Skip to content

Instantly share code, notes, and snippets.

@fonnesbeck

fonnesbeck/pediatrics_paper.ipynb

Created May 8, 2015 15:08
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save fonnesbeck/a4c5e23e81fe920fa675 to your computer and use it in GitHub Desktop.
Save fonnesbeck/a4c5e23e81fe920fa675 to your computer and use it in GitHub Desktop.
Download ZIP
Display the source blob
Display the rendered blob
Raw
pediatrics_paper.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pediatrics Paper Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> All studies with successful outcomes reported for early-identified children who are deaf or hard of hearing have intervention provided by specialists who are trained in parent-infant intervention services.[12,90,97] Early intervention programs should develop mechanisms to ensure that early intervention professionals have special skills necessary for providing families with the highest quality of service specific to children with hearing loss. Professionals with a background in deaf education, audiology, and speech-language pathology will typically have the skills needed for providing intervention services. Professionals should be highly qualified in their respective fields and should be skilled communicators who are knowledgeable and sensitive to the importance of enhancing families' strengths and supporting their priorities. When early intervention professionals have knowledge of the principles of adult learning, it increases their success with parents and other professionals.\n",
"\n",
"TJC must be competent to provide services.\n",
"\n",
"**References**:\n",
"1. Yoshinaga-Itano C, Sedey AL, Coulter DK, Mehl AL. Language of early- and later-identified children with hearing loss. Pediatrics.1998;102 :1161– 1171\n",
"2. Moeller MP. Early intervention and language development in children who are deaf and hard of hearing. Pediatrics.2000;106(3) :e43 . Available at: www.pediatrics.org/cgi/content/full/106/3/e43\n",
"3. Calderon R. Parental involvement in deaf children's education programs as a predictor of child's language, early reading, and social-emotional development. J Deaf Stud Deaf Educ.2000;5 :140– 155\n",
"\n",
"\n",
"Purpose of the study is to examine the relationship between highly qualified providers, age of enrollment in intervention, and speech and language outcomes at 4 years of age in a group of children enrolled in school programs that specialize in the development of listening and spoken language.\n",
"\n",
"- Does age of enrollment in intervention impact articulation, vocabulary, and language scores? (age_int)\n",
"- Does place of enrollment in intervention impact articulation, vocabulary, and language scores? (age and age_int)\n",
"- Is there an interaction effect between the place and age?\n",
"- What other factors contribute to the variance?\n",
"- Parental involvement\n",
"- Degree of hearing loss\n",
"- Mother’s education level (mother_ed)\n",
"- Prematurity (premature_weeks)\n",
"- Gender (gender)\n",
"- Language (prim_lang)\n",
"- Number of children in the home (sib)\n",
"- Age when first amplified (age_amp)\n",
"- Additional disability (secondary_diagnosis, known_synd)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Import modules and set options\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"pd.set_option('display.notebook_repr_html', False)\n",
"pd.set_option('display.max_columns', 20)\n",
"pd.set_option('display.max_rows', 100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.4/site-packages/pandas/io/parsers.py:1159: DtypeWarning: Columns (31,33,41) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" data = self._reader.read(nrows)\n"
]
}
],
"source": [
"lsl_dr = pd.read_csv('lsl_dr.csv', index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" redcap_event_name academic_year hl male _race prim_lang sib \\\n",
"0 initial_assessment_arm_1 2005-2006 0 0 0 0 0 \n",
"1 initial_assessment_arm_1 2007-2008 0 0 0 0 2 \n",
"2 initial_assessment_arm_1 NaN 0 NaN NaN NaN NaN \n",
"3 initial_assessment_arm_1 2014 0 NaN NaN NaN NaN \n",
"4 initial_assessment_arm_1 2008-2009 0 0 0 0 1 \n",
"\n",
" _mother_ed father_ed premature_age ... known_synd \\\n",
"0 6 6 8 ... 0 \n",
"1 6 6 2 ... NaN \n",
"2 NaN NaN NaN ... 0 \n",
"3 NaN NaN NaN ... 0 \n",
"4 2 4 9 ... NaN \n",
"\n",
" synd_or_disab race age_test domain school score test_name \\\n",
"0 1 0 NaN NaN NaN NaN NaN \n",
"1 NaN 0 NaN NaN NaN NaN NaN \n",
"2 0 NaN NaN NaN NaN NaN NaN \n",
"3 0 NaN NaN NaN NaN NaN NaN \n",
"4 NaN 0 62 Articulation 522 40 NaN \n",
"\n",
" test_type academic_year_start \n",
"0 NaN 2005 \n",
"1 NaN 2007 \n",
"2 NaN NaN \n",
"3 NaN 2014 \n",
"4 Goldman 2008 \n",
"\n",
"[5 rows x 73 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lsl_dr.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indicator for non-profound hearing loss"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lsl_dr['deg_hl_below6'] = lsl_dr.degree_hl<6\n",
"lsl_dr.loc[lsl_dr.degree_hl.isnull(), 'deg_hl_below6'] = np.nan"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indicator for first intervention outside OPTION"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lsl_dr['int_outside_option'] = lsl_dr.age > lsl_dr.age_int\n",
"lsl_dr.loc[lsl_dr.age < lsl_dr.age_int, 'int_outside_option'] = np.nan"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indicator for high school graduation of mother"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lsl_dr['mother_hs'] = lsl_dr.mother_ed > 1\n",
"lsl_dr.loc[lsl_dr.mother_ed.isnull(), 'mother_hs'] = None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Joint commission benchmark"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 21. , 0. , nan, 25. , 1. , 3. , 12. , 24. ,\n",
" 7. , 46. , 9. , 2. , 15. , 17. , 36. , 18. ,\n",
" 28. , 10. , 48. , 29. , 23. , 30. , 6. , 4. ,\n",
" 20. , 19. , 11. , 8. , 14. , 31. , 16. , 27. ,\n",
" 33. , 22. , 35. , 5. , 13. , 26. , 60. , 32. ,\n",
" 44. , 40. , 1.5, 52. , 43. , 38. , 34. , 54. ,\n",
" 41. , 50. , 51. , 116. , 72. , 42. , 57. , 65. ,\n",
" 78. , 56. , 59. , 83. , 61. , 107. , 64. , 74. ,\n",
" 37. , 77. , 62. , 119. , 88. , 84. , 0.5, 66. ,\n",
" 80. , 58. , 53. , 47. , 81. , 39. , 63. , 140. ,\n",
" 45. , 67. , 49. , 2.5, 86. , 126. , 85. , 133. ,\n",
" 103. , 98. , 87. , 76. , 68. , 92. , 97. , 71. ,\n",
" 55. , 70. , 75. , 152. , 89. , 154. ])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lsl_dr.onset_1.unique()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lsl_dr['ident_by_3'] = ident_by_3 = lsl_dr.onset_1 <= 3\n",
"lsl_dr['program_by_6'] = program_by_6 = lsl_dr.age <= 6\n",
"lsl_dr['jcih'] = ident_by_3 & program_by_6\n",
"lsl_dr.loc[lsl_dr.onset_1.isnull() | lsl_dr.age.isnull(), 'jcih'] = None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create age in years variable"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lsl_dr['age_years'] = lsl_dr.age/12."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Retain only 4-year-olds"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lsl_dr = lsl_dr[(lsl_dr.age_test>=48) & (lsl_dr.age_test<60)]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(5847, 80)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lsl_dr.shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1369,)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lsl_dr.study_id.unique().shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary Statistics for Paper"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"unique_students = lsl_dr.drop_duplicates(subset='study_id')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1369, 80)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_students.shape"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 1351.00000\n",
"mean 29.73131\n",
"std 15.62684\n",
"min 1.00000\n",
"25% 18.00000\n",
"50% 32.00000\n",
"75% 40.50000\n",
"max 68.00000\n",
"Name: age, dtype: float64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_students.age.describe()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.52126099706744866"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_students.male.mean()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 1261.000000\n",
"mean 1.175258\n",
"std 0.930211\n",
"min 0.000000\n",
"25% 1.000000\n",
"50% 1.000000\n",
"75% 2.000000\n",
"max 3.000000\n",
"Name: sib, dtype: float64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_students.sib.describe()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 1369\n",
"mean 0.4704164\n",
"std 0.4993064\n",
"min False\n",
"25% 0\n",
"50% 0\n",
"75% 1\n",
"max True\n",
"Name: degree_hl, dtype: object"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(unique_students.degree_hl == 6).describe()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 1369\n",
"mean 0.3798393\n",
"std 0.485524\n",
"min False\n",
"25% 0\n",
"50% 0\n",
"75% 1\n",
"max True\n",
"Name: degree_hl, dtype: object"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"((unique_students.degree_hl < 6) & (unique_students.degree_hl > 1)).describe()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 846.000000\n",
"mean 0.569740\n",
"std 0.495405\n",
"min 0.000000\n",
"25% 0.000000\n",
"50% 1.000000\n",
"75% 1.000000\n",
"max 1.000000\n",
"Name: mother_hs, dtype: float64"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_students.mother_hs.describe()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 1207.000000\n",
"mean 0.218724\n",
"std 0.413552\n",
"min 0.000000\n",
"25% 0.000000\n",
"50% 0.000000\n",
"75% 0.000000\n",
"max 1.000000\n",
"Name: synd_or_disab, dtype: float64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_students.synd_or_disab.describe()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAYQAAAEQCAYAAACwSgOGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAF+BJREFUeJzt3XuUXWWZ5/HvU0moJOSKICIYEhOEUWKHZiFjJEAoLhNX\n",
"D46MiC5tbS8RvLQsHGhpcNEmy2jLCA7qEjEwyKi06DTipSEXkkiwo41mbA2josXQ3FYLEpJK5VaE\n",
"5Jk/zk48FFXJSVL77KpT389aWanznn32+5wFOb9633efd0dmIklSW9UFSJIGBwNBkgQYCJKkgoEg\n",
"SQIMBElSwUCQJAElBkJEfCUiVkXEjyJiWtHWERH3R8TqiDir7tg+2yVJzRNlfw8hIuYCFwIfBn4M\n",
"dAABLM3M0yMi+movtShJ0ouMbEIf3cBzwHHAQ5m5HSAiOiNiBrVRyovaM7OzCbVJkgrNCIT3ATcA\n",
