458428 \n",
" 19973 0.407868 -0.453805 ... -0.042587 -0.922641 -0.239637 -0.458428 \n",
" 19974 0.220472 -0.525935 ... 0.060357 -0.956459 -0.202134 -0.432112 \n",
" 19975 0.220472 -0.525935 ... 0.060357 -0.956459 -0.202134 -0.432112 \n",
" 19976 0.220472 -0.525935 ... 0.060357 -0.956459 -0.202134 -0.432112 \n",
" 19977 0.177967 -0.501538 ... 0.003434 -0.868472 -0.274455 -0.325981 \n",
" 19978 0.177967 -0.501538 ... 0.003434 -0.868472 -0.274455 -0.325981 \n",
" 19979 0.177967 -0.501538 ... 0.003434 -0.868472 -0.274455 -0.325981 \n",
" 19980 0.177967 -0.501538 ... 0.003434 -0.868472 -0.274455 -0.325981 \n",
" 19981 0.322639 -0.555375 ... 0.027638 -0.843559 -0.459242 -0.213522 \n",
" 19982 0.556138 -0.358807 ... 0.122515 -0.866886 -0.532586 -0.315501 \n",
" 19983 0.396796 -0.204031 ... 0.119531 -0.754046 -0.425315 -0.268585 \n",
" 19984 0.406692 -0.155093 ... 0.294205 -0.779956 -0.463901 -0.207475 \n",
" 19985 0.406692 -0.155093 ... 0.294205 -0.779956 -0.463901 -0.207475 \n",
" 19986 0.406692 -0.155093 ... 0.294205 -0.779956 -0.463901 -0.207475 \n",
" 19987 0.190728 -0.092428 ... 0.266002 -0.838691 -0.549203 -0.190211 \n",
" 19988 0.190728 -0.092428 ... 0.266002 -0.838691 -0.549203 -0.190211 \n",
" 19989 0.190728 -0.092428 ... 0.266002 -0.838691 -0.549203 -0.190211 \n",
" 19990 0.190728 -0.092428 ... 0.266002 -0.838691 -0.549203 -0.190211 \n",
" 19991 0.190728 -0.092428 ... 0.266002 -0.838691 -0.549203 -0.190211 \n",
" 19992 0.190728 -0.092428 ... 0.266002 -0.838691 -0.549203 -0.190211 \n",
" 19993 0.438145 -0.166958 ... 0.317854 -0.917895 -0.450577 -0.351188 \n",
" 19994 0.438145 -0.166958 ... 0.317854 -0.917895 -0.450577 -0.351188 \n",
" 19995 0.587016 0.016273 ... 0.182410 -1.028061 -0.533554 -0.427028 \n",
" 19996 0.587016 0.016273 ... 0.182410 -1.028061 -0.533554 -0.427028 \n",
" 19997 0.775765 0.077398 ... 0.188098 -1.090096 -0.355296 -0.477326 \n",
" 19998 0.775765 0.077398 ... 0.188098 -1.090096 -0.355296 -0.477326 \n",
" 19999 0.775765 0.077398 ... 0.188098 -1.090096 -0.355296 -0.477326 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... \n",
" 19970 -0.916431 -0.082399 0.722114 -0.589968 0.033339 -0.497038 \n",
" 19971 -1.040977 -0.053463 0.669277 -0.441581 -0.091535 -0.632797 \n",
" 19972 -0.950292 0.072780 0.601314 -0.387964 -0.126221 -0.317563 \n",
" 19973 -0.950292 0.072780 0.601314 -0.387964 -0.126221 -0.317563 \n",
" 19974 -0.904543 -0.087469 0.541161 -0.572153 -0.202851 -0.266655 \n",
" 19975 -0.904543 -0.087469 0.541161 -0.572153 -0.202851 -0.266655 \n",
" 19976 -0.904543 -0.087469 0.541161 -0.572153 -0.202851 -0.266655 \n",
" 19977 -0.895876 -0.241025 0.524925 -0.576459 -0.322301 -0.254202 \n",
" 19978 -0.895876 -0.241025 0.524925 -0.576459 -0.322301 -0.254202 \n",
" 19979 -0.895876 -0.241025 0.524925 -0.576459 -0.322301 -0.254202 \n",
" 19980 -0.895876 -0.241025 0.524925 -0.576459 -0.322301 -0.254202 \n",
" 19981 -0.951725 -0.104981 0.284471 -0.500311 -0.282416 -0.262713 \n",
" 19982 -0.963325 -0.257381 0.541491 -0.512158 -0.334858 -0.040518 \n",
" 19983 -1.020041 -0.000533 0.351758 -0.669687 -0.291120 -0.249993 \n",
" 19984 -1.008189 0.064481 0.236503 -0.727704 -0.244860 -0.156682 \n",
" 19985 -1.008189 0.064481 0.236503 -0.727704 -0.244860 -0.156682 \n",
" 19986 -1.008189 0.064481 0.236503 -0.727704 -0.244860 -0.156682 \n",
" 19987 -0.899867 0.079447 0.193316 -0.823256 -0.073101 -0.419547 \n",
" 19988 -0.899867 0.079447 0.193316 -0.823256 -0.073101 -0.419547 \n",
" 19989 -0.899867 0.079447 0.193316 -0.823256 -0.073101 -0.419547 \n",
" 19990 -0.899867 0.079447 0.193316 -0.823256 -0.073101 -0.419547 \n",
" 19991 -0.899867 0.079447 0.193316 -0.823256 -0.073101 -0.419547 \n",
" 19992 -0.899867 0.079447 0.193316 -0.823256 -0.073101 -0.419547 \n",
" 19993 -0.977595 0.267428 0.039854 -0.886591 0.133456 -0.669471 \n",
" 19994 -0.977595 0.267428 0.039854 -0.886591 0.133456 -0.669471 \n",
" 19995 -0.919845 0.489360 -0.058209 -1.037998 0.458177 -0.692430 \n",
" 19996 -0.919845 0.489360 -0.058209 -1.037998 0.458177 -0.692430 \n",
" 19997 -0.889114 0.399102 -0.019189 -1.073170 0.492935 -0.583019 \n",
" 19998 -0.889114 0.399102 -0.019189 -1.073170 0.492935 -0.583019 \n",
" 19999 -0.889114 0.399102 -0.019189 -1.073170 0.492935 -0.583019 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 1.000000\n",
" 1 2 1 0 0.721327\n",
" 2 3 2 0 0.923028\n",
" 3 4 3 0 0.923028\n",
" 4 5 4 0 0.923028\n",
" 5 6 5 0 0.923028\n",
" 6 7 6 0 0.923028\n",
" 7 8 7 0 1.105320\n",
" 8 9 8 0 3.014809\n",
" 9 10 9 0 1.040241\n",
" 10 11 10 0 1.040241\n",
" 11 12 11 0 1.040241\n",
" 12 13 12 0 1.698709\n",
" 13 14 13 0 1.698709\n",
" 14 15 14 0 1.317698\n",
" 15 16 15 0 1.317698\n",
" 16 17 16 0 1.317698\n",
" 17 18 17 0 1.317698\n",
" 18 19 18 0 1.317698\n",
" 19 20 19 0 3.880033\n",
" 20 21 20 0 3.439555\n",
" 21 22 21 0 2.468485\n",
" 22 23 22 0 2.468485\n",
" 23 24 23 0 1.445430\n",
" 24 25 24 0 1.445430\n",
" 25 26 25 0 1.445430\n",
" 26 27 26 0 1.445430\n",
" 27 28 27 0 1.445430\n",
" 28 29 28 0 1.445430\n",
" 29 30 29 0 1.445430\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 12.346381\n",
" 19971 19972 19971 0 12.346381\n",
" 19972 19973 19972 0 9.226461\n",
" 19973 19974 19973 0 9.226461\n",
" 19974 19975 19974 0 9.167884\n",
" 19975 19976 19975 0 9.167884\n",
" 19976 19977 19976 0 12.492174\n",
" 19977 19978 19977 0 12.492174\n",
" 19978 19979 19978 0 12.492174\n",
" 19979 19980 19979 0 12.492174\n",
" 19980 19981 19980 0 511.227884\n",
" 19981 19982 19981 0 511.227884\n",
" 19982 19983 19982 0 16.433532\n",
" 19983 19984 19983 0 16.433532\n",
" 19984 19985 19984 0 16.433532\n",
" 19985 19986 19985 0 4.201300\n",
" 19986 19987 19986 0 4.089454\n",
" 19987 19988 19987 0 4.089454\n",
" 19988 19989 19988 0 4.089454\n",
" 19989 19990 19989 0 4.089454\n",
" 19990 19991 19990 0 4.089454\n",
" 19991 19992 19991 0 14.551143\n",
" 19992 19993 19992 0 14.551143\n",
" 19993 19994 19993 0 8.018853\n",
" 19994 19995 19994 0 9.487945\n",
" 19995 19996 19995 0 9.487945\n",
" 19996 19997 19996 0 2020.377199\n",
" 19997 19998 19997 0 2020.377199\n",
" 19998 19999 19998 0 254.132515\n",
" 19999 20000 19999 0 254.132515\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 -0.326662\n",
" 2 3 2 0 -0.080096\n",
" 3 4 3 0 -0.080096\n",
" 4 5 4 0 -0.080096\n",
" 5 6 5 0 -0.080096\n",
" 6 7 6 0 -0.080096\n",
" 7 8 7 0 0.100135\n",
" 8 9 8 0 1.103537\n",
" 9 10 9 0 0.039452\n",
" 10 11 10 0 0.039452\n",
" 11 12 11 0 0.039452\n",
" 12 13 12 0 0.529869\n",
" 13 14 13 0 0.529869\n",
" 14 15 14 0 0.275886\n",
" 15 16 15 0 0.275886\n",
" 16 17 16 0 0.275886\n",
" 17 18 17 0 0.275886\n",
" 18 19 18 0 0.275886\n",
" 19 20 19 0 1.355844\n",
" 20 21 20 0 1.235342\n",
" 21 22 21 0 0.903604\n",
" 22 23 22 0 0.903604\n",
" 23 24 23 0 0.368407\n",
" 24 25 24 0 0.368407\n",
" 25 26 25 0 0.368407\n",
" 26 27 26 0 0.368407\n",
" 27 28 27 0 0.368407\n",
" 28 29 28 0 0.368407\n",
" 29 30 29 0 0.368407\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 2.513363\n",
" 19971 19972 19971 0 2.513363\n",
" 19972 19973 19972 0 2.222076\n",
" 19973 19974 19973 0 2.222076\n",
" 19974 19975 19974 0 2.215706\n",
" 19975 19976 19975 0 2.215706\n",
" 19976 19977 19976 0 2.525102\n",
" 19977 19978 19977 0 2.525102\n",
" 19978 19979 19978 0 2.525102\n",
" 19979 19980 19979 0 2.525102\n",
" 19980 19981 19980 0 6.236815\n",
" 19981 19982 19981 0 6.236815\n",
" 19982 19983 19982 0 2.799324\n",
" 19983 19984 19983 0 2.799324\n",
" 19984 19985 19984 0 2.799324\n",
" 19985 19986 19985 0 1.435394\n",
" 19986 19987 19986 0 1.408411\n",
" 19987 19988 19987 0 1.408411\n",
" 19988 19989 19988 0 1.408411\n",
" 19989 19990 19989 0 1.408411\n",
" 19990 19991 19990 0 1.408411\n",
" 19991 19992 19991 0 2.677670\n",
" 19992 19993 19992 0 2.677670\n",
" 19993 19994 19993 0 2.081795\n",
" 19994 19995 19994 0 2.250022\n",
" 19995 19996 19995 0 2.250022\n",
" 19996 19997 19996 0 7.611040\n",
" 19997 19998 19997 0 7.611040\n",
" 19998 19999 19998 0 5.537856\n",
" 19999 20000 19999 0 5.537856\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 5 6 5 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 6 7 6 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 7 8 7 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 8 9 8 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 9 10 9 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 10 11 10 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 11 12 11 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 12 13 12 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 13 14 13 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 14 15 14 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 15 16 15 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 16 17 16 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 17 18 17 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 18 19 18 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 19 20 19 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 20 21 20 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 21 22 21 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 22 23 22 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 23 24 23 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 24 25 24 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 25 26 25 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 26 27 26 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 27 28 27 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 28 29 28 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 29 30 29 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 0.538573 0.886980 0.475533 0.763335 0.227473 \n",
" 19971 19972 19971 0 0.653510 0.870686 0.525503 0.695499 0.261935 \n",
" 19972 19973 19972 0 0.603093 0.787460 0.598912 0.755446 0.267399 \n",
" 19973 19974 19973 0 0.603093 0.787460 0.598912 0.755446 0.267399 \n",
" 19974 19975 19974 0 0.555366 0.688419 0.587188 0.867953 0.344667 \n",
" 19975 19976 19975 0 0.555366 0.688419 0.587188 0.867953 0.344667 \n",
" 19976 19977 19976 0 0.555366 0.688419 0.587188 0.867953 0.344667 \n",
" 19977 19978 19977 0 0.567973 0.631271 0.619106 0.733245 0.319397 \n",
" 19978 19979 19978 0 0.567973 0.631271 0.619106 0.733245 0.319397 \n",
" 19979 19980 19979 0 0.567973 0.631271 0.619106 0.733245 0.319397 \n",
" 19980 19981 19980 0 0.567973 0.631271 0.619106 0.733245 0.319397 \n",
" 19981 19982 19981 0 0.687120 0.644554 0.647725 0.770112 0.320501 \n",
" 19982 19983 19982 0 0.721678 0.772553 0.574354 0.689335 0.326365 \n",
" 19983 19984 19983 0 0.672825 0.640145 0.583202 0.719073 0.254744 \n",
" 19984 19985 19984 0 0.792726 0.675418 0.625308 0.917246 0.268091 \n",
" 19985 19986 19985 0 0.792726 0.675418 0.625308 0.917246 0.268091 \n",
" 19986 19987 19986 0 0.792726 0.675418 0.625308 0.917246 0.268091 \n",
" 19987 19988 19987 0 0.796863 0.560879 0.616958 0.975443 0.302313 \n",
" 19988 19989 19988 0 0.796863 0.560879 0.616958 0.975443 0.302313 \n",
" 19989 19990 19989 0 0.796863 0.560879 0.616958 0.975443 0.302313 \n",
" 19990 19991 19990 0 0.796863 0.560879 0.616958 0.975443 0.302313 \n",
" 19991 19992 19991 0 0.796863 0.560879 0.616958 0.975443 0.302313 \n",
" 19992 19993 19992 0 0.796863 0.560879 0.616958 0.975443 0.302313 \n",
" 19993 19994 19993 0 0.804830 0.485160 0.632949 1.140802 0.397089 \n",
" 19994 19995 19994 0 0.804830 0.485160 0.632949 1.140802 0.397089 \n",
" 19995 19996 19995 0 0.616738 0.416937 0.696988 1.103060 0.367782 \n",
" 19996 19997 19996 0 0.616738 0.416937 0.696988 1.103060 0.367782 \n",
" 19997 19998 19997 0 0.820678 0.523140 0.599657 1.342225 0.351058 \n",
" 19998 19999 19998 0 0.820678 0.523140 0.599657 1.342225 0.351058 \n",
" 19999 20000 19999 0 0.820678 0.523140 0.599657 1.342225 0.351058 \n",
" \n",
" v__5 v__6 ... v__90 v__91 v__92 v__93 \\\n",
" 0 1.003763 1.003763 ... 1.123046 1.123046 1.123046 1.123046 \n",
" 1 0.589744 0.589744 ... 0.659827 0.659827 0.659827 0.659827 \n",
" 2 0.589744 0.589744 ... 0.332614 0.332614 0.332614 0.332614 \n",
" 3 0.589744 0.589744 ... 0.332614 0.332614 0.332614 0.332614 \n",
" 4 0.589744 0.589744 ... 0.332614 0.332614 0.332614 0.332614 \n",
" 5 0.589744 0.589744 ... 0.332614 0.332614 0.332614 0.332614 \n",
" 6 0.589744 0.589744 ... 0.332614 0.332614 0.332614 0.332614 \n",
" 7 0.836456 0.836456 ... 0.443967 0.443967 0.443967 0.443967 \n",
" 8 0.820208 0.820208 ... 0.439660 0.439660 0.439660 0.439660 \n",
" 9 0.820208 0.820208 ... 0.324212 0.324212 0.324212 0.324212 \n",
" 10 0.820208 0.820208 ... 0.340296 0.340296 0.340296 0.340296 \n",
" 11 0.820208 0.820208 ... 0.340296 0.340296 0.340296 0.340296 \n",
" 12 0.820208 0.820208 ... 0.340296 0.340296 0.340296 0.340296 \n",
" 13 1.507688 1.507688 ... 0.625525 0.625525 0.625525 0.625525 \n",
" 14 0.638521 0.638521 ... 0.229863 0.229863 0.229863 0.229863 \n",
" 15 0.638521 0.638521 ... 0.375979 0.375979 0.375979 0.375979 \n",
" 16 0.638521 0.638521 ... 0.328637 0.328637 0.328637 0.328637 \n",
" 17 0.586192 0.586192 ... 0.206008 0.206008 0.206008 0.206008 \n",
" 18 0.905391 0.905391 ... 0.318186 0.318186 0.318186 0.318186 \n",
" 19 1.473854 1.473854 ... 0.287994 0.287994 0.287994 0.287994 \n",
" 20 1.473854 1.473854 ... 0.287994 0.287994 0.287994 0.287994 \n",
" 21 1.992413 1.992413 ... 0.280750 0.280750 0.280750 0.280750 \n",
" 22 1.992413 1.992413 ... 0.280750 0.280750 0.280750 0.280750 \n",
" 23 1.992413 1.992413 ... 0.336306 0.336306 0.336306 0.336306 \n",
" 24 1.992413 1.992413 ... 0.336306 0.336306 0.336306 0.336306 \n",
" 25 1.650408 1.650408 ... 0.278577 0.278577 0.278577 0.278577 \n",
" 26 1.650408 1.650408 ... 0.278577 0.278577 0.278577 0.278577 \n",
" 27 1.650408 1.650408 ... 0.278577 0.278577 0.278577 0.278577 \n",
" 28 1.868095 1.868095 ... 0.315322 0.315322 0.315322 0.315322 \n",
" 29 1.868095 1.868095 ... 0.315322 0.315322 0.315322 0.315322 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 1.565061 0.799902 ... 0.189169 0.227501 0.138785 0.066667 \n",
" 19971 2.078338 0.855008 ... 0.231103 0.257629 0.209437 0.084300 \n",
" 19972 1.009087 0.426294 ... 0.233746 0.261421 0.218517 0.067716 \n",
" 19973 1.009087 0.426294 ... 0.210990 0.226683 0.181673 0.053466 \n",
" 19974 0.887644 0.420802 ... 0.127260 0.139613 0.118035 0.034068 \n",
" 19975 1.357056 0.643335 ... 0.088821 0.115618 0.116929 0.042049 \n",
" 19976 1.357056 0.643335 ... 0.088821 0.115618 0.116929 0.042049 \n",
" 19977 1.300582 0.659224 ... 0.089595 0.128564 0.108771 0.045916 \n",
" 19978 1.126230 0.570850 ... 0.213618 0.306531 0.259340 0.109477 \n",
" 19979 0.893510 0.452892 ... 0.169476 0.243191 0.205751 0.086855 \n",
" 19980 1.244221 0.630656 ... 0.201934 0.272587 0.216319 0.084415 \n",
" 19981 1.838630 0.764149 ... 0.244186 0.390043 0.229937 0.110664 \n",
" 19982 2.322212 0.930136 ... 0.241370 0.352227 0.213676 0.108113 \n",
" 19983 1.980162 1.085837 ... 0.228062 0.369146 0.237872 0.121027 \n",
" 19984 1.964035 1.119873 ... 0.127846 0.217383 0.126787 0.065331 \n",
" 19985 1.869916 1.066207 ... 0.230456 0.406596 0.246496 0.133190 \n",
" 19986 1.670435 0.952466 ... 0.234750 0.436045 0.278993 0.161062 \n",
" 19987 1.539090 1.159554 ... 0.299141 0.507289 0.292937 0.173665 \n",
" 19988 1.478216 1.113691 ... 0.151445 0.250649 0.141095 0.081070 \n",
" 19989 1.355970 1.021591 ... 0.138921 0.229921 0.129427 0.074366 \n",
" 19990 1.355970 1.021591 ... 0.197243 0.374540 0.243486 0.166940 \n",
" 19991 1.355970 1.021591 ... 0.144715 0.243379 0.139322 0.081717 \n",
" 19992 1.406066 1.059333 ... 0.150062 0.252371 0.144469 0.084736 \n",
" 19993 1.860600 1.015921 ... 0.143453 0.221985 0.164742 0.080885 \n",
" 19994 1.860600 1.015921 ... 0.135392 0.204815 0.148432 0.070783 \n",
" 19995 2.176966 1.230216 ... 0.144617 0.191413 0.137732 0.063919 \n",
" 19996 1.641084 0.927386 ... 0.109018 0.144294 0.103828 0.048185 \n",
" 19997 1.982001 0.985841 ... 0.117416 0.145777 0.134205 0.050064 \n",
" 19998 1.982001 0.985841 ... 0.117416 0.145777 0.134205 0.050064 \n",
" 19999 3.800392 1.890302 ... 0.258844 0.339435 0.330920 0.132440 \n",
" \n",
" v__94 v__95 v__96 v__97 v__98 v__99 \n",
" 0 1.123046 1.334322 1.334322 1.334322 1.334322 1.334322 \n",
" 1 0.659827 1.334322 1.334322 1.334322 1.334322 1.334322 \n",
" 2 0.332614 0.672622 0.672622 0.672622 0.672622 0.672622 \n",
" 3 0.332614 0.672622 0.672622 0.672622 0.672622 0.672622 \n",
" 4 0.332614 0.672622 0.672622 0.672622 0.672622 0.672622 \n",
" 5 0.332614 0.672622 0.672622 0.672622 0.672622 0.672622 \n",
" 6 0.332614 0.672622 0.672622 0.672622 0.672622 0.672622 \n",
" 7 0.443967 0.632998 0.632998 0.632998 0.632998 0.632998 \n",
" 8 0.439660 0.639275 0.639275 0.639275 0.639275 0.639275 \n",
" 9 0.324212 0.471411 0.471411 0.471411 0.471411 0.471411 \n",
" 10 0.340296 0.494798 0.494798 0.494798 0.494798 0.494798 \n",
" 11 0.340296 0.494798 0.494798 0.494798 0.494798 0.494798 \n",
" 12 0.340296 0.494798 0.494798 0.494798 0.494798 0.494798 \n",
" 13 0.625525 0.494798 0.494798 0.494798 0.494798 0.494798 \n",
" 14 0.229863 0.429327 0.429327 0.429327 0.429327 0.429327 \n",