"LwG6IuJ6aiOBrqKtrZ92A0GSmqjUQIiIv6D22/9vI+JVwCTgg9Q++G8E1lMLhL7aJUlNVFogRMTJ\n",
"wJmZeXnR1Elt2ghqH/wzMrMzItr6au/vvCtWrHDzJUk6AB0dHbG358scIXwHeDwiVgG/ysxLI2Ih\n",
"cC+QwAKAzNwVEQt6t+/Nvt6UJOmFGvllurRAyMxX9tG2DFjWR/tyYHlZtUiS9s0vpkmSAANBklQw\n",
"ECRJQHO+hyBpGFizZs3Zo0ePvmzkyJFjix0I1ESZuaunp2fdpk2bLuvo6Nh1IOcwECQdtJ/97GdX\n",
"T5ky5dKjjz76CLOgOt3d3W/47W9/C3DpgbzeQJB00Nrb28865phjjqi6juFu/Pjxh7S3t8880Ne7\n",
"hiDpoEXEiKprUE3xZd8D4ghBUike/WMXf+juKe38LxvfzrFHTCzt/MORgSCpFH/o7uHWB54o7fzv\n",
"ed0xHHsAk1TTpk1j7dq1HHbYYWQmV111FXfffTcTJkxgxIgRfO1rX2Pq1KkAzJ8/n9WrV7N582Zm\n",
"zpzJkiVL9pxn/PjxdHd3A7B27Vouv/xyVq1aNRBvrTIGgqRhpX7R+6tf/SpPPfUUv/zlLwHYsmUL\n",
"Y8eO3fP84sWLue2221i7di1f+MIX+j1PX4+HIgNB0rBSf1OwxYsX8+1vf3vP40MPPfSAzlP2jcaa\n",
"xUCQNGw98sgjTJs27YBeu23bNs466ywyk+7ubiZMmDDA1TWfgSDtp3W/ePiaDc9snVJF35MPH/vY\n",
"zJOmL6yi71Z0MNM8Y8eOZeXKlUBtDeGKK64YqLIqYyBI+2nDM1unLL3zwelV9H3eBSdW0W1LyUza\n",
"2mpXZk6bNo3Ozk6OO+64fbxqePB7CJJa3q5dtZ0c1q9fT09PD5MmTQJqVxF98pOf3PP8xo0b2bhx\n",
"44te39caQausG9RzhCCppWUmb3zjG9myZQs9PT18+ctf3vPc/PnzefTRR5k1axYTJ05k1KhRfP7z\n",
"n39BYNx///1s3ryZ3//+9y+47LQVrirqzUCQVIqXjW/nPa87ptTzNyIiXvBB3vu5RYsWsWjRoj6f\n",
"X7x4cb/n3bRp056fTz755D3rCUOZgSCpFMceMfGAvjim6riGIEkCDARJUsFAkCQBBoIkqWAgSJIA\n",
"A0GSVPCyU0mleOrfN9C1YUtp5584+VCOPGpyaecfCPX3XgAG/f0XDARJpejasIXVSx8q7fynn3f8\n",
"oA+E3t9mHuz3X3DKSFJLmzt3LjfccAPnn38+J5xwAl/84heB2vbVH/jAB5g9ezannnrqnnaA++67\n",
"j3POOYfLL7+cuXPncsopp/Dss8/ud9+99ztavHgxn/jEJ/Y8PvTQQxv+YG/G/RcMBEkt74knnuD7\n",
"3/8+S5Ys4dprrwVg0aJFTJo0iTVr1nDfffdx++23v2AK5qGHHmL+/PmsWrWK17zmNdx1110HXcdA\n",
"3H9h7ty5XHLJJQddS18MBEkt7+1vfzsAU6dOpaurC4AlS5Zw8cUXAzB69Gje+973cs899+x5zaxZ\n",
"szj++OOB2lpA/S6od9xxB3PmzGHOnDmcfvrpPP/88w3VMRD3X1i1ahU33XTTAZ9nb1xDkDRs9Z6G\n",
"afQD+6KLLuKiiy5q6Py7770Ag//+C44QJA0ru0Ng3rx53HjjjQBs3bqVW265hXnz5h30+fu79wIM\n",
"/vsvOEKQ1NL6uzrnqquu4tJLL+X1r389O3fu5N3vfjdnnnnmQfW1t3svwOC//0IMtbv+rFixIjs6\n",
"OlrvzhQaMlYvX3dzhbfQfPj0c2a+v4q+92bdunU/mjlz5hn1bX4PoRrr1q27b+bMmWf2bm/ks9MR\n",
"gqRSHHnUZD+whxjXECRJgIEgSSoYCJIkwECQNAAyc2fVNagmM3cd6GsNBEkHraenZ+UTTzzxx6F2\n",
"1WKr6e7ufq6np2fdgb7eq4wkHbRTTjll0Zo1a3769NNPf2zkyJFjIsJfNpssM3f19PSs27Rp02UH\n",
"eg4DQdKAmD179gpgRdV16MCZ4pIkwECQJBUMBEkSYCBIkgoGgiQJMBAkSQUDQZIElBgIEXFaRDwQ\n",
"EdfWtd0aET+JiJUR8a669o6IuD8iVkfEWWXVJEnqX5lfTGsHPg3MrmtL4K2Z+fjuhqjdBmgh0AEE\n",
"sBRYWWJdkqQ+lDZCyMwVwIZezdFHn8cBD2Xm9szcBnRGxIyy6pIk9a3ZW1d0A7dHxHrgssx8GHgJ\n",
"0BUR11MLjK6irbPJtUnSsNbUQMjMjwJExCzgc8CbgfXAJOCD1ALhxqJNktREzbjKqK+bOm8HdhQ/\n",
"d1KbNtp97IzMdHQgSU1W2gghIj4OzAOOjIgJmXlxRHwLOIra1NGHobZla0QsAO6ltui8oKyaJEn9\n",
"Ky0QMvOzwGd7tb2tn2OXA8vLqkWStG9+MU2SBBgIkqSCgSBJAgwESVLBQJAkAQaCJKlgIEiSAANB\n",
"klQwECRJgIEgSSoYCJIkwECQJBUMBEkSYCBIkgoGgiQJMBAkSQUDQZIEGAiSpIKBIEkCDARJUsFA\n",
"kCQBBoIkqbDPQIiIic0oRJJUrUZGCL+MiP8ZEaeWXo0kqTKNBMIM4AfA1RHx84i4JCLGlVyXJKnJ\n",
"9hkImfl8Zn43M88HPgRcCTwWEdcZDJLUOhpZQzgkIi6KiCXAF4FPA8cC/wz8Y8n1SZKaZGQDx3QC\n",
"9wBXZ+bauvY7I+Ij5ZQlSWq2RgLh1Zm5uZ/nDARJahGNrCH0FwZk5q8HthxJUlX2OUKIiPdl5i29\n",
"2j6SmV8qrywNBet+8fA1G57ZOqWKvicfPvaxmSdNX1hF31KramTK6D3ALb3aLgQMhGFuwzNbpyy9\n",
"88HpVfR93gUnVtGt1NIOdOuKEQNahSSpco0EwlMRce7uBxHxZuCZ8kqSJFWhkSmjy4DvRcQnqY0M\n",
"2oE3lVmUJKn59hkImflYRJwMHF80PZSZu8otS5LUbI2MECgC4Dcl1yJJqlAjl50eBvwXYFJ9e2Ze\n",
"X1ZRkqTma2SEsBT4v8AjJdciSapQI4GwOTP/quxCJEnVauSy07URcfy+D5MkDWWNjBD+DFgeEf9a\n",
"31jcH0GS1CIaCYRPlV6FJKlyjXwP4b5mFCJJqlZDexlFxNSImFf3+NDySpIkVaGRW2i+E/gH4DN1\n",
"zfeUVpEkqRKNjBA+BJwBbKhri3LKkSRVpZFAeD4zn9v9ICLGAWPKK0mSVIVGAuGnEfH3wISI+M/A\n",
"3cA39/WiiDgtIh6IiGvr2joi4v6IWB0RZ+2rXZLUPI1cdnolMB/4N+CdwI2Z+Q8NvK4d+DQwGyAi\n",
"AlgIdFCbcloKrOyvfb/ehSTpoDVy2eku4KbiT8Myc0VEnFHXdBy1rbO3A0REZ0TMoDZKeVF7Znbu\n",
"T3+SpIPT0PbXA+QlQFdEXE9tJNBVtLX1024gSFITNbL9dTeQvdszc8J+9rWe2hbaH6T2wX9j0dbW\n",
"T7skqYkamTIaX/84ImYDJ+9HH7svUe2kNm20u21GZnZGRFtf7ftxfknSANjvKaPMXBMRb9vXcRHx\n",
"cWAecGRETMjMiyNiIXAvtRHHguJ8uyJiQe92SVJzNTJl9Oe9ml4KnLqv12XmZ4HP9mpbBizr49jl\n",
"wPJ9nVOSVJ5GRgjX9Xr8LPC3JdQiSapQI2sIc5tRiPbful88fM2GZ7ZOqar/kSPbZgHdVfUvaWA1\n",
"87JTDbANz2ydsvTOB6dX1f+5F5w4jooCYey4Q2atXr7u5ir6NgjVqhpZQ1hFH5ed7paZbjWhptuy\n",
"+blxyyoKwyqDUCpTIyOEB4CN/Gkx+MLi7++UUpEkqRKNBMJJmXlu3eO1EfGjzLyyrKIkSc3XyG6n\n",
"x0TEEbsfRMREaltLSJJaSCMjhM8C/xoRK6itJcwB/q7UqiRJTdfIZae3RcQy4HXUAuGKzHy69Mok\n",
"SU3V0GWnmfnvwPdKrkWSVKFG1hCIiHcW+w0RNbPLLUuS1Gz7DISIuI7a3kXnAWRmAtfu9UWSpCGn\n",
"kRHC6zLzr4FtdW39flFNkjQ0NRIIbRExkiIEImI6bnkhSS2nkQ/2L1O7V8EriumjC4H3l1qVJKnp\n",
"Grns9JsR8QugA3geOCMzHym9MkmDSpW7604+fOxjM0+avrCKvoeTRi87/TXw65JrkTSIVbm77nkX\n",
"nFhFt8NOI1cZvaIZhUiSqtXIovIPSq9CklS5RgJhe+lVSJIq10gg3BwR10XEYfV/Sq9MktRUjSwq\n",
"X138fUFdWwKvHPhyJElVaeSy02nNKESSVK2GNreTJLW+fgMhIu6o+/mvm1OOJKkqexshvLzu5zeX\n",
"XYgkqVp7CwR3NJWkYWRvi8rHRMTHgACmFD/vkZnXl1rZEFHl/i4jR7bNArqr6FtS69lbINwGjC9+\n",
"/nrdz6pT5f4u515w4jgMBEkDpN9AyMwFzSxEklQtLzuVJAEGgiSpYCBIkgADQZJUMBAkSYCBIEkq\n",
"GAiSJMBAkCQVDARJEmAgSJIKBoIkCWjsnsqSBomx4w6ZtXr5upur6NvddVufgSANIVs2Pzdumbvr\n",
"qiROGUmSAANBklQwECRJgIEgSSoYCJIkoIJAiIhbI+InEbEyIt5VtJ0dEfdHxOqIOKvZNUmSqrns\n",
"NIG3ZubjABERwAKgAwhgKbCygrokaVirYsooevV7HPBQZm7PzG1AZ0TMqKAuSRrWqhghdAO3R8R6\n",
"4GPAS4CuiLieWlh0FW2dFdQmScNW0wMhMz8KEBGzgP8O/A0wCfggtUC4EVjf7Lokabir8iqj7cAO\n",
"4GFq00ZQC4QZmenoQJKarOkjhIj4FnAUtamjD2fmrohYANxLbcF5QbNrkiRVM2X0tj7algPLm12L\n",
"JOlP/GKaJAkwECRJBQNBkgQYCJKkgoEgSQIMBElSwUCQJAEGgiSpYCBIkoBqdjutxOrfPH7Nk109\n",
"UwCOntj+2On/4RULq65JkgaTYRMIT3b1TLn+/semA3xszpSqy5GkQccpI0kSMIxGCJKGrrHjDpm1\n",
"evm6m6voe/LhYx+bedL0YTHFbCBIGvS2bH5u3LI7H5xeRd/nXXBiFd1WwikjSRJgIEiSCgaCJAkw\n",
"ECRJBQNBkgQYCJKkwpC/7HTDhg3H/u7BP3xm29YdPXs77rCRbbP/aur4CQCHbdn+8h8t/dWtB9t3\n",
"W1u0jRzZ9vKDPY8kDQZDPhCAMb984PFpj3au3763g9onjRn/9NYdowHWjx2VPRu3TT3Yjg9pH9l2\n",
"9ptePQrYaxhJ0lDQCoFwwMZOHH3szojRIzK3b+3a/mjV9UhSlYb1GsLOiNFPb90xZmfE6KprkaSq\n",
"DetAkCT9iYEgSQIMBElSwUCQJAEGgiSpYCBIkgADQZJUMBAkSYCBIEkqGAiSJKA19jIaM2rUiHHt\n",
"o0eOGjVm1JE7khEA7k8kSfunFQLhZVtHxCs3jWjbOXlkW9vTXT07AF46dtQBncwN7yQNVy0xZfT8\n",
"zty5fceunQNxLje8kzRctUQgSJIOnoEgSQIMBElSwUCQJAEGgiSpYCD0Y9QhI8a1Txpz/NiJo4+t\n",
"uhZJagYDoR87M0d4+amk4cRAkCQBBoIkqWAgSJKAQRYIEdEREfdHxOqIOKvqeiRpOBk0m9tFRAAL\n",
"gQ4ggKXAykqLkjTsjR13yKzVy9fdXFX/kw8f+9jMk6YvbEZfgyYQgOOAhzJzO0BEdEbEjMzsrLgu\n",
"ScPYls3PjVt254PTq+r/vAtObFpfgykQXgJ0RcT11EYIXUWbgSBJTTCYAmE9MAn4ILVAuLFo26fX\n",
"vvaoncdOnbxj1Mi2tsM3bt8FcPSE9p0jduzctvuYnaNG7HxyU88LntvdVn/s7raXTxydR3Rt39X7\n",
"PPVGjGgb0dYWcVDvWpIGicjMqmsAICLagNXA2dQWu5dl5mm9j1uxYsXgKFiShpiOjo69/gI7aAIB\n",
"ICLOAf4OSGBhZi6vuCRJGjYGVSBIkqozqL6HIEmqjoEgSQIMBElSYUgFQitvbRERp0XEAxFxbdW1\n",
"lCEivhIRqyLiRxExrep6BlpEfCoiVkbE8lZ8fwARcUhE/FtEfKjqWgZaRNwaET8p/hu+q+p6BlpE\n",
"HF28t9URcV1/xw2m7yHs1TDY2qId+DQwu+pCypCZlwBExFzgb6h936RlZOYnACLiDcCVwMXVVlSK\n",
"S4C1VRdRkgTempmPV11IST4HXJ2ZP9nbQUNphLBna4vM3AZ0RsSMqosaKJm5AthQdR1N0A30VF1E\n",
"iU4FflN1EQMtIsYA5wLfq7qWkgRD6/OwYcV3vGbsKwxgCI0QcGuLVvE+4IaqiyhDRNwHHAW86AuV\n",
"LeCjwJeAI6supCTdwO0RsR64LDMfrrqgAXQEMDoivgtMAL6Umd/t68ChlIi7t7a4qvgzmQa3ttDg\n",
"EBF/QW2U99uqaylDZp4BvAP4X1XXMpAiYgIwJzOX7G6qsp4yZOZHM/MNwDXUpldayXpgI/BfgXnA\n",
"VcWI70WG0gihk9q0EdT+h2zVnVBb7h8bQEScDJyZmZdXXUvJnqI2H91KTgPaI+J24JXAiIhYlZm/\n",
"rriuMmwHdlRdxEDKzOcj4nHgqMx8MiK293fskAmEzNwVEQuAe6n9g1tQcUkDKiI+Ti29j4yICZnZ\n",
"aouS3wEej4hVwK8y89KqCxpIEXEHcDiwDfhIxeUMqMy8G7gboLgCZ1yrhUFEfIvadF838OGKyynD\n",
"lcDiYrT3nWId9kXcukKSBAytNQRJUokMBEkSYCBIkgoGgiQJMBAkSQUDQZIEGAgawiLilRGxKyLe\n",
"XkHfF0fERc3ud39ExOcj4s+qrkNDh99D0JAVEX8LvBYYnZlvbmK/84DzM3NQ79gaEYcCPwAuyMyN\n",
"Vdejwc8RgoayC4DLgFdFxPjdjRExLiJ+GBH3RcTPI2JZRLyl7vl3RMQ/F/fW6Hdv+L34NHBFfUNx\n",
"n4fX1T2+KyLObaTPiHhLRNwTET+OiLUR8aq6546NiHURsTAi/iUi7q17rj0iFhf7+K+OiEX1583M\n",
"LcD/AK4+gPeoYchA0JBUfGhuzMw/AHcBb6p7+v3Az4vN5r4H/Etm/u/ida8G5gNnZOYc4JCIeOd+\n",
"9HsS8GRmbu711E3Ae4tjXgocn5nLGuxzZWbOy8zTgK8DH+t17uOobfdxamaeXdd+HnBEZr4+M0/P\n",
"zL4++JcAFzb6/jS8DZm9jKRe3gpMjYg1wBhqU0ffKJ7bBhxb/DwZqN/KuAN4BbCsuOnSGODZ/eh3\n",
"OvBkH+3/CCyMiHbgncDXGu0zM58t5vpfCxxPbU+der/bHWi9rAGuiIivAz8E7srMF9xrIjOfi4hR\n",
"EdHe+zmpNwNBQ9VbgFN2z41HxK8iYmJmdgGLgZ9FxE+A/0Ptt/fdnqf2wfnfDrDfLdQ+0F+g+OD9\n",
"XlHXO4D/1GifEXFr8eN3qN2R7OhGCsnMZ4A5EXEC8JfUNjA7qY9DRxgGaoRTRhpyiimYTb0WSpdR\n",
"W1OA2k14flhMpXw4M5+vO24JcGFETK873/5sOf5z4IR+nlsMfArozMw/7kef51O7peg9wJ/z4i3Q\n",
"+6xv9zmK+0t8BjiqWEiuP+YY4Hf7eE8SYCBoaHor8E+92v6JP82V/z/gXcVC6+qI+EFEnAKQmY9Q\n",
"W2P4RrHA+2Pg9Y12XHzQ/yYi/mMfzz0EPA18pVf7vvr8FPArYDm122++rPep+ynnhIj4aUSsBlYA\n",
"VxQLyfU+AHyxoTenYc/LTtVyImIhtTuzfbN4/Dmgp59F1wM5/2HA7cBf1o8EIuIVwDeKxezKRcRc\n",
"ajW+t+paNDQ4QlArWgdcWlx2+mOgndqUyoDIzGeB9wAnQm3qJiJ+SG1heTDdHOdIaiMTqSGOECRJ\n",
"gCMESVLBQJAkAQaCJKlgIEiSAANBklQwECRJAPx/whA0pgiIRHcAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10cc593c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grouped_age = unique_students.replace({'jcih':{1:'JCIH', 0:'non-JCIH'}}).groupby('jcih')['age_years']\n",
"fig, ax = plt.subplots()\n",
"\n",
"for k, v in grouped_age:\n",
" v.hist(label=k, alpha=.75, ax=ax, grid=False)\n",
"\n",
"ax.legend()\n",
"plt.xlabel('Age (years)'); plt.ylabel('Frequency');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Receptive Language Test Score Model"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" redcap_event_name academic_year hl male _race prim_lang sib \\\n",
"24 initial_assessment_arm_1 2007-2008 0 0 0 0 0 \n",
"77 initial_assessment_arm_1 2010-2011 0 1 0 0 0 \n",
"126 initial_assessment_arm_1 2011-2012 0 1 0 0 2 \n",
"139 initial_assessment_arm_1 2011-2012 0 1 0 0 0 \n",
"156 initial_assessment_arm_1 2011-2012 0 1 1 0 2 \n",
"\n",
" _mother_ed father_ed premature_age ... test_name test_type \\\n",
"24 6 6 8 ... PLS receptive \n",
"77 3 1 8 ... PLS receptive \n",
"126 6 6 8 ... CELF-P2 receptive \n",
"139 6 6 3 ... PLS receptive \n",
"156 0 6 8 ... PLS receptive \n",
"\n",
" academic_year_start deg_hl_below6 int_outside_option mother_hs \\\n",
"24 2007 0 1 NaN \n",
"77 2010 0 1 0 \n",
"126 2011 0 1 NaN \n",
"139 2011 0 1 NaN \n",
"156 2011 0 1 0 \n",
"\n",
" ident_by_3 program_by_6 jcih age_years \n",
"24 False False 0 2.250000 \n",
"77 False False 0 4.166667 \n",
"126 True False 0 4.166667 \n",
"139 False False 0 3.666667 \n",
"156 True False 0 3.333333 \n",
"\n",
"[5 rows x 80 columns]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Filter domain and English-only, and appropriate bilateral subset\n",
"receptive_language_dataset = lsl_dr[(lsl_dr.domain=='Language') & (lsl_dr.test_type=='receptive') &\n",
" (lsl_dr.non_english==False)]\n",
"\n",