" 15 0.375979 0.702235 0.702235 0.702235 0.702235 0.702235 \n",
" 16 0.328637 0.613812 0.613812 0.613812 0.613812 0.613812 \n",
" 17 0.206008 0.419121 0.419121 0.419121 0.419121 0.419121 \n",
" 18 0.318186 0.928259 0.928259 0.928259 0.928259 0.928259 \n",
" 19 0.287994 0.362948 0.362948 0.362948 0.362948 0.362948 \n",
" 20 0.287994 0.362948 0.362948 0.362948 0.362948 0.362948 \n",
" 21 0.280750 0.261731 0.261731 0.261731 0.261731 0.261731 \n",
" 22 0.280750 0.261731 0.261731 0.261731 0.261731 0.261731 \n",
" 23 0.336306 0.313524 0.313524 0.313524 0.313524 0.313524 \n",
" 24 0.336306 0.313524 0.313524 0.313524 0.313524 0.313524 \n",
" 25 0.278577 0.313524 0.313524 0.313524 0.313524 0.313524 \n",
" 26 0.278577 0.313524 0.313524 0.313524 0.313524 0.313524 \n",
" 27 0.278577 0.313524 0.313524 0.313524 0.313524 0.313524 \n",
" 28 0.315322 0.313524 0.313524 0.313524 0.313524 0.313524 \n",
" 29 0.315322 0.313524 0.313524 0.313524 0.313524 0.313524 \n",
" ... ... ... ... ... ... ... \n",
" 19970 0.037848 0.573834 0.666973 0.244563 0.610022 0.078297 \n",
" 19971 0.059235 0.497216 0.584244 0.281548 0.574270 0.079989 \n",
" 19972 0.052221 1.010732 0.836982 0.440580 0.795768 0.134600 \n",
" 19973 0.036552 0.884842 0.703892 0.355938 0.616404 0.091374 \n",
" 19974 0.030138 0.544229 0.396780 0.187596 0.383649 0.058746 \n",
" 19975 0.062138 0.283033 0.244840 0.137351 0.336012 0.090250 \n",
" 19976 0.062138 0.283033 0.244840 0.137351 0.336012 0.090250 \n",
" 19977 0.058700 0.286580 0.217273 0.136761 0.330601 0.077403 \n",
" 19978 0.139956 0.789064 0.598236 0.376555 0.910271 0.213119 \n",
" 19979 0.111036 0.789064 0.598236 0.376555 0.910271 0.213119 \n",
" 19980 0.089839 0.429556 0.306364 0.181406 0.411328 0.078783 \n",
" 19981 0.117691 0.482191 0.360957 0.221624 0.366147 0.102190 \n",
" 19982 0.129404 0.602167 0.342515 0.219014 0.473454 0.087745 \n",
" 19983 0.129018 0.488363 0.357828 0.187093 0.391632 0.113441 \n",
" 19984 0.085114 0.258855 0.180948 0.085241 0.168505 0.058451 \n",
" 19985 0.193848 0.579017 0.419977 0.205285 0.421812 0.165193 \n",
" 19986 0.273549 0.622612 0.475447 0.244673 0.530595 0.246080 \n",
" 19987 0.304098 0.478693 0.564542 0.222376 0.508168 0.249790 \n",
" 19988 0.131964 0.278954 0.321072 0.123432 0.274962 0.124771 \n",
" 19989 0.121051 0.265464 0.305545 0.117462 0.261665 0.118737 \n",
" 19990 0.410407 0.418519 0.552677 0.243770 0.627127 0.447001 \n",
" 19991 0.139568 0.279933 0.327403 0.127898 0.289735 0.138582 \n",
" 19992 0.144724 0.260306 0.304448 0.118931 0.269420 0.128865 \n",
" 19993 0.157491 0.186387 0.344106 0.102627 0.212449 0.142971 \n",
" 19994 0.128760 0.172902 0.312054 0.090981 0.183921 0.114887 \n",
" 19995 0.113371 0.168977 0.431771 0.078198 0.166741 0.143434 \n",
" 19996 0.085464 0.276690 0.706998 0.128045 0.273028 0.234865 \n",
" 19997 0.100003 0.326611 0.787838 0.135335 0.316398 0.252943 \n",
" 19998 0.100003 0.326611 0.787838 0.135335 0.316398 0.252943 \n",
" 19999 0.311727 0.320496 0.816553 0.148154 0.366793 0.350962 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000},\n",
" 'Siganidae': {'Direction_Back': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.062642\n",
" 5 6 5 0 0.062642\n",
" 6 7 6 0 0.062642\n",
" 7 8 7 0 0.062642\n",
" 8 9 8 0 0.062642\n",
" 9 10 9 0 0.062642\n",
" 10 11 10 0 0.062642\n",
" 11 12 11 0 0.062642\n",
" 12 13 12 0 0.062642\n",
" 13 14 13 0 -0.958311\n",
" 14 15 14 0 -0.496189\n",
" 15 16 15 0 -0.496189\n",
" 16 17 16 0 -0.496189\n",
" 17 18 17 0 -0.496189\n",
" 18 19 18 0 -0.496189\n",
" 19 20 19 0 -0.841039\n",
" 20 21 20 0 -0.841039\n",
" 21 22 21 0 -0.841039\n",
" 22 23 22 0 -0.841039\n",
" 23 24 23 0 -0.429170\n",
" 24 25 24 0 -0.429170\n",
" 25 26 25 0 -0.429170\n",
" 26 27 26 0 -0.429170\n",
" 27 28 27 0 -0.245947\n",
" 28 29 28 0 -0.329072\n",
" 29 30 29 0 0.082631\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -2.061500\n",
" 19971 19972 19971 0 -2.061500\n",
" 19972 19973 19972 0 -2.061500\n",
" 19973 19974 19973 0 -2.061500\n",
" 19974 19975 19974 0 -2.061500\n",
" 19975 19976 19975 0 -2.197404\n",
" 19976 19977 19976 0 -2.197404\n",
" 19977 19978 19977 0 -2.032670\n",
" 19978 19979 19978 0 -2.032670\n",
" 19979 19980 19979 0 -2.264930\n",
" 19980 19981 19980 0 -2.264930\n",
" 19981 19982 19981 0 -2.264930\n",
" 19982 19983 19982 0 -2.264930\n",
" 19983 19984 19983 0 -2.064376\n",
" 19984 19985 19984 0 -2.064376\n",
" 19985 19986 19985 0 -2.042702\n",
" 19986 19987 19986 0 -2.308442\n",
" 19987 19988 19987 0 -2.308442\n",
" 19988 19989 19988 0 -2.024742\n",
" 19989 19990 19989 0 -2.024742\n",
" 19990 19991 19990 0 -1.714359\n",
" 19991 19992 19991 0 -2.181284\n",
" 19992 19993 19992 0 -2.181284\n",
" 19993 19994 19993 0 -2.181284\n",
" 19994 19995 19994 0 -2.017175\n",
" 19995 19996 19995 0 -2.222734\n",
" 19996 19997 19996 0 -2.222734\n",
" 19997 19998 19997 0 -2.303592\n",
" 19998 19999 19998 0 -2.303592\n",
" 19999 20000 19999 0 -2.303592\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Global_intercept': recid draw chain v\n",
" 0 1 0 0 0.555170\n",
" 1 2 1 0 0.904353\n",
" 2 3 2 0 0.258561\n",
" 3 4 3 0 0.792029\n",
" 4 5 4 0 2.699470\n",
" 5 6 5 0 2.046621\n",
" 6 7 6 0 2.046621\n",
" 7 8 7 0 2.199189\n",
" 8 9 8 0 -0.628370\n",
" 9 10 9 0 1.271855\n",
" 10 11 10 0 1.271855\n",
" 11 12 11 0 1.277644\n",
" 12 13 12 0 1.277644\n",
" 13 14 13 0 1.277644\n",
" 14 15 14 0 -0.235875\n",
" 15 16 15 0 -0.235875\n",
" 16 17 16 0 -0.238987\n",
" 17 18 17 0 0.224168\n",
" 18 19 18 0 0.224168\n",
" 19 20 19 0 0.224168\n",
" 20 21 20 0 0.224168\n",
" 21 22 21 0 0.224168\n",
" 22 23 22 0 0.224168\n",
" 23 24 23 0 0.091754\n",
" 24 25 24 0 -0.454032\n",
" 25 26 25 0 -0.454032\n",
" 26 27 26 0 -0.433764\n",
" 27 28 27 0 -0.433764\n",
" 28 29 28 0 -0.409103\n",
" 29 30 29 0 -0.409103\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.781739\n",
" 19971 19972 19971 0 1.383948\n",
" 19972 19973 19972 0 1.383948\n",
" 19973 19974 19973 0 1.383948\n",
" 19974 19975 19974 0 1.244902\n",
" 19975 19976 19975 0 1.244902\n",
" 19976 19977 19976 0 1.244902\n",
" 19977 19978 19977 0 1.244902\n",
" 19978 19979 19978 0 1.244902\n",
" 19979 19980 19979 0 1.244902\n",
" 19980 19981 19980 0 1.344896\n",
" 19981 19982 19981 0 1.344896\n",
" 19982 19983 19982 0 1.344896\n",
" 19983 19984 19983 0 1.344896\n",
" 19984 19985 19984 0 1.088620\n",
" 19985 19986 19985 0 1.088620\n",
" 19986 19987 19986 0 1.088620\n",
" 19987 19988 19987 0 1.088620\n",
" 19988 19989 19988 0 1.088620\n",
" 19989 19990 19989 0 1.088620\n",
" 19990 19991 19990 0 1.088620\n",
" 19991 19992 19991 0 1.088620\n",
" 19992 19993 19992 0 1.088620\n",
" 19993 19994 19993 0 1.088620\n",
" 19994 19995 19994 0 1.393672\n",
" 19995 19996 19995 0 1.895034\n",
" 19996 19997 19996 0 1.895034\n",
" 19997 19998 19997 0 1.337866\n",
" 19998 19999 19998 0 1.337866\n",
" 19999 20000 19999 0 1.337866\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Method_Count': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.557662\n",
" 2 3 2 0 0.557662\n",
" 3 4 3 0 0.557662\n",
" 4 5 4 0 0.416094\n",
" 5 6 5 0 1.154356\n",
" 6 7 6 0 1.154356\n",
" 7 8 7 0 0.701576\n",
" 8 9 8 0 0.244845\n",
" 9 10 9 0 0.244845\n",
" 10 11 10 0 0.244845\n",
" 11 12 11 0 0.244845\n",
" 12 13 12 0 0.244845\n",
" 13 14 13 0 0.244845\n",
" 14 15 14 0 0.244845\n",
" 15 16 15 0 0.244845\n",
" 16 17 16 0 0.244845\n",
" 17 18 17 0 0.244845\n",
" 18 19 18 0 0.731335\n",
" 19 20 19 0 0.731335\n",
" 20 21 20 0 0.731335\n",
" 21 22 21 0 0.731335\n",
" 22 23 22 0 0.731335\n",
" 23 24 23 0 0.731335\n",
" 24 25 24 0 0.907704\n",
" 25 26 25 0 -0.163828\n",
" 26 27 26 0 -0.163828\n",
" 27 28 27 0 0.014800\n",
" 28 29 28 0 0.014800\n",
" 29 30 29 0 0.014800\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.459822\n",
" 19971 19972 19971 0 0.459822\n",
" 19972 19973 19972 0 0.459822\n",
" 19973 19974 19973 0 -0.223210\n",
" 19974 19975 19974 0 -0.200829\n",
" 19975 19976 19975 0 0.257506\n",
" 19976 19977 19976 0 0.257506\n",
" 19977 19978 19977 0 0.257506\n",
" 19978 19979 19978 0 0.260328\n",
" 19979 19980 19979 0 0.260328\n",
" 19980 19981 19980 0 -0.087834\n",
" 19981 19982 19981 0 -0.026673\n",
" 19982 19983 19982 0 -0.026673\n",
" 19983 19984 19983 0 -0.026673\n",
" 19984 19985 19984 0 -0.026673\n",
" 19985 19986 19985 0 -0.125020\n",
" 19986 19987 19986 0 -0.125020\n",
" 19987 19988 19987 0 -0.125020\n",
" 19988 19989 19988 0 -0.405702\n",
" 19989 19990 19989 0 -0.405702\n",
" 19990 19991 19990 0 -0.520494\n",
" 19991 19992 19991 0 -0.520494\n",
" 19992 19993 19992 0 -0.520494\n",
" 19993 19994 19993 0 -0.520494\n",
" 19994 19995 19994 0 -0.520494\n",
" 19995 19996 19995 0 -0.520494\n",
" 19996 19997 19996 0 -0.521346\n",
" 19997 19998 19997 0 -0.521346\n",
" 19998 19999 19998 0 -0.354130\n",
" 19999 20000 19999 0 -0.354130\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Observer': recid draw chain v__0 v__1\n",
" 0 1 0 0 0.000000 0.000000\n",
" 1 2 1 0 0.234472 -0.155788\n",
" 2 3 2 0 0.234472 -0.155788\n",
" 3 4 3 0 0.234472 -0.155788\n",
" 4 5 4 0 0.234472 -0.155788\n",
" 5 6 5 0 0.234472 -0.155788\n",
" 6 7 6 0 0.234472 -0.155788\n",
" 7 8 7 0 0.234472 -0.155788\n",
" 8 9 8 0 0.234472 -0.155788\n",
" 9 10 9 0 1.301825 0.359495\n",
" 10 11 10 0 1.908063 0.030256\n",
" 11 12 11 0 1.908063 0.030256\n",
" 12 13 12 0 1.908063 0.030256\n",
" 13 14 13 0 1.908063 0.030256\n",
" 14 15 14 0 1.908063 0.030256\n",
" 15 16 15 0 1.908063 0.030256\n",
" 16 17 16 0 1.908063 0.030256\n",
" 17 18 17 0 1.672688 0.067606\n",
" 18 19 18 0 1.672688 0.067606\n",
" 19 20 19 0 1.602872 0.006738\n",
" 20 21 20 0 1.602872 0.006738\n",
" 21 22 21 0 1.602872 0.006738\n",
" 22 23 22 0 0.699972 0.174512\n",
" 23 24 23 0 0.699972 0.174512\n",
" 24 25 24 0 0.699972 0.174512\n",
" 25 26 25 0 0.995885 0.362114\n",
" 26 27 26 0 0.995885 0.362114\n",
" 27 28 27 0 0.995885 0.362114\n",
" 28 29 28 0 0.995885 0.362114\n",
" 29 30 29 0 0.995885 0.362114\n",
" ... ... ... ... ... ...\n",
" 19970 19971 19970 0 -0.378825 -0.347824\n",
" 19971 19972 19971 0 -0.378825 -0.347824\n",
" 19972 19973 19972 0 -0.378825 -0.347824\n",
" 19973 19974 19973 0 -0.337674 -0.360525\n",
" 19974 19975 19974 0 -0.337674 -0.360525\n",
" 19975 19976 19975 0 -0.225948 -0.146429\n",
" 19976 19977 19976 0 -0.225948 -0.146429\n",
" 19977 19978 19977 0 -0.225948 -0.146429\n",
" 19978 19979 19978 0 -0.225948 -0.146429\n",
" 19979 19980 19979 0 -0.225948 -0.146429\n",
" 19980 19981 19980 0 -0.225948 -0.146429\n",
" 19981 19982 19981 0 -0.225948 -0.146429\n",
" 19982 19983 19982 0 -0.225948 -0.146429\n",
" 19983 19984 19983 0 -0.225948 -0.146429\n",
" 19984 19985 19984 0 -0.225948 -0.146429\n",
" 19985 19986 19985 0 -0.225948 -0.146429\n",
" 19986 19987 19986 0 -0.225948 -0.146429\n",
" 19987 19988 19987 0 0.613064 -0.021855\n",
" 19988 19989 19988 0 0.613064 -0.021855\n",
" 19989 19990 19989 0 0.613064 -0.021855\n",
" 19990 19991 19990 0 0.613064 -0.021855\n",
" 19991 19992 19991 0 0.613064 -0.021855\n",
" 19992 19993 19992 0 0.613064 -0.021855\n",
" 19993 19994 19993 0 0.613064 -0.021855\n",
" 19994 19995 19994 0 0.349763 0.114378\n",
" 19995 19996 19995 0 0.349763 0.114378\n",
" 19996 19997 19996 0 0.349763 0.114378\n",
" 19997 19998 19997 0 0.349763 0.114378\n",
" 19998 19999 19998 0 0.349763 0.114378\n",
" 19999 20000 19999 0 0.349763 0.114378\n",
" \n",
" [20000 rows x 5 columns],\n",
" 'Site_SD': recid draw chain v\n",
" 0 1 0 0 55.656374\n",
" 1 2 1 0 55.656374\n",
" 2 3 2 0 55.656374\n",
" 3 4 3 0 6.237074\n",
" 4 5 4 0 7.633240\n",
" 5 6 5 0 7.633240\n",
" 6 7 6 0 3.508726\n",
" 7 8 7 0 3.508726\n",
" 8 9 8 0 3.508726\n",
" 9 10 9 0 2.202526\n",
" 10 11 10 0 2.202526\n",
" 11 12 11 0 2.202526\n",
" 12 13 12 0 2.202526\n",
" 13 14 13 0 2.934607\n",
" 14 15 14 0 2.934607\n",
" 15 16 15 0 1.663725\n",
" 16 17 16 0 1.663725\n",
" 17 18 17 0 0.724608\n",
" 18 19 18 0 0.473597\n",
" 19 20 19 0 0.473597\n",
" 20 21 20 0 0.473597\n",
" 21 22 21 0 0.473597\n",
" 22 23 22 0 0.505578\n",
" 23 24 23 0 0.505578\n",
" 24 25 24 0 0.505578\n",
" 25 26 25 0 0.967141\n",
" 26 27 26 0 0.967141\n",
" 27 28 27 0 0.967141\n",
" 28 29 28 0 0.967141\n",
" 29 30 29 0 0.537173\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.363930\n",
" 19971 19972 19971 0 0.879710\n",
" 19972 19973 19972 0 0.879710\n",
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" 19976 19977 19976 0 0.235515\n",
" 19977 19978 19977 0 0.235515\n",
" 19978 19979 19978 0 0.235515\n",
" 19979 19980 19979 0 0.235515\n",
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" 19981 19982 19981 0 0.194556\n",
" 19982 19983 19982 0 0.222362\n",
" 19983 19984 19983 0 0.222362\n",
" 19984 19985 19984 0 0.222362\n",
" 19985 19986 19985 0 0.260662\n",
" 19986 19987 19986 0 0.260662\n",
" 19987 19988 19987 0 0.260662\n",
" 19988 19989 19988 0 0.337480\n",
" 19989 19990 19989 0 0.337480\n",
" 19990 19991 19990 0 0.337480\n",
" 19991 19992 19991 0 0.209355\n",
" 19992 19993 19992 0 0.474359\n",
" 19993 19994 19993 0 0.474359\n",
" 19994 19995 19994 0 1.056866\n",
" 19995 19996 19995 0 1.056866\n",
" 19996 19997 19996 0 1.056866\n",
" 19997 19998 19997 0 0.725868\n",
" 19998 19999 19998 0 0.542774\n",
" 19999 20000 19999 0 0.542774\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_SD_interval_': recid draw chain v\n",
" 0 1 0 0 0.227228\n",
" 1 2 1 0 0.227228\n",
" 2 3 2 0 0.227228\n",
" 3 4 3 0 -2.710258\n",
" 4 5 4 0 -2.493255\n",
" 5 6 5 0 -2.493255\n",
" 6 7 6 0 -3.314200\n",
" 7 8 7 0 -3.314200\n",
" 8 9 8 0 -3.314200\n",
" 9 10 9 0 -3.793294\n",
" 10 11 10 0 -3.793294\n",
" 11 12 11 0 -3.793294\n",
" 12 13 12 0 -3.793294\n",
" 13 14 13 0 -3.498811\n",
" 14 15 14 0 -3.498811\n",
" 15 16 15 0 -4.079334\n",
" 16 17 16 0 -4.079334\n",
" 17 18 17 0 -4.920022\n",
" 18 19 18 0 -5.347821\n",
" 19 20 19 0 -5.347821\n",
" 20 21 20 0 -5.347821\n",
" 21 22 21 0 -5.347821\n",
" 22 23 22 0 -5.282154\n",
" 23 24 23 0 -5.282154\n",
" 24 25 24 0 -5.282154\n",
" 25 26 25 0 -4.628863\n",
" 26 27 26 0 -4.628863\n",
" 27 28 27 0 -4.628863\n",
" 28 29 28 0 -4.628863\n",
" 29 30 29 0 -5.221219\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -5.612318\n",
" 19971 19972 19971 0 -4.724497\n",
" 19972 19973 19972 0 -4.724497\n",
" 19973 19974 19973 0 -4.724497\n",
" 19974 19975 19974 0 -6.386486\n",
" 19975 19976 19975 0 -6.048791\n",
" 19976 19977 19976 0 -6.048791\n",
" 19977 19978 19977 0 -6.048791\n",
" 19978 19979 19978 0 -6.048791\n",
" 19979 19980 19979 0 -6.048791\n",
" 19980 19981 19980 0 -5.910350\n",
" 19981 19982 19981 0 -6.240257\n",
" 19982 19983 19982 0 -6.106394\n",
" 19983 19984 19983 0 -6.106394\n",
" 19984 19985 19984 0 -6.106394\n",
" 19985 19986 19985 0 -5.947091\n",
" 19986 19987 19986 0 -5.947091\n",
" 19987 19988 19987 0 -5.947091\n",
" 19988 19989 19988 0 -5.688040\n",
" 19989 19990 19989 0 -5.688040\n",
" 19990 19991 19990 0 -5.688040\n",
" 19991 19992 19991 0 -6.166798\n",
" 19992 19993 19992 0 -5.346206\n",
" 19993 19994 19993 0 -5.346206\n",
" 19994 19995 19994 0 -4.539237\n",
" 19995 19996 19995 0 -4.539237\n",
" 19996 19997 19996 0 -4.539237\n",
" 19997 19998 19997 0 -4.918273\n",
" 19998 19999 19998 0 -5.210789\n",
" 19999 20000 19999 0 -5.210789\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Site_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4\n",
" 0 1 0 0 0.810479 1.125710 2.466121 -0.150880 0.915074\n",
" 1 2 1 0 0.810479 1.125710 2.466121 -0.150880 0.915074\n",
" 2 3 2 0 0.810479 1.125710 2.466121 -0.150880 0.915074\n",
" 3 4 3 0 0.810479 1.125710 2.466121 -0.150880 0.915074\n",
" 4 5 4 0 0.810479 1.125710 2.466121 -0.150880 0.915074\n",
" 5 6 5 0 0.810479 1.125710 2.466121 -0.150880 0.915074\n",
" 6 7 6 0 0.810479 1.125710 2.466121 -0.150880 0.915074\n",
" 7 8 7 0 -0.860617 2.620951 -0.702195 -0.323721 0.251866\n",
" 8 9 8 0 -0.860617 2.620951 -0.702195 -0.323721 0.251866\n",
" 9 10 9 0 -1.105094 1.146539 -0.791392 -1.512580 -0.172195\n",
" 10 11 10 0 -1.105094 1.146539 -0.791392 -1.512580 -0.172195\n",
" 11 12 11 0 -0.044865 1.946066 -1.280043 0.036242 -0.380193\n",
" 12 13 12 0 -0.044865 1.946066 -1.280043 0.036242 -0.380193\n",
" 13 14 13 0 1.197040 -1.245538 -1.085372 -0.675208 -0.969810\n",
" 14 15 14 0 0.146267 -1.308846 -0.601638 -0.486852 -1.176695\n",
" 15 16 15 0 0.146267 -1.308846 -0.601638 -0.486852 -1.176695\n",
" 16 17 16 0 -0.050478 0.324914 -0.524970 0.190972 -1.582229\n",
" 17 18 17 0 1.207020 0.899525 -0.537546 0.077482 0.615902\n",
" 18 19 18 0 1.207020 0.899525 -0.537546 0.077482 0.615902\n",
" 19 20 19 0 1.207020 0.899525 -0.537546 0.077482 0.615902\n",
" 20 21 20 0 1.207020 0.899525 -0.537546 0.077482 0.615902\n",
" 21 22 21 0 1.207020 0.899525 -0.537546 0.077482 0.615902\n",
" 22 23 22 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" 23 24 23 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" 24 25 24 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" 25 26 25 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" 26 27 26 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" 27 28 27 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" 28 29 28 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" 29 30 29 0 0.742434 0.034896 -0.274169 -0.549671 -0.681912\n",
" ... ... ... ... ... ... ... ... ...\n",
" 19970 19971 19970 0 0.899467 1.210182 1.396537 1.023219 1.206461\n",
" 19971 19972 19971 0 0.899467 1.210182 1.396537 1.023219 1.206461\n",
" 19972 19973 19972 0 0.899467 1.210182 1.396537 1.023219 1.206461\n",
" 19973 19974 19973 0 0.899467 1.210182 1.396537 1.023219 1.206461\n",
" 19974 19975 19974 0 0.965284 1.131600 1.171687 1.064019 1.213592\n",
" 19975 19976 19975 0 0.965284 1.131600 1.171687 1.064019 1.213592\n",
" 19976 19977 19976 0 0.965284 1.131600 1.171687 1.064019 1.213592\n",
" 19977 19978 19977 0 1.171120 1.186393 1.028342 0.843643 1.165762\n",
" 19978 19979 19978 0 1.171120 1.186393 1.028342 0.843643 1.165762\n",
" 19979 19980 19979 0 1.171120 1.186393 1.028342 0.843643 1.165762\n",
" 19980 19981 19980 0 1.497174 1.246268 1.295496 0.972151 1.324680\n",
" 19981 19982 19981 0 1.497174 1.246268 1.295496 0.972151 1.324680\n",
" 19982 19983 19982 0 1.205617 1.106637 1.162496 1.333363 1.458623\n",
" 19983 19984 19983 0 1.205617 1.106637 1.162496 1.333363 1.458623\n",
" 19984 19985 19984 0 1.338047 1.149416 0.813082 1.257245 1.516580\n",
" 19985 19986 19985 0 1.338047 1.149416 0.813082 1.257245 1.516580\n",
" 19986 19987 19986 0 1.338047 1.149416 0.813082 1.257245 1.516580\n",
" 19987 19988 19987 0 1.338047 1.149416 0.813082 1.257245 1.516580\n",
" 19988 19989 19988 0 1.338047 1.149416 0.813082 1.257245 1.516580\n",
" 19989 19990 19989 0 1.229623 1.068611 0.962307 1.562139 1.436080\n",
" 19990 19991 19990 0 1.229623 1.068611 0.962307 1.562139 1.436080\n",
" 19991 19992 19991 0 1.229623 1.068611 0.962307 1.562139 1.436080\n",
" 19992 19993 19992 0 1.229623 1.068611 0.962307 1.562139 1.436080\n",
" 19993 19994 19993 0 1.229623 1.068611 0.962307 1.562139 1.436080\n",
" 19994 19995 19994 0 1.172003 1.114024 1.101008 1.451097 1.386411\n",
" 19995 19996 19995 0 1.172003 1.114024 1.101008 1.451097 1.386411\n",
" 19996 19997 19996 0 1.172003 1.114024 1.101008 1.451097 1.386411\n",
" 19997 19998 19997 0 1.469746 1.022285 1.079682 1.311216 1.503169\n",
" 19998 19999 19998 0 1.469746 1.022285 1.079682 1.311216 1.503169\n",
" 19999 20000 19999 0 1.469746 1.022285 1.079682 1.311216 1.503169\n",
" \n",
" [20000 rows x 8 columns],\n",
" 'Time_lag': recid draw chain v\n",
" 0 1 0 0 0.000000\n",
" 1 2 1 0 0.000000\n",
" 2 3 2 0 0.000000\n",
" 3 4 3 0 0.000000\n",
" 4 5 4 0 0.000000\n",
" 5 6 5 0 0.000000\n",
" 6 7 6 0 0.000000\n",
" 7 8 7 0 0.000000\n",
" 8 9 8 0 0.000000\n",
" 9 10 9 0 0.000000\n",
" 10 11 10 0 0.000000\n",
" 11 12 11 0 0.000000\n",
" 12 13 12 0 0.000000\n",
" 13 14 13 0 0.000000\n",
" 14 15 14 0 0.000000\n",
" 15 16 15 0 0.000000\n",
" 16 17 16 0 0.000000\n",
" 17 18 17 0 0.000000\n",
" 18 19 18 0 0.000000\n",
" 19 20 19 0 0.000000\n",
" 20 21 20 0 0.000000\n",
" 21 22 21 0 0.000000\n",
" 22 23 22 0 0.000000\n",
" 23 24 23 0 0.000000\n",
" 24 25 24 0 0.000000\n",
" 25 26 25 0 0.000000\n",
" 26 27 26 0 0.000000\n",
" 27 28 27 0 0.000000\n",
" 28 29 28 0 0.000000\n",
" 29 30 29 0 0.000000\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.009832\n",
" 19971 19972 19971 0 0.009832\n",
" 19972 19973 19972 0 0.009832\n",
" 19973 19974 19973 0 0.009832\n",
" 19974 19975 19974 0 0.008244\n",
" 19975 19976 19975 0 0.008244\n",
" 19976 19977 19976 0 0.008244\n",
" 19977 19978 19977 0 0.008244\n",
" 19978 19979 19978 0 0.008244\n",
" 19979 19980 19979 0 0.008244\n",
" 19980 19981 19980 0 0.009131\n",
" 19981 19982 19981 0 0.010317\n",
" 19982 19983 19982 0 0.010317\n",
" 19983 19984 19983 0 0.007669\n",
" 19984 19985 19984 0 0.007669\n",
" 19985 19986 19985 0 0.007669\n",
" 19986 19987 19986 0 0.007160\n",
" 19987 19988 19987 0 0.007160\n",
" 19988 19989 19988 0 0.007160\n",
" 19989 19990 19989 0 0.007160\n",
" 19990 19991 19990 0 0.007160\n",
" 19991 19992 19991 0 0.007160\n",
" 19992 19993 19992 0 0.007160\n",
" 19993 19994 19993 0 0.007160\n",
" 19994 19995 19994 0 0.009042\n",
" 19995 19996 19995 0 0.009042\n",
" 19996 19997 19996 0 0.007015\n",
" 19997 19998 19997 0 0.007015\n",
" 19998 19999 19998 0 0.007015\n",
" 19999 20000 19999 0 0.006283\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD': recid draw chain v\n",
" 0 1 0 0 13.070530\n",
" 1 2 1 0 13.070530\n",
" 2 3 2 0 2.782155\n",
" 3 4 3 0 2.782155\n",
" 4 5 4 0 2.782155\n",
" 5 6 5 0 2.782155\n",
" 6 7 6 0 2.828929\n",
" 7 8 7 0 1.759736\n",
" 8 9 8 0 1.321513\n",
" 9 10 9 0 1.315352\n",
" 10 11 10 0 1.315352\n",
" 11 12 11 0 1.315352\n",
" 12 13 12 0 1.315352\n",
" 13 14 13 0 1.315352\n",
" 14 15 14 0 1.315352\n",
" 15 16 15 0 1.315352\n",
" 16 17 16 0 1.315352\n",
" 17 18 17 0 1.013629\n",
" 18 19 18 0 1.013629\n",
" 19 20 19 0 1.013629\n",
" 20 21 20 0 1.013629\n",
" 21 22 21 0 1.013629\n",
" 22 23 22 0 0.920901\n",
" 23 24 23 0 0.920901\n",
" 24 25 24 0 0.920901\n",
" 25 26 25 0 0.669909\n",
" 26 27 26 0 0.669909\n",
" 27 28 27 0 0.669909\n",
" 28 29 28 0 0.669909\n",
" 29 30 29 0 0.669909\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.849494\n",
" 19971 19972 19971 0 0.849494\n",
" 19972 19973 19972 0 0.849494\n",
" 19973 19974 19973 0 0.849494\n",
" 19974 19975 19974 0 0.849494\n",
" 19975 19976 19975 0 0.849494\n",
" 19976 19977 19976 0 0.879214\n",
" 19977 19978 19977 0 0.879214\n",
" 19978 19979 19978 0 0.879214\n",
" 19979 19980 19979 0 0.879214\n",
" 19980 19981 19980 0 0.879214\n",
" 19981 19982 19981 0 0.682419\n",
" 19982 19983 19982 0 0.840389\n",
" 19983 19984 19983 0 0.619795\n",
" 19984 19985 19984 0 0.619795\n",
" 19985 19986 19985 0 0.619795\n",
" 19986 19987 19986 0 0.799442\n",
" 19987 19988 19987 0 0.857897\n",
" 19988 19989 19988 0 0.669877\n",
" 19989 19990 19989 0 0.907025\n",
" 19990 19991 19990 0 0.907025\n",
" 19991 19992 19991 0 0.861896\n",
" 19992 19993 19992 0 0.861896\n",
" 19993 19994 19993 0 0.861896\n",
" 19994 19995 19994 0 0.861896\n",
" 19995 19996 19995 0 0.861896\n",
" 19996 19997 19996 0 0.861896\n",
" 19997 19998 19997 0 0.852955\n",
" 19998 19999 19998 0 0.837528\n",
" 19999 20000 19999 0 0.763187\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Trans_SD_interval_': recid draw chain v\n",
" 0 1 0 0 -1.894737\n",
" 1 2 1 0 -1.894737\n",
" 2 3 2 0 -3.553729\n",
" 3 4 3 0 -3.553729\n",
" 4 5 4 0 -3.553729\n",
" 5 6 5 0 -3.553729\n",
" 6 7 6 0 -3.536575\n",
" 7 8 7 0 -4.022253\n",
" 8 9 8 0 -4.313090\n",
" 9 10 9 0 -4.317825\n",
" 10 11 10 0 -4.317825\n",
" 11 12 11 0 -4.317825\n",
" 12 13 12 0 -4.317825\n",
" 13 14 13 0 -4.317825\n",
" 14 15 14 0 -4.317825\n",
" 15 16 15 0 -4.317825\n",
" 16 17 16 0 -4.317825\n",
" 17 18 17 0 -4.581445\n",
" 18 19 18 0 -4.581445\n",
" 19 20 19 0 -4.581445\n",
" 20 21 20 0 -4.581445\n",
" 21 22 21 0 -4.581445\n",
" 22 23 22 0 -4.678322\n",
" 23 24 23 0 -4.678322\n",
" 24 25 24 0 -4.678322\n",
" 25 26 25 0 -4.999063\n",
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" 27 28 27 0 -4.999063\n",
" 28 29 28 0 -4.999063\n",
" 29 30 29 0 -4.999063\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 -4.759754\n",
" 19971 19972 19971 0 -4.759754\n",
" 19972 19973 19972 0 -4.759754\n",
" 19973 19974 19973 0 -4.759754\n",
" 19974 19975 19974 0 -4.759754\n",
" 19975 19976 19975 0 -4.759754\n",
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" 19977 19978 19977 0 -4.725066\n",
" 19978 19979 19978 0 -4.725066\n",
" 19979 19980 19979 0 -4.725066\n",
" 19980 19981 19980 0 -4.725066\n",
" 19981 19982 19981 0 -4.980433\n",
" 19982 19983 19982 0 -4.770622\n",
" 19983 19984 19983 0 -5.077320\n",
" 19984 19985 19984 0 -5.077320\n",
" 19985 19986 19985 0 -5.077320\n",
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" 19987 19988 19987 0 -4.749826\n",
" 19988 19989 19988 0 -4.999110\n",
" 19989 19990 19989 0 -4.693643\n",
" 19990 19991 19990 0 -4.693643\n",
" 19991 19992 19991 0 -4.745135\n",
" 19992 19993 19992 0 -4.745135\n",
" 19993 19994 19993 0 -4.745135\n",
" 19994 19995 19994 0 -4.745135\n",
" 19995 19996 19995 0 -4.745135\n",
" 19996 19997 19996 0 -4.745135\n",
" 19997 19998 19997 0 -4.755652\n",
" 19998 19999 19998 0 -4.774061\n",
" 19999 20000 19999 0 -4.867762\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'Transect_intercept': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
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" ... ... ... ... ... ... ... ... ... \n",
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" 19971 19972 19971 0 2.072794 1.827189 1.746711 0.666781 0.263180 \n",
" 19972 19973 19972 0 2.072794 1.827189 1.746711 0.666781 0.263180 \n",
" 19973 19974 19973 0 2.072794 1.827189 1.746711 0.666781 0.263180 \n",
" 19974 19975 19974 0 2.072794 1.827189 1.746711 0.666781 0.263180 \n",
" 19975 19976 19975 0 2.072794 1.827189 1.746711 0.666781 0.263180 \n",
" 19976 19977 19976 0 2.177995 1.948012 1.696436 0.896179 0.089520 \n",
" 19977 19978 19977 0 2.177995 1.948012 1.696436 0.896179 0.089520 \n",
" 19978 19979 19978 0 2.177995 1.948012 1.696436 0.896179 0.089520 \n",
" 19979 19980 19979 0 2.177995 1.948012 1.696436 0.896179 0.089520 \n",
" 19980 19981 19980 0 2.177995 1.948012 1.696436 0.896179 0.089520 \n",
" 19981 19982 19981 0 2.177995 1.948012 1.696436 0.896179 0.089520 \n",
" 19982 19983 19982 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19983 19984 19983 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19984 19985 19984 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19985 19986 19985 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19986 19987 19986 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19987 19988 19987 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19988 19989 19988 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19989 19990 19989 0 2.387187 1.988376 1.564889 0.765704 0.057128 \n",
" 19990 19991 19990 0 2.355316 1.981235 1.536948 0.787370 0.036270 \n",
" 19991 19992 19991 0 2.308265 2.001602 1.587746 0.777005 0.172113 \n",
" 19992 19993 19992 0 1.916005 1.975202 1.560195 0.720936 0.362371 \n",
" 19993 19994 19993 0 1.916005 1.975202 1.560195 0.720936 0.362371 \n",
" 19994 19995 19994 0 1.916005 1.975202 1.560195 0.720936 0.362371 \n",
" 19995 19996 19995 0 2.087213 1.770241 1.578979 0.695123 0.665337 \n",
" 19996 19997 19996 0 2.087213 1.770241 1.578979 0.695123 0.665337 \n",
" 19997 19998 19997 0 1.873222 1.795698 1.419594 0.751484 0.894963 \n",
" 19998 19999 19998 0 1.851778 1.727117 1.235364 0.799297 0.864490 \n",
" 19999 20000 19999 0 1.916763 1.727184 1.402786 0.789622 1.090676 \n",
" \n",
" v__5 v__6 ... v__40 v__41 v__42 v__43 \\\n",
" 0 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 1.258009 0.582119 ... 0.280894 2.351772 0.680795 3.384895 \n",
" 19971 1.258009 0.582119 ... 0.280894 2.351772 0.680795 3.384895 \n",
" 19972 1.258009 0.582119 ... 0.280894 2.351772 0.680795 3.384895 \n",
" 19973 1.258009 0.582119 ... 0.280894 2.351772 0.680795 3.384895 \n",
" 19974 1.258009 0.582119 ... 0.280894 2.351772 0.680795 3.384895 \n",
" 19975 1.258009 0.582119 ... 0.280894 2.351772 0.680795 3.384895 \n",
" 19976 1.100398 0.671710 ... 0.334463 2.468519 0.997948 3.109724 \n",
" 19977 1.100398 0.671710 ... 0.334463 2.468519 0.997948 3.109724 \n",
" 19978 1.100398 0.671710 ... 0.334463 2.468519 0.997948 3.109724 \n",
" 19979 1.100398 0.671710 ... 0.334463 2.468519 0.997948 3.109724 \n",
" 19980 1.100398 0.671710 ... 0.334463 2.468519 0.997948 3.109724 \n",
" 19981 1.100398 0.671710 ... 0.334463 2.468519 0.997948 3.109724 \n",
" 19982 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19983 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19984 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19985 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19986 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19987 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19988 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19989 1.261072 0.602668 ... 0.298100 2.733682 0.897273 3.240230 \n",
" 19990 1.028439 0.844686 ... 0.378073 2.726596 0.849427 3.252890 \n",
" 19991 0.960407 0.687508 ... 0.374508 2.624388 0.939939 3.427364 \n",
" 19992 1.096977 0.702840 ... 0.623817 2.619911 1.034233 3.661771 \n",
" 19993 1.096977 0.702840 ... 0.623817 2.619911 1.034233 3.661771 \n",
" 19994 1.096977 0.702840 ... 0.623817 2.619911 1.034233 3.661771 \n",
" 19995 1.139724 0.731589 ... 0.732952 2.766546 1.060597 3.493305 \n",
" 19996 1.139724 0.731589 ... 0.732952 2.766546 1.060597 3.493305 \n",
" 19997 1.076995 0.697124 ... 0.822088 2.573506 1.111905 3.300418 \n",
" 19998 1.205567 0.468752 ... 0.716348 2.680383 1.111307 3.479707 \n",
" 19999 1.126258 0.632978 ... 0.615472 2.451907 0.912676 3.589689 \n",
" \n",
" v__44 v__45 v__46 v__47 v__48 v__49 \n",
" 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 13 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 14 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 15 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 16 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 17 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 18 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 19 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 20 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 21 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 22 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 23 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 24 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 25 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 26 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 27 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 28 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" 29 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
" ... ... ... ... ... ... ... \n",
" 19970 1.612460 1.460341 -0.117185 1.262021 1.248816 1.917957 \n",
" 19971 1.612460 1.460341 -0.117185 1.262021 1.248816 1.917957 \n",
" 19972 1.612460 1.460341 -0.117185 1.262021 1.248816 1.917957 \n",
" 19973 1.612460 1.460341 -0.117185 1.262021 1.248816 1.917957 \n",
" 19974 1.612460 1.460341 -0.117185 1.262021 1.248816 1.917957 \n",
" 19975 1.612460 1.460341 -0.117185 1.262021 1.248816 1.917957 \n",
" 19976 1.462165 1.692767 -0.060207 1.252976 1.425266 1.791664 \n",
" 19977 1.462165 1.692767 -0.060207 1.252976 1.425266 1.791664 \n",
" 19978 1.462165 1.692767 -0.060207 1.252976 1.425266 1.791664 \n",
" 19979 1.462165 1.692767 -0.060207 1.252976 1.425266 1.791664 \n",
" 19980 1.462165 1.692767 -0.060207 1.252976 1.425266 1.791664 \n",
" 19981 1.462165 1.692767 -0.060207 1.252976 1.425266 1.791664 \n",
" 19982 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19983 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19984 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19985 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19986 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19987 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19988 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19989 1.634910 1.684429 0.019084 1.170021 1.385700 2.053546 \n",
" 19990 1.606325 1.506381 0.038714 1.151574 1.538520 1.818258 \n",
" 19991 1.414960 1.486131 -0.067589 1.271144 1.598108 1.765643 \n",
" 19992 1.306580 1.361339 -0.092554 1.242331 1.659129 1.755904 \n",
" 19993 1.306580 1.361339 -0.092554 1.242331 1.659129 1.755904 \n",
" 19994 1.306580 1.361339 -0.092554 1.242331 1.659129 1.755904 \n",
" 19995 1.374681 1.541074 -0.104662 1.050239 1.624434 1.983649 \n",
" 19996 1.374681 1.541074 -0.104662 1.050239 1.624434 1.983649 \n",
" 19997 1.379717 1.625649 0.128597 0.913849 1.431529 2.173115 \n",
" 19998 1.728785 1.783941 -0.105776 0.983297 1.443387 2.177028 \n",
" 19999 1.788218 1.846687 -0.053353 1.091293 1.281236 2.109044 \n",
" \n",
" [20000 rows x 53 columns],\n",
" 'alpha': recid draw chain v\n",
" 0 1 0 0 0.441935\n",
" 1 2 1 0 0.413366\n",
" 2 3 2 0 0.456580\n",
" 3 4 3 0 0.456580\n",
" 4 5 4 0 0.456580\n",
" 5 6 5 0 0.239285\n",
" 6 7 6 0 0.266265\n",
" 7 8 7 0 0.266265\n",
" 8 9 8 0 0.266265\n",
" 9 10 9 0 0.266265\n",
" 10 11 10 0 0.266265\n",
" 11 12 11 0 0.266265\n",
" 12 13 12 0 0.277279\n",
" 13 14 13 0 0.277279\n",
" 14 15 14 0 0.277279\n",
" 15 16 15 0 0.177884\n",
" 16 17 16 0 0.177884\n",
" 17 18 17 0 0.177884\n",
" 18 19 18 0 0.177884\n",
" 19 20 19 0 0.183413\n",
" 20 21 20 0 0.183413\n",
" 21 22 21 0 0.197164\n",
" 22 23 22 0 0.197164\n",
" 23 24 23 0 0.197164\n",
" 24 25 24 0 0.197164\n",
" 25 26 25 0 0.197164\n",
" 26 27 26 0 0.271663\n",
" 27 28 27 0 0.270887\n",
" 28 29 28 0 0.270887\n",
" 29 30 29 0 0.270887\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 1.365928\n",
" 19971 19972 19971 0 1.365928\n",
" 19972 19973 19972 0 1.365928\n",
" 19973 19974 19973 0 1.365928\n",
" 19974 19975 19974 0 1.244260\n",
" 19975 19976 19975 0 1.244260\n",
" 19976 19977 19976 0 1.847370\n",
" 19977 19978 19977 0 1.847370\n",