"receptive_language_dataset.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the size of the resulting dataset to be used in this analysis"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(901, 80)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"receptive_language_dataset.shape"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mean_score = receptive_language_dataset.groupby('study_id')['score'].mean()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"receptive_language_dataset = receptive_language_dataset.drop_duplicates('study_id')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"receptive_language_dataset = receptive_language_dataset.set_index('study_id')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"receptive_language_dataset['mean_score'] = mean_score"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Specify criterion to use: `jcih`, `ident_by_3`, `program_by_6`"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"criterion_labels = {'jcih': 'JCIH',\n",
" 'ident_by_3': 'Diagnosed by 3 months',\n",
" 'program_by_6': 'Intervention by 6 months'}\n",
"\n",
"criterion = 'jcih'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Proportion of missing values for each variable"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"age_years 0.01\n",
"school 0.00\n",
"score 0.00\n",
"male 0.00\n",
"time 0.06\n",
"family_inv 0.19\n",
"sib 0.07\n",
"deg_hl_below6 0.05\n",
"mother_hs 0.32\n",
"synd_or_disab 0.13\n",
"jcih 0.27\n",
"dtype: float64"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"covs = ['age_years', 'school', 'score', 'male', 'time',\n",
" 'family_inv', 'sib', 'deg_hl_below6', 'mother_hs', 'synd_or_disab'] + [criterion]\n",
"(receptive_language_dataset[covs].isnull().sum() / receptive_language_dataset.shape[0]).round(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Drop individuals with missing `age`, since there is <1% of them"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"receptive_language_dataset = receptive_language_dataset[receptive_language_dataset.age.notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAmQAAAF/CAYAAADn6NV5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAG1BJREFUeJzt3X+w3WddJ/D3Jw2k4UcIVpZAQS+QSNyd3UWZpSMWI0nF\n",
"0RWUVdA/+FFxWa0CzrqiQLtD021ZwaWji2N1UUH8gYK70NEBmrZpaMFanPqjjkhpLBmwQ3AoJS2a\n",
"BGOf/eN8g7eXe5OT3PO9z03u6zVz5p7znHue7+c+c5rz7vN8z/Ot1loAAOhnXe8CAADWOoEMAKAz\n",
"gQwAoDOBDACgM4EMAKAzgQwAoLPRAllVbaqqm6pq7/Dzi0P7RVV1S1XdXFU7xzo+AMCZolZiH7Kq\n",
"+ndJXp3kvyT5SJJdSSrJda21bxu9AACAVWyllixfneRtSbYlubO1dqS1djjJ/qraukI1AACsSuvH\n",
"PkBVfU2SJ7fW7qiqb0lyqKquzmSG7FCS85LsH7sOAIDVavRAlsky5duH+/cm2ZzkkkwC2TVD26Ju\n",
"vPFG13UCAM4Yu3btqtN53aiBrKrOSfL8JM8ZmvZnsmyZTALZ1tbaCWfHTvcPAwBYScuZSBp7huyF\n",
"Sf6wtfZgkrTWHqyq3UluSNKS7B75+AAAq96ogay19geLtF2f5PoxjwsAcCaxMSwAQGcrcVI/cIa5\n",
"7a573nnw/qNzy+1ny6YNBy7Ydv7Fy68I4OwmkAFf5eD9R+eu3Htgx3L7uWzn3AyqATj7WbIEAOhM\n",
"IAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCAD\n",
"AOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDo\n",
"TCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6Ewg\n",
"AwDobH3vAoCJ2+66550H7z86t5w+tmzacOCCbedfPJuKAFgpowayqjo/yW8Nx/nT1tp/q6qLkrwx\n",
"SUtyeWtt75g1wJni4P1H567ce2DHcvq4bOfcjKoBYCWNPUP2v5Jc2lq7NUmqqpLsTrIrSSW5LolA\n",
"BgCsaaOdQ1ZV65JsPR7GBtuS3NlaO9JaO5xkf1VtHasGAIAzwZgzZI9Lcm5VvS/JpiS/lORgkkNV\n",
"dXUmM2SHkpyXZP+IdQAArGpjBrJ7k3wxyfcPx/loklck2ZzkkkwC2TXD7wEArFmjLVm21o4l+UyS\n",
"J7TWvpzkSCYzYduGX6lMljTNjgEAa9rYJ/W/Lsnbq2pTkve01g5X1RVJbsjkW5a7Rz4+AMCqN2og\n",
"a619Osl3L2jbk2TPmMcFADiT2KkfAKAzO/UDq9osrmCQuIoBsLoJZMCqNosrGCSuYgCsbpYsAQA6\n",
"E8gAADqzZAlnkc0b12+/9va79y23n3PW1fYZlAPAlAQyOIvcd/jYuVfN4HyrS3fOHZpFPQBMx5Il\n",
"AEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGc2hmXNuu2ue9558P6jc8vtZ8um\n",
"DQcu2Hb+xcuvCIC1SiBjzTp4/9G5K2ewq/1lO+dmUA0Aa5klSwCAzgQyAIDOBDIAgM4EMgCAzgQy\n",
"AIDOBDIAgM4EMgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDOBDIAgM4EMgCA\n",
"zgQyAIDOBDIAgM4EMgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDORg1kVfWOqrq1qvZW1cuGtouq6paq\n",
"urmqdo55fACAM8H6kftvSV7cWvtMklRVJdmdZFeSSnJdkr0j1wAAsKqNvWRZC46xLcmdrbUjrbXD\n",
"SfZX1daRawAAWNXGniF7IMnvVtW9SX4qyXlJDlXV1ZmEtUND2/6R6wAAWLVGDWSttdckSVU9I8nP\n",
"J/mZJJuTXJJJILsmyb1j1gCQJJs3rt9+7e1371tuP1s2bThwwbbzL15+RQD/YuwZsuOOJPmnJH+b\n",
"ybJlMglkW1trZseA0d13+Ni5V+09sGO5/Vy2c24G1QA81KiBrKp+L8kTMlm6/InW2oNVtTvJDZmc\n",
"8L97zOMDAJwJxl6y/KFF2q5Pcv2YxwUAOJPYGBYAoDOBDACgM4EMAKAzgQwAoDOBDACgM4EMAKAz\n",
"gQwAoDOBDACgM4EMAKAzgQwAoDOBDACgM4EMAKAzgQwAoDOBDACgM4EMAKCz9b0LAM5emzeu337t\n",
"7XfvW04f56yr7TMqB2DVEsiA0dx3+Ni5V+09sGM5fVy6c+7QrOoBWK0sWQIAdCaQAQB0JpABAHQm\n",
"kAEAdCaQAQB0JpABAHQmkAEAdGYfMlimWWx+mtgAFWAtE8hgmWax+WliA1SAtcySJQBAZwIZAEBn\n",
"AhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnJw1kVfWYlSgEAGCt\n",
"mmaG7C+r6jeq6oLRqwEAWIPWT/E7W5M8P8mlVfXEJL+W5Ldba18atTKAs9Rtd93zzoP3H51bbj9b\n",
"Nm04cMG28y9efkVAbycNZK21Y0nel+R9VfWsJO9J8qaqekeSN54smFXVw5N8MslbWmu/XFUXJXlj\n",
"kpbk8tba3uX+EQBnkoP3H527cu+BHcvt57KdczOoBlgNThrIhkD1wiQ/nOSxSd6U5N1JviPJ/03y\n",
"nSfp4seS3D70VUl2J9mVpJJcl0QgAwDWtGnOIdufZGeSS1trF7TW/k9r7YHW2v9L8rATvbCqNiZ5\n",
"XpJrh6ZtSe5srR1prR1Osr+qti6jfgCAM94055D96xMsS77qJK99TZJfSvL44fF5SQ5V1dWZzJAd\n",
"Gtr2T1EHAMBZ6aQzZCc6R6y19vGlnquqTUme01r70PGmJPcm2ZzkDcPtsUMbAMCaNc0+ZD+ySNvJ\n",
"ZsaS5MIkG6rqd5NckuTiJOdmsmyZTALa1taa2TEAYE2bZsnyh5P8+oK2F2WyFLmk1toHknwgSarq\n",
"ZUke1Vq7o6quSHJDJt+y3H3KFQMAnGWmCWSLOedUfrm19q559/ck2XOaxwUAOOtME8g+V1XPG4JU\n",
"quqFST4/blmsNjayBIDxTBPI/muSa6vq8kxmxjYk+d4xi2L1sZElAIxnmp36P11Vz0zy9KHpztba\n",
"g+OWBQCwdkx1DtkQwP5m5FoAANakaS6d9DVJvi+T/cO+orV29VhFAQCsJdPMkF2X5K+TfGrkWgDo\n",
"YBZf2vGFHVieaQLZl1prF49dCAB9zOJLO76wA8szzcXFb6+qp5/81wAAOB3TzJD9+yTXV9VfzG9s\n",
"rb1gnJIAANaWaQLZlaNXcZb5qwOf/ekjxx7ctJw+KsnTznvErz72sY+9Z0ZlAQCr1DT7kH14JQo5\n",
"m/zN3//jK99+2z3fsJw+/s2WR+aNFz31xiQCGQCc5abah6yq5pJ8Y2vtg8PjR7bW/mHEus5oR489\n",
"+M9fPHJsWX186eg/z6gaAGC1O+lJ/VX1kiTvTvI/5zV/cLSKAADWmGm+ZfnjSXYkuW9eW41TDgDA\n",
"2jNNIDvWWvvy8QdV9agkG8crCQBgbZnmHLI/qaqfS7Kpqp6f5LVJfmfcsuDEZrGz+DnravuMygGA\n",
"ZZkmkL0uySuTHEjykiTXtNbePWZRcDKz2Fn80p1zh2ZVDwAsxzTbXjyY5FeHGwAAMzbNOWQAAIzo\n",
"pDNkVfVAkrawvbW2rJ3oAQCYmGbJ8tHzH1fVs5M8c7SKAADWmFNesmyt/XGSbSPUAgCwJk2zZPnN\n",
"C5r+VZILxikHAGDtmWbbi7cuePyFJK8foRYAgDVpmnPInrsShbA2bN64fvu1t9+9b7n92NSVXmbx\n",
"Hvb+BRaaZoYMZua+w8fOvWqZG7omNnWln1m8h71/gYWmOYfspiyy7cVxrbWdM60IAGCNmWaG7GNJ\n",
"vphkz/D4RcPP945SEQDAGjNNIPum1trz5j2+var2tdZeN1ZRAABryTT7kD2pqh53/EFVPSbJeeOV\n",
"BACwtkwzQ/bmJH9RVTdmci7Zc5K8cdSqAADWkGm2vfjNqtqT5FmZBLLXttb+fvTKAADWiKm2vWit\n",
"fTbJtSPXAgCwJk11LcuqeklV7R7u13CBcQAAZuCkgayq3prJtSu/M0laay3JW0auCwBgzZhmhuxZ\n",
"rbVXJzk8r23JjWIBADg10wSydVW1PkMIq6qnxSWXAABmZppg9ctJbkjy5GH58kVJ/vOoVQEArCHT\n",
"bHvxO1X150l2JTmWZEdr7VOjVwYAsEZMu+3Fx5N8fORaAADWpGm+Zfnk0+28qq6sqr1VdX1VPWVo\n",
"21VVt1TVzVW183T7BgA4W0wzQ/aHSZ5xOp231i5Lkqr61iQ/W1WXJLkik+XPSnJdkr2n0zcAwNli\n",
"mm9ZHpnBcS5I8okk25Lc2Vo70lo7nGR/VW2dQf8AAGesaWbIfm34duVV8xtba1+Y5gBV9eEkT0hy\n",
"YZKnJTlUVVdnMkN2KMl5SfafStFrxae+cPh1N9993+7l9rNl04YDF2w7/+IZlAQAjGCaQHbp8PM/\n",
"zWtrSZ46zQFaazuq6j8keVeSVyfZnOSSTALZNUnunbraNeaz9x/dcuXeA6e1XDzfZTvnZlANADCW\n",
"aba9eMoMjvO5TELc32aybJlMAtnW1prZMQBgTRt1x/2q+v0kX5vJZZde1Vp7cLhI+Q2ZBLRlL8cB\n",
"AJzplgxkVfX7rbUfHO6/urX2tlPt/PjrF7Rdn+T6U+0LAOBsdaIZsifOu//CJKccyFgdNm9cv/3a\n",
"2+/et5w+zllX22dUDgCwwIkCWVuxKhjVfYePnXvV3gM7ltPHpTvnDs2qHgDgoU4UyJ5UVT+Vycn3\n",
"Xzfc/4rW2tWjVgYAsEacKJD9ZpJHD/d/a959AABmaMlA1lrzDUgAgBUwzaWTAAAYkUAGANCZQAYA\n",
"0JlABgDQmUAGANDZqNeyBGA8s7gKR+JKHLAaCGQAZ6hZXIUjcSUOWA0sWQIAdCaQAQB0JpABAHQm\n",
"kAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpAB\n",
"AHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0\n",
"JpABAHQ2aiCrql+pqpuqal9VPWVo21VVt1TVzVW1c8zjAwCcCdaP2Xlr7ceSpKqem+S1VfUTSa5I\n",
"sitJJbkuyd4xawAAWO1WasnygSRfTrItyZ2ttSOttcNJ9lfV1hWqAQBgVRp1hmyeH0nyi0nOS3Ko\n",
"qq7OZIbs0NC2f4XqAABYdUYPZFX1PZnMin2iqr4hyeYkl2QSyK5Jcu/YNQAArGZjn9T/zCTf3lr7\n",
"haFpfybLlskkkG1trZkdAwDWtLFnyN6b5DNVdVOSO1prP1lVVyS5IUlLsnvk4wMArHpjf8vyqYu0\n",
"7UmyZ8zjAgCcSWwMCwDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlA\n",
"BgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA\n",
"0JlABgDQmUAGANCZQAYA0JlABgDQ2freBQBw5tu8cf32a2+/e99y+9myacOBC7adf/HyK4Izi0AG\n",
"wLLdd/jYuVftPbBjuf1ctnNuBtXAmceSJQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBA\n",
"ZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZ6MGsqq6sKo+VlVvmde2q6puqaqbq2rnmMcH\n",
"ADgTrB+5/w1J3pTk2UlSVZXkiiS7klSS65LsHbkGAIBVbdQZstbajUnum9e0LcmdrbUjrbXDSfZX\n",
"1dYxawAAWO3GniFb6Lwkh6rq6kxmyA4NbftXuA4AgFVjpQPZvUk2J7kkk0B2zdAGALBmrdS3LGv4\n",
"uT+TZcvjbVtba2bHAIA1bdQZsqr62STfleTxVbWptfajVXVFkhuStCS7xzw+AMCZYNRA1lp7c5I3\n",
"L2jbk2TPmMcFADiT2BgWAKAzgQwAoDOBDACgM4EMAKAzgQwAoDOBDACgs5XeqR8ARnfbXfe88+D9\n",
"R+eW08eWTRsOXLDt/ItnUxGcmEAGwFnn4P1H567ce2DHcvq4bOfcjKqBk7NkCQDQmUAGANCZQAYA\n",
"0JlABgDQmUAGANCZQAYA0JlABgDQmX3IAGARmzeu337t7XfvW24/NphlGgIZACzivsPHzr1qmZvL\n",
"JjaYZTqWLAEAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6szEsAKvGrHbHP2dd\n",
"bZ9BObBiBDIAVo1Z7Y5/6c65Q7OoB1aKJUsAgM4EMgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDOBDIA\n",
"gM4EMgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDOXFwcAEa0eeP67dfefve+5faz5dEPf9LBB778d737\n",
"SJItmzYcuGDb+Rcvtx/+RZdAVlW7klyepCW5vLW2t0cdADC2+w4fO/eqvQd2LLefS3fOHbpq74Gn\n",
"9e4jSS7bObfcLlhgxQNZVVWSK5LsSlJJrksikAEAa1aPc8i2JbmztXaktXY4yf6q2tqhDgCAVaHH\n",
"kuV5SQ5V1dWZzJAdGtr2d6hlFE9/3CMe9tJv3rKsNfonbtqwYVb1AACrW7XWVvaAVd+Q5PVJLskk\n",
"kF2T5MrW2lcFshtvvHFliwMAWIZdu3bV6byuRyBbl+TmJBdlsmS6p7V24YoWAQCwiqz4kmVr7cGq\n",
"2p3khky+Zbl7pWsAAFhNVnyGDACAh7JTPwBAZwIZAEBnqy6QVdXDq+pAVf348Piiqrqlqm6uqp29\n",
"6zvbVNX5VbV3GN+3Dm3GfERV9cNVdVtVfaSqnju0GfMZqqoLq+pjVfWWeW27Fhvjpdo5NUuM+a9U\n",
"1U1Vta+qnjKv3ZjPwGJjPrQ/5HN0aDPmM7DE+/yrPkeH9lMa81V3DllVvSbJjiQ3ZrIlxkcyb1f/\n",
"1tq3dSzvrFNV707yv1trtw6PK8Z8VFV1R5JnJHlUkg8l+dYY85kaLs/26CTPbq39zFLva+/32Vk4\n",
"5guee26SF7fWLjHms7PUmM//HG2t/bIxn53Fxnzh5+jQdspjvqpmyKpqY5LnJbl2aLKr/4iGLUi2\n",
"zn8TxZivhDsy2fblBZlcOsyYz1hr7cYk981rWmqMjf2MLDLm8z2Q5Ohw35jPyGJjvsjnaGLMZ2bh\n",
"mC/xOZqcxph3ubj4CbwmyS8lefzw+Kzf1b+zxyU5t6rel2RTJmN/MMZ8bLckeXkm/0P07nifr4Sl\n",
"xnjdEu3GfrZ+JMkvDve938e18HM0MeZjWvg5+rbW2vtzGmO+agJZVW1K8pzW2pur6uWZ/AH3Jtmc\n",
"h+7qf2+/Ks869yb5YpLvz+S98NEkr4gxH01VPS3JztbaDw6Pb8rkH1BjPq6l/i1Zt0Q7M1JV35PJ\n",
"TMEnhib/ro9kkc/R44z5eL7qc7SqrstpjPmqCWRJLkyyoap+N8lTk5yTyUzCtuH5ymRaUKKfkdba\n",