" 19978 19979 19978 0 1.654928\n",
" 19979 19980 19979 0 1.654928\n",
" 19980 19981 19980 0 1.654928\n",
" 19981 19982 19981 0 1.654928\n",
" 19982 19983 19982 0 1.654928\n",
" 19983 19984 19983 0 1.654928\n",
" 19984 19985 19984 0 1.654928\n",
" 19985 19986 19985 0 1.654928\n",
" 19986 19987 19986 0 1.591594\n",
" 19987 19988 19987 0 1.528950\n",
" 19988 19989 19988 0 1.528950\n",
" 19989 19990 19989 0 0.748806\n",
" 19990 19991 19990 0 1.076491\n",
" 19991 19992 19991 0 0.834110\n",
" 19992 19993 19992 0 0.840483\n",
" 19993 19994 19993 0 0.840483\n",
" 19994 19995 19994 0 0.738641\n",
" 19995 19996 19995 0 1.112829\n",
" 19996 19997 19996 0 1.112829\n",
" 19997 19998 19997 0 1.265185\n",
" 19998 19999 19998 0 1.265185\n",
" 19999 20000 19999 0 1.013363\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'alpha_log_': recid draw chain v\n",
" 0 1 0 0 -0.816593\n",
" 1 2 1 0 -0.883421\n",
" 2 3 2 0 -0.783990\n",
" 3 4 3 0 -0.783990\n",
" 4 5 4 0 -0.783990\n",
" 5 6 5 0 -1.430100\n",
" 6 7 6 0 -1.323262\n",
" 7 8 7 0 -1.323262\n",
" 8 9 8 0 -1.323262\n",
" 9 10 9 0 -1.323262\n",
" 10 11 10 0 -1.323262\n",
" 11 12 11 0 -1.323262\n",
" 12 13 12 0 -1.282731\n",
" 13 14 13 0 -1.282731\n",
" 14 15 14 0 -1.282731\n",
" 15 16 15 0 -1.726624\n",
" 16 17 16 0 -1.726624\n",
" 17 18 17 0 -1.726624\n",
" 18 19 18 0 -1.726624\n",
" 19 20 19 0 -1.696015\n",
" 20 21 20 0 -1.696015\n",
" 21 22 21 0 -1.623717\n",
" 22 23 22 0 -1.623717\n",
" 23 24 23 0 -1.623717\n",
" 24 25 24 0 -1.623717\n",
" 25 26 25 0 -1.623717\n",
" 26 27 26 0 -1.303192\n",
" 27 28 27 0 -1.306055\n",
" 28 29 28 0 -1.306055\n",
" 29 30 29 0 -1.306055\n",
" ... ... ... ... ...\n",
" 19970 19971 19970 0 0.311834\n",
" 19971 19972 19971 0 0.311834\n",
" 19972 19973 19972 0 0.311834\n",
" 19973 19974 19973 0 0.311834\n",
" 19974 19975 19974 0 0.218541\n",
" 19975 19976 19975 0 0.218541\n",
" 19976 19977 19976 0 0.613763\n",
" 19977 19978 19977 0 0.613763\n",
" 19978 19979 19978 0 0.503757\n",
" 19979 19980 19979 0 0.503757\n",
" 19980 19981 19980 0 0.503757\n",
" 19981 19982 19981 0 0.503757\n",
" 19982 19983 19982 0 0.503757\n",
" 19983 19984 19983 0 0.503757\n",
" 19984 19985 19984 0 0.503757\n",
" 19985 19986 19985 0 0.503757\n",
" 19986 19987 19986 0 0.464736\n",
" 19987 19988 19987 0 0.424581\n",
" 19988 19989 19988 0 0.424581\n",
" 19989 19990 19989 0 -0.289275\n",
" 19990 19991 19990 0 0.073706\n",
" 19991 19992 19991 0 -0.181390\n",
" 19992 19993 19992 0 -0.173779\n",
" 19993 19994 19993 0 -0.173779\n",
" 19994 19995 19994 0 -0.302943\n",
" 19995 19996 19995 0 0.106905\n",
" 19996 19997 19996 0 0.106905\n",
" 19997 19998 19997 0 0.235218\n",
" 19998 19999 19998 0 0.235218\n",
" 19999 20000 19999 0 0.013275\n",
" \n",
" [20000 rows x 4 columns],\n",
" 'lambda_out': recid draw chain v__0 v__1 v__2 v__3 v__4 \\\n",
" 0 1 0 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2 1 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 2 3 2 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 3 4 3 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 4 5 4 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 5 6 5 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 6 7 6 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 7 8 7 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 8 9 8 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 9 10 9 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 10 11 10 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 11 12 11 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 12 13 12 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 13 14 13 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 14 15 14 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 15 16 15 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 16 17 16 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 17 18 17 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 18 19 18 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 19 20 19 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 20 21 20 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 21 22 21 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 22 23 22 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 23 24 23 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 24 25 24 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 25 26 25 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 26 27 26 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 27 28 27 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 28 29 28 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 29 30 29 0 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" ... ... ... ... ... ... ... ... ... \n",
" 19970 19971 19970 0 7.946995 6.216386 5.735706 1.947958 1.301061 \n",
" 19971 19972 19971 0 7.946995 6.216386 5.735706 1.947958 1.301061 \n",
" 19972 19973 19972 0 7.946995 6.216386 5.735706 1.947958 1.301061 \n",
" 19973 19974 19973 0 7.946995 6.216386 5.735706 1.947958 1.301061 \n",
" 19974 19975 19974 0 7.946995 6.216386 5.735706 1.947958 1.301061 \n",
" 19975 19976 19975 0 7.946995 6.216386 5.735706 1.947958 1.301061 \n",
" 19976 19977 19976 0 8.828591 7.014729 5.454472 2.450223 1.093649 \n",
" 19977 19978 19977 0 8.828591 7.014729 5.454472 2.450223 1.093649 \n",
" 19978 19979 19978 0 8.828591 7.014729 5.454472 2.450223 1.093649 \n",
" 19979 19980 19979 0 8.828591 7.014729 5.454472 2.450223 1.093649 \n",
" 19980 19981 19980 0 8.828591 7.014729 5.454472 2.450223 1.093649 \n",
" 19981 19982 19981 0 8.828591 7.014729 5.454472 2.450223 1.093649 \n",
" 19982 19983 19982 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19983 19984 19983 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19984 19985 19984 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19985 19986 19985 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19986 19987 19986 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19987 19988 19987 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19988 19989 19988 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19989 19990 19989 0 10.882841 7.303666 4.782145 2.150508 1.058792 \n",
" 19990 19991 19990 0 10.541458 7.251695 4.650378 2.197608 1.036936 \n",
" 19991 19992 19991 0 10.056965 7.400902 4.892708 2.174950 1.187812 \n",
" 19992 19993 19992 0 6.793766 7.208074 4.759748 2.056357 1.436731 \n",
" 19993 19994 19993 0 6.793766 7.208074 4.759748 2.056357 1.436731 \n",
" 19994 19995 19994 0 6.793766 7.208074 4.759748 2.056357 1.436731 \n",
" 19995 19996 19995 0 8.062415 5.872268 4.850000 2.003956 1.945147 \n",
" 19996 19997 19996 0 8.062415 5.872268 4.850000 2.003956 1.945147 \n",
" 19997 19998 19997 0 6.509238 6.023679 4.135441 2.120144 2.447245 \n",
" 19998 19999 19998 0 6.371136 5.624416 3.439632 2.223977 2.373795 \n",
" 19999 20000 19999 0 6.798915 5.624792 4.066515 2.202563 2.976287 \n",
" \n",
" v__5 v__6 ... v__90 v__91 v__92 v__93 \\\n",
" 0 1.000000 1.000000 ... 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2.208102 2.208102 ... 2.208102 2.208102 2.208102 2.208102 \n",
" 2 2.208102 2.208102 ... 2.208102 2.208102 2.208102 2.208102 \n",
" 3 2.208102 2.208102 ... 2.208102 2.208102 2.208102 2.208102 \n",
" 4 1.916625 1.916625 ... 2.040525 2.040525 2.040525 2.040525 \n",
" 5 4.010145 4.010145 ... 4.269383 4.269383 4.269383 4.269383 \n",
" 6 4.010145 4.010145 ... 4.269383 4.269383 4.269383 4.269383 \n",
" 7 2.549884 2.549884 ... 2.714723 2.714723 2.714723 2.714723 \n",
" 8 1.614971 1.614971 ... 1.719371 1.719371 1.719371 1.719371 \n",
" 9 4.695810 4.695810 ... 4.999373 4.999373 4.999373 4.999373 \n",
" 10 8.609862 8.609862 ... 9.166450 9.166450 9.166450 9.166450 \n",
" 11 8.609862 8.609862 ... 9.166450 9.166450 9.166450 9.166450 \n",
" 12 8.609862 8.609862 ... 9.166450 9.166450 9.166450 9.166450 \n",
" 13 8.609862 8.609862 ... 3.302227 3.302227 3.302227 3.302227 \n",
" 14 8.609862 8.609862 ... 5.242084 5.242084 5.242084 5.242084 \n",
" 15 8.609862 8.609862 ... 5.242084 5.242084 5.242084 5.242084 \n",
" 16 8.609862 8.609862 ... 5.242084 5.242084 5.242084 5.242084 \n",
" 17 6.804157 6.804157 ... 4.142687 4.142687 4.142687 4.142687 \n",
" 18 11.067615 11.067615 ... 6.738478 6.738478 6.738478 6.738478 \n",
" 19 10.321265 10.321265 ... 4.451174 4.451174 4.451174 4.451174 \n",
" 20 10.321265 10.321265 ... 4.451174 4.451174 4.451174 4.451174 \n",
" 21 10.321265 10.321265 ... 4.451174 4.451174 4.451174 4.451174 \n",
" 22 4.184164 4.184164 ... 1.804473 1.804473 1.804473 1.804473 \n",
" 23 4.184164 4.184164 ... 2.724098 2.724098 2.724098 2.724098 \n",
" 24 4.991197 4.991197 ... 3.249517 3.249517 3.249517 3.249517 \n",
" 25 2.298041 2.298041 ... 1.496138 1.496138 1.496138 1.496138 \n",
" 26 2.298041 2.298041 ... 1.496138 1.496138 1.496138 1.496138 \n",
" 27 2.747482 2.747482 ... 2.148431 2.148431 2.148431 2.148431 \n",
" 28 2.747482 2.747482 ... 1.977064 1.977064 1.977064 1.977064 \n",
" 29 2.747482 2.747482 ... 2.984154 2.984154 2.984154 2.984154 \n",
" ... ... ... ... ... ... ... ... \n",
" 19970 3.815251 1.940831 ... 1.171836 8.478000 0.704458 4.884706 \n",
" 19971 3.815251 1.940831 ... 1.171836 8.478000 0.704458 4.884706 \n",
" 19972 3.815251 1.940831 ... 1.171836 8.478000 0.704458 4.884706 \n",
" 19973 2.007973 1.021463 ... 0.616739 4.461985 0.370757 2.570829 \n",
" 19974 2.053419 1.044581 ... 0.579290 4.053645 0.325268 2.160782 \n",
" 19975 3.631218 1.847213 ... 0.894229 6.257459 0.502103 3.335518 \n",
" 19976 3.101720 2.020346 ... 0.769443 4.752177 0.689495 3.748570 \n",
" 19977 3.101720 2.020346 ... 0.907234 5.603194 0.812970 4.419861 \n",
" 19978 3.110485 2.026055 ... 0.909798 5.619027 0.815267 4.432350 \n",
" 19979 3.110485 2.026055 ... 0.721233 4.454429 0.646295 3.513702 \n",
" 19980 2.195953 1.430363 ... 0.533931 3.359567 0.497037 2.767672 \n",
" 19981 2.334453 1.520577 ... 0.604847 3.901790 0.592523 3.406766 \n",
" 19982 2.741353 1.419135 ... 0.718898 4.445717 0.535775 4.441211 \n",
" 19983 2.741353 1.419135 ... 0.762365 4.459481 0.507016 3.912796 \n",
" 19984 2.741353 1.419135 ... 0.762365 4.459481 0.507016 3.912796 \n",
" 19985 2.484581 1.286210 ... 0.706096 4.130337 0.469594 3.624001 \n",
" 19986 2.484581 1.286210 ... 0.526757 3.048512 0.342737 2.608889 \n",
" 19987 5.749519 2.976393 ... 1.218957 7.054500 0.793120 6.037177 \n",
" 19988 4.342432 2.247976 ... 1.222643 7.075830 0.795518 6.055431 \n",
" 19989 4.342432 2.247976 ... 1.222643 7.075830 0.795518 6.055431 \n",
" 19990 3.067948 2.552968 ... 1.444871 8.714040 0.922178 7.311579 \n",
" 19991 2.866172 2.181643 ... 0.748061 6.504435 0.632908 4.138470 \n",
" 19992 3.285593 2.215350 ... 0.671226 8.222637 0.695491 4.119985 \n",
" 19993 3.285593 2.215350 ... 0.671226 8.222637 0.695491 4.119985 \n",
" 19994 2.525012 1.702519 ... 0.672331 8.568318 0.755377 4.708072 \n",
" 19995 2.635288 1.752175 ... 0.585984 5.894660 0.631452 4.438668 \n",
" 19996 2.633046 1.750684 ... 0.525252 5.063560 0.518767 3.452376 \n",
" 19997 2.472950 1.691374 ... 0.486899 3.850969 0.503662 2.625222 \n",
" 19998 3.324102 1.591035 ... 0.815940 5.445718 0.594977 3.453051 \n",
" 19999 3.070654 1.875004 ... 0.832615 5.755976 0.454508 2.510156 \n",
" \n",
" v__94 v__95 v__96 v__97 v__98 v__99 \n",
" 0 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
" 1 2.208102 0.855741 0.855741 0.855741 0.855741 0.855741 \n",
" 2 2.208102 0.855741 0.855741 0.855741 0.855741 0.855741 \n",
" 3 2.208102 0.855741 0.855741 0.855741 0.855741 0.855741 \n",
" 4 2.040525 0.911061 0.911061 0.911061 0.911061 0.911061 \n",
" 5 4.269383 0.911061 0.911061 0.911061 0.911061 0.911061 \n",
" 6 4.269383 0.911061 0.911061 0.911061 0.911061 0.911061 \n",
" 7 2.714723 0.911061 0.911061 0.911061 0.911061 0.911061 \n",
" 8 1.719371 0.911061 0.911061 0.911061 0.911061 0.911061 \n",
" 9 4.999373 1.525217 1.525217 1.525217 1.525217 1.525217 \n",
" 10 9.166450 1.097349 1.097349 1.097349 1.097349 1.097349 \n",
" 11 9.166450 1.097349 1.097349 1.097349 1.097349 1.097349 \n",
" 12 9.166450 1.097349 1.097349 1.097349 1.097349 1.097349 \n",
" 13 3.302227 0.395322 0.395322 0.395322 0.395322 0.395322 \n",
" 14 5.242084 0.627549 0.627549 0.627549 0.627549 0.627549 \n",
" 15 5.242084 0.627549 0.627549 0.627549 0.627549 0.627549 \n",
" 16 5.242084 0.627549 0.627549 0.627549 0.627549 0.627549 \n",
" 17 4.142687 0.651431 0.651431 0.651431 0.651431 0.651431 \n",
" 18 6.738478 0.651431 0.651431 0.651431 0.651431 0.651431 \n",
" 19 4.451174 0.434178 0.434178 0.434178 0.434178 0.434178 \n",
" 20 4.451174 0.434178 0.434178 0.434178 0.434178 0.434178 \n",
" 21 4.451174 0.434178 0.434178 0.434178 0.434178 0.434178 \n",
" 22 1.804473 0.513489 0.513489 0.513489 0.513489 0.513489 \n",
" 23 2.724098 0.775182 0.775182 0.775182 0.775182 0.775182 \n",
" 24 3.249517 0.775182 0.775182 0.775182 0.775182 0.775182 \n",
" 25 1.496138 0.935143 0.935143 0.935143 0.935143 0.935143 \n",
" 26 1.496138 0.935143 0.935143 0.935143 0.935143 0.935143 \n",
" 27 2.148431 1.123184 1.123184 1.123184 1.123184 1.123184 \n",
" 28 1.977064 1.033594 1.033594 1.033594 1.033594 1.033594 \n",
" 29 2.984154 1.560093 1.560093 1.560093 1.560093 1.560093 \n",
" ... ... ... ... ... ... ... \n",
" 19970 1.144117 1.212344 0.763290 0.950806 0.297199 2.836491 \n",
" 19971 1.144117 1.212344 0.763290 0.950806 0.297199 2.836491 \n",
" 19972 1.144117 1.212344 0.763290 0.950806 0.297199 2.836491 \n",
" 19973 0.602151 1.197044 0.753657 0.938807 0.293449 2.800694 \n",
" 19974 0.457943 1.071902 0.652742 0.786442 0.237387 2.030590 \n",
" 19975 0.706910 1.159080 0.705829 0.850404 0.256693 2.195738 \n",
" 19976 0.745811 1.021562 0.842036 0.842747 0.271744 2.770266 \n",
" 19977 0.879370 1.204503 0.992828 0.993665 0.320408 3.266364 \n",
" 19978 0.881855 1.204503 0.992828 0.993665 0.320408 3.266364 \n",
" 19979 0.699082 0.954858 0.787055 0.787718 0.254000 2.589378 \n",
" 19980 0.582269 1.015572 0.852823 0.869575 0.285915 3.098520 \n",
" 19981 0.772347 1.102942 0.949558 0.992636 0.335008 3.940258 \n",
" 19982 0.744767 1.433134 0.912721 0.913614 0.362653 3.907542 \n",
" 19983 0.555325 1.456733 0.877563 0.830903 0.311154 2.792728 \n",
" 19984 0.555325 1.456733 0.877563 0.830903 0.311154 2.792728 \n",
" 19985 0.514338 1.488650 0.896791 0.849108 0.317971 2.853917 \n",
" 19986 0.358579 1.101542 0.656532 0.615012 0.227743 1.973512 \n",
" 19987 0.829780 1.247678 0.743631 0.696603 0.257956 2.235329 \n",
" 19988 0.832289 1.656960 0.987568 0.925113 0.342575 2.968595 \n",
" 19989 0.832289 1.656960 0.987568 0.925113 0.342575 2.968595 \n",
" 19990 1.096353 1.786183 1.569399 1.238744 0.476517 3.388625 \n",
" 19991 0.684887 1.062411 1.044310 0.875240 0.268614 2.081834 \n",
" 19992 0.878805 1.052114 1.110019 0.850382 0.261991 1.837594 \n",
" 19993 0.878805 1.052114 1.110019 0.850382 0.261991 1.837594 \n",
" 19994 1.130706 1.619478 1.777512 1.416661 0.454910 3.633324 \n",
" 19995 1.026770 1.655809 1.397885 0.951849 0.365927 3.540699 \n",
" 19996 0.702883 1.438065 1.163468 0.759217 0.279143 2.348470 \n",
" 19997 0.708726 1.603047 0.884832 0.610965 0.325098 2.357215 \n",
" 19998 0.753663 1.609333 0.895387 0.654904 0.257174 2.761498 \n",
" 19999 0.594381 1.428924 0.712529 0.672384 0.245776 2.535169 \n",
" \n",
" [20000 rows x 103 columns],\n",
" 'sqlite_sequence': name seq\n",
" 0 Global_intercept 20000\n",
" 1 Site_SD_interval_ 20000\n",
" 2 Site_intercept 20000\n",
" 3 Trans_SD_interval_ 20000\n",
" 4 Transect_intercept 20000\n",
" 5 Direction_Back 20000\n",
" 6 Method_Count 20000\n",
" 7 Time_lag 20000\n",
" 8 Observer 20000\n",
" 9 alpha_log_ 20000\n",
" 10 Site_SD 20000\n",
" 11 Trans_SD 20000\n",
" 12 lambda_out 20000\n",
" 13 alpha 20000}}"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Results"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 Global_intercept\n",
"1 sqlite_sequence\n",
"2 Site_SD_interval_\n",
"3 Site_intercept\n",
"4 Trans_SD_interval_\n",
"5 Transect_intercept\n",
"6 Direction_Back\n",
"7 Method_Count\n",
"8 Time_lag\n",
"9 Observer\n",
"10 alpha_log_\n",
"11 Site_SD\n",
"12 Trans_SD\n",
"13 lambda_out\n",
"14 alpha\n",
"Name: name, dtype: object"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"table_name_list"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plots"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Covariates to plot\n",
"cov_list = ['Method_Count', 'Direction_Back', 'Time_lag', 'Observer']\n",
"ncov = len(cov_list)\n",
"cov_col = cm.Set1(range(ncov))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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gDxUAAAAA+ImGCsbrnhTNMcYALEHeALAKeWMOGioYL9zp4Co4ACxB3gCwCnlj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fv/u1633XYLv98YIMbv9/vtHiJS7NlTa/cIQcvKyrBlfpfLpfz8oUeckOJwDkeKPv/8r3I6Oz/9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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11b16db70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Set up multipanel grid\n",
"fig = plt.figure(figsize=(12, 12),facecolor='white')\n",
"gs = mp.gridspec.GridSpec(3, 3)\n",
"ax = np.array([[fig.add_subplot(gs[i,j]) for i in range(3)] for j in range(3)]).reshape(9,)\n",
"\n",
"# Asthetic controls\n",
"jit = 0.1\n",
"szero = (10,90)\n",
"\n",
"\n",
"for i in range(nvar):\n",
" ax_ = ax[i]\n",
" var = Var_names[i]\n",
" for j in range(ncov):\n",
" trace = Results[var][cov_list[j]].ix[:,Results[var][cov_list[j]].columns.str.contains('v')].iloc[-1000:]\n",
" if np.shape(trace)[1]>1:\n",
" ax_.plot(np.percentile(trace.ix[:,0].values,(2.5,97.5)),(j+jit,j+jit),c='black')\n",
" ax_.plot(np.percentile(trace.ix[:,0].values,(25,75)),(j+jit,j+jit),c='black',linewidth=4)\n",
" ax_.plot(np.median(trace.ix[:,0].values),j+jit, marker='.', markersize=20,c='black')\n",
" if spanzero(np.percentile(trace.ix[:,0].values,szero)):\n",
" ax_.plot(np.median(trace.ix[:,0].values),j+jit, marker='.', markersize=17,c='white')\n",
" ax_.plot(np.percentile(trace.ix[:,1].values,(2.5,97.5)),(j-jit,j-jit),c='black')\n",
" ax_.plot(np.percentile(trace.ix[:,1].values,(25,75)),(j-jit,j-jit),c='black',linewidth=4)\n",
" ax_.plot(np.median(trace.ix[:,1].values),j-jit, marker='.', markersize=20,c='black')\n",
" if spanzero(np.percentile(trace.ix[:,1].values,szero)):\n",
" ax_.plot(np.median(trace.ix[:,1].values),j-jit, marker='.', markersize=17,c='white')\n",
" else:\n",
" ax_.plot(np.percentile(trace,(2.5,97.5)),(j,j),c='black')\n",
" ax_.plot(np.percentile(trace,(25,75)),(j,j),c='black',linewidth=4)\n",
" ax_.plot(np.median(trace),j, marker='.', markersize=20,c='black')\n",
" if spanzero(np.percentile(trace,szero)):\n",
" ax_.plot(np.median(trace), j, marker='.', markersize=17,c='white')\n",
" ax_.set_title(var,color=Var_col[i])\n",
" ax_.set_xlim(-2,2)\n",
" ax_.set_yticks(np.arange(ncov))\n",
" ax_.set_yticklabels(cov_list)\n",
" ax_.set_facecolor('#E8E8EE')\n",
" ax_.grid(color='white')\n",
" ax_.axvline(x=0, linestyle=\":\",alpha=0.3)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time decay plot"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qJ1/v6kA1KHFNZAx6CIQgYnTQ6upPyCxHxCUDf0THZFAYkhn7eY4ORETTeXtV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B8QQgghqoOi67p+she1bNny8DccccM/9K1/3ry6efPmqorvpNxub6W+P8/j54AvSJLNSHQFi9Pp\nus4v+W6+3lNMUAcFaB5n46wkBwkR3AjS4bBUevwAPB4fJ/8UnX6SkqLYv7+ktsOok2TsKkfGr+Ii\nfeySkqJqO4Q6Kay797hx407b0zaxFiMHfEEKygI4jeopHdPWNI2tRWVsznez/+Axa4fJwGXpsSQ7\nqm7ZSgghhBAnFlYyc+ONN1Z3HLXGqCoYlVC/piJfkHhreMnMHwWlfLn7AH4tNCWRHmPlrEQHDatw\n740QQgghTi7sdZXCwkJee+011q1bR3FxMXFxcVx88cX06tWL+Pj46oyx2sVbjeR6Arj9GvEnqVv3\nR2EpvxWUstflA8BqVLk0LYbGMVK1VwghhKgNYSUzubm59OjRg9zcXFq3bk2zZs3Izc1l1qxZZGVl\n8dZbb5GUlFTdsVabKLORYl+QsqCON6hhOc6x6e1FHj7fVYQvGJqJaRRloXWig7RoqdorhBBC1Kaw\nkpnJkyejaRpZWVk0b968/PEtW7Zw7733MmXKFMaNG1dtQdaEWIuRnFI/+z1+0g4uFWmaxpZCD38U\necpnYiwGhfZpsTSV/klCCCFERAgrmfn0008ZPHjwUYkMQPPmzXnwwQeZMmVKtQRXk2yG0AZnb1DH\n4w+yz+3js+yi8j0xjaIsnJ3koJH0TxJCCCEiSljJjNfrJTk5+bjPJScnU1xcXKVB1QZVVbEb4NcC\nDz/kFJfXibEaVC5pFE3TOHstRyiEEEKI4wkrmWnevDmrV6/m73//+zHPvf/++3WyAvCRdF1na5GH\nz7OLOLglhsbRFtokOUmR00lCCCFERAsrmenduzcDBw7E5/PRtWtXEhMTycvLY8WKFSxfvpynn366\nuuOsFgFN47u9Jex2eQ/PxBhVmsXZyYi1kmyP3IJ3QgghhAgJK5np0qULDz/8MDNmzCArKwsIzWZY\nLBYeeughbr755moNsqoFNZ3fCkpZt+cA2sGKvc3ibLRJchBlMbKzxIfLr5GgadLVWgghhIhwYSUz\nbrebvn37cvvtt/P9999z4MABYmJiOPfcc4mOjq7uGKtMqT/AV7uLyXX7KA1oKECMxUj7RtGkHrGx\n12JQ8AZ1SnwacWEW0RNCCCFE7Qgrmbn22mt5/PHH+ec//0nHjh2rO6YqVxbQ+DnPxff7XACoCrRO\nctA60YHzOP2Ykm0msl0+in0BYi2G07aVgxBCCHE6CHtmJjY2trpjqXL73T6+3F3EAW+QgKZjUCDR\nbqJDWiyxf9HF2mRQiTIbKPYFySsLkGSTjtdCCCFEpAormenevTsvv/wyaWlpNG7cuLpjqrTCMj8/\n5rr4o9ADgElVuDg1mjPj7ZiOU933eKJMoWSm2BckwWI4pQaUQgghhKg5YSUzmzdvZsOGDVx11VXY\nbDbs9qNrriiKwmeffVYtAYZL0zR+yS/l+1wXZQENAJtRpVGUhUtSYzAbTy0ZsRpVTKqCX9MpCWjE\nmCWZEUIIISJRWMlMWloaaWlp1R1LhQQ1jZ3FXn7KdZHn8QPgNBu4JDWGxtGWSu13SbEf3DvjDRJt\nkr0zQgghRCQKK5kZP358dcdRIe/9mssf+W4O1rkjyW6ieZyNVonOKrm+2aDiNKm4/BqF3gDxf7HP\nRgghhBC14y+TGZ/Px0cffcTu3btJT0+nY8eOmM2RU0huS74bgBSHmQ5pscRYw8rNTonTZMDl1yjy\nBok1y94ZIYQQItKc8O6/b98+7rrrLnbu3Imuh+Y+0tPTmTZt2jENJ2vLBakxNHaaiLdVX4LlMBkw\nKn4COrgDGlGyd0YIIYSIKCe8M0+ZMoWioiImTJjAu+++y4svvkggEGDkyJE1Gd9f+ltGfLUmMoek\n2EPLS4XeYHliJ4QQQojIcMKZmS+++IJBgwZxww03ANCsWTMsFgt9+/bF5XLhdFbNvpS6wGI04DQF\ncfk1qTsjhBBCRJgTzswUFhbSrFmzox5r27Ytuq6Tk5NT7YFFmmizAYBiXxBN02o5GiGEEEIccsJk\nJhAIYDIdPQMRFRUFhDYG1zc2owGzGjqaXeKXZEYIIYSIFBXazVpf9400dJhRgCJvoN6OgRBCCBFp\nKpTM1NficUZVIcpsIKDDvlJ/bYcjhBBCCE5SZ2bYsGE4HI5jHn/iiSeOaWmwcOHCqo0sQsUc7Nnk\nDmgENA2j1J0RQgghatUJk5mLLrrolB6vL8xGFZtBwRPUKfYFibdKMiOEEELUphMmM2+88UZNxlGn\npDjM7CzxUuQNEmUyhN2JWwghhBBVT+7CFaAqCrEWIzqwV/bOCCGEELVKkpkKijaFhs6v6bh8gVqO\nRgghhKi/JJmpIFVVibccLqQnhBBCiNohyUwlxFqM2IwqnqCOyy8JjRBCCFEbJJmpBEVRymdnckv9\n0uZACCGEqAWSzFSS1WjAqCjoQIFXZmeEEEKImibJTBVItptQgBJ/kKC0ORBCCCFqlCQzVcBqVImz\nGtF02C9HtYUQQogaJclMFYk1G1AAd0CjRI5qCyGEEDVGkpkqoigKcQc3AxeUSVdtIYQQoqZIMlOF\n4qwmbAaFgA4uv5xsEkIIIWqCJDNVLMluRgH2e/z45ai2EEIIUe1O2GhSVIxJVbAZVUoDGjluP42j\nLLUdkhBChEULBinYnl2l14zPaIxqMFTpNYX4M0lmqkGSzciOEh8+Tccb1LBIV20hRB1QsD2bF9pf\nV6XXHLh2BYnNMsJ67YIFc1m8+E0WL16OxVL5PwSLiw/w1Vdrueqqq3nmmVFcccVVXHddl1O6Rn5+\nHq+/PovBg5846vEZM6aSnp7BNddU7XiJipG7bDUwqiopdhMQqgwsm4GFEOLkVq9+jyuuuIo1a1ZX\nyfW2bPmdL774pFLXSEhIPCaREZFHZmaqicNkwGkK4vJr5JT6aegw13ZIQggRsdav/5bU1DS6dbuJ\nMWOe4pprrmPTpo28+OJkNE0jKakBI0c+zc8/b+L1119F0zQ8Hg8jR47FZDIxatQwGjRIZvfuXZx1\nVmsGDx7KvHmvsWXL72RlLQUgK2spb721gMLCAwwe/ARxcfGMHPkkM2fOAaBPn7sZPXocq1atYOPG\nH/F4PDzxxAjGjRvNzJlz+N//1jB37mxiY+Pw+/2kp2cQDAaZNGkcubn7yM/Po0OHjvTp0499+3J4\n9tlxeL1lWCxWhgx5kuTklFoc4dObzMxUozhLKFcsDWiUBqTVgRBCnMjKlVlcd103mjTJwGQysWnT\nRiZNGsfQoU/x6qtz+dvfOrB9+3a2bdvKU089zUsvzaRTp8v5+OMPAcjO3snQoSN49dW5rF37Bfn5\nedx11z1ccMGF3HDDjQCceWZL5s2bx80392DVqpV/GU96eiYvv/xa+XJXIBBg6tQpPP/8dJ577iWs\nVisAubn7aN26Dc899xIzZ84lK+ttAKZNe4Gbb+7BSy/N5Lbb7uDll1+qrqETyMxMtTIbVGLMBg74\nghSVBbA5VBRFqe2whBAiohQXF7N27RcUFhawZMki3G4XS5cuoqAgn4yMTAC6du0GQG5uDs8/Pwmb\nzc7+/bm0adMWgEaN0rDbHUBoacjn8x3zc848sxUA8fEJeL1lxzx/5JaAJk3Sj3quqKiQ6OhoYmJi\nATj77HMAiI6OZvPmTaxf/y0OhwOfL1QFfuvWLbzxxussWDAXAINBbrfVSUa3miVYjfg1ndKAxgFf\nkFiLDLkQQhxp9epVdO16A/37DwSgrKyMW265HqvVSnb2Tho3bsL8+XNo3DidSZPGsXjxO9jtDsaO\nHVl+jeP9oaiqKpqmn/A1ZrOZwsJCgsEgpaWl7N2754jvPfq1sbFxuFwuCgsLiYuL45dffqZBg2RW\nrVqJ0xnFkCHD2LUrm+XLl6HrOk2aZHDbbXfQpk1bduzYzoYN31XJWInjkztrNVMUhUSbiZ0lXvLL\nAtgMKhajrO4JIcQhK1ZkMWLEmPKvrVYrnTr9g/j4eMaPH4OqqiQkJHDrrbfTpcs/6dfvPmw2K3Fx\nCeTl7T/hdRs1SmPr1i0sXvzmcZ9PSEjkoosu5r777iI1NY20tMYnvJbRaOSRR4YwaNAAoqJiMBpD\nt88LLriI0aOHs2nTT5hMJtLSGpOXt5/+/QcyefIEfD4fXm8ZAwcOruDoiHAoeh0/auN2e2s7hLDk\nuH24AxomVaGx0xwRy00Oh6VKxs/j8VG3P0UVk5QUxf79JbUdRp0kY1c51TV+9aHOTKR/9pKSomo7\nhDpJZmZqSAObkV1uP35Np8SvEW2OnH/cQggBoBoMYdeEESKSyHpHDVFVlYYOEwqQ5/HjCUirAyGE\nEKIq1OjMjKZpjBo1il9//RWz2czYsWNJTz+8Y3zlypXMnTsXg8HAGWecwahRo1DV0yffMqmh001F\nviA5bh/pUebT6v0JIYQQtaFG76QffvghPp+PRYsWMWjQICZMmFD+XFlZGc8//zzz5s1j4cKFuFwu\nPv7445oMr0bEWQwYFNCAAz6pPSOEEEJUVo0mM9999x2XXnopAOeeey4bN24sf85sNrNw4UJsNhsQ\nKlBUFb05Io2qqjRymFEVKPQG8QVluUkIIYSojBpdZnK5XDidzvKvDQYDgUAAo9GIqqokJiYC8MYb\nb1BaWkqHDh1qMrwaYzKoJNlM7Cv1s9sly01CiMigaxpa/r4qvaaakIwiv99ENavRZMbpdOJ2u8u/\n1jSt/Kz+oa8nTZrEtm3bmDp1aljHlx2Oujl74wAKvcX4gjo5ZUFaJNlqJ44qGL+6+v+gKsgxyoqT\nsauc6hg/b85utk6q2nooTcfPwJLU6C9fs27dOhYuXMiUKVMq/bpPP/2UvXv30qNHj6Mev/XWW3nu\nueeAKPnsnYZqNJk5//zz+fjjj7nmmmv4/vvvOeOMM456/qmnnsJsNjN9+vSwZyrqSp2Z42loN5Fd\n4sPjD5JbVIrDVLPHtaXOTOVEer2KSCZjVznVNX7BAvfJX3SKCgvcGAx/HWtRUSler/+k7ymc17Vq\ndR6tWp13zGv8/iAFBW7S0ojoz54kWhVTo8nMlVdeyRdffEHPnj3RdZ1x48axYsUKSktLOfvss1my\nZAkXXnghvXr1AuCuu+7iyiuvrMkQa5RRVUl1mtnt8pHr8dNQUbBKdWAhhODjjz9k6dK3CAQCKIrC\nuHH/B0B2djaPPjqAAwcO0L37TXTt2o0BA/oQFxdPcXExV155FdnZ2TzwwIO88so01q1bS3JyMgcO\nFAGQk5PD0KHD8fm85Ofncd99/ejY8TI2bPiOmTOnYzAYSE1txJAhw45aORCRrUb/T6mqypgxY456\nrFmzZuX//csvv9RkOBHBYlCJtRgo9AbZ4/aRIftnhBCC7OydTJr0AlarlWeffYavv15LYmISwWCA\niROnoGlBevW6nQ4dOgHQuXMXOnW6nFWrVgDwyy8/88MPG5g1ax4eTyk9e4Y6Z2/dupWePf/F+edf\nyE8//cDs2a9w6aWdmDjxGWbMmEVcXDyvvjqDVatWcP313Wvt/YtTI2lnBIg1Gyj2BQnqkO8NkGQz\n13ZIQghRq+Li4hk7diR2u50dO7aXd6k+66w2mEwmwERmZiY5OaHmkH/ucr1z505atmyFqqo4HE6a\nNm0OQFJSEvPnv8i772YBCoFAgKKiQvLz8xgx4gkAvF4vF13Ursbeq6g8SWYigHpwuWmPy0exT8Nh\nDGKv4f0zQggRKVwuF7Nnv8Lbb68E4JFH+nOojeDvv/9KIBDA7/ezffs2GjVKAzhmRjszM5Nlyxaj\naRper5ft27cC8MILL3D11V1p374D7767nPfeW0lMTCwNGjRgwoTncDqdfP75J9hs9hp8x6KyJJmJ\nEGZVJcVuZrfbx95SP6kOsBkloRFC1A9ff72O3r3vBEDXdc4662z69v03BoORqKgo8vL207BhKmaz\nmcGDH8LlcnHPPX2Ijo457vVatDiTdu3+xr333kViYhJxcfEAXH311Uyd+gLz588hKakBRUVFqKrK\nwIGDeeyxgei6jt3uYMSI0TX23kXlSdfsCLOv1IfLr6EA6VFmDNW4f0ZOM1WOnB4HydgAACAASURB\nVMipOBm7yqmu8asPdWYi/bMnp5kqRmZmIkyS1Ygv6Men6eSVBWhgM4VVb0cIISpLUVUMSQ1rOwwh\nTlnkpMsCONjuwGnGYlBw+TXyywK1HZIQQggR0SSZiUCqopBiD51oOuALUuSVhEYIIYQ4EUlmIpRR\nVUiwhjYAF5QF8GvSkFIIIYQ4HklmIlisxUS8xYgO7HX7CUpCI4QQQhxDNgBHuDirkYCuU+wLstPl\nI90pFYKFENVE11E1X5VeUlPNIIcYRDWTZKYOSLAYcPmDaDrklAZo6JATTkKIqqdqPuJcW6r0moXO\n5mgGy0lf98Ybc/j2268JBkO9mPr3f5iWLVtV6Ge+8MJkevT4FykpKeWP7dixnUmTxrFo0X8qdE0R\n2SSZqQNUVaWx08wulw9PUOOAL0isRf7XCSFOD9u2beWLLz5lxozZKIrC77//ytixo5g7t2KJx8CB\ng6o0PhH55I5YRxhVlTSnhV0uL/llAQKaTqLNVNthCSFEpTmdTvbty+Hdd7No1+5vtGhxJq++OpdN\nmzby4ouT0TSNpKQGjBz5ND//vInXX38VTdPweDyMHDkWk8nE448/QnR0DO3bd2Dt2i947LEncTic\njBkzHF3XiY9PKP95x+vIHRsby8svv8QPP2xA0zR69PgX//hH51ocFXEqJJmpQ4yqQgObib2lfg74\ngphUhRiZoRFC1HFJSaG+SG+/vYjXXnsVq9VKnz79mDNnNqNGPUNGRiYrV77D9u3b2bZtK0899TSJ\niUnMm/caH3/8IVdd9U8KCvKZPXs+JpOJtWu/AGDevNl07tyF66/vzpo1q1m2bAlw/I7cUVHR7N27\nmxkzZuP1ern//n9z0UXtiIqSirx1gdwJ6xi7yUC8VaOgLEh+WQCrUcVikA3BQoi6a9eubBwOB08+\nORKAX375ubz/UkZGJgBdu3YDIDc3h+efn4TNZmf//lzatGkLQMOGqQe7aR+Wnb2T667rDkCbNm3L\nk5njdeTeunULv/76CwMG9AEgEAiQk7OHqKgzq38ARKVJMlMHxVlMmFSVfaV+9rh9JNtM0mVbCFFn\n/fHH72RlLWPixOcwmUw0btwEpzOKpKQGZGfvpHHjJsyfP4fGjdOZNGkcixe/g93uYOzYkeXXUJRj\n/6jLyGjKpk0/0qLFGWze/DMAJSUlx+3InZ6ewXnnXcjjjw9D0zTmzJlV3pFbRD5JZuoop8mA36JT\n4A2wt9RPI4eC1SgzNEKIuqdTp3+wffs27r33Lux2G5qm06/fQJKSkhg/fgyqqpKQkMCtt95Oly7/\npF+/+7DZrMTFJZCXt/+E1+3Vqzdjxgznww9Xk5raCAjtz2nTpu0xHbmvueY6Nmz4jn797sXjKaVj\nx8ux2x01NQSikqRrdh232+WlLKhjUhUaOcwY1PCPbEvX7MqJ9O67kUzGrnKqbfzqQZ2ZSP/sSdfs\nipGZmTquod1EvjdIsS/IbrePFLsJs+yhEUJUhKKEVRNGiEgjd706TlVVEq1Gokwqfk1nl8uHT9oe\nCCGEqEckmTkNKIpCotWISVXQgRy3n2B9XPcRQghRL0kyc5pQVZU0hwmHMTRDs9ctMzRCCCHqB0lm\nTiOqqpJsN+E0qXiDOrtKfPgCktAIIYQ4vckG4NOMoigkWY14g378ms6eUh9pTgvGUzjlJISon3Rd\nJ1jF1zSANMYV1U6SmdPQoSWnXE8Ad0Bjt9tHst2EVU45CSH+QhDYH6ja/XZJRiWsG01Vds0Ox++/\n/8rnn3/Kv/9931GPjxw5lBtuuInzz7+w2n62qHqSzJymDi05FXoDFHqD7HaFjm07pFKwECLCVHXX\n7HC0aHEmLVpIq4LThSQzpzFFUYi3migL6ngCGvtK/TR0KNikUrAQIoKcqGv2H39s4fnnJ6HrOjEx\nMQwdOpLffvuFGTOmYjKZuP767ixYMJfGjdMxmYz07/8w//d/E/D5vOTn53Hfff3o2PEyevXqybnn\nns8ff2zBbDYyZsyz/PbbL2Rlvc3o0eN5++3FrFz5DgkJiRQWFgLgdruYMGEsLlcJeXn7ufHGW+ne\n/ebjxuR0Omt5BIXc1eqBVIeZGLMBHdjr9lHsDdR2SEIIUe5Q1+wff/yB++//N7fffhNffvkZEyeO\n5dFHH+ell2bSvn0HFiyYC4DP52P69FlcffW1eDwe7r67N6NHj2fHju307Pkvnn9+OkOGDGPp0sUA\nuN1uOnfuwksvzaRBgwZ89dUX5T+7oCCft95ayCuvzGHChOcIBPwA7Nq1i86dr2LKlGlMmTKNRYsW\nAJwwJlG7ZGamnki0mbAbVXJK/ewvC1Aa0GjmkEqfQojad6Ku2V6vj8mTJwAQDAZIS2sCQJMm6Ud9\nf5MmGQAkJCQyd+5s3n03C1AIBA7/4XbGGaElpYYNG+LzHW7ZsHv3LjIzm2I2mwFo1ao1APHx8Sxe\n/CaffPIxdruj/Fo7dmw7bkyidkkyU4/YTQaSbHr5xuA9BzxEGxQ5aSCEqFUn7pptY/jwMaSkpPDj\nj9+Tn58HgPqn05mHfofNmvUy113XjfbtO/Duu8t5772VR77quD87La0J27Ztxestw2g08dtvv3LV\nVf9k4cL5nH32OXTvfjPr13/L2rWfA6FE6ngxidolyUw9E2U2YlQVcksD5Ll9uAwKyXYTRlVWHIUQ\nteNEXbMbNEhm7NinCAaDKIrCE0+M+Msu2ZdffgXTpr3A/PlzSEpqQFFR0Ul/dlxcHHfc0Yu+fe8h\nNjYOm80GQIcOHZky5VnWrFmN0+nEYDDg8/kYNGjoMTGJ2idds+upoK6zvyyA2xeqKtHQYcJurNhJ\nJ+maLU6VjF3lVNf41Yc6M5H+2ZOu2RUjMzP1lEFRyIy381uuC5+ms8/tJ8UBtgomNEKIuk9RwqsJ\nI0SkkbWFekxVVRpHWYi3GNGAPW4/OW4fmvR0EkIIUYdIMiOIsxpJdZhRAHdAI9vlQ6uP60ZCCCHq\nJElmBAA2o1qe0AR02OXy4Q1U9eq5EEIIUfUkmRHlrEaVjKhQgT2/prPL7Se31C/LTkIIISKa7PUS\nR1FVlUSbilFVyC8LUOIPEtB1ku0mDBF0IkEIUfU0Xcflr9o/XpwmFVV+d4hqJsmMOK5YixGLQSG3\n1I8noLGrxEuc1Ui0WT4yQpyuXH6NVTsKq/Sa16THEW0++SnJ43XNfv/9VfTo8S9SUlIqHccbb8zh\nggsupFOn9uWPeb1e/vWvm1myZEWlry9ql9yZxAnZjAaaRKnlnbf3ewKU+IKhvTXyl5YQoorURNfs\nO++8u8quJSKPJDPiLx3qvK0qoWWnsqDOLpePBnYTFoNsuRJCVN6JumYPGNCHxx57kpiYWEaPHobf\n76dx43TWr/+GRYve4eOPP2Tp0rcIBEKzOePG/R9bt25hwYJ5mExG9uzZzRVXXEWvXr155plRXHHF\nVfzjH3/niScepaSkhEaN0spj2LDhO15//VU0TcPj8TBy5FiaNElnyZKFfPDB+yiKwhVXXMUtt/Ss\nxZESJyLJjAhLrMWI3aRSWBbA5dfY5fJhM6ik2OUjJISonENds99+exGvvfYqVquVPn36lT8/b95s\nLr30Mm688Ra++eYrvvnmKwCys3cyadILWK1Wnn32Gb7+ei2JiUns27eXOXP+g9/vp1u3q+nVq3f5\ntRYuXEhmZjPuv78/mzZtZP36b4HQ7NBTTz1NYmIS8+a9xscff0jHjpezZs0HTJ8+C4BHHulPu3aX\nlDe2FJFD7kQibGZVJdluxuELsM8TwBMM1aRJMCqoJ2jiJoQQJ3OirtkJCYkAbN++nX/+sysA55xz\nXvn3xcXFM3bsSOx2Ozt2bOfss88BoGnT5hiNRoxGIxaL9aiftX37ds4772IAWrc+G6MxdBtMSkri\n+ecnYbPZ2b8/lzZt2rJ16x/s25fDwIEPAFBSUkJ2drYkMxFIkhlxypxmI2ajyj63H5+m49VAQces\nIKcWhBCn7ERds9WDDXCbNm3Gxo0/0aLFmWza9BMALpeL2bNf4e23Q52xH3mkP4daDf7Vr6FmzULX\nuvTSy/jtt18IBAIATJz4DIsXv4Pd7mDs2FBS1aRJOhkZTZk8+UUURWHRogU0a9aiuoZBVIIkM6JC\nzAdbIQQ0HVepl/xgqKFcghE5wi2EOCUn6pq9ePGbANxxx908/fRTfPTRByQmJmE0GnE4HLRp05a+\nff+NwWAkKiqKvLz9NGyY+pc/67bbbmPgwEd54IHepKdnYDKZAOjS5Z/063cfNpuVuLgE8vL206LF\nGVx44UX069cbn89Pq1atSUpKqvbxEKdOumbXYw6HpUrGz13qpSSo49ch3qCgKApBXT/tk5pI774b\nyWTsKqe6xi9S68ysXfs5sbFxtGrVmm++Wccbb7zOiy++XKFrRfpnT7pmV4zMzIhKUxWFaIOCruso\nioJX0ykI6jhVHaeqyDFuIeoIVVHCqglT0xo2bMT48WMwGAxomsbDDw+u7ZBEhJFkRlSZQ0mLTqhP\nhl8PPXZ4HVuSGiHEqcvIyOSVV16v7TBEBJNkRlQ5q6pgVkJJDUCZDm5NJ0oFiyoJjRBCiKolVc9E\ntVAVpXzPjF8P7afxaHV6e5YQQogIJTMzotpFG1Ssio7h4KSMO6jj13WcBgWjLD0JIYSoJElmRI0w\nH1xe0nWdMl3Hp4NB04kySDIjRKTQNJ19bl+VXjPZYUaV5WVRzSSZETVKURTiDaF9NJaDv99KghpB\nHZmpEaKW7XP7eHTVL1V6zeeuaUnDKMtfvmb9+m956qmhZGRkoigKbreb1NRG3H77naxbt5Z///u+\n437f9dd3Yfny96s0XlE3STIjapyiKNgO5iy6ruPVQyefTBoYDZQf8RZC1B8XXHAho0ePL/961Khh\n7NuXc8JERogjSTIjapWiKCQcnKmxHsxfDgR1guhEqUr58pQQov7w+/3k5+cRFRXNyJFDGT16PCtX\nvsOyZW+jaUH+/vdO9O59Pz6frzzpiYmJYezYZ5k7dzZ79+6hsLCQffv28uCDj9KuXXs2bPiOmTOn\nY7WaSUpKYciQYezZs5vx40djMBjRNI2RI8diNlsYOXIomqbh8/l47LGhtGhxZm0PiTgJSWZOYMmS\nxbz11uLy1vItW7aif/8HadiwIddeezWTJk3mrLNa13aYx3XLLd15/PEnufDCi2o7lLD8eaZGA3w6\nBA8+H9R1VKROjRCns++++5YBA/pQVFSIoihcf/2N5b2ZCgsLmD9/LnPn/gez2cLLL79EaWkpHk8p\n99/fn4YNUxkwoA+//RZaIjOZzEye/CLffPMV//nPAi6++BImTnyGGTNmccYZ6Ywb9yyrVq3A7w+1\nKOjXbyA//LABt9vFH39sITo6hhEjRrNt2zY8Hk9tDosIkyQzxzFlyv/x22+/8cILL5GSkoKmaaxa\ntZK7776TefPm13Z4pzVFUYg3Kvh1vfzDeSAY2jAcYwCbzNQIcVo6tMx04EARjzzS/6geS7t37yYz\ns1l5B+wHHngQgOjomPLXJSQkUFZWBsAZZ4RmUho0SMHn81JUVEh+fh4jRjyB2WykpMTNRRe1o1ev\n3ixYMJdBgx7E4XBy//39ueSSv7Fr106eeGIQRqORXr161+QwiAqSZOZP9u3LYcmSt3jvvQ+Ijo4G\nQFVVuna9ns2bf+a112YDsGjRQn7//Vd8Pj933HEX3bp1p7S0lFGjRrBz505UVaFVq7MYNuwpVFXl\nk0/+x+zZM/H7A1itVh5+eBBt27bl5Zen8+OPP5KXt5/mzZuzYcN6Jk9+vnzW54knhnDBBRdwyy09\nmDVrJh999CGappOamsrQocNISmrA1q1/MGrUU5SVlZGZmXla/CVhUg6ffjIpoZmaQ0WRvJqOTmgD\nsczWCHF6iYmJZcSIp3noob489NCjADRqlMbOndvx+XyYzWaGDx/CwIGDT/jv/88Px8TE0qBBAyZM\neI7MzIYsW7YSm83O559/Qtu253HPPX344IP/smDBXLp0uYaEhESmTJnGxo0/8sor05g69ZXqftui\nkiSZ+ZONG38iM7NpeSJzpIsvvoTp018CwGq18Oabi9m/P5eePW+hTZs2bN68GbfbzcKFbxEMBhk3\n7ml27doF6Eyb9iIzZ75GbGwsf/yxhQce6ENWVqh1fU7OHhYvXorRaGTGjGksX57FWWe1pri4mHXr\n1jJs2AhWrlzOli1bmDfvTYxGI2+/vYQxY0Yxdep0hg0bSo8ePenW7Ua+/34DvXvfXWPjVd0URSHK\noOBUDxfcc2mhmRqHylE9oYQQp4fMzKbcfHMPXnjh/7jggouIi4vjX//qxYABfVAUhQ4dLiUpqUHY\n11NVlYEDB/PYYwMxGlVMJisjRoymtLSUsWNHMnfubDRN48EHHyUlJYWRI59k2bIlBINB2YBcR0jX\n7D9Zs+YDXn11JgsXvnXMcx9+uJpZs16lpKSEKVNeKJ/KHD78SVq3bk3Hjp24995/k5bWmHbtLuHy\ny/9Bs2bNWbx4IS+/PJ0GDZLLr1VYWMjUqdP46KM17N27h9GjxwKwZ88e7rzzNv773w9ZtuxtNm3a\nyOjRY3n88cFs3LiRqKhQR1VNC1JWVsa8eW/SufNlrF37TXkr+1tvvYkhQ5446Z6Zquqa7fH4qMlP\nkV/XKdV0bEpog7A7GKpd41AVrDW4DBXp3XcjmYxd5VRb1+x6UGcm0j970jW7YmRm5k/atDmHnTt3\nkJeXR2Ji4lHPffPNN7Rt25bPP/+8fGMahJZCjEYjjRqlkZX1Lt9++w3ffPM1DzzQhyFDnkDTNC66\nqB0TJ04q/56cnBySkpL46KM12Gz28sdTU1Np2bIVn376CcuXZzF48BAAgsEgd9/9b265pQcAPp+P\n4uLi485IGI2R1/W2KpkUhZgjiu0FCM3UmHQdKwpBXSegg1mWoYQ4JaqqnLQmjBCRSHoz/UmDBsnc\ndtu/ePLJx8nN3Vf+eFbWO3z00Yf06nUPACtWZAGwd+9e1q1by8UXt+OttxYxatQI2rf/GwMHPkL7\n9n9jy5YtXHTRxXz11Zds27YNgM8//4wePW7C5zv+rMiNN97E3LmvUVZWxrnnngdA+/YdWLZsKS6X\nC4AZM6YxYsSTxMTE0KrVWSxb9jYAmzf/zJYtW6pncCJUjEElyajgOPjXn0eDgqBOfvDwdFEdn4AU\nQgjxF2Rm5jgefHAg77yzlEceGYjP58Xn83P22WczZ84bpKaGds57vT5uv/1W/H4/Q4YMJT09gwYN\nGvDtt99y003dsNlspKQ05Pbb7yA6Oprhw0cydOgQdF3HYDAwZcqLR83IHKljx8sYP/4Z7r77nvLH\nune/kdzcffTqdQeKopCSksLo0U8DMG7cREaNGsGSJYtp3LgJGRmZ1T9IEebIysEWNXSs28DhRpcF\nAR2rqhOtKjJbI4QQpxnZM1OP1dU9M6eqTNMpCuoYgCSTiq7rlGg6ZkWp1ImoSF97j2QydpUj41dx\nkT52smemYmRmRpz2rKpCsnK4CF8AcGvgRifJqGAkdNzboCC9oYQQog6SZEbUC4qilH/YjUCCQcGn\nh5IXXQ/N3GhA7MHCfFJ1WNRHQU1nd0FplV6zUbwdQwSdZhKnJ0lmRL2jKApmBcxHPOZUFby6jvng\n71yXplOqgVPViTKo5RuIJbkRp7PdBaXc8vwXVXrNtx7uQJNER1ivXbBgLosXv8nixcuxWCwMGNCH\nxx57kvT0jCqJZeTIofTqdSdNm55VJdcTkUOSmT85//xzaN68OapqQFEUyso8OBxOnnxyeMT2YhKV\noygKDgM4OJyoGFAwoqMefMyrQ1FQx6LoxBlDhwDr+HYzISLO6tXvccUVV7FmzWquuea62g5H1CGS\nzBzHK6/MJi4urvzrefPmMHHieObOlb5M9YXToOA8WF0YQCdUx+BQ+qLpOptyijECsQYFgyKViIWo\njPXrvyU1NY1u3W5izJinypOZWbNe5sCBIkwmM8OHj2bbtj/Iynqb0aPHA3D99V1Yvvx9nnlmFCaT\niZycveTn5/Hkk6M488yWvP32YlaufIeEhEQKCwsBcLtdTJgwFperhLy8/dx44610734zAwb0oUWL\nM9m69Q9KS108/fREUlIaMmfOLD777BOCwSDdut1Et243sWTJQj744H0UReGKK67illt61trYCUlm\nTioQCJCTE2ovD5Cfn88zz4whPz+f/Pw8GjZMZeLEScTHJ3DttVdz3XXX8/XX68jJyeGqq7rw8MOh\n3iKvvz6bd95ZhsNh57zzLuB///uYd9/9L36/nxdemML69d8SDGq0bNmSxx57AqfTWZtvWxx0KDmx\nqQo29XByowFmg0pZQCsv1lQQ1NF0nShDqBKxpusoyNKUEOFYuTKL667rRpMmGZhMJjZt2ghAp06X\n07lzF5YufYv581+nQ4eOJ7xGSkpDhgwZxvLly1i