"sar6TJIntNbuqaojmaR3Yz6edUkekyRV9bBM/oM15uM5fgmTRcd4WG4w9rP1lcvGVNUzk3x7a+2n\n",
"5z3v/T57x8f8qz5Hq2pfkk/EmM9aJUt+jian8T5fNYGstfaBJB9Ikqp6WZJHtdbuqKorYlf/Mb0u\n",
"yduH/7N6T2vtsDEfT2vtruEbN7dm8h/pLxjz2auqn03yXUkeX1WbWms/utgYu3LI7Cw25knem+Qz\n",
"w0zwHa21nzTms7PEmC/8HP348NiYz8ASYz7/c/S9wzljpzzmq+5blgAAa82q+pYlAMBaJJABAHQm\n",
"kAEAdCaQAQB0JpABAHQmkAEAdCaQASdUVY+oqndV1a1VdUtVvWrB84+pqktGruGBEfp85rA/1rS/\n",
"//qq+tiwj9xvzLoeYG1bNRvDAqvWa5N8urX2siWef2ySH8/k0iBjGWvDxKn6raodSb6ztfaskeoA\n",
"1jgzZMDJVCaXePrqJ6q+Jcl7kswNM0fvW/D85VV1XVX9WVX9UVVtmPfcA1X1yqr6UFV9cujr+HPf\n",
"XFW3V9VNVXVlHno5nkdX1Tuqak9VfaKqrlpwzHdU1Ruq6sPDjNYPzHvu5VX111W1J8mLT3EMNlbV\n",
"I5cYhx1DrbdU1Uer6hnznts1tN0yjMHXzXvu66vqr6rqiqq6rapumPfcuqp6yzCuf1xVL1lwzJ8a\n",
"XnNzVX3wFP4WYDVqrbm5ubkteUvyyCS/leT2JC9d5Pmvz+SyOIu99mvn3X9/kh+a9/ifknzvcP/i\n",
"JO+a99xfZXINxGRyfb4vL+j3a4afG5Pck8l15I4/944kN2Vy2Zj5r3likr87XlOS1yfZewrj8IYk\n",
"dw4/H7ng778ryZMXec15ST51vL4k35fk5gWvPZLkBxZ57Y8m+bnh/sOT3Jpkbnj8mCR/n2R97/eH\n",
"m5vbbG5myIATaq39Q2vtpUlemOT5VfXrp/Dy+4bZo1cmeUSSJ8x77nBr7drh/qcyzMJV1eYkm1pr\n",
"+4bjfyST0DLfP1XVf0zyiuG5LQuef1tr7UsL2p6V5MbW2ueHx3tO4e9Ia+1NSZ6Z5GFJPlpV5w5P\n",
"fXcm16/7zCIv+5YkH2mtfXbo4/1Jnrpgpu2TrbU/WOS1z0vyHcN5btdlEj6/cejnUCbXLPxAVb2q\n",
"qr72VP4WYPURyICptNY+neSHkrygqk56/mlVPSLJnyT5tiR/m2R/5i09nsA/n6Tff5vkI0menOQv\n",
"knz+FPqd5veW1Fr7Umttd5JPJ3n2vKdONB4L/52tTHfu2rEkl7fWnjvcntFa+8rSZGvt4iQvHX7v\n",
"tqqam6JPYJUSyIATGoLVcd+Y5HOttWPz2o4kOa+q1g2/fzz0PD2Tpcb/keTPknxTHhqIFg1HrbUH\n",
"knyuqr516O97MpldO+6iJH/UWvuVJPcnecpSfS1wa5ILhxm4JHnRFK/JUMP6qnrYcP/RSeYyCZhJ\n",
"8sEkL66qrYu89I+TPLuqnjS89kWZzIj94/zulzjs+5O8tqoetURN61prnxvG4ZMZZs+AM5NvWQIn\n",
"84Kqem2SLyX5xywIMq21z1XVh5P8eVUdTHJZkj9N8pdJPl1Vf5nJjNK+PHRp8USzRK9M8utVdWR4\n",
"3fwA83tJ3l9Vz03yiSQ3T9Nva+3zVfXfk9xSVfdmMns3racl+e2qOjw8fsMwY5jW2oGqenmS3xjC\n",
"6IPD8x9trX2hql6R5D1V9WCSQ0kWflt1qXrfXVVbkuwbjtuSfFdr7R+G49xYVeckOTfJh5N86BT+\n",
"HmCVqdbG+jY5AADTsGQJANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0Nn/B52O\n",
"qAMXkBnsAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1071b2ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"receptive_language_dataset.score.hist(grid=False, bins=25, figsize=(10, 6))\n",
"plt.xlabel('Standard Scores'); plt.ylabel('Frequency');"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10d35d320>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXsAAAEBCAYAAACZhwWsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAERZJREFUeJzt3V+I3WV+x/HPJxXcdhc7Icu6UgoxJLCFXohhWeiGOs7R\n",
"thaL9WIXC60UvLDW4q5li7BYbYIsaiXUK+1NXXohFm/qRUvNOGOctMjKetG9qWHHkGIXLBiSSSiJ\n",
"K/jtxTmBITvPmfPvyTnf3/N+QXDOM2fmPI8f+MxvvnPmjCNCAIBu2zPvDQAA6qPsAaABlD0ANICy\n",
"B4AGUPYA0ADKHgAaMLTsbb9s+23bJ23fOlh7xfa7ttdtP7jtvj3bp2xv2F6pvXEAwOg8yvPsbd8p\n",
"6VsR8ee2X5H0VER8tO39lvTvknqSLOnNiPjtSnsGAIxp1DHOJUk/H/JxhySdjogrEXFZ0qbtg7PY\n",
"IABgejeMeL+HJL04ePuSpFdtn5P0eER8KGmfpC3bx9W/st8arG3OeL8AgAnsWva271X/qv0DSYqI\n",
"xwbrt0l6QdL9ks5JWpL0iPpl/9JgDQCwAIaWve3DkpYj4ns7vPuKpM8Gb2+qP8qR+mV/MCKKV/Vr\n",
"a2u8IA8ATKDX63mSj9vtyv51SR/ZflvSTyLiO7Zfk3SL+uOcRyUpIj63fVTSW5JC0tFaGwaAVk1z\n",
"oTy07CPiwA5rDxTuuyppddKNdInt5Yg4Oe991ML5cuvy+bp8tmnxS1UA0ADKvoKuX1lwvty6fL4u\n",
"n21alD0ANICyr8D28rz3UBPny63L5+vy2aZF2QNAAyj7Cro+N+R8uXX5fF0+27QoewBoAGVfQdfn\n",
"hpwvty6fr8tnmxZlDwANoOwr6PrckPPl1uXzdfls06LsAaABlH0FXZ8bcr7cuny+Lp9tWpQ9ADSA\n",
"sq+g63NDzpdbl8/X5bNNi7IHgAZQ9hV0fW7I+XLr8vm6fLZpUfYA0ADKvoKuzw05X25dPl+XzzYt\n",
"yh4AGkDZV9D1uSHny63L5+vy2aZF2QNAAyj7Cro+N+R8uXX5fF0+27QoewBoAGVfQdfnhpwvty6f\n",
"r8tnmxZlDwANoOwr6PrckPPl1uXzdfls06LsAaABlH0FXZ8bcr7cuny+Lp9tWpQ9ADSAsq+g63ND\n",
"zpdbl8/X5bNNi7IHgAbcMO8NdJHt5S5fYXC++n7005/98OOLn+6v8bkvXji/dNPS3guj3PerN914\n",
"9huHfu1Pa+yjhkXIblFR9sAC+vjip/ufWT97R71H2BrpXk+u7K+3BVxXjHEq6PqVBefDoiK7Msoe\n",
"ABpA2VfQ9ef6cj4sKrIro+wBoAFDy972y7bftn3S9q2DtZ7tU7Y3bK9su++O6y3q+tyQ82FRkV3Z\n",
"0GfjRMSfSZLtOyX9le1HJR2T1JNkSW9KWrftndYr7hsAMIZRxziXJP1c0iFJpyPiSkRclrRp++CQ\n",
"9SZ1fW7I+bCoyK5s1OfZPyTpRUn7JG3ZPq7+FfzWYG1PYX1z5jsGAIxt1yt72/eqf9X+gaRzkpYk\n",
"fX/wb+9grbQ+7PMub3+7S7c5X+7bi3C+ixfOL2lBzDuPcW5HxMlF2k+N25NyRJTfaR+W9EcR8b3B\n",
"7T2SNiTdpf4XihMRcaS0Xvq8a2tr0ev1PO3mga564/0zJ+v+Bu1onlzZ/859hw8sz3sf6JumO3e7\n",
"sn9d0tfdf0bOixHxufo/iH1L/R/CHpWkwfrRa9dbNYuvwouM82FRkV3Zbs/GObDD2glJJ3ZYX5W0\n",
"OrutAQBmhRdCqyDjc33HeZXFf/7xh3rj/TMz38OivMJixvzQR3ZllD0kXY9XWdwdr7AI1MPLJVTA\n",
"3DA38suL7MooewBoAGVfAXPD3MgvL7Iro+wBoAGUfQXMDXMjv7zIroyyB4AGUPYVMDfMjfzyIrsy\n",
"yh4AGkDZV8DcMDfyy4vsyih7AGgAZV8Bc8PcyC8vsiuj7AGgAZR9BcwNcyO/vMiujLIHgAZQ9hUw\n",
"N8yN/PIiuzLKHgAaQNlXwNwwN/LLi+zKKHsAaABlXwFzw9zILy+yK6PsAaABlH0FzA1zI7+8yK6M\n",
"sgeABlD2FTA3zI388iK7MsoeABpA2VfA3DA38suL7MooewBoAGVfAXPD3MgvL7Iro+wBoAGUfQXM\n",
"DXMjv7zIroyyB4AGUPYVMDfMjfzyIrsyyh4AGkDZV8DcMDfyy4vsyih7AGjA0LK3fcT2e7af37b2\n",
"iu13ba/bfnDbes/2KdsbtldqbnrRMTfMjfzyIruyG3Z5/42SfiDpt7athaRvR8RHVxdsW9IxST1J\n",
"lvSmpPXZbhUAMKmhV/YRsSbp/DXL3uHjDkk6HRFXIuKypE3bB2e3zVyYG+ZGfnmRXdluV/Y7uSTp\n",
"VdvnJD0eER9K2idpy/Zx9b8YbA3WNme2UwDAxMYu+4h4TJJs3ybpBUn3SzonaUnSI+qX/UuDtSYx\n",
"N8yN/PIiu7JRn43jHdauSPps8Pam+qOcq/c9GBFDr+q3f7tle5nb87198cL5JS2IRfj/Me/b5MHt\n",
"0u1JOSLK77SfkHSPpJslbUTEw7Zfk3SL+uOcRyPivwf3vVvS0+r/APdYRKyWPu/a2lr0er2dvoB0\n",
"gu3lbFcYb7x/5uQz62fvmOcenlzZ/859hw8sz3MP0mLktwh5SIuTyagWIbuapunOoWOciHhO0nPX\n",
"rD1QuO+qpGLBAwDmh1+qqqDLVxYtIL+8yK6MsgeABlD2FczihymYH/LLi+zKKHsAaABlXwFzw9zI\n",
"Ly+yK6PsAaABlH0FzA1zI7+8yK6MsgeABlD2FTA3zI388iK7MsoeABpA2VfA3DA38suL7MooewBo\n",
"AGVfAXPD3MgvL7Iro+wBoAGUfQXMDXMjv7zIroyyB4AGUPYVMDfMjfzyIrsyyh4AGjD0zxJiMl3/\n",
"O5hdR3551czuRz/92Q8/vvjp/hqfe1RfmuJjKXsAGMHHFz/dP+8/Av/s7ZN/LGOcCrgqzI388iK7\n",
"MsoeABpA2VfAc31zI7+8yK6MsgeABlD2FTA3zI388iK7MsoeABpA2VfA3DA38suL7MooewBoAGVf\n",
"AXPD3MgvL7Iro+wBoAGUfQXMDXMjv7zIroyyB4AGUPYVMDfMjfzyIrsyyh4AGkDZV8DcMDfyy4vs\n",
"yih7AGgAZV8Bc8PcyC8vsisbWva2j9h+z/bz29Z6tk/Z3rC9sts6AGD+druyv1HSD67esG1JxyTd\n",
"Lel3Jf3NsPVWMTfMjfzyIruyoWUfEWuSzm9bOiTpdERciYjLkjZtHxyyDgBYAOP+wfF9krZsH5dk\n",
"SVuDtT2F9c0Z7jUN5oa5kV9eZFc2btmfk7Qk6RH1S/2lwdqewjoAYAGM+mwcD/67qf7I5urawYjY\n",
"HLJe/oTbZmu2lzt2+7sLtp9db1+8cH5JC2IB/n/MPT/ymOz21bdrPl5WjojyO+0nJN0j6WZJGxHx\n",
"sO3fkfSUpJB0LCJWB/e9W9LT167vZG1tLXq9nkvvz872crZvJ994/8zJZ9bP3jHPPTy5sv+d+w4f\n",
"WJ7nHqTFyG8R8pAWJ5NR1cxuETJ59vbQpN05dIwTEc9Jeu6atROSTuxw31VJxYJvybyLAtMhv7zI\n",
"roxfqgKABlD2FXRhvtcy8suL7MooewBoAGVfAXPD3MgvL7Iro+wBoAGUfQXMDXMjv7zIroyyB4AG\n",
"UPYVMDfMjfzyIrsyyh4AGkDZV8DcMDfyy4vsyih7AGgAZV8Bc8PcyC8vsiuj7AGgAZR9BcwNcyO/\n",
"vMiujLIHgAZQ9hUwN8yN/PIiuzLKHgAaQNlXwNwwN/LLi+zKKHsAaABlXwFzw9zILy+yK6PsAaAB\n",
"lH0FzA1zI7+8yK6MsgeABlD2FTA3zI388iK7MsoeABpA2VfA3DA38suL7MooewBoAGVfAXPD3Mgv\n",
"L7Iro+wBoAGUfQXMDXMjv7zIroyyB4AGUPYVMDfMjfzyIrsyyh4AGkDZV8DcMDfyy4vsyih7AGgA\n",
"ZV8Bc8PcyC8vsiuj7AGgAROVve1XbL9re932g4O1u2yfsr1he2W228yFuWFu5JcX2ZXdMOHHhaRv\n",
"R8RHkmTbko5K6kmypDclrc9khwCAqU06xvE1H3tI0umIuBIRlyVt2j449e6SYm6YG/nlRXZlk17Z\n",
"X5L0qu1zkv5S0j5JW7aPq/+FYGuwtjmTXQIApjLRlX1EPBYR35T0lKS/lfSJpCVJ3x/82yvp3LDP\n",
"sX22Znu5Y7e/u2D72fX2xQvnl7QgFuD/x9zzI4/Jbl99u+bjZeWImPyD7a9JOibpAUkbku5S/wvI\n",
"iYg4Uvq4tbW16PV6nviBF5zt5WzfTr7x/pmTz6yfvWOee3hyZf879x0+sDzPPUiLkd8i5CEtTiaj\n",
"qpndImTy7O2hSbtzojGO7dck3aL+OOfRiPjc9lFJb6n/w9ujk3zerph3UWA65JcX2ZVNVPYR8cAO\n",
"a6uSVqfeEQBg5vilqgq6MN9rGfnlRXZllD0ANICyr4C5YW7klxfZlVH2ANAAyr4C5oa5kV9eZFdG\n",
"2QNAAyj7Cpgb5kZ+eZFdGWUPAA2g7Ctgbpgb+eVFdmWUPQA0gLKvgLlhbuSXF9mVUfYA0ADKvgLm\n",
"hrmRX15kV0bZA0ADKPsKmBvmRn55kV0ZZQ8ADaDsK2BumBv55UV2ZRP9papZ+Lf/PPsv83psSfrV\n",
"L9zwS1/7yhf/eO/evZ/Mcx8AcD3Mrez/+sSZ35/XY0vSH/zGlz/52le++Cs1Pjdzw9zILy+yK2OM\n",
"AwANoOwrYG6YG/nlRXZllD0ANICyr4C5YW7klxfZlVH2ANAAyr4C5oa5kV9eZFdG2QNAAyj7Cpgb\n",
"5kZ+eZFdGWUPAA2g7Ctgbpgb+eVFdmWUPQA0gLKvgLlhbuSXF9mVUfYA0ADKvgLmhrmRX15kV0bZ\n",
"A0ADKPsKmBvmRn55kV0ZZQ8ADZh52dvu2T5le8P2yqw/fwbMDXMjv7zIrmymf5bQtiUdk9STZElv\n",
"Slqf5WMAAMY36yv7Q5JOR8SViLgsadP2wRk/xsJjbpgb+eVFdmWz/oPj+yRt2T6u/pX91mBtc8aP\n",
"AwAYw6zL/pykJUmPqF/2Lw3WfsGf3P7V/5nxY4/lN2/+UrUfTtte5gojL/LLi+zKHBGz+2T2Hkkb\n",
"ku5Sf0R0IiKOXHu/tbW12T0oADSk1+t5ko+badlLku27JT0tKSQdi4jVmT4AAGBsMy97AMDi4Zeq\n",
"AKABlD0ANICyB4AG1Hz64cgvm5DxJRbGPN8rtt+1vW77weu1x0nZPmL7PdvPj3DfjNmNc75s2b1s\n",
"+23bJ23fust902UnjX3GbPk9M9jr6szzi4iZ/1P/Ofb/IekLkn5Z0sYs7rso/8bds6R/kPTr8973\n",
"GOfrSfpDSc/P8v/Dovwb9XwZs9u27zslvdS17MY5Y/L8vinp72eZX60r+3FeNiHjSyyMu2cr0cgs\n",
"ItYknR/hrhmzG+d8UrLstrkk6dMh70+Z3TV2O6OUN79vSPqvIe8fO79Z/wbtVeO8bELGl1gYd8+X\n",
"JL1q+5ykxyPiw+uzzeoyZjeurNk9JOnFIe/vQna7nVFKmJ/tdyTdIukXfiF1m7Hzq1X2I79swpj3\n",
"XRRj7TkiHpMk27dJekHS/ddhj9dDxuzGkjE72/eqf9X3wZC7pc5uxDOmzC8i7rD9dUn/KOn3Cncb\n",
"O79a395sqv9thgYbORgRpa8449x3UUy65yuSPqu2q9nb7deyM2a33Ti/dp4iO9uHJS1HxN/tcte0\n",
"2Y1xxu1S5LfN/6r/KgQlY+dX5co+Ij63fVTSW+pv+OjV99n+lqT/i4h/3e2+i2qc8w3WXlP/27JL\n",
"kh69ztsdm+0nJN0j6WbbN0XEw4P19NlJo59vsJYqO0mvS/rI9tuSfhIR35G6k93ASGccrKXKz/Y/\n",
"SfqypMuS/mLb+tT58XIJANCAjD+lBgCMibIHgAZQ9gDQAMoeABpA2QNAAyh7AGgAZQ8ADaDsAaAB\n",
"/w9vxZ5R1b0CjAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1071b2a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"receptive_language_dataset.mother_ed.hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Final analysis dataset size"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(823, 80)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"receptive_language_dataset.shape"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"mother_hs 32.1\n",
"jcih 27.0\n",
"family_inv 19.4\n",
"synd_or_disab 13.1\n",
"sib 6.3\n",
"time 5.7\n",
"deg_hl_below6 4.6\n",
"male 0.0\n",
"score 0.0\n",
"school 0.0\n",
"age_years 0.0\n",
"dtype: float64"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"missing_pct = (receptive_language_dataset[covs].isnull().mean()*100).round(1)\n",
"missing_pct.sort(ascending=False)\n",
"missing_pct"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"receptive_language_dataset['age_amp_missing'] = receptive_language_dataset.age_amp.isnull()\n",
"by_age_amp_missing = receptive_language_dataset.groupby('age_amp_missing')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" male synd_or_disab deg_hl_below6 mother_hs\n",
"age_amp_missing \n",
"False 0.511986 0.238748 0.483304 0.600985\n",
"True 0.514644 0.308824 0.458333 0.607843"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"by_age_amp_missing['male', 'synd_or_disab', 'deg_hl_below6', 'mother_hs',\n",
" 'non_english'].mean()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.4/site-packages/pandas/tools/plotting.py:2625: FutureWarning: \n",