+fCm9e9/PW28tZN68haiqSu/edwCwa9cuOne+\nik6d/kFe3n4GDOhD9+43A9CqVWsGDhzEK69M44MP3qddu0tYt+5LZs6cg6ZpvPzyS2zd+gdr1nzA\n9OmzAHjkkf60a3cJTZpkVO8giROSZOY47r+/N4qiUlhYiMVi5tJLOzFq1BgA3n//Pc45py13330P\nuq7z0EP9effdldx5Zy8APJ5SXnttLrm5+7jhhq7ccsut7NixgxUrspg//02czijGjBlV/rNef302\nBoOBBQsWoSgKU6e+wNSpzzN06PDaeOviJA4lJkZF4YykKPblHq7CrHD4xBRAqQYlmo5N0Yk1hvbd\nBAj9o5MER4jDiouLWbv2CwoLC1iyZBFut4ulSxcBcO655wOh6uxr135Ohw5Hf++Ry70tWhzqlp3M\nTz/9wO7du8jMbIrZHNoh16pVaKtAfHw8ixe/ySeffIzd7iAQCJRf41CbmuTkZPLz89m5cwetWrXG\nYDBgMBh48MFHWLPmA/bty2HgwAcAKCkpITs7W5KZWiTJzHEcWmb65ZfNPPhgP9q2bUt8fAIAt99+\nB+vXf8f8+fPYuXMHf/yxhbPPblP+vZ06XQ6E/jHFxcVz4EAxX3zxGZ07X0VUVKh55a239uDrr9cB\n8Nlnn1JSUsK6dV8B4Pf7iY+Pr8m3KypBPSIpiTeqR/1iVQj9Azt0kCMA5AVCzycbQ9/r0UKnpkzK\n0dcSoj5ZvXoVXbveQP/+AwEoKyvjlluuJyYmlp9/3kTHjpfxww8byMxshtlsIT8/H4CcnL0UFx8o\nv86f/0hIS2vCtm1b8XrLMBpN/PbbrwAsXDifs88+h+7db2b9+m9Zu/bzE14jPT2Dd955G03T0DSN\nwYMfon//h8nIaMrkyS+iKAqLFi2gWbMW1TI2IjySzPyFli1bMWjQY4wZM4o2bc4hNbURL7wwhU2b\nNnL99d248MKLCAQCR93ArFZr+X+H/lHoGAzGo15jMBzunRQMBnnssSF06HApAKWlpXi9Ugiwrjry\nF6HDoOA4ooeUAthV0PTDiUtx+ZFwBZsSKvAXOlV19LKWzOSI09mKFVmMGDGm/Gur1UqnTv9g5cp3\n+Oyz/7F48Zs4HA6GDRuN3W7H6XRy3329yMjIpGHDRie8blxcHHfc0Yu+fe8hNjYOm80GQIcOHZky\n5VnWrFmN0+nEYDDg8x2/wWaLFmfSrl17HnigN5qm0b37zbRocQYXXngR/fr1xufz06pVa5KSkqp2\nUMQpkQrAf3L++eewZs0nR20AfuCBPthsNp577gV69ryFvn37cdlll5Obu4+7776Lrl2vo1+/AVx7\n7dVMmjS5/NTToa9dLhcTJoxj7tz5REVF8eyzE/j00/+xcuV/mTr1BX7//TcmT34eg8HAsGFPYLfb\nGTFiVJW+r+OpLxWAq0tlK4nquk6ZDgFdx6YqGBWFooCGRwebArFGlYCukxfQMSoQb1BQFQWfpqMo\ndXu5KtKrsEa66hq/+lBnJtI/e1IBuGJkZiYMjz8+lB49bubLL7/gvvvuZ8qUycyc+TJGo4HzzjuP\n7Oydf/n9F1/cjhtvvIm7774Tq9VKs2bNsFpDfyEcut5tt92KpgU544yWPPLI4Jp4W6KWKUpoNoYj\njoRHGxSOrMih6aFTVEH98KuKgjpBIMagYD84m1Om6ZhVBfvB2RwNpOifOGUGVQm7JowQkURmZmrA\nzz9v4ocfvue22/4FwPz58/jpp5+YOHFSrcYlMzOVU5N/4R157Nsd1AmgY1cVTIpCcVDDrYFFCe3b\nCeo6uQf35jQwho6Nuw8uZ1kUMEfA8lWk/3Uc6WT8Ki7Sx05mZipGZmZqQJMm6cyZ8xpLly452PG6\nIcOHP1XbYYk65M97cY6czYlSFezq4dfqgPVgL6pDD3t0Hb8OqqpgBjw6HAjqmBSdxINFAA8EQ8fM\n7WooAQoeTHhkhkcIEekkmakBTqeTZ5+dXNthiNPUkX2nIHRsPM54dPIRa1AI6nBoP7IKmBU4tBVd\n00PtGwCsaujxkqCORw9tWo4xKPh1neJg6PRVrEEJVcjWQgmPSaG8cOChmIQQoqZIMiNEPWBUFI7M\nb6xqqLDfIQqQaFTQ9MO/FMyqgq7pmA4mJkEdfPrRMzXFB/fvHDqN5T5YW8ei6P/f3p2HRXGkfwD/\nds9wX4pI1J/igQ4KcngEb1Zh4/XE4EqIsBFXBU9YD9CARqJZR10PZAUxaEBdb1g1gWxWXX3MekQl\naKImGDeP6Bo1ShARGByYYaZ+f/RMM8ONBzjm/TwPz+N0V1dXVzfMa1V1FRylPLS6RTx5AHa6mZIr\ntQzFT1VQMyFvGuNDCHleFMwQQsBxHMwAw94rWOsGFOtZ8hw6cMLsx3p2uhYfM32LDyf8Wx84aSGs\nawUA+pEA5VqGx0+UsOU5mEmE/cW6gOcNXUZFVVowAPY8B3NeaAFS6YIfK93sypW6QdEWnFB+6hYj\n5LerRYMZrVaLlStX4r///S/Mzc0hl8vRtWtXcf+pU6eQkpICqVSKoKAgKT6wigAAF+VJREFUvPfe\ney1ZPEJIIziOg8Tgs1WNV25rBkASAG9IObHlBQBseA5OthaoUAiDz3kIY3wMc9IwYcyPfly5ijGU\nawFLTniNXQvhrS7o8ud0n1VMGENkKwGUWoYSjfBau35c0OMqIRSzkwiDp+sKkpRagOOE1+M5Tuhe\nY7ouOgknpGEQyksTHRLyamjRYObkyZNQqVTIyMjAlStX8Ne//hWffPIJAGHm27Vr1+LQoUOwsrJC\naGgo/P394eTk1JJFJIS8QBwnBBoG45NhwXNoZ2OBwqfCJGXmutYXQ85mxiuT2/AcrPjqgIeH0Gqj\nDyoAwILjwIOJrUIchGDKMGd9K5Gt7sBK3VghK12QpAFQqhsHZKXLqEQjDJ6254XV1St0g6clAJx1\nLUkP1UKQ5CgRrqVMw6DUMljygL1EmC+oRCOs1dVWN96oTMOg0c0xZMELQZNSyyBB9WSL5bqAzZIX\nAimVVujWe6oSpt/X6gZ2A8IYKI7jUKULtiQQgi198AUIeeiP09cRtWKR10GLBjOXL1/GiBHCTLc+\nPj744YcfxH35+flwcXERF3QcMGAAcnNzMW7cuJYsIiHkFaL/opXUaBHiOSGwMGRb4y2vmuOCAKCD\n1DgAsuWFsT76ZBII438MZxqw5oUAwcwgjSVXPZgaELrVGBNadACAQQgg9PkwCOONDFXqAhEzBlgA\nUDNhzJEUTAxmSsUB1hwknPBW2lMtwJWrYAmh9eqxLuDpoAu+ntQTfEkBtNddRIHu1f12Eg7mnPAm\nmxDUCZM1qhlDUZVByxfH4XGVFlVMqGdrXliKQ6FhkOimBACAR7qWLwddy1e5hqGCMVhwwir0VbpB\n5EB1UFeq0ULDhHq24IUxVUqtkK+dpPpNO0AIaqW6ZUBUBjNlaxhDua6u7HghX2E6AuHc5rpgsUIL\n8OXVM/0qdGWx0gWLlVrdPeGEoFvfUic8B8LzqNQyaBlgzgv3pYoJLYIcqlsqn+rKYsFVB6H6ddnM\nDbpJoXuWON25DbtwSfO0aDCjUCiMVoOWSCSoqqqCVCqFQqGAnV31+/U2NjZQKBQtWTzyDOg/dcSU\n6FuK9CS6IEGPFycyrCZ0m1VvtNB96RrSd2Pp2Ut42BsEW1JUB1J6bXVBk/5IC04ILlBHGn1rkxXH\nQcoDbazNUVGqBA8hIINBzpYcBzOuuoVKAhgFbPpzCderT6M/pnrR1BqxYp0Muw8BoIoJJWG6iLEK\nwhe9RBdCMlS3jumpmBDImeuCOg2EqQOkDLDTFUL/pp2V7laodEEdM+h2LNelsdMVqHo6AsAcwjkU\nWoaq8kq01V13mS7oMNc9BxViS51wnw1b6vTdp+W6gMcewpgvlUGwqA9mSjTVwaJhEGqlm+dJg+pu\nUn0QWqbL16UJ9U5qa9FgxtbWFuXl5eJnrVYLqVRa577y8nKj4KY+NjYWL76gvyEvov6srX+794Am\nuHp2VHfPx66e+mvKCkE109R1TMeXlG8nyveZ8yX14xtP8uL0798fZ86cAQBcuXIFMplM3Ofq6oo7\nd+7gyZMnUKlUuHTpEvr169eSxSOEEEKICWrR5Qz0bzP99NNPYIxhzZo1uH79Op4+fYrJkyeLbzMx\nxhAUFIT333+/pYpGCCGEEBNl8mszEUIIIeS3rUW7mQghhBBCXjQKZgghhBBi0iiYIYQQQohJM8m1\nmRpbFoEI1Go1li1bhvv370OlUmHu3Lno2bMn4uLiwHEcevXqhRUrVoDneWRmZuLgwYOQSqWYO3cu\nRo0a1drFfyUUFRVh0qRJ2LFjB6RSKdVdM2zbtg2nTp2CWq1GaGgofH19qf6aSK1WIy4uDvfv3wfP\n81i1ahU9f01w9epVbNy4EXv27MGdO3eaXF8VFRVYsmQJioqKYGNjg3Xr1sHR0bG1L4c0BzNBx48f\nZ7GxsYwxxr777js2Z86cVi7Rq+nQoUNMLpczxhgrLi5mv/vd79js2bPZxYsXGWOMxcfHs3//+9/s\n119/ZW+//TarrKxkpaWl4r9/61QqFZs3bx4bPXo0u3nzJtVdM1y8eJHNnj2baTQaplAoWFJSEtVf\nM5w4cYLNnz+fMcbYuXPnWFRUFNVfI7Zv387efvttFhwczBhjzaqvHTt2sKSkJMYYY//85z/ZqlWr\nWu06yLMxyW6mhpZFINXGjh2LBQsWABDWuJFIJMjLy4Ovry8AwM/PD+fPn8e1a9fQr18/mJubw87O\nDi4uLrhx40ZrFv2VsG7dOoSEhMDZ2RkAqO6a4dy5c5DJZIiMjMScOXMwcuRIqr9m6N69OzQaDbRa\nLRQKBaRSKdVfI1xcXJCcnCx+bk59GX6n+Pn54cKFC61yDeTZmWQwU9+yCMSYjY0NbG1toVAoMH/+\nfCxcuBCMMXG9GxsbG5SVldFSEnU4cuQIHB0dxT9wAKjumqG4uBg//PADNm/ejI8//hiLFy+m+msG\na2tr3L9/H+PGjUN8fDzCwsKo/hoxZswYcUZ5oHm/r4bb9WmJaTHJMTMNLYtAjD148ACRkZH44x//\niAkTJmDDhg3ivvLyctjb2z/zUhKvs8OHD4PjOFy4cAE//vgjYmNj8fjxY3E/1V3D2rRpgx49esDc\n3Bw9evSAhYUFHj58KO6n+mvYrl27MHz4cMTExODBgwf405/+BLVaLe6n+mscz1f/X72x+jLcrk9L\nTItJtsw0tCwCqfbo0SPMmDEDS5YswbvvvgsAcHd3R05ODgDgzJkzGDhwILy8vHD58mVUVlairKwM\n+fn5v/k63bdvH/bu3Ys9e/agT58+WLduHfz8/KjummjAgAE4e/YsGGMoKCiAUqnEkCFDqP6ayN7e\nXgxKHBwcUFVVRb+7zdSc+urfvz9Onz4tph0wYEBrFp08A5OcAbiuZRFcXV1bu1ivHLlcjqNHj6JH\njx7itg8//BByuRxqtRo9evSAXC6HRCJBZmYmMjIywBjD7NmzMWbMmFYs+aslLCwMK1euBM/ziI+P\np7provXr1yMnJweMMSxatAidO3em+mui8vJyLFu2DIWFhVCr1Zg6dSr69u1L9deIe/fuITo6GpmZ\nmbh9+3aT60upVCI2NhaFhYUwMzNDQkIC2renpR9NiUkGM4QQQggheibZzUQIIYQQokfBDCGEEEJM\nGgUzhBBCCDFpFMwQQgghxKRRMEMIeWle9/cLXvfrI8RUUDBDXpq4uDi4ubk1+gMAycnJcHNzQ2Vl\nZSuXun5xcXEYNmxYaxfjhcjJyYGbm5s4X9OLVlFRAblcji+++OKl5N/amnt9mZmZiIiIeO7zurm5\nYePGjc065u9//zsiIyOf+9yEvMro1Wzy0vz8889Gs+bu378fWVlZyMjIMErn4+ODhw8f4uHDh/D2\n9hanIH/V/PzzzygrK4OHh0drF+W5KRQK3Lx5E66uri9lxtj8/HyMHz8ea9euxaRJk154/q2tOdd3\n9+5dBAUFISMjA927d3+u8165cgVvvPEGOnbs2ORjNBoNAgMDMWPGjNfyXhACmOhyBsQ0uLi4wMXF\nRfx88uRJAELwUlOHDh3QoUOHFivbszC8FlNna2tb530gL96GDRswcuTI5w5kgLp/dxojkUgwZ84c\nrF69GuPHj4elpeVzl4OQVw11M5FXQs1upri4OISFheGzzz7DmDFj4OnpiUmTJuHatWu4du0aJk+e\nDC8vL4wZMwZHjx41yqugoACxsbEYPHgwPD09ERwcjHPnzjVahi+//BKBgYHw9vaGr68v5s2bh5s3\nb4r7a3YzhYWFIS4uDrt27UJAQAD69u2LwMBAcVp0vcePH+PDDz/E8OHD4ePjg6CgIJw6dcoozZkz\nZxASEgIvLy8MGjQIH3zwAQoLCxuts2HDhuHMmTMYP348vLy88M477+DYsWNG6dzc3LBlyxYx/xUr\nVtTZzfTo0SPEx8fD398fnp6eCAwMxOeff26Ul7+/P+RyOSIiIuDt7Y1Zs2bVKldOTg7Gjx8PAFi6\ndCn8/f3F+gsLC8Pq1asxcOBA+Pn5QaFQoLKyEomJiRg7diw8PT3Rr18/hISEGK1cfOTIEbi5uSEv\nLw/vv/8+vLy8MHz4cKxfv95okdnr168jLCwMb775Jnx8fBASEoKvvvrKqHxNfT727duHCRMmwMvL\nC6NGjUJCQgJUKlW911eX/Px8nDhxAoGBgUb14+bmhnPnziE8PBze3t4YPnw4tm/fDoVCgfj4eLz5\n5psYPHgwPvroI6hUKqN7qe9munfvHtzc3PCvf/0LMTExGDhwIPr164cFCxbUenZ+//vfo6KiApmZ\nmfWWlRBTRsEMeWXl5eVh+/btWLRoERITE1FYWIioqCgsXLgQEydORGpqKuzt7fHBBx+goKAAAPDk\nyROEhoYiNzcXsbGxSE5ORseOHTFr1qxaQYahy5cvY/HixRgwYAC2bduGVatW4datW5g5c2aDK7Kf\nPHkS2dnZWLJkCVJSUsDzPKKiosTuNaVSidDQUJw+fRpRUVHYunUrunXrhqioKPHL+tixY5g1axac\nnZ2RnJyMuLg45ObmYsqUKY2ugFxWVoaYmBj84Q9/QHJyMrp06YKFCxeKrWB6qamp8PPzQ0pKCoKC\ngmrlU1RUhKCgIJw9exaRkZFISUmBu7s7YmNjsX37dqO0Bw4cQLdu3ZCamorp06fXysvDwwOJiYkA\ngLlz52LLli3ivm+//RY3btxAUlIS4uLiYGtri6VLl+LAgQOYPn060tPT8fHHH6O4uBh//vOfa61e\nPG/ePIwaNQrbt2/H2LFjkZ6ejgMHDgAQus7Cw8PB8zw2btyIlJQUODg4IDIyEvn5+QCa/nwkJiZi\n1apVGDRoELZu3YqIiAjs3r0bK1asaPD6asrOzoaDgwMGDx5ca19MTAx8fX2RmpqK/v37IyEhAcHB\nweA4Dps3b0ZwcDAyMjKwZ8+eevMHgBUrVsDBwQFJSUlYvHgxvvrqK/zlL38xSmNpaYlRo0YhKyur\nwbwIMVmMkBayYcMGJpPJ6tyXlJTEZDIZq6ioYIwxFhsby2QyGcvLyxPTJCcnM5lMxjIzM8Vtubm5\nTCaTsRMnTjDGGPvb3/7GPDw82K1bt4zynzp1KhszZky9Zdu2bRuTyWTs4cOH4rarV6+yhIQEVlJS\nIpZp6NCh4v4pU6YwDw8PVlRUJG775ptvmEwmY1lZWYwxxvbt28dkMhn79ttvxTQajYa99957LCEh\ngWm1WjZy5Eg2ZcoUo/LcuXOHubu7s23bttVbZn2dHThwQNym1WrZhAkT2DvvvCNuk8lkbPLkyUbH\nXrx4kclkMnb69GnGmHBv3N3dWX5+vlG6RYsWMS8vL1ZcXMwYY2zUqFHMz8+PabXaesvFGGM3b95k\nMpmMHT58WNymv6e3b98Wt1VWVrLw8HD22WefGR1//PhxJpPJ2IULFxhjjB0+fJjJZDK2e/duo3T+\n/v5s2rRpjDHGrly5wmQyGcvOzhb3l5aWsjVr1rAff/yRMda056O0tJR5eHiw+Ph4ozRpaWlswoQJ\nTKlU1nl9dQkODmYzZsww2qav+1WrVonb7t27x2QyGQsNDTVKGxAQwObNmyd+lslkbMOGDYwxxu7e\nvctkMhmLiooyOiYuLo55eHjUukc7d+5kvXv3Fu8lIa8TapkhrywrKyu4u7uLn9u1awfAeNxA27Zt\nAQClpaUAgPPnz8PV1RVdunRBVVWV+BMQEIDbt2/j/v37dZ5r0KBB4Hke7777LuRyOc6cOYPevXsj\nOjoa9vb29Zaxe/fucHR0FD/rx/0olUoAwKVLl9C+fXv069dPTMPzPDIyMhAdHY3bt2/jl19+QUBA\ngFF5O3XqBDc3N5w9e7bBOuI4DhMnTjT6PHr0aNy4cUOsEwBG9ViXnJwceHh4GC1KCgCBgYGoqKjA\n1atXxW29e/d+5kHa1tbW6Natm/jZ3NwcaWlpmDhxIgoLC3Hp0iUcOnRIbEFQq9VGx/fv39/oc4cO\nHcS67tWrF5ycnLB8+XIsWbIE2dnZ0Gg0WLp0KXr37g2gac/HlStXoFarMXr0aKNzhYeHIzs7u1lj\nTu7evYvOnTvXuc/wWpycnAAA3t7eRmnatm1rdB8bywcQ6kStVtequ86dO0Or1eKXX35pcvkJMRU0\nAJi8smxsbOrcbmVlVe8xxcXFuHPnTr1vHBUUFOD//u//am339vZGeno6duzYITbt29nZISQkBNHR\n0eD5uuP+mmXRf8lrtVqxPPovqvrKCwBr167F2rVra+03/OKvS5s2bWp9ueqDvpKSEjEQs7a2bjCf\nkpIS9OzZs9Z2Z2dnADD6Qm0sr4bUdez58+exdu1a/PTTT7C2tkbPnj3Ft3VYjZcta14rz/Pil7a1\ntTX279+PrVu34j//+Q+ys7MhlUoREBCAlStXwtHRsUnPh/6eNHTfmqqsrKze+rK1ta21rWbapgSN\nddUJULvu9Hk3FhwRYooomCGvFTs7O/j4+GD58uV17m/ojZKhQ4di6NChqKysxKVLl5CRkYFPP/0U\nPXv2NGr9aG559OM1DOXl5UGj0YjBxqJFi+qcw8bc3LzB/EtLS6HRaCCRSMRtRUVF4DjOqMWoMQ4O\nDnj06FGt7b/++iuA6hawF+3u3buYO3cuRowYgc2bN6N79+7gOA6nT5/G8ePHm51f165dsW7dOmi1\nWly/fh3Hjx9Heno6bG1tsWbNmiY9H/ove8NpBQAh8Lx+/Xqt1pOGtGnT5pUJHkpKSgC8vHtJSGui\nbibyWvH19cX//vc/dOnSBZ6enuJPTk4OUlNT621hSU1Nhb+/P1QqFSwsLDBs2DDI5XIAeK5m+YED\nB6KgoADff/+9uI0xhmXLliElJQWurq5wcnLCnTt3jMork8mQkpLS6FtYGo3G6M0oxhiOHz8OHx+f\nelu26jJo0CDk5eXh1q1bRtuzsrJgbm7e7FeCDYOrhnz//feoqKjAzJkz0aNHD7ElQj8Yt2brQkMu\nXLiAIUOG4Pr16+B5Hn379kVMTAx69eol3sOmPB9eXl4wMzOrNYj6888/R0REBCorK5t8fZ07d8aD\nBw+afA0v04MHD8DzPDp16tTaRSHkhaOWGfJamTFjBr744gtMnToVERERcHZ2xtdff420tDRMmjSp\n3ib/IUOGIDk5GfPnz0doaCgkEgkOHjwIMzMzvPXWW89cnqCgIOzbtw9RUVGYP38+OnbsiCNHjiA/\nPx8fffQReJ5HTEwMli1bBqlUirfeegtqtRq7du3Cd999h2nTpjV6juXLl+PRo0fo1KkTDh48iFu3\nbmHnzp3NKue0adOQlZWF8PBwREVFwdnZGceOHcOXX36JBQsW1Nkl0hB9i9OFCxfg6upab2uGh4cH\nzMzMsGnTJkRERIAxhqNHj4qvhD99+rTJ5/T09ISZmRkWL16MqKgotGvXDufPn8eNGzfEwLQpz4e1\ntTWmT5+OtLQ0WFpaYvjw4bh58yaSkpIQEhKCdu3aiUFXY9c3YsQIpKeno6qqClJp6/65vXTpEnx8\nfF7KJImEtDYKZshrpX379jh48CASExOxevVqKJVKdOrUCYsWLUJ4eHi9x3l7e2Pr1q345JNPEB0d\nDY1GA3d3d6Snp6NXr17PXB4bGxvs3bsXCQkJWL9+PVQqFdzc3JCWloYBAwYAACZNmgQ7Ozt8+umn\nyMrKgoWFBfr06YO0tLQ6X+mtSS6XY8OGDSgoKECfPn2Qnp4OX1/fZpXTyckJBw8exKZNm7B+/Xoo\nlUr07NkT69ate6YuNkdHR4SFheHw4cM4ffo0vv766zrTde3aFYmJiUhKSkJkZCTs7e3Rp08f7N+/\nHzNnzkRubi7GjRvXpHPa2tpi586d2LRpE+RyOUpLS9G1a1esWLECwcHBAJr+fERHR6N9+/bYv38/\ndu/ejQ4dOmDWrFnikgR1XZ+ZmVmtMo0bNw7JycnIzc3FkCFDmluNL4xSqcQ333yDBQsWtFoZCHmZ\naDkDQkxUcnIytmzZgmvXrsHCwqK1i0PqsXDhQjDGsHnz5lYrwz/+8Q9s3rwZJ06caHAAPSGmisbM\nEELIS7Rw4UKcO3euzoHgLUGtViM9PR0LFiygQIa8tiiYIYSQl6hbt25YvHgx1qxZ0yrn37t3L7p1\n6yZ2tRHyOqJuJkIIIYSYNGqZIYQQQohJo2CGEEIIISaNghlCCCGEmDQKZgghhBBi0iiYIYQQQohJ\no2CGEEIIISbt/wFf4VPPbfaUJgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11b1755c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Set up plot\n",
"fig = plt.figure(figsize=(7,7),facecolor='white')\n",
"ax = fig.add_subplot(1,1,1)\n",
"\n",
"# Families to plot\n",
"Var_list = ['Acanthuridae', 'Labridae','Scaridae', 'Serranidae', 'Siganidae','Richness','Abundance']\n",
"\n",
"xmax = 1100\n",
"xnew = np.linspace(0,xmax,100)\n",
"outhand = []\n",
"\n",
"plt.axvspan(0, max(RTime), alpha=0.5, color='white')\n",
"\n",
"for i in range(nvar):\n",
" var = Var_names[i]\n",
" if any(np.array(Var_list)==var):\n",
" outhand += [mpatches.Patch(color=Var_col[i], label=var)]\n",
" b1 = np.median(Results[var]['Time_lag']['v'].values)\n",
" b0 = np.median(Results[var]['Global_intercept']['v'].values)\n",
" bt = np.median(Results[var]['Direction_Back']['v'].values)\n",
" ynew = np.exp(b0+bt+b1*xnew)/np.exp(b0)\n",
" plt.plot(xnew,ynew,c=Var_col[i],linestyle=\":\")\n",
" plt.plot(xnew[xnew<max(RTime)],ynew[xnew<max(RTime)],c=Var_col[i])\n",
" testval = xnew[ynew==ynew[np.abs(ynew - 1).argmin()]]\n",
" if testval>0:\n",
" plt.figtext(testval/xmax, .98, str(int(testval[0])), va='center', color=Var_col[i])\n",
"plt.figtext(1,.985,'Estimated\\nreturn time\\n(min)') \n",
"plt.text(50,0.02,'Observed\\nRange')\n",
"plt.xlim(0,xmax)\n",
"plt.ylim(0,1)\n",
"plt.xlabel('Time since prior transect (min)',fontsize=17)\n",
"plt.ylabel('Proportion of initial transect',fontsize=17)\n",
"plt.legend(handles=outhand)\n",
"plt.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Figure"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Covariates to plot\n",
"cov_list = ['Method_Count', 'Direction_Back', 'Observer']\n",
"ncov = len(cov_list)\n",
"cov_col = cm.Set1(range(ncov))\n",
"\n",
"# Plot titles\n",
"tits = ['Method', 'Diver effect', 'Observer']"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7jtTUGYybfBnTp0/n9BP7k5OTQ1ZWFlarTbdMF7+ggkokCFS6a3FVVhNlDm3/\nYBERkV60du06Nm3bxbp1f2Xjq38kISExIKb5SfBQQSUSBBLirPTta6emstLboYiIiDRz8vCBTHrg\nTuUp8UtaQyUSBGLsZuKiLN4OQ0REpEXKU+LPdIVKJAgUlbkJCa/wdhgiIiItUp4Sf6aCSiQI5BW6\nqKwzNnuwr4iIiC9QnhJ/pil/IkEg3GzCGq4kJSIivkl5SvyZCiqRIDAkIZLhA/UAVRER8U3KU+LP\nVFCJiIiIiIh0ktZQiQSB7TlF5JVUa266iIj4JOUp8We6QiUiIiIiItJJKqhEgsDgBLvmpouISK/Z\nvz+XjIz5XHHFdDIy5rN/f26bxytPiT/TlD+RIGAxh2AND6WspOX9paWlbNjwBvn5+TgcDqZNu4zI\nyMjeDVJERAJCauoMKipcpKWlMXjwYLKzs5k7dw4Wi5W1a9e1eE57eUrEl6mgEgkCBwpdVBFCWAv7\nVq1ayerVq3C5nI3bli5dQkbGAhYsWNx7QYqIiN9LTZ3B+PHjWLZsWZPtaWlpZGZmkpo6o8Wiqq08\nJeLrfKqg+iS3mH0lFdR5wABMSI5lx6FyTk+Mwm7ueqif5BbTP8pCP7u5cVtNXR0vfrqfa8cO6HL7\nIr6quMyNIaSi2WLfVatWct999zY73uVyNm5XUSUiIps3byIz8xZ27drV5nEpKSnNiqkGy5cvJyUl\nhX79Ypvt6zPwVABizBUsX/4AEyZM7HrQIr3EZwqqI64qsotczDw5AYPBwCGnm/d2HWbW6KRue48z\n+kd3W1si/mTPt1/y8MMr+XLbpuM677777m1ScA0bNkyJToKWBv3EHxUU5FNWVtbldhYuvJEnnniC\nqVOntnrMmjVrqKura7Od9PR05s2bx3XXXddk+778+hi/+ORj5s2bx8svv0p+/kGefvopCgoKiI+P\nJy3tehyOfscdu91uJz7ecdzniXSUzxRUYSYjZe4atheUMyjaQl+bmV+cmshrX+Xx0yFxWEJNvPNt\nAbUeiLGEkltSwa/GDGD3YSdfHCylzuMBYOpIB4WuKrbtL8FkMFDqrmZYnwhS+kfz3q5DDO9jIyEy\nnHe/PYS7tpaoo57Kvb+kgi37ivEA1bV1XDA8nhhLKJ/nlfDtIScYYHgfG6clRHnpU5Jg0l1JEODO\n393Evn37utzOrl27WLjwRl5++dVOt6HEJv5Ig37ij5xOJykpo3G73b3yfnl5eZx99tltHpOcnMyW\nLVuabR/qYCKdAAAgAElEQVTgsAPwBbBv3z7Gjz+TlJSUJuuwli+/m61btx53XGazme3bd2Oz2Y77\nXJGO8JmCKsIcwrSRDr44WMqWfUWEmIycc9TdXj7JLWZIrI1TEyLZW1zB3uIKAIoqq7nkRAehJiMf\nfneYvcUV2MJMlLlrmDU6ido6D89+speUoxLVVwfLiLOGcs4gBwfLKsktqQSg0FXNlOF9iQgLYWtu\nMbsLnQyNtbLrsJOfn5IAwBtfH2RgtIUYS9uzfB2OwL1TTSD3DXyjf06nk0GDui8JhoRZCAmzUFNV\n0eW2GhJdZ5nNZgoLC7s9sfnC99aTAr1/vk6DfuKPbDYbW7d+1i2Dc9u2fcKNN97EtGnT2jwuKyur\nzf05OTksXbqUpUuXNtkeEmYBoH9iP4YPH8HPf355q+uw3n//Ax5++LEOx26321VMSY/ymYKquKKa\nMJOR80/oC0B+uZs3tx/EFmYC4EhFNSPjIwBIjPxxOoQ11MT7uw8RajRSVFFNwg9TJeKsYRgNBowm\nAyHGpneHL66sJjmm/he3nz0co6F+e4TZxMd7Cgk1GXFW1ZBgD6fQVUWZu4bXvz4IQGVNHcUVNe0W\nVPn5RV38RHyTwxETsH0D3+pfdyVBgHc3f8Fr6/7Kl/9+u0vtJCcPZtGiWxk79oxOt2G32ykvr6K8\nvKpLsRzNl763nhDI/fOXQjHQBv3Afz77zlDfOn98a8aNS+Gmm+a1eczevXuZOXMmaWlprR6TlZXF\nvn372LVrF/Pnz2fHjh0ARPcbBkBOzhftrsN6//2Udgf2Ro4cyeOPP86kSZPaPK436ecycPlMQXXY\nVcXX+WVMG+nAZDQQEx6KOcSIwVBf7cRZQzlY5qavzczBsvpRe3dNHf/ZV9Q4t/yNrw/ywyAghjbe\nK9YSSl6ZmyGxNg6Vu6n74ZwPdx/mV2MHEGYy8t6uQ3iAaEsosdYwLj3RgcFg4NMDJfSx6R400vPi\n4x3dNjXuJ6Y4pk+/pMlNKUpLSxk9elSTu/sdy2q18fnnX2O36xbqEtwCbdAPNPDnj3q7b52Zeu7x\nwPXXX8/ixc1vaLRy5UrAwN69ecyePbvJmqzPvi0AYNum9Z1eh3W0jRs3Mnv27C5NUYfum6aun0v/\n1NFC0WcKqhPibBRVVPPKFwcIMxnweGD8oFg+zysFYGxSNO/uOsSuw05sYSaMBggzGUiwh/P/vjyA\n0WDAbDLirK4lMrztbp3cz857uw7z1y8PEGMJxfRD0TaibwSvfplHqMmAJdSEs6qGvjYzA6LCefWr\nPGrrPDgizI0JVMRfnJQc0+wvvMjISDIyFrR4l78GGRkLVEyJoEE/CT5dWX/1ySdb25z619LVpdHD\n4wHYsLbz67CO1dUp6qD1V9IxPlNQAaT0j24y7QFgaFz9D3BOkYuzB8TgsJvZW1yBq6oWg8HARSPi\nW2yrf5Sl8c9zUgYCMGVY38ZtLZ03cXBci22NSYpmTJIWC0vgabgl+rHPobJabXoOlchRNOgnwaar\n668KCvJ5+uknj7pD39wmV3raWpPV2XVYR0tOHszq1Y93aYo6aP2VdIzB42kYL/NtR1xVfLD7MAYD\neIBzB8fhiDC3e563BPKlz0DtGwRu//bklRIXG0lUK78yZWWlrF//JgUF+cTHO7jkkkv96spUoH5v\nDQK5f4Ey7z6nyIUlxNQ46Lctt5gZJyd4O6w2BfLPlPrmfxryVPnhXObOndPmFaiUlBSysp4jMbH7\n7rLZ0wL5uwv0vnWET12hakusNYwrTk30dhgifqnSXYurspooc2iL++32SGbNuqaXoxIJHJHmkGaD\nfiLScQ15KimpPxaLlSVLlrR4Y4rMzEysVptfFVMS+PymoBKRzkuIs9K3r52aykpvhyISkDToJ9I1\nR+eptWvXkZo6g5SUFNLT00lOTiYnJ4esrCysVhtr167zdrgiTaigEgkCMXYzcVEW8lVQiYiIDzo2\nT61du44DB/azYsUy8vIOkJCQ6HfT/CR4qKASCQJFZW5Cwrv+UF8REZGe0FKeSkxMOq4H+Ip4iwoq\nkSCQV+iiss7Y5DlUIiIivkJ5SvyZsf1DRMTfhZtNWMOVpERExDcpT4k/U0ElEgSGJEQyfGBg3J5a\nREQCj/KU+DMVVCIiIiIiIp2kNVQiQWB7ThF5JdWamy4iIj5JeUr8ma5QiYiIiIiIdJIKKpEgMDjB\nrrnpIiLis5SnxJ+poBIJAhZziO6eJCIiPkt5SvyZ1lCJBIEDhS6qCCHM24GIiIi0oL08tX9/LitW\nLCMv7wAJCYncfvsSkpL692qMIq1RQSUSBIrL3BhCKpot9lWCEhERX9BangJITZ1BRYWLtLQ0Bg8e\nTHZ2NnPnzsFisbJ27TovRCvSlAoqkSAQbTcTF2UBahq3KUGJiIivaClPQX2uGj9+HMuWLWuyPS0t\njczMTFJTZyhnidd5taAqKKuk3F2D54fXCZEWrGGmHnu/iupaSiurcdjDm2z//oiLOFsYEWbVlxKY\nEuOsOBx28vOLACUoERHpXZs3byIz8xZ27dp1XOelpKQ0y1UNli9fTkpKCv36xTbbN2zYMJYvf4AJ\nEyZ2Kl6R4+G1CqKyupbSyhqG9rFhMBioqK5lX5GL4fH2HntPS6gJS2jPFWwivqYhgWV/nwtATVUF\n0LkEpeQkwUaDfhLMCgryKSsr67b2Fi68kSeeeIKpU6e2uN9VWQ3Q5MYUa9asoa6urs1209PTmTdv\nHtddd12T7Rs3bmTevHm8/PKrHY6xvLycjz76gMLCw8TF9WHSpPOIiIho3G+324mPd3S4PQkeXvvb\n2WQ0UF1bR5GrGnt4CJZQEyf0jaCiupYDJRWNxwyItlJRXUteaSUGA8RZwygod2MOMWLAQEJUOPuL\nK/B4oLqujn72cKIsoXxbUIbNHEJldS0AybE2KqprKXRWMSjWymGnmyPOKkJNRmrq6tNlbZ2H3OIK\naj0eqmvr6GMLI85mbjEmk9HgnQ9Ogk5XklpDAksalgLA6OHxnU5QnUlOR1MiEn+iQT8JZk6nk5SU\n0bjd7l57z2/31s+gGD08vnFbXl4eZ599dpvnJScns2XLlhb37du3j/Hjz+x0TPfdd2+T12azme3b\nd2Oz2TrdpgQmrxVUoSYjg2JtFDrd5JdXYjQY6GcP51C5m/7RFsJDTRxxVnGo3E2EOQSPx8OwvvWJ\n7GBZJQ57OJZQE2XuGvpGmIkwh+CsqiG/1E2UJZRaj4doSyi2KAt7i1yUuasJMdbfJb66to7D5VUM\nj4/AAOw6VA6Au6aOaEsoUZZQqmvr+O6wkzibmf3FFc1i6hcZ3lrXAHA4AvdZCoHcN/Ct/jmdTgYN\n6t6k1pUE1ZXkZDabKSws7LFE5EvfW08I9P75Gg36STCz2Wxs3fpZt16h2rbtE2688SamTZvW4v4+\nA08F4PDeL5psz8rKarPdnJwcli5dytKlS5tsT04ezOrVjzN27BntxvbHPz5LVtaTre5PT5/L7NnX\nYbfbVUxJiwwej8fT/mHdz11Tn0TMIfWjca6qGrKPuPB4PI0jdB4PmEOMxFjDGpMMwDf5pYzoa8do\nNFBZXUt+uZuG1FFdW8fQPhH1x8TbMRoM5JVWYg4xEmYyUuisok9EGIfK3STH1v9S7Ct2EWMJwxxi\nJK+0EgCTwUCpu5oTHZF8lVfSLKYBMdY2+9ewViXQOBwxAds38M3+deUK1bZtn/Dgg/eTk5PdZHtW\nVhZpaWmtnvf000+Tnp7eZFty8mAWLbq1Q8mpJT15hcoXv7fuFMj98+VC0VVVS6HTTXlVTauDflW1\ndUSYQzhQUtF49eqb/FKSY22Ng34GaDLoN6SPjW/ySxkYY8UWFsLeIheR4SGEGOtzVGJUON8ddjYZ\n9EuMsmA01Bd5Rw/6jXTY2X2ovFlM7Q36ifiDvXv3MnPmzFavQEH9FPZ169bRv3/rd6j96KOPmD9/\nPjt27Oj2GEeOHMnjjz/OpEmTur1t8R9eXENVR6GriuRYK0aDAXOICZPBgPGH0bWwECNOdw3Vda3U\nez9UUAfLKom1hhEZHsoRVxVFrqp239tsMlJZXUedx4OB+qkdWOBQuRtbmIk4m5lydw2l7vr5vOYQ\nU8diEukB8fGOThciQ4eeQGrqlcCP/yjfvz+XuXPntFlQZWVl8d//fkliYlKn3lfE37lrajEZaRw8\nO3rQb/8PV4MaBtjgx8HBBmZT/fZQo4H8cjdHfshNHn7MHw0DdaEmI0enlaraOsJDjRgN9YnOEtZw\nnIHDzmpKKqsxGQyNbVXW1LYYU3sCuUhX3/zTsf0rKXHh8cD111/P4sWLmx2/cuVKwMDevXns3ZvX\naruzZ89m3759PREyO3bsYPbs2e1Oh+/TJ4rDh0vaPMZfp8YH8s9lRwf9vFZQRVlCqaypZfeh8sak\nkRAZTqjJyL5iV2PKGRBtobq29QImKjyUvNJKDpW7m0yNaEuIyUi83czuQ+WEmH5MWpHhoewvqaC4\nohqT0YABA3UeD0lRlmYxifiTPXmllLghygxJSf2xWKwsWbKkxRtTZGZmYrXaVExJUNOgn0jvOjpP\nQdN1XJ98srXNqX9dWSfVHbq6VquB1mj5L6/eMshhD292NyOAoX0imrw2h9Dk7kYnOiIb/xxjDSPG\n2vy52kcfk3DU1IeGdmKtYcS2cN6IFhYcW8NMzWIS8SeV7lpcldVEmevvnrR27TpSU2eQkpJCeno6\nycnJ5OTkkJWVhdVq0y3TJehp0E+kdx2bp45dx1VQkM/TTz9JQUEB8fHxpKXN7fDVnNamv3eHjk6H\n7+gVKhVT/slra6gCXSBf+gzUvkHg9q+ozE3fvlHUVFY22X7gwH5WrFhGXt4BEhISuf32JX55ZSpQ\nv7cGgdw/X15DFegC+WdKffM/reWpnlZaWsro0aNwuZytHmO12vj886+x2yNbPaY9gfzdBXrfOkIP\ntRAJAjE/PIE+/5hElZiYxMMPP+alqEREROq1lqd6WmRkJBkZC5rdIv1oGRkLulRMSeBTQSUSBIrK\n3ISEV3g7DBERkRZ5M08tWFB/w4vVq1c1uVJltdrIyFjQuF+kNSqoRIJAXqGLyjojCVGh7R8sIiLS\ny7ydpxYsWMycOWmsX/8mBQX5xMc7uOSSS3VlSjpEBZVIEAg3m7CGq5gSERHf5At5ym6PZNasa7wa\ng/injj2sQkT82pCESIYP1OJ/ERHxTcpT4s9UUImIiIiIiHSSpvyJBIHtOUXklVRrDZWIiPgk5Snx\nZ7pCJSIiIiIi0kkqqESCwOAEu+ami4iIz1KeEn+mgkokCFjMIV6/e5KIiEhrlKfEn2kNlUgQOFDo\noooQwrwdiIiISAuUp8Sf6QqVSBAoLnNTWOKdJ9CLiIi0R3lK/JmuUIkEgWi7mbgoC1Dj7VBERESa\nqXIV8UDWQ+zd9QUJCYncfvsSkpL6ezsskQ5RQSUSBBLjrDgcdvLzi7wdioiISBOpqTOoqHCRlpbG\n4KsuIzs7m7lz52CxWFm7dp23wxNplwoqkSBQ4a7BVVnd+Lq0tJQNG94gPz8fh8PBtGmXERkZ6cUI\nRUQkGKWmzmD8+HEsveNOgMYbU6SlpZGZmUlq6gwVVeLztIZKJAhk55Xx7d76q1OrVq1k9OhRLFp0\nMytWLGPRopsZPXoUq1at9HKUIiISTNate42KChfLli3j271FjXmqwfLly3G5nJx99hg2b97kpShF\n2ufzV6g8RfvxuErA4wGDAUPcQAzhEZ1qq+5QDoboBAyh5h/br6rAU7AHY/9R3RWyiM9atWol9913\nb7PtLpezcfuCBYt7OywRv6Y8JdK+goJ8ysrKmmxbvDiDVatWtXh8SUkJf/3rX0lKSiIqKoqbb57f\n5EqV3W4nPt7RozGLdJRPF1SeKhceZxGGpFEYDAY8biee/O8wDDy1U+0Z+yZ3b4AifuKk5Bi2bNnM\nihXL2jxu1aqVzJmTht2u6X8iHaE8JdI+p9NJSspo3G53s32DBw8GYPTw+MZt9957L8uXL8fpdDY5\ndvz4Mxv/bDab2b59NzabrYeiFuk4ny6oMIZAdRWUHcJjjcZgtsGAk/FUluE59D3ggZAwDI5h4C7H\ncyS3foTQU4fBcQIYDHjydoIxBIMtpj7pxQ8BowlP/u769zD9+BA5T3khnpL8+jYAQ8JwDKZQ6g7v\nhcoy8HgwxCRgiIjzwoch0nEtjQT++te/xvPDz3ZrKisrefbZZ5g27dIm2zUSKNIK5SmRdtlsNrZu\n/axZXlq48Cays7ObbLv33ntZunRpq22lp89l9uzrsNvtKqbEZxg87f0Ly8s8lU48JQehogQMRgxx\nA/Ac2Y+h3zAMYRY8pQUQZgN3GdhiMYSE4Tmyv/5kexyefV9hGDwGg8FIXe7XGOKH4Ck5iCHMiiHK\ngafsMJ6SfIz9R9WfF90Pg9FEXcEeDJbI+qRWdhhjv2F46urw5H6FIekkDCbfrkUleDmdTuLi4pqM\nBEb3GwZA8cFdnWrTbDZTWFio5CXSAuUpkc7Zu3cvM2fOZMWKFSzMXMb333/f4Tw1cuRIHn/8cSZN\nmtTDUYq0z6f/tvVUVYLRhNExtP51ZTmeAzugrhZDmAUAQ2T9JWJPjRvPoRw8RiPUVEN4BAaAUDMG\nwzH33qiqhB/Ow2KHkvz6P5tC8eR/h8dogqoKCI+AqipwO6nL/bohKqhxQzuJKlBvT+1wxARs3yBw\n+nfsSGB2vpu3317Pi1l/aPfczMylLV6hKi+vory8qttj7Q6B8r21JpD753DEeDuELlGe8j2B/vvi\nj31radZEA48HZsyYQWjUIEJ++J3piB07djB79mxefvnVZvt8cVaFv353HRHofesIny6oqHLhKc2H\nhBH1ySYsvD5BhIThqaqoH/kr2g+hFjyH9mAYdHr9qF3DNAmA+nTVVJgFKsvBbIPK+vm5ntoaPEf2\nYUgeU//6wDc/HBsOlkiM8UPqp0sV7YfQ8J7tt0gXxcc7miST2Hg3485YzGsvPobL5Wz1PKvVxnXX\n/UZrqEQ6SnlKpE1trZ86Wnht7nG3vW/fvibrqhpofZX0Np8uqAwRsVBVgWffV/Ujeh4wxA2sT1QF\ne/BA/dz06ASo6IMn9+v640yhUFvderuxSXgO7sZTdvjHpGM0gcWOJ/crMBjq58XXVIO9L7hK60f+\n6moxRMRiMJp6pf8i3SXGbsbhiCEjY0GLd/lrkJGxQMWUyHFQnhJpW2vrp462bdsn/OEPy8nN3dfh\ndpOTB7No0a2MHXtGs31aXyW9zefXUPmrQL70Gah9g8DtX1GZm759o6iprGTVqpWsXr2qyZUqq9VG\nRsYCv71leqB+bw0CuX/+PuXPnwXyz5T65n+KytyYzUZOHjmk3ZkUn3/+td8N/gXydxfofesIn75C\nJSLdI6/QRWWdkYSoUBYsWMycOWmsX/8mBQX5xMc7uOSSS/0uOYmISODIK3QRExOhmRTil1RQiQSB\ncLMJa/iPt1622yOZNesaL0YkIiLyo4Y81TBTItBmUkhgU0ElEgSGJEQG9CV5ERHxb0fnKc2kEH+j\ngkpEREREfIpmUog/UUElEgS25xSRV1JNQlRo+weLiIj0MuUp8WfG9g8RERERERGRlqigEgkCgxPs\nDB+o21OLiIhvUp4Sf6aCSiQIWMwhTe7yJyIi4kuUp8SfaQ2VSBA4UOiiihDCvB2IiIhIC5SnxJ/p\nCpVIECguc1NYUuHtMERERFqkPCX+TAWVSBCItpuJi7J4OwwREZEWKU+JP1NBJRIEEuOsDHDYvR2G\niIhIi5SnxJ9pDZVIEKhw1+CqrPZ2GCIiIo32789lxYpl5OUdoF/iQO6++y6iI6O9HZbIcVNBJRIE\nsvPKKK706IGJIiLiE1JTZ1BR4SItLY3Bgwez5atc5txwOyZ3AWvXrvN2eCLHRQWViIiIiPSa1NQZ\njB8/jmXLljVu6zOwgIsvvphXnnuI1NQZKqrEr6igEgkCUaFOVi27iz17sklISOT225eQlNTf22GJ\niIiP2rx5E5mZt7Br165ubzslJaVJMQUwenh8/f+XLyclJYV+/WK7/X0Bhg0bxvLlDzBhwsQeaV+C\nkwoqkQB39LSKa665huzsbObOnYPFYtUIoEgH1ObnUL1rG+ETft7usdU7txI6IoWaA7vxuEoJPWHM\ncb1X5eZXMZ8zHYPJ1Lit5sBuar//GvM5lx137OKbCgryKSsrO+7zSkqiOHy4pAciam7hwht54okn\nmDp1are2u2bNGurq6to8Jj09nXnz5nHdddd1uN29e/dyxx13kJubS//+/bnrrrsYOHBgs+M2btzI\nvHnzePnlV4879q5o7buz2+3Exzt6NRbpfl4vqJSoRHpOw7SKa+feCsDwgTEApKWlkZmZqWkVIt2s\n+utNhI5IISTxhE6d35FcKP7N6XSSkjIat9vt7VC8Ii8vj7PPPrvZ9m/3FgH1eSo5OZktW7Z0uM0p\nU6ZQUlLSuB4rOzubmTNnEhUVxXvvvdfs+H379jF+/Jmd70Q3MpvNbN++G5vN5u1QpAu8XlAdDyUq\nCTZdnXLRMK3is28Lmu1b3gPTKjSVQoKF643VWKbNx2AKoeqzDzBE9sHjKsVTVYF761sY45LwlB4m\nbPR5VH32AbVH8sBdgTHGgfnsS6n64h94nMV4Kp3UOUsIG3MBIYlDG9v1lBfh/vd6CAnDEBKKISwc\nqB9YrMndATVVGMxWzBNTwQBVW96iruwI4CHs1J9iciR79fOR1tlsNrZu/axTV6j69Om9K1Tbtn3C\njTfexLRp07q97aysrGbbjr4TbU5ODkuXLmXp0qUdai8zM7PZFMKGgUODwdBke3LyYFavfpyxY8/o\nROSd19p3Z7fbVUwFAJ8sqJSoxBd1dopGV3RlysXR0ypae7ZHZ6ZVtMWXplJoGoX0trCTJ1Lz7VbM\nKRdTvedzADzVbgizYJl8DR6Ph4qNT1DnKq0/wWgifNIsavP2UL3j34QkDm1sq+rTD+rzTcIQqrb/\nE0/JYTweD54qF+GTr8FgMFD54UvUHTlAXXE+BrMFy9mz8bhdVLz/R6xT57Ubr8MR0yOfgy/w9b51\nJb7hw7sxkDaMG5fCTTe1/3PU4KOPPmL+/Pns2LGj3WPT09NJT09vsi08on5wr7L8yHHF2dJ6rAbL\nly/n/fff55NPPmnclpOTTUbG/ON6j/aMHDmSxx9/nEmTJrV5XG99d97g679zPc0nC6qWKFH5jkDu\nG7TcP6fTyaBB/jVF4+hpFa09ff54p1V0hK9MpTCbzRQWFgbMyF+g/975NY+n9X2mEDyVTir/+RqG\nkDCoqYYfBjqMsf0AMFgj8dTWNDmtrqwQY1xifRN9BlBTcrh+pN1owv1DW3UVpVBXS11xAbUFe6kt\nPPDDyXV4Kl0Ywq1thp2fX9TJDvs2hyMmIPtWUJCP2WzstStUx2v27Nk9suaqLT21Hut4bdy4kdmz\nZ7c5mNibVxe76ngHJAP1dw46nnt9v6BSovIpgfxLA233r7NTNLqiq1MuGqZVFJZUAM0Lq+OdVtEe\nX5pKYbfbKS+vory8qldj6QmB/Hvnt4WiKQRPRRnYoqkryscU1ReAYzNW7Q9rfsMn/BxPpRNX7o6j\njjLQGmNUH2oP5xKSeAJ1R+rzT11RPrW5O7FcOAdPTTUVbz9df2xkHwzWSMJGTcBTU03115vB3PIg\nivinYFh31Vqeaktr67GO1hMDhy3xlcHE7qB1XcfPNwsqJSrxQfHxjl6fQjZ06Amkpl7ZqXP3789l\n7tw5pKWlsS+/vhA8NlFlZWXx3/9+SWJiUpdj9SaHI4aoqMAsOMQ31B7cQ8XbzzS+Dh15NpV//wtG\nWzT8MG0c6nNG5b/WYeo3pP51XBKerzZR8d4fwQBGWwyeivJ23y/s9Cm4//0m1d/8HwazFYMpBIM9\nFkLCqHj3OQAMFjseVxkhJ4yh6j8bqHj/j1DtJmTYGc3WjYh/a1h35ctXqLo6ANhn4KkAHN77xXGd\n19J6rKN198BhSzoymOhvV6hUTB0fnyiolKhEul9SUn8sFitLlixpvMvf0TIzM7FabX5fTIn0NJMj\nGdvM5r9DLd1p1nL+rwCo3v1fMJowWiKw/Ow3zdvsO6Dxz8aoPo3nWS/LAMBgj8Uy5drm7Z/3yxZj\nNI+b3n5HxK/Fxzt8evCoKwOAAHvySomLjSTK3PFzjh44bI2vDBz68ncnXWfweNqaU+ebqnf/F4+r\nlLBTf+rtUFoVyNNzArVvEJj9S02dgcvlJD09neTkZHJycsjKysJqtQXMLdMD8Xs7WiD3z2+n/LWh\nZv8uqj77AHPKxZjimz8Hx1cE8s+U+uafOtO/hseDtHRjiszMTP71r//ziVwXyN9doPetI3ziCtXx\nqNm/i+qdWzCnXOztUET8wtq16zhwYD+rV6/kxRdfIiEhkays57w+WicSqEKShhGSNMzbYYgEhbVr\n15GaOoOUlJSAHjgU3+Z3BZUSlcjxK66ycnPmChKiQr0dioiISDPbc4rIK6nuVJ5qGDhcsWIZeXkH\nNHAovc7vCioRERERkaMlJibx8MOPeTsMCVJGbwcgIj1vcIKd4QMDb62KiIgEBuUp8WcqqESCgMUc\ngjVc0/1ERMQ3KU+JP9OUP5EgcKDQRRUhhHk7EBERkRYoT4k/0xUqkSBQXOZufAq9iIiIr1GeEn+m\ngkokCETbzcRFWbwdhoiISIuUp8SfqaASCQKJcVYGOOzeDkNERKRFylPiz1RQiQSBCncNrspqb4ch\nIiLSIuUp8We6KYVIEMjOK6O40qMH+4qIiE9SnhJ/poJKRERERDqttLSUDRveID8/H4fDwbRplxEZ\nGentsER6jQoqkSBwUnIMDkcM+flF3g5FREQCyKpVK1m9ehUul7Nx29KlS8jIWMCCBYs73I7ylPgz\nFVQiIiIictxWrVrJfffd22y7y+Vs3H48RZWIv9JNKUSCwJ68Ur7dWz/qt39/LhkZ87niiulkZMxn\n/+KsnVAAACAASURBVP5cL0cnIiL+YvPmTUyceBb9+sW2WEwd7b777mXcuDPYvHlTu+0enadE/I2u\nUIkEgUp3La7KatJ+mUpFhYu0tDQGDx5MdnY2c+fOwWKxsnbtOm+HKeJ3nDu+pPijt0mad2uXjyv/\nchvVhYeI+enPmmzPvvsWkubdSlgfR7fELNKWgoJ8ysrKWt2/cOGN7Nu3r8Pt7dmzh4ULb+Tll19t\n87j8MiMWq4Uos25KIf7H5wsqJSuRrkuIs3LTTemMHz+OZcuWNdmXlpZGZmYmqakzVFSJeFHEKWO9\nHYIEOafTSUrKaNxud7e2u2/fPsaPP7PNYyJj+/HVV1916/uK9BafL6i6k5KVBKPNmzdxyy0307dv\nX5Yte73FY5YvX05KSgpnnz2GBx54mAkTJvZylCKBo3TrPyn68C08tTWAgf43LQGgKv8Aex/4PbXO\nMmIm/Yzocy/g+/uWYIqMotZZTtRZE6nKzyP+itkUvPoCzi//S0hsH2rLSwGoPnKYg396Ak91FTUl\nRfS9/BrsY87GueMrDr32AgajkdC+/UiYfQOGkKBK79JNbDYbW7d+1uYVqm3bPuHBB+8nJye7Q21a\nLFZWrHiAsWPPaPM4u93OgIQ43ZRC/JJf/o2rZCXSumOnayxceCOXzPgFI0aMbPO89PR0vvrqq1an\nZtjtduLjdRVXpD1V+fsZsOAOjGYzec8/hvOr/xISE4entoYBC5biqasj+46biRh9FgCRZ51L5Nhz\nKN78AQAV2btw7fya5DtWUueu5LvfXl/fbl4usT+bjm3kKbh2fcPh1/9MxOlncfD5Rxm05D5CIqMp\neO1Fiv/5ATE/ubDdOB2OmJ77ELxMfeu59t3ucsLDzR1ur6LCxSOPPMRTTz3FpEmTWj2usKSCwpIK\nfXd+KpD71hF+WRX4Q7IK5B+sQO4b+Hf/nE4ngwY1n65RWFZHRGz/Ns9NTk5m06ZNrU7NMJvNFBYW\nYrPZujXm7uLP31tHBHr/AonJHs2BZx7CGG6hKi8Xywn1gxmWoSMwhIRiAMISB1B9uAAAc7+kJudX\nHTyAZfAJ/5+9+w6PomobOPzbkrabTe+kQagivSkdLCgiygsCUkRAiooRRKXIK4pSRJEqAsoLiigg\nKIL1E0EElCqgiNQkEBJIQnrdbJnvj0g0JpBCwiab574uLrMzZ84+Z2fjyTPnzBlUajUaFx1OweEA\naD28uLp9I2k/fY9KpUKxWLBkpmNOTyVu+XwArKZ89Le1LFOc9joSYM9Lb9+KtpV2D9WIESPKdQ8V\nwNmzZxkxYsQN76OKTjDi7q7Hy9lcuM2eLuTJ97JmKmvfWyMTqprQWdnzF8te2wb20b5/T9c4cuQw\nc95eQeuWt9/wuJiYGD777HOWLFle4tQMg8FAVlY+WVn5lR7zzbKH83Yj9tw+e0sULTnZXN36MfUX\nrAbg4psvg6IAkHchCsViQTGbyL98CUe/gIKD1EUX3HWqE0Lqzq9QrFYUUz758QV/vCZ99hEe3Xrh\n2rwNaXt2kL7vBzSubmg9vQmOfAmNTk/m0QOonZxvXYOFXamqe6ig9PuoPAIaAJB25WzhNicnJ06e\nPFdtL+QJcU2NS6iksxLixvz8/Itc0YuIqE+nTp0ZP340L0aOvO5xq1atYs+eXwgKqnPdMkKI4rL+\nOEr0q88VvFAUXOo1JOb1F1GpNaj1rpjTUnDw9Ufl4Ejs269gycnG56HBaFwNJdbnHFoP12ZtiJk1\nGa2HFxqDOwCGdp1I2Pg/rn71KQ6ePpgzM1Cp1fgPGUPsollgVVC7uBA0ZtKtarqwM1VxDxWAt7cP\nM2fOKvU+Kh8fd65eTS98bTAYJJkSNUKNSKiksxLi5tSpE4y7uzvTp08vtsofwLRp09Dp9JJMCVFO\n+sbNaLTs47KVnT6v2LawqX//Pnp0vqvwZ5++g/DpO6hIWUcff9zv6FasDtfbW+F6e6uyhizEDf37\noty/RUTUZ+DAwQBkZGTQsmVTcnKyr1tep9Ozf/9hDAa3Ut/b398Td3f7HI0X9k2lKH8N74hKZc/T\nc+y1bWC/7TsZk4qnpyvPjhlITk42Y8eOJTw8nJiYGFatWoVOp6/RS6bb63m7xp7bZ29T/moSe/5O\nSdtunUWLFtzwAb9Tp77ExImTS63nWj8V6G6fz6Gqjueusth728qiRoxQCSEqx6ZNnxMfH8cbb8zh\n8uV4AgODWLVqjYxMCSGEqJBrydKSJYuKjFTpdHoiIyeWKZkSoqaThEqIWqBuoAE/Pw8y07MICqrD\n4sXv2DokIYQQdmLixMmMHj2G7du3kZiYgJ+fPw8+2LdM0/yu+Wc/JURNIwmVELWAi5MWnbMDmeml\nlxVCCCHKy2BwY8iQYRU+XvopUZNJQiVELRCfnEM+WhxtHYgQQghRAumnRE2mLr2IEKKmS8s0kpye\na+swhBBCiBJJPyVqMkmohKgFPAxOeLu72DoMIYQQokTST4maTBIqIWqBIG8dIf4lP5dNCCGEsDXp\np0RNJgmVELVArtFMTp7J1mEIIYQQJZJ+StRksiiFELVA9OVM0vIUu31gohBCiJpN+ilRk8kIlRBC\nCCGEEEJUkCRUQtQCt4V70rKhn63DEEIIIUok/ZSoyWTKnxBCCCGEqDQZGRl8+eUXJCQk4O/vT58+\nD+Hm5mbrsISoMpJQCVELRF3OIN0I7k62jkQIIYQ9W7RoAUuWLCInJ7tw24wZ04mMnMjEiZOve5z0\nU6Imkyl/QtQCeUaLrJ4khBCiSi1atIB582YXSaYAcnKymTdvNosWLbjusdJPiZpMEiohaoFAeb6H\nEEKIKrB37x66dOlAQIAX8+bNvmHZefNm07FjW/bu3VNsn/RToiaTKX9C1AKefz2BPiEvr9g+mesu\narrM0+c4+doCLLl5mLNz8L+rC94d23Nh3SbarHirwvXmXLpMxsnTBNzbvUzl9zwwhDYr3kQXUqdc\n7xP9v4+pO2oIiTv3kht3mbDhj1RKvUJURGJiApmZmWUuP2nSBGJjY8tcPioqikmTJrBhw5bCbQkJ\nV3jvvZWkpaXg6+vPzJmzqFMnuFxxC2FLklAJUQukZhrROucW217Rue5CVBem9AyOjH+BtqsX4Vov\nDMVi4fCY53Dy873pupP3HSDrXHSZE6qKOrtoJXVHDcGvZ+cqfR8hSpOdnU27di0xGo1V+j6xsbF0\n6tS+8HW7du0Y9vg4QkNDSLp8gfHjR+PiomPTps+rNA4hKkuZEiq5+idEzXY5OYc8q7rIAxOvzXX/\nt2tz3QFJqkS1d+W7Xfh0ao9rvTAAVBoNrZbOJeXQUS6u38L+IePJv5qC/73daPT801z9+RBn3n4X\nrFbM2Tm0Xj4f14hwolevJ+7zr0EFQQ/dT92Rj3J26Wosubl4tm2JS1AAv780B5VGg8bJkeZvvYou\nOJA/5y4madc+nIMCyE9JBQqSvF8nTMWcmY1iMdN4SiQ+nTvwY89+eN/ZjoyTZ1CpoN3apUT/72Py\n09L5bepreLZqRta5aJq8NKnEenPjr/D71NewGI0YE67SaMozBN5/F1d/PsSpeUtQaTTow4NpPn8m\nagd5OKooP71ez6FDx8o1QnXkyGHefvtNYmKiy1Te29uHmTNn0aZNW5599mnuuedu5syZw7EziQA8\n3OdexowZw7Rp0xg4sJ8kVaJGKDWhkqt/QtR8zk4adM5//4H13Xff8sYbc254zLx5s9m06RPmz19I\n585dqjpEISok70oiurCiU4O0eh1qRwcsRiPt1ixBsVjY0fYeGj3/NFlnztN62TycA/w4u3gV8du/\nI/D+u4n74ls6ffEhAL8MGoNf9040eGZ0QR/Vqwc/9RpIiwWzcL+9MVe+3cnJV+ZTf8JoUvYfocu3\nGzBn57CzY28AzixaiW/XO6k3Zji5lxPY99Bj3HXgW8yZ2dR5+H6azZ7Or09NIXHnHhpOHEfM/z6m\n+bz/ErtxKwBpx06UWG/WuWjqjR+BT8f2pBw6yum33iHgvp789sIrdPriQ5x8vDn1xlJiN35B2LAB\npX52/v6elXkqqhVp262rv2PHdjzzzJOkp6dTp04dsrOzr1tWr9cTFXWeI0eOMHz4YLy9vZkzp6Av\n+mcfBTB37lzatWtHx45tef/99+nRo0f5G1PNyPfSfpWaUMnVP7n6J2qmYvPgdUbOX0oHYOLEp1EU\npdQ6Sprr/k8GgwE/P/9KiVeIinAJDiL995NFtuVcvETK/iO4Na6PxskRALVWA4BzgB8nZsxFo9eR\ndyUBr3atyDx9lty4eH55ZDRQ0MdkR18oUmdeQhLutzcGwOuONvw5eyFZURdwb9EUlVqNg8EVtyYN\nAcg6G0Xwf/oUxBfoj4NBT/7VZADcb29SsL1OAFZjfoltul69zv6+nFm0kosff4ZKpUIxmclPTiEv\nIYkjYwtGky15Rny73lmmzy4hIbVM5Woaf39PaZuNPPPMxBsuTDF06HBOnDjNiBEj6NevH7fffnvh\nvoahxf8gHzt2LCdOnGDEiBE1vh+q7ufuZth728qi1IRKrv5V7OqfPWfq9tw2sI/2ZWdnExZWOfPg\n/z3X/Z+cnJxITk5Gr9ff9PvcLHs4bzdi7+2rKP97unFuyXtkjxiEPjwUq8nEHzPn49utI6hUxcof\nf/4V7tr/DVpXPUcjp4OioI8Ix9CwPh0+XoFKpeL8yg8xNGlE8s8HUaxWoCCZyTh5GrfbGpH8y+G/\njokgZu0nKFYrlrw8Ms+cB8C1QT2SDxzBvVkTci8nkJ+WgYOnR0EAJcT074sb16v31BtLCR06AP+7\nunBxw+fEbvwCRy9PXAL9abd2KQ5uBq58twutXleZH7EQZXZtmvjixQvJzc0ptn/VqhWsWrUCgJSU\nFOrWrXvD+sLDw9mzZ0+p/dDJk+eqRT8kaq9SEyq5+lexq3/2nKnba9vAvtr3z3nw0QlG3N31eDmb\nAVi2bDGffLK+1Dr+Ode9JAaDgaysfLKySv5du1Xs6byVxJ7bd7OJooPBlZaLZ3P8+VcKZkZk5eB/\nb7eCpGb/4WLlg/v3Yd/Dj6HRueDk403elSTcmzbGp0sH9j00HKsxH49WzXAJ9MOtSUPOLnkP92ZN\naPHWq/w+fQ4oCiqthhZvz0IfFoJfjy7suW8wzgG+OPl4AdAgcizHJv2Xy19+jyUvjxZvvoJae/3u\n1tAwgl+fnlLYt7jf3rjEeoMe7MXJWW9xbun7uAT5k5+SikqtpulrUzkw7ClQrGhdXWm19MbTeYWo\nShMnTmb06DGsX/8R8fGX8PLyoWfPnuj1roVljhw5zLRpL9K1a9fCbdfuoWrZ0K9wW0xMDJ999jlL\nliy/YT8kyZSwtVITKrn6J1f/RM3k5+dfOA3CqEnF09O1cFGKV1+dzRdfbC328MV/0un07N9/GINB\nllAX1ZtHi6Z03Py/Ytt9/nFF+97fdgPQ9NUXS6yj/lOjqP/UqCLb3Js1oefeLwtfd9r6QbHjGk4a\nR8NJ44ptb792SbFtdx/6v8Kfm7w0qfDnjlvWlKleXUgd6vTrXaysX/dO+HXvVGy7ELZiMLgxfvxT\n190fEVGfTp06M378aMaMGXPdcqtWrWLPnl8ICpJFw0T1VmpCJVf/5OqfqPnqBhrw8/MgMz0LADc3\nNyIjbzzXPTJyoiRTQgghqkSdOsG4uOiYPn06c+bMKXYP1bRp09Dp9JJMiRpBpZTlznRRbvY8Pcde\n2wb23b6S2lbSc6h0On2New6VPZ83sO/2yb1htmPP3ylpW80xcGA/cnKyGTt2LOHh4cTExLBq1Sp0\nOr1dLZluj+fuGntvW1nIg32FqAXik3PIR4vjv7Zfm+u+ffs2EhMT8PPz58EH+8rIlBBCiFti06bP\niY+PY+6CpaR98T1erlpWrVojI1OiRpGESohaIC3TiEqbW+TBvtcYDG4MGTLMBlEJIYQQEBRUhyef\nmVLkXl8hahK1rQMQQlQ9D4MT3u4utg5DCCGEKJH0U6Imk4RKiFogyFtHiL/B1mEIIYQQJZJ+StRk\nklAJUQvkGs3k5JlsHYYQQghRIumnRE0m91AJUQtEX84kLU+RuelCCCGqJemnRE0mI1RCCCGEEEII\nUUGSUAlRC9wW7knLhn62DkMIIYQokfRToiaThEoIIYQQQgghKkjuoRKiFoi6nEG6EdydbB2JEEII\nUZz0U6ImkxEqIWqBPKNFVk8SQghRbf2zn4qLu0Rk5FM88sjDREY+RVzcJRtHJ8SNyQiVELVAoLcO\nX18D5rw8W4cihBBCFHOtn/pP3/vJzc1hzJgx1K1bl+joaMaPH42Li45Nmz63dZhClEhGqISoBTzl\nCfRCCCGqMU+DE4MH9KVTp44cPHiQMWPGcPfddzNmzBgOHjxIx453MnBgP1uHKUSJJKESohZIzTSS\nnJ5r6zCEEELUcnv37qFLlw4EBHgV+Rdevz6ZuVbmzJlT4nFz584lJye7sHyXLh3Yu3fPLY5eiJLJ\nlD8haoHLyTnkWdXlfmBiRkYGX375BQkJCfj7+9Onz0O4ublVUZRC3DrfzV/BDwtXMzt6Dw7Ozjdd\nX3ZKGn98u5v2Qx5i7eOTaTf4QZre171cdaRfSeSrWUsYsvz1Its/nzoP/8YRdHz8kZuOU4jKlpiY\nQGZmZpnLT5o0gXfffZcHHnigyPa5iz9EUaw3PHbs2LE8+eST9O/fn5dffplRo4bz1FPP0KPHXbi6\nulYofoPBgJ+ff4WOFeIaSaiEqAWcnTTonMuXTC1atIAlSxaRk5NduG3GjOlERk5k4sTJlR2iELfU\nwY+20nbwgxzasL1SEpVLv/3Jb9u+p/2Qhypch3uAX7FkSojqLDs7m3btWmI0Gm+6rvTUJG6//fYb\nlgkPD2f+/PlERkaSnV3QN82bN5t582ZX+H2dnJw4efIcer2+wnUIUWUJlVz9E6L6qBfohr+/JwkJ\nqWUqv2jRghI7qJyc7MLtklSJmur0j7/gExFK1/FDWTNsEh0ff4ToA0fZNHEWitWKR50ARq1fTMzB\nY3z16mKsVivGrBxGf7wYjaMDqx+NxDMkiKvnLxDevgVD3p3NN7PfIe74n+xZ9TEAP638mP+bv5Lc\n9Eweffd1DH7erB78DFP2bwXgjTseZvSGpfyydjNRP/+KMSub4avn8+HI55myfyu/bvmGb15fiquv\nN+b8fPwbR2C1WFg/bjqpsfGkX06ied+7eej150mJjWf92Gnk5+bh6OLM0FVz8QoJsuVHLGoJvV7P\noUPHyjVCdeTIYSZMeIY+ffoU27dq1aobHvvOO++wY8eO6+4fO3Y8I0aMKnMsUDBCJcmUuFlVllDJ\n1T8hapa9e/cwbdrznD17ttSy8+bNZtOmT5g/fyGdO3e5BdEJUXn2vb+Rzk8MJqBRBFonR6IPHGX9\nuOmM/mQpgU3qs2/1Rq78eY74P84y8qNFeAT5882cdzjy6de0H/oQiWeiefb/1uGoc2FGva6kX0nk\n/peeZs+K9XQZO4TzPx8hrE0zes94hp/Xfsovazdz74vjrhtPQJMIBi1+hasxsQBYTCY2P/c603/9\nEr2XB8seGAlASmw8de9oxfD338CUl8fU4Dt56PXn2fL8bHpEPs7t9/fg1A/7+HzqG4xev7jUz8Hf\n37NyPtBqSNp265Q3no4d2/HMM08W237x4kUGDBjAmDFjANi1axdPPfUUp06dKnPdq1atYNWqFUW2\nNW7cmOXLl9OjR49yxVkVqtu5q0z23LayqJKESq7+CVG9nIxJ5Y/oRJytGdctM2nSBGJjY8tcZ1RU\nFJMmTWDDhi2llpU56qK6yE5N58TXu8hMTGbX0rXkpmfy47IPybiSRGCT+gB0Gj0IKEhgNka+gpOr\njrS4BCI6tQHAt34YzoaC+zXcA30x5RWf7hTapmDqknuAL/k5xReEURSl8Gf/RhFF9mUmpaD3csfV\nu+APlIiOBe+r9/LgwqHjnN71Cy5urpiN+QDE/X6ab+cs57s3VoCioHEo2/Teso5Y1zTlGY2vaWpC\n28p7T9U10QlGXLwjGDduHJMnT2bUqFHExMTcdDynTp1ixIgRZeqrSnMzfVlNOHcVZe9tK4sqSajk\n6p99Z+r23Dawz/ZFJ2Tyn/8M4vL5w5Vab2xsLJ06tS+1nJOTE8nJyVU6rcIez9s/2Xv7bpWDH31O\np9GD6P/mdADyc3J5qW4XHHXOJJyNxr9BXb574138Gtbl43Ev8dr53TgbXFk74jn4KwlSqVTF6lWr\n1VitfydJ/y7j4OxEZmIyVouFvMwskqMv/ePYomUNft7kpGWQmZSMwdebmEPHaRkcwC9rN+Pi4cbQ\nlXNJPBfDnlWfoCgKAY0juOf5sUR0bMOVU+c4s/tApX1eQpTHzdxT5RPaHICfvv2t1Kl/5VXWvqo0\ncr+VuJ5KT6jk6l8Be87U7bVtYL/tC/BwYd8Pn3M57vJ1yxw5cpi3336TmJjoMtXp7e3DzJmzaNOm\nballDQYDWVn5ZGXllznm8rDX83aNPbfvVieKe9/fwMh1CwtfO+pcaNX/Ptz8fVg36kVUahXugX70\nnDiK9sMe5q0uj+Co1+Hm70NafOJ16/WJCCP+91P8sGh1ifvdA/xock9n5rbri29EGL71w65bl0ar\nZfCyWSzp9Rh6Lw80DgVddeO7OrF6SCRRvxxF6+SIX4Nw0uIT6P/WS3zy5EuY8ozk5xoZtPjlCn46\nQtycitxTdY3RZMXb242sjCwSExOYN+91jh8/Tt5NPpA+PLwuzz33Qpn6qtLI/Vbieio9oZKrf0JU\nPy5OWvz9fdE5X78jiIioz8CBg8nIyKBly6ZFVvf7N51Oz/79hzEYZAl1UbP89/i3xbZdu7e2z8yJ\nRbY/8vZ/S6zj2tTyf//8yp8/FCvb9L7uhQsoDV05t9j+B1+ZVPizT3hIYX3NHuhJswd6lil+gMjv\n1pW4XYhbzc/P/6anxUVE1OeLL74psq+sfdPx439I3yRuuUpPqOTqnxDVT3xyDvlocSxDWTc3NyIj\nJ95wGdrIyInSYQkhhKg0pfVT0jeJ6kyl/HNunKg09jw9x17bBvbbvpMxqXh6upbrwb4lPYdKp9NX\ny+dQ2et5u8ae2yf3htmOPX+npG01T1n7qZrUN/2TPZ87e29bWciDfYWoBTwMTni7uwDmMh8zceJk\nRo8ew/bt20hMTMDPz58HH+wrV/+EEEJUurL2U9I3iepIEiohaoEgbx3+/oZyX0EyGNwYMmRYFUUl\nhBBCFChPPyV9k6hu1LYOQAhR9XKNZnLyTLYOQwghhCiR9FOiJpMRKiFqgejLmaTlKeW6h0oIIYS4\nVaSfEjWZjFAJIYQQQgghRAXJKn9CCCGEEEIIUUEyQiWEEEIIIYQQFSQJlRBCCCGEEEJUkCRUQggh\nhBBCCFFBklAJIYQQQgghRAVJQiWEEEIIIYQQFSQJlRBCCCGEEEJUkCRUQgghhBBCCFFBklBVgZyc\nHJ588kmGDh3K448/TkJCgq1DqjSZmZmMHz+eYcOGMWjQII4ePWrrkKrE999/z+TJk20dRqWwWq28\n/PLLDBo0iOHDh3PhwgVbh1Tpjh8/zvDhw20dRqUymUy88MILDBkyhAEDBvDDDz/YOqRKZbFYmDZt\nGoMHD+bRRx/lzJkztg6pVpF+qmaTPqpmscc+Cuy7nypvHyUJVRXYtGkTTZs2Zf369fTt25f33nvP\n1iFVmjVr1nDHHXfw0UcfMXfuXGbNmmXrkCrd66+/zoIFC7BarbYOpVLs2LGD/Px8Nm7cyOTJk5k3\nb56tQ6pU7733HjNmzMBoNNo6lEq1bds2PDw8+Pjjj3n//fd57bXXbB1Spdq1axcAGzZsYOLEiSxc\nuNDGEdUu0k/VXNJH1Sz22keBffdT5e2jtLciqNrm8ccfx2KxABAfH4+bm5uNI6o8jz/+OI6OjkBB\n9u7k5GTjiCpf69atufvuu9m4caOtQ6kUR44coUuXLgC0bNmSEydO2DiiyhUaGsrSpUt58cUXbR1K\npbrvvvvo1asXAIqioNFobBxR5br77rvp3r07YH//n6wJpJ+quaSPqlnstY8C++6nyttHSUJ1kz79\n9FM++OCDItvmzJlD8+bNeeyxxzhz5gxr1qyxUXQ350ZtS0pK4oUXXmD69Ok2iu7mXa99vXv35sCB\nAzaKqvJlZWXh6upa+Fqj0WA2m9Fq7ePXv1evXly6dMnWYVQ6vV4PFJy/yMhIJk6caOOIKp9Wq2XK\nlCl8//33LFmyxNbh2C3pp2pmPyV9lPRR1Z2991Pl6qMUUaXOnTun3HXXXbYOo1KdOnVK6d27t/Lj\njz/aOpQqs3//fmXixIm2DqNSzJkzR/nqq68KX3fp0sWG0VSN2NhY5ZFHHrF1GJUuPj5e6devn/Lp\np5/aOpQqlZiYqHTv3l3Jzs62dSi1kvRTNY/0UTWLvfZRilI7+qmy9FFyD1UVWLlyJVu3bgUKsnd7\nGgI9d+4czz77LAsWLKBbt262DkeUQevWrfnpp58AOHbsGA0bNrRxRKIsrl69yqhRo3jhhRcYMGCA\nrcOpdFu3bmXlypUAuLi4oFKpUKulS7pVpJ8S1YX0UTWXPfdT5e2j7GM8tZrp378/U6ZMYcuWLVgs\nFubMmWPrkCrNggULyM/PZ/bs2QC4urry7rvv2jgqcSP33HMP+/btY/DgwSiKYlffR3u2YsUKMjIy\nWL58OcuXLwcKbm52dna2cWSV495772XatGkMHToUs9nM9OnT7aZtNYH0U6K6kD6q5rLnfqq8fZRK\nURTlFsYnhBBCCCGEEHZD5lcIIYQQQgghRAVJQiWEEEIIIYQQFSQJlRBCCCGEEEJUkCRUQgghhBBC\nCFFBklAJIYQQQgghRAVJQiXELdSzZ08aNWpU4r8dO3YAkJKSwuDBg2nWrBkLFy4s9vpm/Pnnnxw+\nfLjcx3322Wd07dr1pt5bCCFE9SZ9lBAVI8+hEuIWmzp1Kn369Cm23d3dHYBt27YRGxvL1q1bPOlR\nFwAAIABJREFU8fb2ZuvWrUVe34ynn36aJ598krZt25bruN69e9O9e/ebem8hhBDVn/RRQpSfJFRC\n3GKurq74+vped39WVhYhISFERESU+NoWnJ2d7eJBfUIIIW5M+ighyk+m/AlRjUydOpWlS5dy9OhR\nGjVqVOz1pUuXyM/PZ/bs2dxxxx106NCBZ599lqtXrxbWERsby7hx42jVqhVdu3ZlxYoVAAwfPpy4\nuDhmzJjB1KlTi723yWRi5syZ3HnnnbRo0YKRI0cSFRUFFJ1OMXXq1BKngxw8eBCAw4cPM2DAAJo3\nb84DDzzA1q1bq/pjE0IIcQtIHyVEyWSESohq5KWXXsLT05PDhw+zfPlynJ2di7z28vLizTff5Nix\nY6xcuRIXFxeWLVvGuHHj2Lx5MyaTidGjR9OgQQM2btxIQkICkyZNIigoiKVLl/LQQw/x+OOPM2DA\ngGLvvX79evbt28fKlStxd3fnzTffZNq0aWzcuLFYjJMnTy58/d///pe0tDRatWpFUlISY8eO5dln\nn6V79+788ccfvPzyy7i5udGzZ88q//yEEEJUHemjhCiZJFRC3GKzZs1izpw5RbYZDAZ++uknDAYD\nOp0OrVZbOOXin69zc3P56KOP2LRpE7fddhsA8+fPp0OHDhw5coSsrCwSExPZsmULBoOBhg0b8vLL\nL6PT6fDw8ECj0eDq6orBYCgW16VLl3B2diY4OBgvLy9eeeUVYmJiipUzGAyFx3/yySccPXqUrVu3\n4uDgwPr16+nQoQMjRowAICwsjKioKD744APprIQQogaQPkqI8pOESohbbMKECdx3331FtqnVZZt9\nGxsbi8lkYujQoUW2G41GoqOjSU9PJzQ0tEhn1Ldv3zLVPXjwYL755hu6dOlC69atueuuu+jfv/91\ny//222/MnTuXpUuXEhgYCEBUVBR79uyhVatWheXMZjNeXl5likEIIYRtSR8lRPlJQiXELebl5UVY\nWFiFjrVYLACsW7eu2BU8Ly8vPvvsswrHVb9+fXbu3MlPP/3Ejz/+yIoVK9i0aVOJdaampvLss88y\ncuRIunXrVrjdbDbzwAMP8NRTTxUpX9bOWAghhG1JHyVE+ck3SIgaJCQkBI1GQ2pqKmFhYYSFheHl\n5cXcuXOJi4sjPDyc2NhYsrKyCo9ZsmRJiTf4/tvWrVvZsWMH99xzD7Nnz2br1q2cP3+e06dPFyln\ntVp5/vnnCQ4OJjIyssi+unXrcuHChcLYwsLC2Lt3L5s3b66cD0AIIUS1JX2UqK0koRLiFsvKyiIp\nKanYv392MNfj6urKI488wmuvvcYvv/zC+fPnmTJlCmfOnCE8PJzOnTsTEBDAjBkzOH/+PLt372bd\nunWFqx/p9XqioqJIS0srVndmZiazZ89m7969XLp0iS1btqDT6QgPDy9SbsmSJZw6dYpXXnmF1NTU\nwvizs7MZMmQIJ0+eZMGCBcTExPDtt9/y5ptv4u/vXymfnRBCiKolfZQQ5SdT/oS4xebNm8e8efOK\nbR81ahRTpkwp9fipU6cyf/58Jk2ahNFopHXr1qxevbrwGRzLly9n1qxZ9OvXD29vb55++ml69+4N\nwNChQ3njjTeIjY1l2bJlReodOnQoCQkJTJs2jbS0NBo0aFC4mtI/bdu2jatXrxbWec2ECRN45pln\nWLlyJW+99RZr1qzB19eXZ555hiFDhpTrMxJCCGEb0kcJUX4qRVEUWwchhBBCCCGEEDWRTPkTQggh\nhBBCiAqShEoIIYQQQgghKkgSKiGEEEIIIYSoIEmohBBCCCGEEKKCJKESQgghhBBCiAqShEoIIYQQ\nQgghKkgSKiGEEEIIIYSoIEmohBBCCCGEEKKCJKESQgghhBBCiAqShEoIIYQQQgghKkgSKiGEEEII\nIYSoIEmohBBCCCGEEKKCJKESQgghhBBCiAqShEoIIYQQQgghKkgSKiFEtaEoiq1DEEIIIYQoF62t\nAxCiphs+fDgHDx4sfK1SqXBxcSEkJITevXszcuRInJycipQ3Go1s2rTJFuGWWVxcHFOmTOG3337D\n2dmZTZs2ER8fz2uvvUZsbCyhoaF8/fXXlfJeeXl5vPXWWzRv3py+fftWSp1CCCGEELeCJFRCVIIG\nDRrw+uuvA2C1WsnMzOTAgQMsW7aMffv2sXr1ahwdHQGYOXNmjRiJWb16NUePHuWNN97Az8+P4OBg\nJkyYgMlkYsWKFbi7u1fae8XFxbFu3Trmzp1baXUKIYQQQtwKklAJUQl0Oh0tW7Yssq1bt260aNGC\nyMhI1q5dy9ixYwGoX7++LUIst7S0NPz8/OjTp0+RbZ06daJz5842jEwIIYQQovqQe6iEqEK9evWi\nWbNmbNiwoXDb8OHDGThwIAAvv/wybdu2xWg0Fjlu/fr1NG7cmPj4eAASEhKYMmUKd9xxB82aNeOR\nRx5h7969RY7p2bMnr7/+Ok888QQtWrQoTOBKUlp9PXv25KuvviI+Pp5GjRoxdepUGjVqRFJSElu3\nbqVRo0Z89tlnZY7tWpsefPBBmjdvTo8ePViwYAH5+fkcOHCA3r17AzBt2jR69uxZno9YCCGEEMKm\nJKESoop16dKFuLg4Ll++XGxfv379yMzM5Mcffyyyffv27XTo0IGgoCDS0tJ49NFHOXToEFOmTGHp\n0qUEBgYyduxYdu/eXeS4Tz75hPDwcFasWMHIkSNLjKcs9S1btoyOHTvi6+vLxo0bGTt2LBs3bsTD\nw4Nu3bqxceNGunfvXubYFi5cyGuvvUaHDh1Yvnw5TzzxBB9++CEzZ86kadOmLFy4EIAnn3ySZcuW\n3czHLYQQQghxS8mUPyGqmI+PDwBJSUkEBgYW2deqVSvCw8P58ssv6dWrFwCxsbEcPXqUefPmAfDB\nBx+QmJjI9u3bqVu3LgDdu3dnxIgRzJ07l27duhV5r5deegmVSnXdeMpS32233YaHhweOjo5FpjJq\ntVq8vLwKty1evLjUujIzM1m9ejUDBw5kxowZAHTu3Jm8vDy++OILtFotjRo1AiA0NJTbbrutgp+0\nEEIIIcStJyNUQthYv3792L17N1lZWQB8+eWX6HQ67r33XgB+/vlnIiIiCAkJwWw2F/676667iI6O\nJi4urrCuxo0b3zCZKm99pSlLXceOHcNkMhW255rRo0ezbds2nJ2dy/x+QgghhBDVjYxQCVHFEhIS\nAPD39y9x/8MPP8zixYv57rvv6N+/P9u3b+fee+9Fr9cDkJqayoULF2jatOl1669Tpw5QsDhGacpT\nX2XUlZqaCvw9UieEEEIIYU8koRKiiu3bt4+wsLDrJlQBAQHccccdfP311zRp0oTz58/z3//+t3C/\nwWCgZcuWhdPl/u3aVLuyqsz6ylJXRkYGACkpKUX2paamcvLkSVq0aFHm9xNCCCGEqG5kyp8QVWjn\nzp2cOHGCIUOG3LBcv379OHDgAJs2bSIwMJAOHToU7mvfvj0xMTGEhITQrFmzwn8HDhxgxYoVqNXl\n+zWuzPrKUlfz5s1xcHBgx44dRY7dunUrTzzxBEajEY1GU642CCGEEEJUFzJCJUQlyMnJ4dixY0DB\ng30zMjI4ePAgH330EZ07d2bYsGE3PP6ee+7h1VdfZdOmTYwZM6ZIUjNq1Ci2b9/OY489xhNPPIGf\nnx/79u3j/fff5z//+U+Zpvn9U2XWV5a6dDodI0eO5P3338fZ2ZnOnTtz7tw5lixZwuDBg/H29i68\n7+uXX34hIiJCRq2EEEIIUWNIQiVEJTh79iyDBg0qfK3T6YiIiOC5555j6NChaLU3/lVzcXHhvvvu\nY/PmzTz00ENF9vn6+rJhwwYWLlzI7Nmzyc3NJSgoiEmTJjF69Ohyx1qZ9ZW1rueeew5fX18+/vhj\nPvzwQwICAhg7dixPPPEEAF5eXgwfPpwtW7awe/du9u3bh4ODQ7nbJoQQQghxq6kURVFsHYQQQggh\nhBBC1EQyQiWEEEKIWi39510kf/s5oELt6IT/0DE41QnlyroV5EWfQ1GsuNRrSMDw8agdnciNOkvC\nJ+9hNRrBasW7939w79jD1s2oMse2fsfaxyazKOMEAM/7tsajzt8LLd3zwjg6DH2Y37bvYO2IyXiF\nBhXue37PpzgbXEusd8XeKHafS8bNueDP0WAPFyb1qM+CnWeJTc3Fqijc29ifwW2CC+K4lMaqfTGY\nrVYctRomdK1HY3/DdeNWjDkoSdFgtYBKhcq3LirnglgUkxHl0glUoc1RaYrOiFAyElGyUlAHNa7A\np2U/zidncyA2FRUqnLRq7qrvw76YFNLzzIVlMowm6ri50DHMk+/OJBVuV1BIzjFxfyM/6nvrb0m8\niqLw4gdHaBjkxph7G2KxKsz+9Dg//ZGAxarwxD0NGdqtHgDHY1J4fdNv5BjNWKwK43s14uE7QgF4\n//szfLovBo1GjZerI7OHtSbMt+Tv8DWSUAkhhBA1wPHjx3nrrbdYt25dke07d+7knXfeQavV0r9/\nfwYOHGijCGsm4+VLJGxaS91XFuLg4UXW8cNcWjYX9449wWql7qzFgEL8qrdJ/mozPg8P4dI7cwka\nFYm+aUtMKVeJfmUSLvUa4RgQVOr71TQJZ6PZ8vwcFKsVgCunz6PzdGfGsW+KlT3/8xHueX4s909/\nukx1/3E5kxm9GtE00K1w27KfzuPr6sTM+5uQa7LwxMe/0jzIjQZ+rrz+3Wnm9m1KA19X9kenMO/7\nM6wd1qbEuhWrBSX+T1R+9VDpPVGyUlASzqEKa4mSkYSSEgsWU9FjLGaU5IuQeRVc3Eqst7YwW6z8\n39kkHm1RBw8XB47Gp7M7Kpm+twUUlknINPLN6QS61fPG4KTl0ZZ/P3JlT3Qy3jrHW5ZMnbucwcxP\njnE0KoWGfW8D4OOfoohOzOLbmfeQnWem/xu7uD3Ug+bhnjy1Yj9vjGhD5yb+XE7Noe/snbSo60lc\nSg6b9sWwZUoPDC4OrPvxPC+uPcLGF7rd8P0loRJCCCGquffee49t27bh4uJSZLvJZGLu3Lls3rwZ\nFxcXHn30UXr27CnPfSsHlYMDgSMn4ODhBYBz3fqY09PQNWqKg48fqr8WCXIOrYcx7iKK2YTvQ4PR\nN20JgIOXDxqDG6bUq3aXUOXn5LJm2EQGvD2D/w15FoCon4+g1qh5u8dgspPTaD3gfu5/aQJqjYao\nn4+gcXDg6JZvcNS58NDs52nQtUPJdVusnLuaxadH41j84zmC3F14sktdnu5SD+tfN6OkZOdjsljR\nO2lx0KjZ8Hg7tBo1iqJwOSOvcGSrRDnp4OCMSu9Z8FrvicrBCcWcj5KdgiqoMcrF34oek5WMSusI\nPqEo2Wk3+/HVaNa//ptvKfjJZLGiVasK91usCt+fS6JL3YJk6p/iMvI4n5zNkJbBtypc1v14ngEd\nwwjy+nthrf87Fs+jXeqi1ahx1zvSp10IWw9cpHGwO5F9mtC5ScEoa6CnDk9XR66k5eLr5sxrQ1ph\ncCkYtWwe5snK786U+v6SUAkhhBDVXGhoKEuXLuXFF18ssv38+fOEhobi7u4OQJs2bTh06BD333+/\nLcKskRx9/HH0KfjDSlEUEj5ZjaFVe1xvb1VYxnQ1kZTvtxMw4mnUDo54dL23cF/qj99izcvFJaLR\nLY+9qq0fN50u44ZSp/nfU98sZgtN7unCf96chik3j2UPjMLZzZW7Jo5G7+1Jh+H9aNXvPs7tPcS7\nD41hxvFv8AwOLFZ3cnY+rYI9GH1nGMEeLmw6GsfLX/3JikEt0ahVzP2/0/x0/iqd63kT7FFwIUGr\nUZOak8/4jcfIyDUx474bTMkz5YHGAWvCecjPAbUGlXcYKq0jqsCCc/XvRQRU7n99DzISb+6DswOO\nGjXd63nz6e/xuGg1WFEYcPvfFwxOJmaid9QQUcII1L6YFO4I88JRe+uezvTqowW/rz+f+nva4eWU\nHAI9/74IFejpwqlL6Tg5aBjU+e9nbn7yUxTZeWZa1fXG2fHvx7gYTRbmf36C3m3+Hnm7HkmoqoDZ\nbCE5OcPWYVQJb283u20b2G/7Tsak4uamI9jLydahVAl7PW/X2HP7/P09bR1CjdCrVy8uXbpUbHtW\nVhYGw9/3kOj1erKyskqtT1GUwscV1EYJm9aQ8s3neN71AAHDxgFgNeYR//4iTClXCZ38SmHZ3Jhz\nXFo6B8+7emNo2a5IPVe/2kzK99sJfe4V1I41//+vu99dx8UjJxiw4CUOrP8CtVZDp1EDuRoTW1im\ny5hHC392cHLi7ueeYNeSNdw1cTTjP1tZuK9+53bU69iGP7/fQ8eRBdNQTyVkFt7zFJuaw+w+txV+\nDwe2qsP6Q7FcyTQS6ObMtHsbMTG/Pq988ycfHbrIiA5hAHjqHNk4sj1nE7N44YvfCfNsSfBffzQr\nigIZCeCoA0WBnFQIaIRaH1Ew5e/yKQhvhUolj2H9N7PFyie/xZOWa+LeBr546xw5dCmNYa2CcXd2\n4PjldL4+ncijLYJQqVQci0+nR0TxkfDLGXnkmiw08qn8qX6ZuSb+vJRO+wY+pGQZ6Tjla0J99bz3\ndMcS73GylrDsnkZd9P977357mrU/nGNtZKciyVRyppGnV+7H4OLA8w/fXmpsklBVAa3Wfh9Sas9t\nA/ttX6C3Dl9fd8x5ebYOpUrY63m7xt7bJyrO1dWV7OzswtfZ2dlFEqzrUalUZGcbqzK0akWvdyps\nrykxntQdX6Hx8MK1zxCys42YU5JIWvkGDv518JnwMnmKA2QbSf1lN1mfrUH/8AiUVp1ISsoEQDGb\nyNy4EktiHG5PziTTxYfMv/ZVB76+hsJYyyozIYktz89B4+hAp4nj2PP+Rky5ebxyey8sJhP5f/3c\ncdxwAps1JqBpwShPenoOFkXFxXNxHFyzka7PPlGYJBmNJrJzzSQkZLD++GW+PpPEuHYhdK/nhTrf\nzOeHL9IlvGCqpaIoWBWFfacSaBZgwOuvKVftAg0cvJTOhbg0/kjMol1wwWishwpC3Jw5Fn0VJ7MH\nvr4Gsi+dR2e8ilnjTJ6DF84qJ9JzNJCTCTjgabWSkZCCRVOQ/HoDyVezUNRF/xx2ys/D0WSuVuf0\n3ypyjksT4epIjrMWT8XKn3GpeDpoyM/MIykzjwCNij05+cQlZJBjsmIyW3E0mkhKMhep47ekLEL1\njly9WvqFnfKISTfy+OK9qFTw1Yvd0DlpWff0nYT56FChFH4WeXkmsrKNJCVl4uvqyLnYVIINjgBE\nxaXj7qwhKSmTfLOVWVtOEJ2Uxaox7fD5azvA2SuZvPDRUbrd5sdrw9sWS8JKIim6ELWAp8EJb3eX\n0gsKIWqUiIgILly4QFpaGvn5+Rw+fJhWrVqVfmAtdnXNYhRTPvr23VA5OGLJziRh8Ux0LTrgM2pS\n4UhTztFfyNr6IW5PTMW5VacidWSuW4JizMXj6ZlovHxt0YxK5+rnQ595L/Hgm//F4O/L+O8+4Zmf\nPufpXZsZ/vFyHJydeHrXZhLPnOeHN97BarFgys3jwOpPaPbwfTi56jnwvw2c/HIHAPG//0nc0RM0\n6NkZlQoyjGaCDE409Cm4x0UNfPBrPIlZBYnu9+eSCXV35lRSNp+duIKiKJgsVvbHptHUzxW1ClYe\njOV0UsEFhNj0POIzjdT3ckFlLfij3ujoiVHrRqYulHwHV9SKCY0lFwCtueA4i1qecfhPRouV8+kF\nF1sbeLjQwkePSqXC00lLYq6JPHPBPVRxWfnoHdQ4adQk5prw1zmUOMqdmFOw72blmSx8fTSe/+2K\nAqBpiAd1PF14rEvdwpGncF/9DUfauzbxY/uROMwWK5m5Jr7//QrdmvgBMH3DcbKNZt4f256gf0wL\njE3O4anVhxnVI4JJvRuXKZkCGaESolZIzTSidc61dRhCiEqyfft2cnJyGDRoEFOnTmX06NEoikL/\n/v3x9/cvvYJaynw1AVNsFKjUuN3zMABZe/4PS8pVco4fIOf4gcKySr4RUMja/F7hNofwhji16kj+\nn7+i8Qkk7Z1XC/fpez+KY6Pmt6wtlSn1wiU8w4JpNfihUsv2eP5Jvpo2h2Xd/oPFZOb2vvfSZlh/\nVCoVQz9cwlfT5rDzzeWoNRq6vvUaJ3PVtFOpGNM2GLOioHMoGHEP8XBhROs6vLknBqui4KVz4Jk7\nw3Bx0LD68CVe/PYMKhW0rePGfQ19UKtUPNc5nA+PxmFRFLRqNc90qEMYiWizclB8WmJVO5KlDymM\nNVMXgj73MirFCqjI1IWATPcrlG+xsutSOmn5Fly0aoL0joX7/HWONPF0YeeldNSqgnuquvy1GmOm\nyYLeoeSZE5kmC/qbuHcq32zFUavm5zNXeXXLCZwc1AzqGIqvk5aPJtxZrqnK/2kfzKWUHIa98wsm\ni0K/dsG0ruvF8Qup7DmVRKiPjjGrDhWWn9CrATtPJGA0Wdj0y0U2/XIRrVaNo1bN59N63vC95MG+\nVSQhIdXWIVQJf39Pu20b2G/7Tsak4unpSqC7fV6Zs9fzdo09t0/uobKd2jjlL2Xz/8j68RsMdz+E\n58PDSj0uNzefmvhXUnmmgyVHXeCdHgNo/ejD9Jn3UqXFcDIxi3k/RaFWqVjyQJMbr8hXQWqrCffM\nc1g0zjgGN+JqWn6lv0d1VRlT/qyKwsGELLRqFW1KGe2pasdiUlm54xwuThreHt4as8XK2t3R9G4V\nRJCnS5VMcSwLX9/Sp1CDjFAJUSkyMjL48ssvSEhIwN/fnz59HsLNrfo8w8LZSYPO2T6TKSGEKAtj\nbBRZe75H4+2LR59Btg6n2vjt828w5eYRdmfJz3OqqHqeLtTzdKFvE/9KTaZUigWXvERynXyxqh3I\ncK2LRe2Er4MTUHsSqpuRb7GSlm/Bz8WB9v6uqMAmydTFq9lkG800qeNOvtnKrzGptI/wwmyxotWo\neaJnxC2PqaIkoRLiJi1atIAlSxaRk/P3jeEzZkwnMnIiEydOtmFkf6sX6GbXoxxCCFGa5DWLwWLG\n9Y6eqLRygemaHpPHU69zB8I63Py9dyk5JlYcvMjwVnUIcXdmZs/6lfuHuqLglhWD1pqHolKT6+yP\nReNcefXXAvkWK7viMkjPN3NPiAeeTrZJBdbvjWHJt2doHurBe2Pb07aeF5sndSbEW1f6wdWQzSaS\nrvzuNB1e+AqjyQLAowt2c/5K5S0LHPneAfafTiq9oBA3YdGiBcybN7tIMgWQk5PNvHmzWbRogY0i\nE0IIcU1ebAzmxHjQaDHcU/p9QrVBwp9nObpxG4qiVEoyBbB0/wV+T8hi74WCi3eVlUypFEvBwhMq\nFbnOvuQ4+ZHr5FcpdddWYQYnPBxv3QqyF69ms+Tb02w/EgdA67petK7ryYAOISiKglqtqrHJFNhw\nhGrrgYv0aRfM9kOxDOgYbqswhCjV3r17mDbtec6ePVvuY+fNm82mTZ8wf/5COnfuUgXRlc3JmFQu\np5vs9h4qIYS4keSvNgPg8fAw1DI6hdmYz6dPTiXh5Bl86ocT0qbii2koikKm0YKbs5bRbYL5IzGL\ne+t7V1qsWnMWrjlxWDTOf63e5wZyCsvNaLGSb1EwOGroGeyGVqWq8ml+RpMFs1VB76Tli8NxrN97\ngVbhnjzYpg5N6rjx7uh2pVdSQ9gkodp/OokwX1eGdq3HpP8dKkyoFm47SWpWPo5aNW+NbMfZ+Aw+\n/imKJWM6AND+hS85+GYfXlh7GEetmkvJ2SSm5/Hm4225PdSTD3edZ9O+aHzdnUnOKLjZNjPXxLR1\nR8jIMZGYnsew7vUY1i2CRxfspkmwB2fi08nKM/PO2A7U8daz7Ks/+b9j8VisCkO71WNI13p8sPMc\n2w7GolJBn3YhPN6zvi0+NnELXLlyhaio2CLbJk2aQGxs7HWOKF1UVBSTJk1gw4Yt1y1jMBjw85OV\nuYQQorLlnDhCxoGfcAiui6Hb/bYOp1qwms3UadmUkDbNbiqZysm38O7Bi1zONPL63Q0Idncm2L1y\np+CpFFArFowaefRHRRktVnbFpWM0K9wb6oHLTazCV1Yf7I7mo73RDLozjCd6RtC/fTCN67gVLltu\nb2ySUG3cG83AzuHUCzDgqFVzLDoFgF6t6vBguxDW/Xied785xd0tgq5bR5CXjtnDWrNhTzSf7Ilm\n4oMurN15jm9evhu1WkXf2T8AcCEpiz5tQ7ivdR0S0nIZvGA3w7oV3OTWoq4nLw9qwVtbT7Dt0CW6\n3ubP7j8S+HxaTyxWhTc/P8GZ+Ay+PHyJTS92B+CxRXvoeps/9QJuvOqHPa9cZa9ty87Oxts7EKOx\n8le+io2NpVOn9tfd7+TkRHJyMnp95T9ZHMDgXvAEcXtemMJev5fX2Hv7hKgqKetXAODa6W5Ualky\n22qx4KjX0W/RLKwWy03VlZyTz29XMqnvrSffqlBZqZSDKRMnUzpZLnUwObiSZmiAVZ4fVWFGi5Vc\ns5UQVyecNVUzKpVjNLPj9yu0DPck1EePVVHQatTonAqmFQZ56QjyqrlT+kpzyxOq9Ox8fjxxheRM\nIx/uPE9mrokPd50HoH0DHwDaRHiz6/crxY7959KlTUM9AAj0dOHI+WQuJmXTMMgNp7/WxW/x15O3\nfQzOrPnhHN8djcPVxQGz5e9KmoZcq0NHUkYeUQmZNA/3RKNWoVGreOmR5nx1+BLxKTkMW/hTQfw5\nJqITs0pNqOz15n97X9ggJiam2AjVkSOHefvtN4mJia5Qnd7ePsycOYs2bdpet4zBYCArK5+srKpb\nociez509tw3su32SKIqqlHvyGNbMNNTOLug73W3rcGwuLzOLVb2H0XHsMNoOH4BaU/57aBRFYX9s\nGq2C3AjxcGFmz/qEebiU+QGopVFbjBhyLgIqNE7eWDQukkxVUK7ZilYNbo5aeoUUjExV5jS/a09e\nUqlUPPvBr/x2MY0hncJ49v5GDO4YyvAu4Wg1teMixi1PqLYeuMjATuFMG1AwxJybb6YEe2SBAAAg\nAElEQVTr9G/xcnXkeEwK97asw6GzV/9KjtQk/vX05rjkbNKz//5j899fh3A/V87EZ5CXb8FBq+Zk\nbBoPdwjl/e/P0KqeF8O6RfDL6cQiidq/v1MRAQbW747CalWwKAqjlu5jev9mNAh0Y01kJ1QqFat3\nnKVxsHuVfDbC9gICAlCpnIpsi4ioz8CBg4uVzcjIoGXLpsUWpPgnnU7P/v2HMRhsu4R6fHIO+Whx\nLL2oEELYBUVRyPiuYKp10LjJqGV0ip8Wv0/S6fOkxxW/aF1Wa36N4/tzydwd4c3otsHUq6RRBwdT\nJiatK1aNEznOAZi0elnB7ybkmCzsisvASaOiRx33wgcqVwZFUdjwy0W2H4lj2sO30SzEg/7tQ+hQ\n35sHW9cBwMWxdi0kfstbu3FfDAtG/n0Tmoujlvta12HT3mi+P3aZNT+cw9XZgbceb4veWYubzoF+\nc3dSP9CNYJ/rT4fyNjgx/r5GDJi/Cy9Xp8ITeVeLQF7dcJwvD13CTeeAVq0qXFnw324L8aBrU38e\nmf8jVqXgHqomIR50bOzLwDd3YzRZaFHXiwAPmccrwM3NjcjIicybN/u6ZSIjJ9o8mQJIyzSi0ubK\nohRCiFojc8c2jOdP4dK8HYaW7WvVg4yvp/uksTi56un89OMVrqOep456njk82Ni3coJSFFxzL+Fk\nyiDb2Z88Jx/ynCpvUYvaKi3fQpbJQrCrC5UxeGixKhyJSqFNPS80ahW7TyZy4Wo2Zy9n0izEg/ta\nBt78m9RgKkWpic8Ar/7seXqOvbYNKta+kp5DpdPpq9VzqOKTc/DxdsMRs61DqRLyvay5ZMqf7dhz\ngmE1m7j0/GNgNuMb+TI+rdpWqL25ufnUxL+SfH0NJCVlFr5Ou3QZY1Y2/o0rtqjW3phUziRnM6pN\nMABmq4L2Zv9Kv/bBqlS45CXgYM4hyyUIq8bpxsddx7/bbO+u195cswVnTcHUvnSjGTdHzU1P8zOa\nLAxe8jPxqbksHtGaOxr4EJWYhZfeEQ/9rZn7Yqvz6+t741t8rqld43FCVIGJEyczevQYtm/fRmJi\nAn5+/jz4YN9qMTJ1TZC3Dn9/g93+US6EEP+Utef/wGxG6xuIS8Nmtg7HpqwWC5ufmkrcsT94cscm\n/BrWK9fxZ65m886Bi7ho1TzY2A9fveNNJ1Nqaz76nHjMWh25zgXPlMp1ovi9GKJc0o1mdsWlE+zq\nRBtfPe4VfGiv0WThhxMJ7DqZwOxBLXBy0NAsxJ32Ed6Fs7Tq+blWZug1niRUQlQCg8GNIUOG2TqM\n68o1msnJM9k6DCGEqHKKKZ/MndtROTjgM36qrcOxueyrKeSmZdDw7q74Nqhb5uNSck14uTjQ0EfP\nI7cHcGeoB76VNBrhaMrA0ZINKnXBSJUkUpUiLjufPItSoVEpRVG4nJpLkJeOfLOVeV+c/H/27js8\nqjJt/Pj3lOktM8nMpBCS0DsRERWk6MqqIK4VBV3X8uq66rKo689e18Lq6uuy66q7ttXV1XfVVbH3\nghVQpAmEEgjpPdPbOb8/gkGkBUgyKc/nurwumZlzzn0mmcm5z/M8900sqbFiSyPjB2Zy++wDL6/f\nF4iEShD6gM2VAZqiulhDJQhCr1f/9IOkGutxHHsSRv+e26/0FQ6/l0ve/jepRKLdF9mfbG7g8WXl\nnH9oHlOLPJw68uD7JCqpCIZkmKgpk6gxk5RsJKE6RDLVAaJJDbMqM9xtwWcxkGXZv7/1pbUhrnl2\nOdXNUd64ZioOi4GbTxvF0Fwn+Zm9t9R5RxIlbwRBEARB6BXi1eWEv/kcAMe0vt3EN9LcwlNzfkPV\n6nUYLGbMzvatBQFYXRNElsHcQQ1g1WQYV3AT1mgVshYHSSJhcIpkqgNUhuK8VtrA5pYokiS1K5mK\nJzXeX1XFPz9ubQeT7TLTHE4waaiXQLR1rfWxo7NFMrUfxAiVIPQBIwrdvbqwgSB0ZxUVFeTk5Owy\nOpBKpfj+++8ZNWpUmiLrfQLvvgKAZewE1IysNEeTXm/c8EdK3l9M3tiRZI8cus/XlzZGqA7GODw/\ng/PH5XHqSD9++4EViPiBkoqSUswkFQtxg4uYMQNNFg08OtLG5igaYNpHvydd1wnFUtjNKl9tqOP6\n51agKhKnTuiHw2Lg1aunYOygBLovEgmVIAiCIHSin/3sZ3z22Wd4PJ6dHq+srOTss8/mu+++S1Nk\nvUuippLQ15+gerPJPG9+usNJu8nzLkQ1GZj2+0v2+dpV1QH++MlmFFliuNeO06xiPpi+RbqGPVKB\nKdFMi62AhGonaO134PsTdhHZ3gLoiGwHzfEkmeY9j0x9sb6OhW+tw+s0s/C8QzlycBbnTy3i52Ny\ncGwf0RLJ1MERCZUg9AGbKltojoHr4G42CoLQTi+++CKvvNI6WqLrOpdddhkGw84XPNXV1Xi9HdTL\nR6Dmb3eClsJ10lxkQ99dL9pUVoHD0g/fkAH84r5b9/ralKajyBKDMq0MyrTyi+E+nOaDuDRsqzEv\nIekpEooFTRKXmh1tbWOENZvqmZbrwmNWd0mmookUn3xfg92sMnGIF6MqU1YfZoDfQUrTURWZS6YP\nTlP0vZP4LReEPiAaSxGOJnCZ+u5FhiB0pWOPPZbly5ej6zpff/01eXl5mM3mtuclSWLEiBGceuqp\naYyy92j55C1SddVIJjOWsYenO5y0iYcjPH32ZUi6xkVvPovJbtvja1dVB3h06TauOqqIfJeZm48e\neFD9ipRUFFukgqgpi7jBSdDaDx1ZrJPqYElNZ2NzBIMio/zordV1nWRKx6DKPPzuBv79+RZG5buY\nOMTLIYVuXr9mGi6ruAboLCKhEoQ+ICfTitfrIBmNpjsUQegTXC4Xf/jDHwDI
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