"The default value for 'return_type' will change to 'axes' in a future release.\n",
" To use the future behavior now, set return_type='axes'.\n",
" To keep the previous behavior and silence this warning, set return_type='dict'.\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXgAAAEDCAYAAAA/eB+kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAE1NJREFUeJzt3X2sJXddx/H3p1QoFUuXokBKIeAWrUGMuqtRnpa9FUUx\n",
"BjA+BGMrJtiK1NCkVUu1DxK1u7qIYmpEpWDCgw8xiEF3997buruKKRiUGGnrQnkooIZSNoC7FO3X\n",
"P85ZWS6753HOPXNn3q9k0jtz5pz7Pbff/dy5v5n5nVQVkqTuOWvZBUiSFsOAl6SOMuAlqaMMeEnq\n",
"KANekjrKgJekjjp72QV0RZLnAqvAJ09uAqqqnjTh8x8OfBB4GPB44OyqemgRtUqLkOT5wB8BBZwD\n",
"bGPw7yHA56rqkiWW10sGfLM+OWmgb1RVDwIXJXky8KFmy5IWr6oOABfB/x/w/Mms/x7UDIdoNkmS\n",
"pyd5a5IPJPlUkv1JHj/la5ydZE+SDyX5aJIPJtm1YZ9HJ/nj4eN3Jfn5Rt+INIckT07yUJJnJ3lf\n",
"ko8n+cNTHn9uko9teM7tSV62YdvLhv+WPpLk7Ukes1nvYSsx4DfP54FfH/6ZeiGDP2Ovn/I1Lgee\n",
"D3zb8MjoEuAfNuzzZuARwNcD3wVcnuQlc9QtLcKrge+rqguBV214bOTt9UleBPwq8ENV9WTgLgZ9\n",
"rw0M+GY9YXh0fe/wv3tOPlBV91bV+4dffwF4J4OAnsZ9wNcBz0vyqKp6cDi0A0CSxwE/CLyqqr5Y\n",
"VQ8AtwAvn/N9SU0q4KVV9Z8AVfXZKZ//cuB1VXXPcP1XgV1JntBgjZ3gGHyzPllVTz3dA0nOB36Z\n",
"wVH1/wKPBj4zzYtX1d8meSlwGfD6JO8Dfq6qPjzc5SLgIeAfk8Dg5NbDgP+a/q1IC/XAHM+9CHhV\n",
"kiuG6wGOA0/iSxc5CAN+M/0R8AngeVX1hSSXAy8b/ZSvVFW3A7cnOQv4DeCNwPOGD38I+CLwTVV1\n",
"opGqpc31EONHFj4I7KuqP96EerY0h2g2z0XAvw/D/ZuBq4GvOsO+Oe3G5GtOOZn0MAa/oP/75ONV\n",
"9WngbcBtSbYNn3NWkkc19B6kJpy2v4fuA742yWMBkrwA2LFhn98GbkjyHf//goO/kLWBAb95rgZe\n",
"keQjwK8Bv8XgZOvpFPDhJP+8YfszgHcn+ShwFHgC8NMb9rkC+HcGwzQfZXAC6oebeQtSI854ErWq\n",
"7mUQ4IeTvAP4VuB9G/a5neE4/PBqsQ8Bty2u3K0rzgcvSd008gg+yXnDa1DXh//9zHD7pUkOJzmU\n",
"ZPfmlCpJmsbER/BJngG8ksGfRkeAFQZjafur6jkLq1CSNJNpxuBfCfwucDFwd1WdqKrjwNEk2xdS\n",
"nSRpZhNdJjm8cuOiqnp/ku8CjiXZx+AI/hhwAYOTfpKklpj0OviXA28Yfn0/cD5wJYOAv3W47bTW\n",
"1tY8i6tNt7KyMupSvIWx37UMZ+r3sQGf5GEMbn9/9nDTUQbDNDAI+O1VNfLofVn/2NRPyw5Z+12b\n",
"aVS/T3IE/yLgnSfnJq+qh5LcxGDu8wJuaqRKSVKjxgZ8Vf35abYdBA4upCIBkGRXVd2x7DqkzWLP\n",
"N887WSWpowz4lvJIRn1jzzfP2SSXLMnUJwSrypN4ksbyCH7JqiqnWxhMK3ymx6TO2fjxk5qfAS9J\n",
"HWXAt5Tjkeobe755BrwkdZQB31KOR6pv7PnmGfAtdclVt16+7BokbW0GfEt99ROfdtmya5A2k2Pw\n",
"zTPgJamjDHhJreAYfPMMeEnqKANeUis4Bt88A769nGdf0lwM+JZ677Urdyy7BmkzOQbfPANekjrK\n",
"gG8pxyPVN/Z88wx4SeooA76lHI9U39jzzTPgW8q5aCTNy4BvKeeiUd84Bt88A16SOmpswCe5MMl6\n",
"kkNJfmu47dIkh4fbdi++TEld5xh8886eYJ/fBF5dVe8GSBIGd1muAAH2A+sLq1BSpySpEY+ddrsf\n",
"Nj+bkUfwSc4Ctp8M96GLgbur6kRVHQeOJtm+yCIldUdV5XTLjj1rZ3xs2TVvVeOO4L8WOCfJXwLn\n",
"Aa8H/gM4lmQfgyP4Y8AFwNFFFtpDzkUjaS7jxuDvBz4DvAR4AXAd8Dng/OHX1wHbhvud0alja0l2\n",
"uT5+/eRcNG2pZyuts2TLfv+u92udUapq5AK8Bbhw+PVh4JHAEeAc4FzgyKjnr66u1rjv4XLan/uu\n",
"ZdewVZdl9pz9PvtyyVW33rbsGrbiMqrnJjnJ+ovAG5KcB/xpVR1PcjOwChQOJSxEeU2weubfXnfF\n",
"5cuuoWvGBnxVfRT4/g3bDgAHFlWUJGl+3ujUUm0YS5Y2kz3fPAO+pZyLRtK8DPiWci4a9Y3nnZpn\n",
"wEtqhZ17129cdg1dY8BLaosbll1A1xjwktRRBrwkdZQB317eQCZpLgZ8S52ci0aSZmXAS2qFz993\n",
"z5uWXUPXGPAt5TXB6hvnommeAS9JHWXAt5Tzcqhv7PnmGfAt5Vw0kuZlwLeUc9Gobzzv1DwDXlIr\n",
"OBdN8wx4SW3hXDQNM+AlqaMMeEnqKAO+vZyLRtJcDPiWci4aSfMy4CW1gnPRNG9swCd5Y5J3J1lP\n",
"8pPDbZcmOZzkUJLdiy+zf7wmWH3jXDTNO3uCfQr4kar6GECSMBgfXgEC7AfWF1ahJGkmkwzRZMN+\n",
"FwN3V9WJqjoOHE2yfSHV9Zjzcqhv7PnmTRLwnwXekuSvhkF+AXAsyb4krwWODbepQc5FI2leYwO+\n",
"qq6qqmcCvwLsBT4FnA9cN1y2Afcvssg+ci4a9Y3nnZo3zVU0J4AvAh9kMEwDg+Gb7VV1dNQTT/3T\n",
"K8ku111f5DpLtuz3v1XXd+5dv7FN9WyVdUapqpEL8Dbg74C/Bp483PY9wBHgMPA9o56/urpa476H\n",
"y1cuO/as+XObcVlmz9nvsy/2/GzLqJ4bexVNVf3YabYdBA6Oe64kaXm80UmSOsqAby/nopE0FwO+\n",
"pZyLRtK8DHhJreBcNM0z4FuqvCZYPeNcNM0z4CWpowz4lmrDDTvSZrLnm2fAt5Rz0UialwHfUs5F\n",
"o77xvFPzDHhJrbBz7/qNy66hawx4SW1xw7IL6BoDXpI6yoCXpI4y4NvLuWgkzcWAbynnopE0LwNe\n",
"Uis4F03zDPiW8ppg9Y1z0TTPgJekjjLgW8p5OdQ39nzzDPiWci4aSfMy4FvKuWjUN553ap4BL6kV\n",
"nIumeQa8pLZwLpqGTRTwSR6e5MNJfna4fmmSw0kOJdm92BIlSbM4e8L9rgD+CSBJGNxGvwIE2A+s\n",
"L6Q6SdLMxh7BJ3kk8HzgHcNNFwN3V9WJqjoOHE2yfYE19pVz0UiayyRDNFcBr2dwtA5wAXAsyb4k\n",
"rwWODbepQc5FI2leI4dokpwHPLuqbklyGYOQvx84H7hyuH7rcNuo19l18hKokzczuD56/dSfXRvq\n",
"2Urrq6urLJP9PljfuXf908C2sT+wU+zcu15T7P7Ae69defGy3l9b1kf2e1WdcQG+HzgIvAX4R+A9\n",
"wDOAI8A5wLnAkVGvsbq6WqMed3Fpellmz9nvX1p27Flb6M9i0a+/VZZRPTfyCL6q3gW8a/ib4ieB\n",
"R1XV+5PcDKwChWPFktRKk15FQ1W9+ZSvDwAHFlKRgC//M1/qA3u+ed7o1FLORSNpXgZ8SzkXjfrG\n",
"o/fmGfCS1FEGvKRWcD745hnwktRRBrykVnAMvnkTXyap+U17Z9+0d/W955rdj5m+KkldZcBvrm3v\n",
"uWZ3xu82/TXBU/4ykFrH6+Cb5xCNJHWUAd9SHsmob+z55hnwktRRBnxLeU2w+saeb54BL0kdZcC3\n",
"lOOR6ht7vnkGvCR1lAHfUo5Hqm/s+eYZ8JLUUQZ8Szkeqb6x55vnVAWSFuLq61/BW69nYVNoXA1w\n",
"zQcW9fKdYMC3lPNyaKvb95rfY9K5l2C2+Zd+fKbK+sMhGknqKAO+pTx6V9/Y880z4CWpo8YGfJLX\n",
"JFlPcjDJU4bbVpIcTnIoye7Fl9k/XhOsvrHnmzf2JGtVXQ+Q5JnALyS5ErgZWAEC7AfWF1mkJGl6\n",
"0wzRfCdwF3AxcHdVnaiq48DRJNsXUl2POR6pvrHnmzfRZZJJ/g54AvAs4OuBY0n2MTiCPwZcABxd\n",
"VJGSpOlNdARfVc8FXgq8GfgUcD5w3XDZBtw/6vmnjq0l2eX6+PWT29pSz1ZaZ8mW/f636vrG3l92\n",
"PVtlnVGqaqIFeBLwNwx+KRwBzgHOBY6Met7q6mpN+j26vuzYszbxzwLYtajX7vqyzJ6z37+0TNuT\n",
"9vxsy6ieGztEk+TtwGOB48DPVdVDSW4CVoECbhr3GppeOR6pnrHnmzfJVTQ/epptB4GDC6lIktQI\n",
"b3RqqTaMJUubyZ5vngEvSR1lwLeU45HqG3u+eQa8JHWUAd9Sjkeqb+z55vmBH5tomk+4ecvDv5G3\n",
"PuKSyV8b/HQbSV/GgN9E037CzTT8dBttdY7BN88hGknqKAO+pRyPVN/Y880z4CWpowz4lnI8Un1j\n",
"zzfPgJekjjLgW8rxSPWNPd88A16SOsqAbynHI9U39nzzDHhJ6igDvqUcj1Tf2PPNM+AlqaMM+JZy\n",
"PFJ9Y883z4CXpI4y4FvK8Uj1jT3fPANekjrK+eBbyvFIdcHOvesTfcANwI49a+zcuz7Nyz8wfUX9\n",
"Mjbgk/w+8A1AgJ+qqnuTrAA3AgXcWFVT/V+R1H3TfrjNzr3rtagPxOmrsQFfVVcAJHkecE2SVwA3\n",
"AysMQn8/YMA3LMkuj+IlzWOaMfjPAg8CFwN3V9WJqjoOHE2yfSHVSZJmNs0Y/E8DrwMuAI4l2cfg\n",
"CP7YcNvR5svrL4/eJc1roiP4JC9kcNR+F3A/cD5w3XDZNtw26vm7Tv3addcXuc6SLfv9u96vdUap\n",
"qpEL8O3Ab56yfhZwBDgHOBc4Mur5q6urNe579GXZsWdt4p8FsGtRr931ZZk9Z7/Pvlxy1a23LbuG\n",
"rbiM6rlJjuD/DNiZ5PYkr6uqhxicZF1lcIL1pgleQ5JG+sDvXHnbsmvomkmuonnqabYdAA4spCIB\n",
"jsGrf+z55nknqyR1lAHfUm04WShtJnu+eQa8JHWUAd9Sjkeqb3bsWdu17Bq6xoCX1BY3LLuArjHg\n",
"W8rxSEnzMuAlqaMM+JZyDF7SvAx4SeooA76lHINX33z+vnvetOwausaAl9QKzkXTPAO+pRyDV9/Y\n",
"880z4CWpowz4lnIMXn1jzzfPgJekjjLgW8rxSPWNc9E0z4CX1BbORdMwA76lHI+UNK+xH9mnZu3c\n",
"u16T7Ldjzxo7965P89IPzFaRpK4y4DfRe67ZnUn33bl3vabZX5I2cohGkjrKgJfUCs5F0zwDXlIr\n",
"OBdN88YGfJJnJbkzyZ5Ttq0kOZzkUJLdiy1RUh9470fzJjnJ+gjg14DvBkgS4GZgBQiwH5jqcg9N\n",
"5KZlFyBpaxt7BF9Va3z5JXgXA3dX1YmqOg4cTbJ9UQX21XuvXblj2TVIm8l7P5o3y2WSFwDHkuxj\n",
"cAR/bLjtaJOFSZLmM8tJ1vuB84Hrhsu24bYzOvU3c5Jdro9fPzke2ZZ6ttI6S7bs979V13fsWdvV\n",
"pnq2yjqjVNXYBXgusHf49VnAEeAc4FzgyKjnrq6u1iTfw8WlqWWZPWe/z77s2LPmz26GZVTPjR2i\n",
"SfILwAuAxyU5r6p+JsnNwCpQeDJwIU49ipekWYwN+Kq6Bbhlw7YDwIFFFSW45KpbLwfuWHIZkrYw\n",
"b3Rqqa9+4tMuW3YNkrY2A16SOsqAl9QKzkXTPANeUis4F03zDHhJreBVY80z4NvLy08lzcWAbynn\n",
"olHftOEu5K4x4CWpowz4lnI8Un2zY8/armXX0DUGvKS2uGHZBXSNAd9SjkdKmpcB31LDuWgkaWYG\n",
"fEs5F42keRnwktRRBrykVnAumuYZ8JJawblommfAS2oF7/1ongHfXs5FI2kuBnxLOReN+sZ7P5pn\n",
"wEtSRxnwLeV4pPrGuWiaZ8BLagvnommYAd9SjkdKmtfMAZ9kJcnhJIeS7G6yKDkXjaT5nT3Lk5IE\n",
"uBlYAQLsB9YbrKs3ktQZH/udK087H01VZXEVSYs1suev5bSP2fOzmSnggYuBu6vqBECSo0m2V9XR\n",
"5krrBxtXfWPPb55Zh2guAI4l2ZfktcCx4TY1xDF49Y0937xUnfGvpTM/KXka8EvAlQyGaG4FXnO6\n",
"I/i1tbXpv4E0p5WVlaUcJdrvWoYz9fusAX8WcAi4lMFfAQeq6llzVShJatRMY/BV9VCSm4BVoHDe\n",
"FElqnZmO4CVJ7eeNTpLUUQa8JHWUAS9JHWXAS1JHGfBLkuSnkrwjyb8keeUp2389yZ1JjiQ5mORJ\n",
"w+3fm+QfhttfvLzKpdnY85vPq2iWJMnZVfU/SR4B3FlV3zLc/k/ADuBa4MNV9fbh3D/vA54JnABu\n",
"By6tqgeXVL40NXt+8806F43m95wkLwQ+DzzylO23AfcA/wr8wXDbY4EnAu9kcOfwo4ELgXs3q1ip\n",
"Afb8JvMIfkmS/GtVPX345+hqVT1tuP1dwIuq6gsb9j8E/EBVfXYJ5Upzs+c3n0fwy3Mkyd8D/wx8\n",
"+pTtZwEHk/wP8AngymGD/xLwzuFUqx+vqp/Y9Iql+djzm8wj+BZJ8mjgV4BrhtNB/AVwS1XdueTS\n",
"pIWw5xfLI/h2OQE8BbhjeNRy0EZXx9nzC+QRvCR1lNfBS1JHGfCS1FEGvCR1lAEvSR1lwEtSRxnw\n",
"ktRR/wfs/Dz3868NqAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1071ed5f8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAX0AAAEDCAYAAADZUdTgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAE2BJREFUeJzt3X+sZGddx/H3py20QFm6VKi1VLRsSUrUoCwk1mK3e5tq\n",
"EWMQY0JQWiHagqakJC1Y8UcLqXYrW1GgTVSsmojKH0hIDLt773azu/yQH8HwB1JZSq38ULDUDWgL\n",
"SL/+MWfhctl7796ZZ+7M2fN+JSc75zlnZp6Zfe7nnvs8zzyTqkKSNAynzLoCkqTNY+hL0oAY+pI0\n",
"IIa+JA2IoS9JA2LoS9KAnDbrCpzsklwKLAJfOFYEVFV9/wne/7HAp4FTge8FTquqR6dRV6m1JFcA\n",
"fw4UcAawldHPQoCvVtVFM6zeIBn6m+MLJxryK1XV14HzkzwduK9ttaTpqqq9wPnwrQugvx73Z0Ft\n",
"2L0zY0l+KMk7kvxLkv9KsifJ927wMU5LsivJfUkeSPLpJDtWnPOkJG/vjn8yyaubvhBpTEmenuTR\n",
"JM9P8rEkn0vyZ8uOX5rk31fc554kL19R9vLu5+jfkvxdkidv1mvoE0N/9v4H+P3uz9zzGP0Z/PoN\n",
"PsbVwBXAj3VXURcB719xzl8BpwPPAH4cuDrJiyeot9TabwE/XVXnAdevOLbm0gFJXgS8Afi5qno6\n",
"8ElGbV4rGPqb49zuKvwz3b+7jh2oqs9U1ce7218D3sMotDfis8BTgcuSnFlVX++6hQBIcg7ws8D1\n",
"VfWNqnoIuA34tQlfl9RKAS+tqv8EqKqvbPD+vwa8uar+tdt/A7AjybkN63hSsE9/c3yhqi443oEk\n",
"ZwG/zejq+5vAk4D/3siDV9V7k7wUuAp4S5KPAb9RVfd3p5wPPAp8MAmMBtFOBb648ZciTc1DE9z3\n",
"fOD6JNd2+wEeBr6fb0+iEIb+PPhz4PPAZVX1tSRXAy9f+y7fraruAe5JcgrwB8BfAJd1h+8DvgE8\n",
"q6oeaVJrafM8yvq9Ep8GdlfV2zehPr1m987snQ98qgv8HwZeAzxmlXNz3MLkicsGrU5l9Mv8f48d\n",
"r6ovA38L3J1ka3efU5Kc2eg1SJM6btvufBZ4SpLvAUhyJbB9xTl/BPxukud96wFHf0VrBUN/9l4D\n",
"/HqSfwNuBd7EaED3eAq4P8k/ryj/EeADSR4AjgDnAq9Ycc61wKcYdfE8wGig6xfavARpYqsO1FbV\n",
"ZxiF+qEk7wZ+FPjYinPuoevX72ao3QfcPb3q9ldcT1+ShmPNK/0klyT50PLZJknOS7I/ycEkb1pW\n",
"vpDkUFe+c5qVliSNZ80r/SQLwBOBi6vqxq7sHcAfV9UHlp0X4DCwwKhvbk9V/eQ0Ky5J2rg1r/Sr\n",
"aoll06i6mSHblgd+50Lg3qp6pKoeBo4k2da8tpKkiWx0yuZTgDOSvAvYAvxJVf0DcDZwNMluRlf6\n",
"R7uyIy0rK0mazEZD/0FGHxx6cXff9yXZ05WfBbySUejf2ZUd19LSkqPH2nQLCwtrTQucKtu8ZuF4\n",
"bf5EQz8AVfV/3cJH51bV55Ic+6DPEUZdPMfO3VZVa17lz/IHUMMzD6Frm9dmWq3Nrxn6SV4LXAmc\n",
"k2RLVV0DvA740yRbgHd2ffgkuZnRuvEF3Nyy8pKkNtYM/aq6jdHCXMvLHgBecJxz9wH7mtZO3yXJ\n",
"jqo6MOt6SJvB9t6en8iVpAEx9HvGqx4Nie29PUNfkgbE0O+ZlV+DKJ3MbO/tGfqSNCCGfs/Yx6kh\n",
"sb23Z+hL0oAY+j1jH6eGxPbenqEvSQNi6PeMfZwaEtt7e4a+JA2Iod8z9nFqSGzv7Rn6kjQghn7P\n",
"2MepIbG9t2foS9KAGPo9Yx+nhsT23p6hL0kDYuj3jH2cGhLbe3uGviQNiKHfM/Zxakhs7+0Z+r3z\n",
"5mfPugaS+svQ753rzpp1DaTNYp9+e4a+JA3IabOugNaXsAPY0e3+bvKtQweqOLD5NZI2R5IdXu23\n",
"Zej3QBfsBwCSj/5A1XN+b5b1kdRfdu/0znPun3UNpM3iVX57hn7/HJh1BST1l6HfO1n/FOkk4Tz9\n",
"9tYM/SSXJPlQkl0ryh+b5P4kr1pWtpDkUJKDSXZOq8KSpPGtN5B7OnArcPGK8muBjx7bSRLgFmCB\n",
"0aXoHmB/u2rqGPs4NSS29/bWvNKvqiXgoeVlSR4HXAG8e1nxhcC9VfVIVT0MHEmyrXVlJUmTGadP\n",
"/zrgLXxn5/LZwNEku5PcARztytSYfZwaEtt7exsK/SRbgOdX1XtXHHoQOAu4qdu2dmVrPdaO5bfd\n",
"d3+a+8yBWb8H7g9rn1WkqlY7duzOlwIvrKobkrwAuB74EnABcCpwFfBJ4CBwOaNfJHur6pLVHnNp\n",
"aakWFhachqJNM+s2N+vn1/Cs1ubWHMhN8lrgSuCcJFuq6hrgH7tjLwPOrKpPdPs3A4tAATc3rr8k\n",
"qYE1Q7+qbgNuW+XYX63Y3wfsa1e1YUuy9p9gx1FVXknqpJK49k5rfjhrTlVVjrdddN2df7nasVnX\n",
"WdL8M/R75glPe+ZVs66DtFm8ym/P0JekATH0Jc2teZluezIx9CVpQAx9SXPLPv32DP3+8TMQksZm\n",
"6PfMR25cODDrOkibxT799gx9SRoQQ79n7OPUkNje21vvS1QkaepcdmTzeKXfM/Zx6mS02tIi23ct\n",
"rXps1nXuK0O/Zy667s6rZ10HSf1l6PeMa+9oYJyi3JihL2luffiGnb836zqcbAx9SXPLMaz2DH1J\n",
"GhBDX9Lccp5+e4Z+/ziwJWlshn7PuPaOhuRZr77r7lnX4WRj6EuaW05Rbs/Q7xn7OCVNwtCXpAEx\n",
"9HvGecuSJmHo94xr70iahKHfMw5saWCcotyYoS9pbrn2TnuGvqS55RhWe2uGfpJLknwoya5lZXcl\n",
"uSfJgSQ/uKx8IcmhJAeT7JxmpSVJ41nv6xJPB24FLj5WUFXXAiS5DLgReGWSALcAC0CAPcD+aVRY\n",
"0nD4uZT21rzSr6ol4KFVDn8F+Fp3+0Lg3qp6pKoeBo4k2daumlrGgS1JY5ukT/8VwF3d7bOBo0l2\n",
"J7kDONqVqTHX3tGQuPZOe2OFfpIXMrqy/2RX9CBwFnBTt23tytZ6jB3Lb7vv/jT3mQOzfg/6uH9s\n",
"ivK81KdP+6ymqtbcgEuB25ftPwf4wxXnnAIcBs4AHg8cXusxFxcXa73ndXNruc26zc36+fu6bd+1\n",
"5Ps25rZam1tzIDfJa4ErgXOSbKmqa4B3Av+e5B7g41X16qp6NMnNwCJQ2O8sSXNpzdCvqtuA21aU\n",
"XbDKufuAfe2qpuNJsqOc0SBpTH44q2dce0fSJAz9nnHtHQ2MXcWNGfqS5pZr77Rn6EuaW/My3fZk\n",
"YuhL0oAY+pLmljPV2jP0+8eBLUljM/R7xrV3NCSuvdOeoS9pbjlFuT1Dv2fs45Q0CUNfkgbE0O8Z\n",
"5y1LmoSh3zOuvSNpEoZ+zziwpYFxinJjhr6kueXaO+0Z+pLmlmNY7Rn6kjQghr6kueXnUtoz9PvH\n",
"gS1JYzP0e8a1dzQkrr3TnqEvaW45Rbk9Q79n7OOUNAlDX5IGxNDvGectS5qEod8zrr0jaRKGfs84\n",
"sKWBcYpyY4a+pLnl2jvtGfqS5pZjWO2tGfpJLknyoSS7lpUtJDmU5GCSneuVS5Lmx2nrHD8duBW4\n",
"GCBJgFuABSDAHmD/auVTqrOkgfBzKe2tGfpVtZTk0mVFFwL3VtUjAEmOJNnG6C+G7yqvqiPTqvjJ\n",
"4rm37/8ysHWD96kTPPWhD9+w88kbr5Wkk9V6V/ornQ0cTbKb0RX90a7slFXKDf31bf3wDTtzoicn\n",
"2XGiVz8b+OUgzaVnvfquuz/x5muvnnU9TiYbHch9EDgLuKnbtnZlq5WvavkATZId7rs/zX3mwKzf\n",
"gz7uH5uiPC/16dM+q6mqNTfgUuD27vYpwGHgDODxwOG1ylfbFhcXa73nHcq2fdfS1N6LaT5237ZZ\n",
"t7lZP39fN9vw+NtqbW7N7p0krwWuBM5JsqWqrklyC7AIFN0HJ6rq0SQ3ryyXJM2X9QZybwNuW1G2\n",
"F9h7nHP3Afua1k7fJTnxPn1JWskPZ0nSgGx09o5mzKt89dmUpyiD05TXZehL2kwbmqK8UU5TXp/d\n",
"Oz0zL9MPpc1ge2/P0JekATH0e8Y+fQ2J7b09Q1+SBsTQ7xn7ODUktvf2DH1JGhBDv2fs49SQ2N7b\n",
"M/QlaUAM/Z6xj1NDYntvz9CXpAEx9HvGPk4Nie29PUNfkgbE0O8Z+zg1JLb39gx9SRoQQ79n7OPU\n",
"kNje2zP0JWlA/BKVGXvN63+dd7yeqXzxw2sAbviXaTy0tCn8Tuj2DP0Z2/3Gt7KRbxLayA/Bc2/f\n",
"Xy8Zu2aSTkZ27/SMVz0aEtt7e4a+JA2I3Ts9Yx+n+myaY1jgONaJMPQlbZppjmGB41gnwu6dnvEq\n",
"X0Nie2/P0JekATH0e8a1SDQktvf2xg79JL+S5J+SHE5yWVd2eZJDSQ4m2dmumpKkFiYZyL0eeDZw\n",
"JvDeJD8B3AwsAAH2APsnrqG+g32cGhLbe3uThP7HgcuBpzIK+AuBe6vqEYAkR5Jsq6ojk1dTktTC\n",
"JH36h4CrgJ8BPgacDRxNsjvJHcDRrkwN2cepIbG9tzdW6Cd5BrCzql5aVS9h1NXzVeAs4KZu2wo8\n",
"uMZj7Fh+2333p7nPHJj1e+D+sPZZTVVteGPUlfPe7vZjGF3pPw44DJwBPB44vNr9FxcXa5znPRm3\n",
"7buWpvZeTPOx+7bNus3N+vnnZZt2m7TNf3tbrc2N1adfVZ/KaIbOBxgN2v5RVT2c5BZgEShGg7qS\n",
"pDky9kBuVd0K3LqibC+wd9JKaXWJa+9oOGzv7fnhLEkaEEO/Z7zq0ZDY3tsz9CVpQAz9npmX6YfS\n",
"ZrC9t2foS9KAGPo9Yx+nhsT23p6hL0kDYuj3jH2cGhLbe3t+R+4ceO7t+0/4i6K371riubef8IrV\n",
"D41XI0knK0N/xjbyJdEw+gWx0ftIfWWffnt270jSgBj6kuaWffrt2b0jaVNNcQwLHMdal6EvadM4\n",
"hjV7du/0j99TIGlshn7PfOTGhQOzroOk/jL0JWlADP2ecd6ypEkY+pLmmWNYjRn6PeO8ZQ2JY1jt\n",
"Gfo9c9F1d1496zpI6i9Dv2ee8LRnXjXrOkibxTGs9gx9SRoQQ1/S3HIMqz1DX9LccgyrPUNf0txy\n",
"DKs9Q79/nLcsaWyGfs84b1nSJMYO/STnJdmf5GCSN3Vllyc51JXtbFdNSVILk6yn/4fAb1XVBwCS\n",
"hFHXwwIQYA+woW8/0PqctyxpEmNd6Sc5Bdh2LPA7FwL3VtUjVfUwcCTJthaVlDRYjmE1Nm73zlOA\n",
"M5K8K8lSkhcBZwNHk+xOcgdwtCtTQ85b1pA4htXeuKH/IPDfwIuBK4GbgK8CZ3W3bwK2ducd1/Lw\n",
"SrLD/RPbv+i6O6+ep/r0ZZ85MOv3wP1h7bOaqhprA/4GOK+7fQh4HHAYOAN4PHB4tfsuLi7WuM87\n",
"9G37riXfuzG2Wbe5WT+/2/C21drcJAO5rwP+NMkW4O+r6uEktwCLQGFfnCTNnbFDv6oeAF6womwv\n",
"sHfSSkkSjLopyhlrTfnhLElzy7V32jP0Jc0t195pz9DvH8dKJI3N0O8Z5y1LmoShL0kDYuj3jDMZ\n",
"JE3C0Jc0zxzDaszQ75l5WVJA2gyOYbVn6PeM85YlTcLQ7xnnLWtIHMNqz9CXpAEx9CXNLcew2jP0\n",
"Jc0tx7DaM/QlzS3HsNqbZD19TVGSWvXYjRz3WFVlejWSpsf2vnm80p9TVZXjbcBlaxyTesn2vnkM\n",
"fUkaEEO/Z5y3rCGxvbdn6EvSgBj6PeO8ZQ2J7b09Q1+SBsTQ7xn7ODUktvf2DH1JGhBDv2fs49SQ\n",
"2N7bM/QlaUAM/Z6xj1NDYntvz9CXpAEx9HvGPk4Nie29vYlCP8ljk9yf5FXd/uVJDiU5mGRnmypK\n",
"klqZdGnla4GPAiQJcDOwAATYA+yf8PG1gn2cGhLbe3tjX+kneRxwBfDuruhC4N6qeqSqHgaOJNnW\n",
"oI6SpEYm6d65DngLo6t6gLOBo0l2J7kDONqVqSH7ODUktvf2UrXqF9asfqdkC/A3VfXCJFcBZwL7\n",
"gN8EXsnoF8GdwBur6sjK+y8tLW38SaUJLSwszOyLN2zzmoXjtflxQ/8FwPXAl4ALgFOBVwBvAy5n\n",
"9BfE3qq6ZJIKS5LaGiv0v+MBkpcBZ1bV25JcAfwOUMAtVbWvQR0lSY1MHPqSpP7ww1mSNCCGviQN\n",
"iKEvSQNi6EvSgBj6M5LkVUk+0q1V9Ktd2fOSLCW5J8ndy869Ksn7u+1XV5Tf2Z1/IMmpXflPdece\n",
"TvLzm/7ipBVs73OkqtxmsDFal2jrirKPAk9dUXY28H5Gn4U4FTgAfF937CrgXcApy84P8M/AE7rz\n",
"DwKPnfXrdRv2Znufn23SBdc0vl8GrknyZEbrF90L/EdVfXHFeRcAH6mqbwIk+SCjdY4+3x3fV1WP\n",
"Ljv/e4CnAe9h9APxJOA84DPTeiHSCbC9zwlDf0aq6nPAHyQ5HXhfVW1Pcm6Sp1XVZ5edeh+wPcmx\n",
"/6uLgTev8bhfSvIJ4Oeq6itTewHSBtje54ehPyPdonTPBp4IvLUrvgb4626Z6i9W1S9W1YNJ7mL0\n",
"ZyvA26vqC+s8/G8C70lSwOeq6pem8BKkE2Z7nx9+IleSBsTZO5I0IIa+JA2IoS9JA2LoS9KAGPqS\n",
"NCCGviQNiKEvSQNi6EvSgPw/oH4+1mBXzIcAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10d36ee48>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXIAAAEDCAYAAAAoWo9tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAD+lJREFUeJzt3X+MXFd5xvHnsbcJlUNSSoBYsR0FqIURrURrt6oAZYOr\n",
"NImoEKUqlaiwFSRwCnIVJH6pFEShoV4ntFRIRm1JolQKUIQQjUQBz67dQJM0AQX1BwRI7JAQogKt\n",
"i0zrBKjf/jGz8TLszNydPfeeOT7fj3SUvTN3bs7Mvvvs3XfuHDsiBAAo14bcEwAArA9BDgCFI8gB\n",
"oHAEOQAUjiAHgMIR5ABQuLncEyiN7csk9SQ9tnyTpIiIbQ0ff46kByVtlHSRpLmION3GXIE22L5C\n",
"0oclhaSnSHqa+j8PlvSDiNiRcXpVIsin81jT4B4WET+UtNX2JZKOpZ0W0L6I+JykrdKTJzZ/O+3P\n",
"A9KgtZKY7RfY/ojtr9r+nu3P2r5ojceYs71g+5jth20/aHt+aJ8LbN80uP9+23+Y9IkA62D7Etun\n",
"bb/E9n22H7X9Nyvuv8z2I0OPOWL7mqHbrhn8LH3T9sds/3xXz6EkBHl6/yPpfYM/Ly9W/8/Pd6zx\n",
"GHslXSHplwdnOjsk3Tm0z62SzpX0HEm/Lmmv7VeuY95AG/5I0pURcbGk64buG/uxctuvkPQeSS+P\n",
"iEsk3a9+3WMIQT6dzYOz5eOD/y4s3xERxyPiXwZfPyHpdvWDeC2+JemZki63fV5E/HDQkpEk2X6W\n",
"pN+SdF1E/CgiTkg6IOl163xeQEoh6dUR8R+SFBEn1/j410n6QER8fbD9HknztjcnnONZgR75dB6L\n",
"iGevdoftn5P0x+qfJf+fpAsk/fdaDh4Rn7H9akl7JH3Q9n2S3hgRDw122SrptKS7bUv9N5k2SvrO\n",
"2p8K0KoT63jsVknX2d432LakU5K26czFBhBB3oYPS/q2pMsj4gnbeyVdM/4hPy0ijkg6YnuDpD+T\n",
"dLOkywd3H5P0I0nPj4jHk8wa6NZpTe4IPCjp/RFxUwfzKRqtlfS2SvrGIMR/UdKbJP3MiH296o32\n",
"U1e8qbNR/V+4/7t8f0T8l6SPSrrF9tMGj9lg+7xEzwFIYdX6HviWpGfYvlCSbF8laefQPn8h6V22\n",
"f/XJA/b/4sUQgjy9N0l6g+1vSrpe0o3qv+m5mpD0kO0vD93+S5Lusv2wpAckbZb02qF99kn6hvrt\n",
"lYfVfyPod9I8BSCJkW9mRsRx9YP687Y/JemFku4b2ueIBn3ywdVZxyTd0t50y2XWIweAsjU6I7d9\n",
"se0l23fYvrHtSQEAmmt0Rm77I5L+MiLuan9KAIC1mHhGPrhq4rmEOADMpiatlWdIeortT9peHHza\n",
"CgAwI5pcR/6f6n+g5ZWD/f/J9mci4tTKnRYXF3nXFJ3bvXv3uEvcWkO9I4dR9T4xyCPix4PFbTZH\n",
"xKO2R34AJdcP1azZdXAp7n3zS1t5Ldo8dmlyhyn13td2TVLzfePqveknO98m6a9tny/p48Nn4wCA\n",
"fBoFeUQ8LOnqludSJdvzEXE09zyArlDz6fHJTgAoHEGeGWcmqA01nx5BDgCFI8gzG/4n3ICzHTWf\n",
"HkEOAIUjyDOjX4jaUPPpEeQAUDiCPDP6hagNNZ8eQQ4AhSPIM6NfiNpQ8+kR5ABQOII8M/qFqA01\n",
"nx5BDgCFI8gzo1+I2lDz6RHkAFA4gjwz+oWoDTWfHkEOAIUjyDOjX4jaUPPpEeQAUDiCPDP6hagN\n",
"NZ8eQQ4AhSPIM6NfiNpQ8+kR5ABQOII8M/qFqA01nx5BDgCFI8gzo1+I2lDz6RHkAFA4gjwz+oWo\n",
"DTWf3sQgt32z7btsL9l+TReTAgA0N9dgn5D0uxHxSNuTqRH9QtSGmk+vSWvFDfcDAGTQJKBPSrrN\n",
"9t/bfk7bE6oN/ULUhppPb2KQR8T+iHiRpHdKumHcviu/Qbbn2Wa7zW1llvv5s13XtsaJiEZD0vMk\n",
"/d2o+3u9XjQ91tk+di4stvZatHns0kbOmqPez4y2a5Ka749xNTfxzU7bH5W0Wf0Wyxsm7Q8A6NbE\n",
"II+I3+tiIrWyPR+8i4+KUPPpcTUKABSOIM+MMxPUhppPjyAHgMIR5JnNwmV0QJeo+fQIcgAoHEGe\n",
"Gf1C1IaaT48gB4DCEeSZ0S9Ebaj59AhyACgcQZ4Z/ULUhppPjyAHgMIR5JnRL0RtqPn0CHIAKBxB\n",
"nhn9QtSGmk+PIAeAwhHkmdEvRG2o+fQIcgAoHEGeGf1C1IaaT48gB4DCEeSZ0S9Ebaj59AhyACgc\n",
"QZ4Z/ULUhppPjyAHgMIR5JnRL0RtqPn0CHIAKBxBnhn9QtSGmk+PIAeAwhHkmdEvRG2o+fQaBbnt\n",
"c2w/ZPsP2p4QAGBtmp6R75P0pTYnUiv6hagNNZ/exCC3/bOSrpD0qfanAwBYqyZn5PslfVCSW55L\n",
"legXojbUfHpz4+60fb6kl0TEAdt7NCHMbc8v/9m0/M2qdXvXwaUY91ot27mwqF0Hl5rsuuzELDy/\n",
"Wdju9XqTXqtWUe9sz0y9R8TIIelqSYcl3Sbpbkn3Snr+avv2er0YdyzG6mPnwiKv25QjZ81R72dG\n",
"2zXMz0h/jKu5sWfkEfFpSZ8e/EZ4jaTzIuIr4x4DAOjW2CBfKSJubXMiAOqwsiWFNPhAEAAUjiAH\n",
"0CnOxtMjyPN7d+4JACgbQZ7ZF9+y+2juOQBd4jry9AhyACgcQZ4Z/ULUhppPjyAHgMIR5JnRL0Rt\n",
"qPn0CPLMduw/tDf3HACUjSDPbNOW7XtyzwHoEj3y9AhyACgcQQ6gU/TI0yPIAaBwBDmATtEjT48g\n",
"z4+1VgCsC0GeGWutoDb0yNMjyAGgcAR5ZvQLURtqPj2CHAAKR5BnRr8QtaHm0yPIM2OtFQDrRZBn\n",
"xlorqA098vQIcgAoHEEOoFP0yNMjyAGgcAQ5gE7RI0+PIM+PtVYArAtBnhlrraA29MjTmxjktt9r\n",
"e8n2YduXdjEpAEBzc5N2iIh3SJLtF0l6m6TXtz2pmtAvRG2o+fTW0lr5NUlfbWsiAIDpNApy2/8o\n",
"aZ+k29qdTn3oF6I21Hx6E1srkhQRl9neJelWSVeO2s/2/PKfTcvfLLbHbw/WWjk6K/MpabvX6ykn\n",
"6v3M9q6DSzHh5XrSzoVF7Tq41HR3STqR+/nNwvbYeo+IRkPSNkn/MOr+Xq8XTY/FODN2Lizyuk05\n",
"ctYc9T79oOanG+NqbuIZue2PSbpQ0ilJb5y0PwCgW02uWnlVFxMBAEyHDwQBQOEIcgAoHEGeH2ut\n",
"oDbUfGIEeWastYLaUPPpEeQAUDiCPLNg3QlUhppPjyAHgMIR5Jmx7gRqQ82nR5BnNlhrBagGNZ8e\n",
"QZ7Zpi3b9+SeA9Alaj49ghwACkeQA0DhCHIAKBxBDgCFI8jzY90J1IaaT4wgz4x1J1Abaj49ghwA\n",
"CkeQZ8a6E6gNNZ8eQQ4AhSPIM2PdCdSGmk+PIM+MdSdQG2o+PYI8M9adQG2o+fQIcgAoHEEOAIUj\n",
"yAGgcAQ5ABSOIM+PdSdQG2o+MYI8M9adQG2o+fQmBrntD9k+Yvuo7Uu7mBQAoLm5STtExD5Jsn25\n",
"pLdIurbtSdWEdSdQG2o+vbW0Vk5KeqKtiQAAprOWIH+tpA+1NZFase4EakPNp9coyG2/TNLXIuL+\n",
"CfvNr/ya7cnby+tOzMp8StpWZrmff6nbO/Yf2jtL8yllW+NExNgh6Vck3TBpv16vF5P2Yfz02Lmw\n",
"yOs25chZc9T79IOan26Mq7kmZ+Qfl7TL/StXPtBgfwBAh5pctfLsLiYCAJgOHwgCgMIR5ABQOII8\n",
"P9adQG2o+cQI8sxYdwK1oebTI8gBoHAEeWbBuhOoDDWfHkEOAIUjyDObhY+aA12i5tMjyDNbXmsF\n",
"qAU1nx5BntmmLdv35J4D0CVqPj2CHAAKR5ADQOEIcgAoHEEOAIUjyPNj3QnUhppPjCDPjHUnUBtq\n",
"Pj2CHAAKR5BnxroTqA01nx5BDgCFI8gzY90J1IaaT48gz4x1J1Abaj49gjwz1p1Abaj59AhyACgc\n",
"QQ4AhSPIAaBwBDkAFI4gz491J1Abaj4xgjwz1p1Abaj59CYGue0X277H9kIXEwIArE2TM/JzJV3f\n",
"9kRqxboTqA01n97EII+IRUknOpgLAGAK9MgzY90J1IaaTy9pkK/8BtmeZ/sntmO1IenIqPtmbP4z\n",
"t63Mcj//Urd37D+0d5bmU8q2xomIiUPSZZIOjtun1+tFk2MxGKlGzpqj3qcfOxcWee2mGONqbm5s\n",
"yvd/E7xV0lWSnmX7/Ih4/aTHAAC6MzHII+KApAMdzKVKtueDd/EBrANvdgJA4QjyzDgbB7BeBDmA\n",
"rrHWSmIEeWazcBkd0CXWWkmPIAeAwhHkmdEjR22o+fQIcgAoHEGeGT1y1IaaT48gB9CpHfsP7c09\n",
"h7MNQZ4Z/ULUZtOW7Xtyz+FsQ5ADQOEI8szoFwJYL4IcAApHkGdGjxzAehHkALrGWiuJEeSZ0SNH\n",
"bVhrJT2CHAAKR5BnRo8ctaHm0yPIAaBwBHlm9MhRG2o+PYIcQKdYayU9gjwz+oWoDWutpEeQA0Dh\n",
"CPLM6BcCWC+CHAAKR5BnRo8cwHoR5AC6xloriRHkmdEjR21YayW9iUFue7ftz9u+w/ZLu5gUAKC5\n",
"uXF32rakP5G0W5IlfVbSUgfzqgY9ctSGmk9v0hn5L0j6WkQ8HhGnJD1g+7kdzAsA0NCkIH+6pO/b\n",
"fr/tP5f0/cFtSIQeOWpDzafniBh9p71d0tslXat+a+WQpPdGxAPD+y4uLo4+ENCS3bt3O8f/l3pH\n",
"DqPqfVKQb5B0h6TfUP/s/XMR8eJWZggAmMrYNzsj4rTtd0vqSQpx/ScAzJyxZ+QAgNnHB4IAoHAE\n",
"OQAUjiBvyPa9ueewmlHzsn2T7eO2r+56Tjg7UPPlIMibm9U3E1adV0RcI+nmjueCsws1XwiCfAzb\n",
"b7d9j+1bJJ03uO1K23fa/oLt316x7/sG+37B9mHb2wa377F9yPYR20dtbxzc/psjjrPq7WOca/sG\n",
"23fb/tPhp7De1wB1oeYLFRGMVYakiyTdqX5hPFXS8cHXX5a0SdJG9a+xP2ew/5cG979V0qtWHGeP\n",
"pE9K2rDitlWPM+74Y+b5iKRnDvb/16H73iXp6tyvJaOMQc2XO8ZeR165bZK+GP3qOGn7u5IulLRF\n",
"0u3qF+AFki5Wv+BvkfR1Sf8m6a+GjnU4Ik6v2B51nB+MOf4oj0XEdyTJ9qkpnysgUfPFIshHOybp\n",
"hYMVIJ8uaXNEfNf2VyS9PCJODu1/laQXRMQTkw487jhjjj+KR3w97jZgNdR8oQjyESLie7Zvl/TP\n",
"kv5d/QXDpP7aM7fbDkmPRsTvD27fIOmw7R9L+rakaycU5qjjjLp95FRHfL3setvPi4gbJxwHlaPm\n",
"y8UnOxOwfYGkd0p6c/SXNfiEpAMRcU/mqQGtoOZnC2fkaTwu6VJJRwdnFYdTFrTtI/rJMw9Liojg\n",
"X2xCLtT8DOGMHAAKx3XkAFA4ghwACkeQA0DhCHIAKBxBDgCFI8gBoHD/D7UiPJAEtgDwAAAAAElF\n",
"TkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10d6e27f0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAX4AAAEDCAYAAAAyZm/jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAFCRJREFUeJzt3X+MpVd93/H3x7jBoQ6xMS2xIhth7Mi0adU2JlFrp17v\n",
"NqFEtGmbLlhFMgSqYGJqZKRASlzDOpTWa8cKbVT4I2BiVGPYVAqptImzs7vE3tYRSUWKqvgHawyY\n",
"ljSqcVfOZk2i7rd/3LvxMMzc587Mmbnz7Hm/pEfe59xzz5x7/Z3PfebcO2dSVUiS+nHOoicgSdpe\n",
"Br8kdcbgl6TOGPyS1BmDX5I6Y/BLUmfOXfQEznZJrgWWgK+faQKqqi6d8/7fATwBvAD4HuDcqjq9\n",
"FXOVtkKSHwU+ChRwHnAhk++HAH9cVa9a4PS6ZPBvj6/PG/QrVdWfApckeTnwpbbTkrZeVf0WcAn8\n",
"+YXQJzb6/aA2XOpZsCTfn+STSR5J8n+SPJDke9Y5xrlJ9if5UpKvJnkiya4Vfb47ycemtz+a5J1N\n",
"H4i0CUlenuR0kh9O8vkk/zPJLy+7/dokT624z9Ekb1nR9pbp99JXknwqyUu26zGMicG/eCeBfzP9\n",
"cfd7mfw4fOs6x3gz8KPA35peSb0K+K8r+twLvBB4JfC3gTcn+YlNzFvaCj8H/P2q+l7glhW3zdxm\n",
"IMk/Bn4e+PGqejnwKJO61woG//a4eHo1/uT0v/vP3FBVT1bVF6b//ibwn5kE93p8DfjLwHVJzq+q\n",
"P50uEQGQ5GXAPwBuqao/q6pngDuAn9rk45JaKuCNVfW/Aarq2XXe/6eAD1XV49Pznwd2Jbm44RzP\n",
"Cq7xb4+vV9Vlq92Q5ALgXzG5Cv9/wHcD/3c9g1fVbyZ5I/Am4JeSfB54R1V9edrlEuA08DtJYPKm\n",
"2guAP1r/Q5G21DObuO8lwC1JbpyeBzgFXMrzH64QBv9O8FHgfwHXVdU3k7wZeMvsu3y7qjoKHE1y\n",
"DvBvgXuA66Y3fwn4M+CvVNVzTWYtba/TDK9QPAHcXVUf24b5jJpLPYt3CfDFaej/NeBdwF9Yo29W\n",
"bUy+a9mbWC9g8oL+J2dur6pvAPcDH09y4fQ+5yQ5v9FjkFpYtb6nvgb8pSQvBUjyWuCqFX1+EXhf\n",
"kh/88wEnP1FrBYN/8d4F3JTkK8AHgV9g8ibvagr4cpLfX9H+14GHk3wVOA5cDLx1RZ8bgS8yWe75\n",
"KpM3vv5pm4cgNbHmm7dV9SSTYH8oyWeAvwl8fkWfo0zX+aefXvsS8PGtm+54xf34Jakvc13xJ/mO\n",
"JF9O8tMD/fYkeSjJg0l2t5miJKmled/cvRH4b7M6ZPJxkduBPUzW6h4AjmxqdpKk5gav+JN8J5Nf\n",
"DvrMQNcrgMeq6rmqOgUcT3J5gzlKkhqa54r/ZuCXgJcN9LsIOJHkbiZX/Cembcc3NUNJUlMzgz/J\n",
"i4Efrqo7kryJ2R+3ehq4AHj7tN+Hp22rOnz4sO8qa9vt2bNnVg1vGetdi7BWvQ9d8V8DvDDJfcBl\n",
"wAuSHK2qP1il73Emyz0wCf7Lq2rm1f6ivgnVp0WHr/Wu7TSr3mcGf1UdBA4CJLkBOP9M6CfZC5yc\n",
"9qGqTifZx2Tv+QL2tZm+JKmlubdsqKp7V5wfWKXPIeBQg3lpDUl2VdVnFz0PabtY8+35m7uS1BmD\n",
"f2S88lFvrPn2DP6RefWdR96/6DlI28mab8/gH5/3LXoC0jaz5hsz+CWpMwa/JHXG4Jekzhj8ktQZ\n",
"g39kTn7t8V9Z9Byk7WTNt2fwj8wffOjGNy96DtJ2subbM/glqTMG/8gk2bXoOUjbyZpvz+CXpM4Y\n",
"/CPjviXqjTXfnsE/Mu5bot5Y8+0Z/OPjviXqjTXfmMEvSZ0x+CWpMwa/JHVmMPiTfCDJkSSHkrxi\n",
"oO89SR6e9r+h3TQlSa0M/rH1qroVIMnVwM8Cb5vVHXh9VT3VZnpaabJvye5FT0PaNtZ8e+tZ6vkh\n",
"4JGBPlnnmFon9y1Rb6z59gav+AGS/DZwMXDNQNdngfuSPA3cUlVPbHJ+kqTG5ro6r6prgTcC9w70\n",
"u7mqrgZuA+4aGnf5HhxJdnk+fH6mbafMZ0znLNiiH/9Yz1fW/qLnM5ZzZqmquQ7gUuA35ux7JfDp\n",
"WX2WlpZq3q/t8S3P7a5Fz2GsxyJrznrf+GHNb+yYVXODSz1JPgW8FDgFvGNZ+17gZFUdXNZ2P5Ml\n",
"oWeBm4bG1vqV+5aoM9Z8e4NLPVX1hqraU1Wvq2Vr9lV1YHnoT9uur6prp32/shUT7p37lqg31nx7\n",
"fgJnfNy3RL2x5hsz+CWpMwa/JHXG4Jekzhj8ktQZg39kJvuWSP2w5tsz+EfGfUvUG2u+PYNfkjpj\n",
"8I/MTthzRtpO1nx7Br8kdcbgHxn3LVFvrPn2DP6Rcd8S9caab8/gHx/3LVFvrPnGDH5J6ozBL0md\n",
"MfglqTMGvyR1xuAfGfctUW+s+fYM/pFx3xL1xppvbzD4k3wgyZEkh5K8YqDvniQPJXkwye5205Qk\n",
"tTLPH1u/tap2A+8HfnatfkkC3A78CPCaaX815r4l6o013956lnp+CHhkxu1XAI9V1XNVdQo4nuTy\n",
"Tc1OktTcufN0SvLbwMXANTO6XQScSHI3EODEtO34Ziep57lviXpjzbc31xV/VV0LvBG4d0a3p4EL\n",
"gPdOjwunbWta/iNckl2eD5+f2bdkp8xnTOcs2KIf/1jPX33nkffvpPmM5ZxZqmquA7gU+I0Zt58D\n",
"HAPOA14EHJs13tLSUs37tT2eP67af9jnbYPHImvOet/4Yc1v7JhVc4NLPUk+BbwUOAW8Y1n7XuBk\n",
"VR2cvoCcTrIPWAIK2Dc0tiRp+w0Gf1W9YY32A6u0HQIONZiXJGmL+AtcktQZg1+SOmPwj4z7lqg3\n",
"1nx7Bv/IuG+JemPNt2fwS1JnDP6R2Qm/iCRtJ2u+PYNfkjpj8I9MuW+JOmPNt2fwj8yZvXqkXljz\n",
"7Rn84/O+RU9A2mbWfGMGvyR1xuCXpM4Y/JLUGYNfkjpj8I+M+5aoN9Z8ewb/yLhviXpjzbdn8EtS\n",
"Zwz+kXHfEvXGmm/P4JekzgwGf5KPJDma5LNJXjHQ954kDyc5kuSGdtPUGe5bot5Y8+0NBn9V3VhV\n",
"1wH7gHcPdQdeX1W7q+reFhPUt3LfEvXGmm9vPUs9zwLfHOiTdY6p9XPfEvXGmm9sPSH9VuAjA32e\n",
"Be5L8utJXrnxaUmStspcwZ/kdcBjVfXorH5VdXNVXQ3cBtw1x7i7lv/bc8+38pwFW/Tj97yvc2ap\n",
"qpkH8APAXUP9VtznSuDTs/osLS3Vesb0mBxX7T/s87bBY5E1Z71v/LDmN3bMqrlzZ74qTBwAnkpy\n",
"FPhCVb1z+oqyFzhZVQeXvcrcD1zMZMnnpjnGliRts8Hgr6rL1mg/sErb9S0mpbVN9i3ZvehpSNvG\n",
"mm/PT+CMjPuWqDfWfHsGvyR1xuAfmZ3w6RRpO1nz7Rn8ktQZg39kyn1L1Blrvj2Df2Tct0S9sebb\n",
"M/jHx31L1BtrvjGDX5I6Y/BLUmcMfknqjMEvSZ0x+Edmsm+J1A9rvj2Df2Tct0S9sebbM/glqTMG\n",
"/8i4b4l6Y823Z/BLUmcM/pFx3xL1xppvz+AfGfctUW+s+fYM/vFx3xL1xppvbDD4k3wkydEkn03y\n",
"ioG+e5I8lOTBJP6RTEnageb5Y+s3AiS5Dng38PbV+iUJcDuwBwjwAHCk2UwlSU2sZ6nnWeCbM26/\n",
"Anisqp6rqlPA8SSXb2p2kqTmBq/4l3kr8KEZt18EnEhyN5Mr/hPTtuMbn54kqbW5gj/J65hczT86\n",
"o9vTwAVMloICfHjaNmvcXWc+qnXmlzR6PH/1nUe+AVw467la7tV3Hql5+wLP/O7P7H7JTnq8izpf\n",
"Wloafra2kPW+sXqH9df87717zz9Z1OPbKecz672qZh7ADwB3zdHvHOAYcB7wIuDYrP5LS0s1NGYv\n",
"x1X7D2/Zc7GVY4/tWGTNWe/PH1tdk9b85JhVc/Nc8R8AnkpyFPhCVb1z+oqyFzhZVQenLyCnk+wD\n",
"loAC9s0xtiRpm83zqZ7L1mg/sErbIeBQg3lpDcuXC6QeWPPt+QtcktQZg39kvPJRb6z59gx+SeqM\n",
"wT8y7k2u3ljz7Rn8ktQZg39kXO9Ub6z59gx+SeqMwT8yrneqN9Z8ewa/JHXG4B8Z1zvVG2u+PYNf\n",
"kjpj8I+M653qjTXfnsEvSZ0x+EfG9U71xppvz+CXpM4Y/CPjeqd6Y823Z/BLUmcM/pFxvVO9sebb\n",
"M/glqTODwZ/kmiSfS7J/jr73JHk4yZEkN7SZopZzvVO9sebbG/xj68ALgQ8Cf2eOvgW8vqqe2tSs\n",
"JElbZvCKv6oOA8/MOV7mGVMb53qnemPNt9c6pJ8F7kvy60le2XhsSVIDTYO/qm6uqquB24C7hvov\n",
"X7tLssvz4fMzbTtlPmM6Z8EW/fjHer6y9hc9n7GcM0tVDR7AtcCd8/Sd9r8S+PSsPktLSzXveGf7\n",
"cdX+w3M/F8CurRr7bD8WWXPW+/PHemvSmt/YMavmBt/cTfIe4LXAy5K8uKreNm3fC5ysqoPL+t4P\n",
"XMxkyeemobG1fuV6pzpjzbc3GPxVdQdwxyrtB1Zpu77RvCRJW8RP4IzMTlirlraTNd+ewS9JnTH4\n",
"R8b1TvXGmm/P4Jekzhj8I+N6p3pjzbdn8EtSZwz+kXG9U72x5tsz+CWpMwb/yLjeqd5Y8+0Z/JLU\n",
"GYN/ZFzvVG+s+fYMfknqjME/Mq53qjfWfHsGvyR1xuAfGdc71Rtrvj2DX5I6Y/CPjOud6o01357B\n",
"L0mdMfhHxvVO9caab28w+JNck+RzSfbP0XdPkoeSPJhkd5spSpJamueK/4XAB4c6JQlwO/AjwGuA\n",
"929qZlqV653qjTXf3mDwV9Vh4Jk5xroCeKyqnquqU8DxJJdvdoKSpLbObTjWRcCJJHcDAU5M2443\n",
"/Brdc71TvbHm22sZ/E8DFwBvZxL8H562rSnJrjP/U8/8ONfj+btuvYlP3krNeq426l0AP/PIjnq8\n",
"izpfWloaerq2lPW+9fUOk5rPux/dtsezU89n1ntVDR7AtcCdA33OAY4B5wEvAo7N6r+0tFTzfO0e\n",
"jqv2H577uQB2bdXYZ/uxyJqz3p8/1luT1vzGjlk1N3jFn+Q9wGuBlyV5cVW9bdq+FzhZVQenLyCn\n",
"k+wDloAC9g2NLUnafoPBX1V3AHes0n5glbZDwKE2U9NqyvVOdcaab89f4JKkzhj8I+NnmtUba749\n",
"g1+SOmPwj4zrneqNNd+ewS9JnTH4R8b1TvXGmm/P4Jekzhj8I+N6p3pjzbdn8EtSZwz+kXG9U72x\n",
"5tsz+CWpMwb/yLjeqd5Y8+0Z/JLUGYN/ZFzvVG+s+fYMfknqjME/Mq53qjfWfHsGvyR1xuAfGdc7\n",
"1Rtrvj2DX5I6M1fwJ9mT5KEkDybZPdD3niQPJzmS5IY209QZrneqN9Z8e4N/bD1JgNuBPUCAB4Aj\n",
"M+5SwOur6qkmM5QkNTXPFf8VwGNV9VxVnQKOJ7l8Rv/MOa42wPVO9caab2/wih+4CDiR5G4moX5i\n",
"2nZ8jf7PAvcleRq4paqeaDJTSVIT81yZPw1cALx3elw4bVtVVd1cVVcDtwF3zRp4+St5kl2eD5+f\n",
"We/cKfMZ0zkLtujHP9bzqvrsTprPWM6ZpapmHkxeHI4B5wEvAo4N3Wd6vyuBT691+9LSUs0zTg/H\n",
"VfsPb9lzsZVjj+1YZM1Z788fW12T1vzkmFVzg0s9VXU6yT5gickbt/uWvarsBU5W1cFlbfcDFzNZ\n",
"8rlpaHytz/KrfqkH1nx786zxU1WHgEOrtB9Ype36BvOSJG0RP30zMl75qDfWfHsGvyR1xuAfmZ3w\n",
"6RRpO1nz7Rn8ktQZg39kXO9Ub6z59gx+SeqMwT8yrneqN9Z8ewa/JHXG4B8Z1zvVG2u+PYNfkjpj\n",
"8I+M653qjTXfnsEvSZ0x+EfG9U71xppvz+CXpM4Y/CPjeqd6Y823Z/BLUmcM/pFxvVO9sebbM/gl\n",
"qTMG/8i43qneWPPtDQZ/kj1JHkryYJLdrfpKkhZj5h9bTxLgdmAPEOAB4Mhm+2rjXO9Ub6z59oau\n",
"+K8AHquq56rqFHA8yeUN+kqSFmTmFT9wEXAiyd1MruJPTNuOb7KvNijJLq+A1BNrvr1U1do3Jt8H\n",
"/Evg7UzC/MPAB6rq28J8PX0BDh8+vPYXlrbInj17soiva71rEdaq96HgPwd4EPh7TJaFfquqrtls\n",
"X0nS4sxc6qmq00n2AUtAAfvO3JZkL3Cyqg4O9ZUk7Rwzr/glSWcff4FLkjpj8EtSZwz+TUrymiSf\n",
"T/Jrmxjj/CQ/t6LtY0meTPJjDeb4beNLG2XNj59r/JuU5D8AH6+qz23B2LcBv3fmDXRpJ7Dmx88r\n",
"/k1I8p+AfwT8+yT3Tdt+Mslnkvz3JP9i2vamJJ9I8j+S/HSSR5Jcuuy2o0l+d7UvseLrfV+STy07\n",
"fzDJXxyY46rjT+d3V5LfSfKvl41//3rGV1+s+bODwb8JVfUTwG8CP1lV/2za/Imq+nHgB4F/vqz7\n",
"k8DHgPOBTwJ/YzrGr1TVdUw+Ajv09R4HLkzy4iR/FfhiVZ0cuM9a418I7AeuBv7hsvFfkuS7krwK\n",
"eHxofPXFmj87DG3ZoGErfzPu7yZ5HXAS+M5l7X84/e8fAxez8ef+PwLXA68EPrrBMQD+sKr+CCDJ\n",
"qWXt9wFvAC7b5Pg6e1nzI2fwt/fvqur7pz/WvmFZe1b8d6V52w8Av8bk/Zn3rGNeK8fJGv8+APwq\n",
"QFW9dx3jq1/W/MgY/Ju38sfJY0n+C/D7wDdW6Ver3Ge1cc74YJIrq+oXAKrqT5J8GXh8k/Os1f5d\n",
"VSeTfA14dJ3jqx/W/Mj5qZ4RSvKrwNuq6ulFz0XaDtZ8W17xj0iSa4EPAPcv/wZIcpRvvZoJUFXl\n",
"X0HTqFnzW8MrfknqjB/nlKTOGPyS1BmDX5I6Y/BLUmcMfknqjMEvSZ35/5ZS/CS3wPtfAAAAAElF\n",
"TkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10d879b38>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXgAAAEDCAYAAAA/eB+kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAEv9JREFUeJzt3XuMXGd5x/HvLwQIIYWYcIsgUCBBUFHUFrtVy83xUiiI\n",
"CrVUpYgKUlBp0lAoSA4lpOQCgmKDKREI1BYIVCJAVVUUCYi93riJuQiDuLQiBEwSwrWUkFoptbk0\n",
"T/+YMVkWe3Zm58zO2XO+H+mV95y57DvWs789+8w576SqkCR1zwnznoAkaTYMeEnqKANekjrKgJek\n",
"jjLgJamjDHhJ6qgT5z2BrkjyRGAR+PbRXUBV1YPGfPxdgK8CdwLuD5xYVbfPYq7SLCR5MvAOoICT\n",
"gE0Mfh4C/E9VPXKO0+slA75Z3x430Feqqh8BZyR5MHBDs9OSZq+qdgNnwE8PeP5xrT8PaoYtmnWS\n",
"5FFJrkxyXZLvJbkqyf0nfI4Tk+xIckOSm5N8NcnWFfe5Z5J3Dm//UpKXNPpCpCkkeXCS25M8Psln\n",
"k3wzyT8su/2JSb6+4jFXJ3n+in3PH/4sfS3J+5Pca71ew0ZiwK+fHwCvG/6Z+gAGf8ZeNOFznAM8\n",
"Gfi14ZHRI4GPr7jPe4C7Ag8DfhM4J8kzp5i3NAuvBH6nqh4AvHTFbSMvr0/ye8CrgWdU1YOBLzGo\n",
"e61gwDfr9OHR9Y3Df3ccvaGqbqyqLwy//iHwIQYBPYlvAPcFzk5ySlX9aNjaASDJ/YDfBV5aVT+u\n",
"qluB1wMvnPJ1SU0q4DlV9Z8AVXXbhI9/IfDmqvrycPvVwNYkpzc4x06wB9+sb1fVQ491Q5JTgb9m\n",
"cFT9f8A9gf+e5Mmr6qNJngM8D3hLks8CL6qqm4Z3OQO4HfhkEhi8uXUn4LuTvxRppm6d4rFnAC9N\n",
"cu5wO8Bh4EHccZKDMODX0zuAbwFnV9UPk5wDPH/0Q35eVV0NXJ3kBOBvgHcBZw9vvgH4MfBLVXWk\n",
"kVlL6+t2Vu8sfBXYVVXvXIf5bGi2aNbPGcBXhuH+y8DLgDsf57455s7kF5a9mXQnBr+g//fo7VX1\n",
"feB9wBVJNg0fc0KSUxp6DVITjlnfQ98A7pPk3gBJngpsXnGfvwUuTvLrP33CwV/IWsGAXz8vA85P\n",
"8jXgtcAbGbzZeiwF3JTkcyv2Pxr4RJKbgYPA6cALVtznXOArDNo0NzN4A+oPmnkJUiOO+yZqVd3I\n",
"IMCvTfJB4FeBz664z9UM+/DDs8VuAK6Y3XQ3rrgevCR106pH8EkekGQpyTVJ3jjc96Qk1w73bZv9\n",
"NCVJk1r1CD7JlcDlVfWJ4XaA/cACg17aVVX1hFlPVJI0mZFH8MMzNc48Gu5DZwHXV9WRqjoMHExy\n",
"5iwnKUma3GqnSd4HOCnJvwD3AN4CfAc4lGQXgyP4Q8BpDN70kyS1xGoBfwuDi3GeObzvxxicu30q\n",
"cB6DgH/b8H7HtHfvXt/F1bpbWFgYdSrezFjvmofj1fvIgK+qnwwX/jm9qr6Z5AiDI/WzhncJgxbO\n",
"yKP3ef2wqZ/mHbLWu9bTqHof50rWvwL+Psk9gA9U1eEklzFY+7yAS5uZpiSpSasGfFXdDDxtxb7d\n",
"wO5ZTUqQZGtV7Zv3PKT1Ys03zytZJamjDPiW8khGfWPNN8+Al6SOMuBbauVH8UldZ803z4CXpI4y\n",
"4FvKfqT6xppvngEvSR1lwLdUcvlfznsO0iwkqUnHvOe8URnwrfXYX5n3DKRZqKoca2zesfe4t817\n",
"zhuVAd9aj7lp3jOQtLGNsxaN1knCVmDrcPPi3HHcsq+Kfes/I2ldua5Vwwz4FhmG+D6A5DO/WPWY\n",
"S+Y5H2k9ffqChX1st93eJFs0ktRRBnxrPeaKec9AWk+eB988WzRzNuoUsBzn3AHPKpA0Do/g52zE\n",
"aWFne8qY+sS1aJpnwEtqhUe++G3nzHsOXWPAt5T9SPXN3R/48OfNew5dY8BLUkcZ8C1lP1LStAz4\n",
"lrIfKWlaBnxL2Y+UNC0DXlJbuBZNwwx4Sa3w6QsW9s17Dl1jwEtSRxnwklrBaz+aZ8C3l/1ISVMx\n",
"4FvKfqT6xms/mrdqwCd5V5JPJFlK8tzhvicluTbJNUm2zX6akrrOaz+aN85ywQX8YVV9HSBJGLQP\n",
"FoAAVwFLM5thT9mPVN8Mr/04Z97z6JJxWjRZcb+zgOur6khVHQYOJjlzJrOTJK3ZOAF/G/DeJP86\n",
"DPLTgENJdiV5E3BouE8Nsh8paVqrBnxVvbiqHgu8CtgJfA84FbhwODYBt4x6juVhlWSr26tvH+1H\n",
"tmU+G2mbOZv363e7X9uMUlVjDeARwAcY/FLYD5wEnAzsH/W4xcXFGvd7OO4Ym3fs9f9tjWOeNWe9\n",
"r31Y82sbo2pu1TdZk7wPOJ1Bq+b8qro9yaXAIoM3YD1fW1ITzJKGrRrwVfVHx9i3B9gzkxlJ6qVP\n",
"X7Cwj+3H/Qx6rYEXOklSRxnwklqhvPajcQZ8e9mPlDQVA76lXItGfdOGU1y7xoCX1AquRdM8A76l\n",
"7Eeqb/wc4uYZ8JLUUQZ8S9mPlDQtA76l7EdKmpYB31L2IyVNy4CX1BZe+9EwA15SK3jtR/MMeEnq\n",
"KANeUit47UfzDPj2sh8paSoGfEvZj1TfeO1H8wx4Sa3gtR/NM+Bbyn6k+sZrP5pnwEtSRxnwLWU/\n",
"UtK0DPiWsh8paVoGfEvZj5Q0LQNeUlt47UfDDHhJreC1H80z4CWpowx4Sa3gtR/NM+Dby36kpKkY\n",
"8C1lP1J947UfzRsr4JPcJclNSf58uP2kJNcmuSbJttlOUVIfeO1H88Y9gj8X+AxAkjBoH/w28BTg\n",
"kpnMrOfsR6pvvPajeasGfJK7AU8GPjjcdRZwfVUdqarDwMEkZ85wjpKkNRjnCP7FwFuADLdPAw4l\n",
"2ZXkTcCh4T41yH6kpGmNDPgk9wAeX1UfPboLuAU4FbhwODYN9416nq3Lv3Z79e2j/ci2zGcjbTNn\n",
"8379bvdrm1Gq6rgDeBqwB3gv8EngAPBoYD9wEnAysH/UcywuLtao2x3HHpt37PX/bY1jnjVnva99\n",
"WPNrG6Nq7sRVwv/DwIeHvymeC5xSVV9IchmwCBSery2pGWZJw0YG/HJV9Z5lX+8Gds9kRpJ66dMX\n",
"LOxje817Gp3ihU6S1FEGvKRWKK/9aJwB3172IyVNxYBvKdeiUd+04RTXrjHgJbWCa9E0z4BvKfuR\n",
"6hvXommeAS9JHWXAt5T9SEnTMuBbyn6kpGkZ8C1lP1LStMZeqkCSJrFl59L3Gaw2O8ljJlmr4NYD\n",
"27fda7JZ9YsBL2lWNh3Yvi2r320gydZJzh6b8JdBL9mikaSOMuAltYLXfjTPgG8v16KRNBUDvqVc\n",
"i0Z947UfzTPgJamjDPiWsh+pvrHmm2fAS1JHGfAtZT9SfWPNN8+AbynXopE0LQO+pVyLRn1jD755\n",
"BrwkdZQBL6kV7ME3z4CXpI4y4CW1gj345hnw7eVaNJKmYsC3lGvRqG/swTdv1YBP8pokS0n2JHnI\n",
"cN9CkmuTXJNk2+ynKUma1Kqf6FRVFwEkeSzw8iTnAZcBC0CAq4ClWU6yj+xHqm+s+eZN0qL5DeBL\n",
"wFnA9VV1pKoOAweTnDmT2UmS1mysz2RN8m/A6cDjgIcBh5LsYnAEfwg4DTg4q0n20aSfTyltdNZ8\n",
"88Y6gq+qJwLPAd4DfA84FbhwODYBt4x6/PI3T5JsdXv17aNr0bRlPhtpmzmb9+t3u1/bjFJVYw3g\n",
"QcBHGPxS2A+cBJwM7B/1uMXFxRr3ezjuGJt37PX/bY1jnjVnvd8xZl3D/owMxqiaW7VFk+T9wL2B\n",
"w8CLqur2JJcCi0Dh+dqS1ErjnEXzrGPs2wPsmcmMJPVSYg++aV7oJEkdZcBLagWP3ptnwLeX721I\n",
"mooB31KuRaO+acMprl1jwEtSRxnwLWU/Un1jzTfPgJekjjLgW8p+pPrGmm+eAd9SR9eikaS1MuBb\n",
"6u4PfPjz5j0HaT3Zg2/eWMsFS9KkXnbR+Vx5ETWz5wfYft2snr4TDHhJM7HrNW/lwPZtGff+k65F\n",
"s2XnUj17TTPrD1s0ktRRBrykVrAH3zxbNOtoy86l7zP4BKxx7z9J//LWA9u33WvyWUnqKgN+fW0a\n",
"tye5ln7kmmcltYDrwTfPFo0kdZQB31IeyahvrPnmGfCS1FEGfEu5Lof6xppvngEvSR1lwLeU/Uj1\n",
"jTXfPANekjrKgG8p+5HqG2u+eQa8JHWUAd9S9iPVN9Z88wx4SeooA76l7Eeqb6z55q0a8EnenuTq\n",
"JPuSPGS4byHJtUmuSbJt9tOUJE1q1dUkq+pcgCRnA9uTnA9cBiwAAa4ClmY5yT6yH6m+seabN0mL\n",
"5jbgR8BZwPVVdaSqDgMHk5w5k9lJktZskoB/AfB24DTgUJJdSd4EHBruU4PsR6pvrPnmjRXwSZ7O\n",
"4Kj9S8AtwKnAhcOxabhv1OO3Lv/abbdnuc2czfv1u92vbUapqpEDeAzwhmXbJwD7gZOAk4H9ox6/\n",
"uLhYq32PvozNO/bO7P9ils+90cY8a856v2PMuiat+cEYVXPjfGTfPwFfT3I18IWqekmSy4BFoIBL\n",
"x3gOSdI6G+csmoceY99uYPdMZiTAz6dU/1jzzfNCJ0nqKAO+pTySUd9Y880z4CWpowz4lmrD6X7S\n",
"erLmm2fAS1JHGfAtZT9SfWPNN8+Al6SOMuBbyn6k+saab54BL0kdZcC3lP1I9Y013zwDXpI6yoBv\n",
"KfuR6htrvnkGvCR1lAHfUvYj1TfWfPMMeEnqKAO+pexHqm+s+eYZ8JLUUeN8ZJ8a8rKLzufKi6hx\n",
"7vveuzyCK+/6yPGfG2D7dWucmTR/9uCbZ8Cvo12veSsHtm/LLJ57y86levYsnljShmWLpqXsR6pv\n",
"rPnmGfCS1FEGfEvZj1TfWPPNM+AlqaMM+JayH6m+seabZ8BLUkd5mmRL2Y9UF2zZuTTWdR8Am3fs\n",
"ZcvOpUme/tbJZ9QvBrykmZj0mo8tO5dqVteJ9JUtmpayHylpWqsGfJLHJflUkh3L9i0kuTbJNUm2\n",
"zXaKkqS1GKdFc1fgtcBvASQJcBmwAAS4CpiocabV2YOXNK1Vj+Crai8/+2bGWcD1VXWkqg4DB5Oc\n",
"OasJSpLWZi09+NOAQ0l2JXkTcGi4Tw2yB6+++cE3vvzuec+ha9YS8LcApwIXDsem4b7jWh5WSba6\n",
"7fYst5mzeb/+jbp93eXnXdGm+WyUbUapqlUH8ERg5/DrE4D9wEnAycD+UY9dXFyscb5HH8bmHXtn\n",
"9n8xy+feaGOeNWe9O9Z7jKq5Vd9kTfJy4KnA/ZLco6r+LMllwCJQwKWrPYckaf2tGvBV9Xrg9Sv2\n",
"7QZ2z2pSGvzpVZ5Jox6x5pvnhU6S1FEGfEt5JKO+2bxj79Z5z6FrDHhJbXHxvCfQNQZ8S7XhdD9J\n",
"G5sBL0kdZcC3lD14SdMy4CWpowz4lrIHr75xLZrmGfCSWuG6y8+7Yt5z6BoDvqXswatvrPnmGfCS\n",
"1FEGfEvZg1ffWPPNM+AlqaMM+JayH6m+cS2a5o3zodtq0JadSzWjp7519btIrXYxcMm8J9ElBvw6\n",
"OrB9W8a975adSzXJ/SVpJVs0ktRRBrwkdZQBL0kdZcBLagXXommeAd9SFrv6xrVommfAt9QX33zu\n",
"OfOeg7SevPajeQa8JHWUAd9SrsuhvrHmm2fAS1JHGfAtZT9SfeNaNM0z4Ftqy86lS+Y9B2mdXTzv\n",
"CXSNAd9eFrukqax5sbEkCwxWfivgkqpaampSkroryXFXVM0FHPO2qnLhvTVYU8AnCXAZsAAEuAow\n",
"4CWtyrBeP2tt0ZwFXF9VR6rqMHAwyZkNzkuSNKW1tmhOAw4l2cXgCP7QcN/BpiYmqV+SbPXssWal\n",
"avIPGErycOAVwHkMAv5twGuq6ucCfu/evbP6BCPpuBYWFubSBrDeNQ/Hq/e1BvwJwDXAkxi0eXZX\n",
"1eOmmqEkqVFratFU1e1JLgUWGZxFc2mjs5IkTW1NR/CSpPbzQidJ6igDXpI6yoDfQJKckuSVE9z/\n",
"T2c5H2nWrPnp2IPvsCQHqmrLvOchrRdr/md5BN+QJH+S5INJPp/kL5btf12STyXZn2RPkgcN9z8l\n",
"yceH+39/jOd/XpKrkxxYsf/zSd6Q5JNJXrts/7uBhydZSnJRgy9VAqz5DaGqHA0M4MThv3cFPr9s\n",
"/2cYXAz2cuBZw30BPgfcHbgTg2sK7jLm9/nUiu2bgfsOn+ffR93X4WhyWPPtH2teTVI/5wlJng78\n",
"ALjbsv1XAF8G/gP4u+G+ewMPBD7EoPDvCTwAuHEN3/c7VfVdgCSHV9zmok6aJWu+5Qz45lxeVY8a\n",
"/jn6rGX7nwo8qqp+eHRHVf1Xki8Cz6iq2yb8PisLOCNuu3OS1PDQRmqYNd9yBnxz9if5GIM/Q7+/\n",
"bP8JwJ4kPwG+BZw3LPBXAB8aro39zar64zG/z8rCrRG37QE+kuTGqjpv3BcijcmabznPopmhJPcE\n",
"XgVsr8HyDv8MvL6qPjXnqUkzYc23i0fws3UEeAiwb3jUsmdUoSe5mp89IglQVbVtttOUGmPNt4hH\n",
"8JLUUZ4HL0kdZcBLUkcZ8JLUUQa8JHWUAS9JHWXAS1JH/T9hutTpamR2BAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10da02e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for col in ['age', 'score', 'degree_hl', 'family_inv', 'age_int']:\n",
" try:\n",
" _ = by_age_amp_missing.boxplot(column=col)\n",
" except:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"receptive_language_dataset['jcih_missing'] = receptive_language_dataset.jcih.isnull()\n",
"by_jcih_missing = receptive_language_dataset.groupby('jcih_missing')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" male synd_or_disab deg_hl_below6 mother_hs\n",
"jcih_missing \n",
"False 0.517471 0.237094 0.477002 0.610048\n",
"True 0.500000 0.317708 0.474747 0.581560"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"by_jcih_missing['male', 'synd_or_disab', 'deg_hl_below6', 'mother_hs',\n",
" 'non_english'].mean()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.4/site-packages/pandas/tools/plotting.py:2625: FutureWarning: \n",
"The default value for 'return_type' will change to 'axes' in a future release.\n",
" To use the future behavior now, set return_type='axes'.\n",
" To keep the previous behavior and silence this warning, set return_type='dict'.\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXgAAAEDCAYAAAA/eB+kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAExZJREFUeJzt3X2MZXddx/H3p1QoBdsuBYGUQoBtYwli1K0GedruFBTE\n",
"GMT4EAxUSJDKUyApSEG0hYDswiKKgYhAg0l5UGMQg+zu7LbsrkAoBCQkUBien9RQygZwlwf79Y97\n",
"FpZh9s69c8+de+ac9yv5Zeec+zC/O/nuZ8587zm/m6pCktQ/Zyx6ApKk+TDgJamnDHhJ6ikDXpJ6\n",
"yoCXpJ4y4CWpp85c9AT6IskjgGXgayd3AVVV957w8bcHPgPcDrgHcGZV3TaPuUrzkORRwBuBAs4C\n",
"tjH6/xDg21V1yQKnN0gGfLu+Nmmgr1ZV3wMuTHIf4LPtTkuav6raD1wIPzzg+YeN/n9QO2zRbJIk\n",
"D0zy1iSfSPL1JPuS3GPK5zgzye4kn03yxSSfSbJz1X3OTfKm5vZPJnl2qy9EmkGS+yS5LcnDknwk\n",
"yVeS/P0ptz8iyZdWPeaGJE9ete/Jzf+lLyR5e5K7bNZr2EoM+M3zHeDlzZ+pFzD6M/ZFUz7HFcCj\n",
"gF9sjowuAd636j5vAe4A3B94MHBFksfPMG9pHl4I/HpVXQA8Z9VtYy+vT/I44CXAb1XVfYBPMqp7\n",
"rWLAt+uezdH155p/d5+8oao+V1Ufa77+LvAuRgE9jS8DPwNcluTOVfW9prUDQJK7A78JPKeqvl9V\n",
"twKvAJ464+uS2lTAE6rqvwGq6ltTPv6pwGuq6lPN9kuAnUnu2eIce8EefLu+VlX3W+uGJOcBf8bo\n",
"qPr/gHOBb07z5FX1niRPAJ4EvDbJR4BnVNXnm7tcCNwGfCAJjN7cuh3wP9O/FGmubp3hsRcCz0ny\n",
"tGY7wHHg3vzoJAdhwG+mNwJfBS6rqu8muQJ48viH/KSqugG4IckZwF8CbwYua27+LPB94AFVdaKV\n",
"WUub6zbW7yx8BthbVW/ahPlsabZoNs+FwKebcP854LnAT53mvllzZ/LTp7yZdDtGv6D/9+TtVfUN\n",
"4G3AdUm2NY85I8mdW3oNUhvWrO/Gl4G7JbkrQJJHAztW3eevgD9P8ss/fMLRX8haxYDfPM8Fnp7k\n",
"C8DLgFcxerN1LQV8PslHV+1/EPD+JF8EVoB7Ak9ZdZ+nAZ9m1Kb5IqM3oH6nnZcgteK0b6JW1ecY\n",
"BfiRJO8EfgH4yKr73EDTh2/OFvsscN38prt1xfXgJamfxh7BJzmnOQf1UPPvN5v9lyc5kuRwkl2b\n",
"M1VJ0jQmPoJP8iDgmYz+NDoKLDHqpe2rqofPbYaSpA2Zpgf/TOBvgIuAm6vqRFUdB1aSbJ/L7CRJ\n",
"GzbRaZLNmRsXVtXHkjwYOJZkL6Mj+GPA+Yze9JMkdcSk58E/FXhD8/UtwHnAlYwC/nXNvjUdPHjQ\n",
"d3G16ZaWlsadijc31rsW4XT1vm7AJ7kdo8vfH9bsWmHUpoFRwG+vqrFH74v6z6ZhWnTIWu/aTOPq\n",
"fZIj+McB7zq5NnlV3ZbkGkZrnxdwTSuzlCS1at2Ar6p/WmPfAeDAXGYkAJLsrKobFz0PabNY8+3z\n",
"SlZJ6ikDvqM8ktHQWPPtczXJBUsy9RuCVeWbeJLW5RH8glVV1hqMlhU+3W1S76z++EnNzoCXpJ4y\n",
"4DvKfqSGxppvnwEvST1lwHeU/UgNjTXfPgO+oy551uuuWPQcJG1tBnxH3eleFz9p0XOQNpM9+PYZ\n",
"8JLUUwa8pE6wB98+A16SesqAl9QJ9uDbZ8B3l+vsS5qJAd9RH3re0o2LnoO0mezBt8+Al6SeMuA7\n",
"yn6khsaab58BL0k9ZcB3lP1IDY013z4DvqNci0bSrAz4jnItGg2NPfj2GfCS1FPrBnySC5IcSnI4\n",
"yauafZcnOdLs2zX/aUrqO3vw7Ttzgvu8EnhhVb0fIEkYXWW5BATYBxya2wwl9UqSGnPbmvv9sPmN\n",
"GXsEn+QMYPvJcG9cBNxcVSeq6jiwkmT7PCcpqT+qKmuNHbsPXnO62xY9561qvSP4uwFnJfkX4Bzg\n",
"tcB/AceS7GV0BH8MOB9YmedEB8i1aDQoN1216y8WPYe+Wa8HfwvwTeDxwKOBq4FvA+c1X18NbGvu\n",
"d1qn9taS7HR7/e2Ta9F0ZT5baZsFW/Tr36rbJ7/uyny2yjbjVNXYAVwPXNB8fQS4I3AUOAs4Gzg6\n",
"7vHLy8u13vdwrPlz37noOWzVscias943Pqz5jY1xNTfJm6x/CrwhyTnAO6rqeJJrgWWgsJUwF+U5\n",
"wRoYa7596wZ8VX0ReMyqffuB/fOalCRpdl7o1FFd6CVLm+kBz379dYueQ98Y8B3lWjQaGpfnaJ8B\n",
"31EWu6RZGfCS1FMGvCT1lAEvST1lwEvqCq+paZkB310WuwbFtWjaZ8B31Mm1aKSh8NqP9hnwktRT\n",
"BnxHuS6Hhsaab58BL0k9ZcB3lP1IDY1r0bTPgO8o16LR0Lg8R/sM+I6y2CXNyoCXpJ4y4CWppwx4\n",
"SeopA15SV7g8R8sM+O6y2DUorkXTPgO+o1yLRkPjtR/tM+AlqafWDfgkb07y/iSHkjyx2Xd5kiNJ\n",
"DifZNf9pDo/rcmhorPn2nTnBfQr43ar6EkCSMOoPLwEB9gGH5jZDSdKGTNKiyar7XQTcXFUnquo4\n",
"sJJk+1xmN2D2IzU0rkXTvkkC/lvA9Un+tQny84FjSfYmeTVwrNmnFrkWjYbG5Tnat27AV9Wzquoh\n",
"wIuBPcDXgfOAq5uxDbhlnpMcIotd0qymOYvmBPB94DOM2jQwat9sr6qVcQ88td2QZKfbbs9zmwVb\n",
"9Ot3e1jbjFNVYwfwNuC9wL8B92n2PRI4ChwBHjnu8cvLy7Xe93D85Nix+6A/tw2ORdac9b7xYc1v\n",
"bIyruXXPoqmq319j3wHgwHqPlSQtjhc6SeoKl+domQHfXRa7BsW1aNpnwHeUa9FoaLrwBnnfGPCS\n",
"1FMGfEeV63JoYKz59hnwktRTBnxH2Y/U0LgWTfsM+I5yLRoNjctztM+A7yiLXdKsDHhJ6ikDXpJ6\n",
"yoCXpJ4y4CV1hctztMyA7y6LXYPiWjTtM+A7yrVoNDRe+9E+A16SesqA7yjX5dDQWPPtM+AlqacM\n",
"+I6yH6mhcS2a9hnwHeVaNBoal+donwHfURa7pFkZ8JLUUwa8JPXURAGf5PZJPp/kT5rty5McSXI4\n",
"ya75TlGStBFnTni/pwEfBkgSRpfRLwEB9gGH5jI7SVvWpXsOfQPYNuVjaoq733rTVbvuMt2shmXd\n",
"gE9yR+BRwDuAOwMXATdX1Ynm9pUk26tqZa4zHR7XotFWt+2mq3ZlXk8+5S+DQZqkRfMs4LWMjtYB\n",
"zgeOJdmb5NXAsWafWuRaNBoar/1o39iAT3IO8LCqes/JXcAtwHnA1c3Y1uwb9zw7T/3abbfnuc2C\n",
"Lfr1uz2sbcapqtMO4DHAAeB64APATcCDgKPAWcDZwNFxz7G8vFzjbnc42h6LrDnr/Udjx+6Dc/1Z\n",
"zPv5t8oYV3Nje/BV9W7g3c1viicCd66qjyW5FlgGCnvFktRJk55FQ1W95ZSv9wP75zIjAaM/vcrV\n",
"9TQg1nz7vNCpo1yLRtKsDPiOci0aDY1H7+0z4CWppwx4SZ3QhVNc+8aAl6SeMuAldYI9+PZNfJqk\n",
"Zjft4ksuvCRpFgb85pp48aVpzwl24SVtdZ4H3z5bNJLUUwZ8R3kko6Gx5ttnwEtSTxnwHeU5wRoa\n",
"a759Brwk9ZQB31H2IzU01nz7DHhJ6ikDvqPsR2porPn2GfCS1FMGfEfZj9TQWPPtc6kCSXPx3Bc9\n",
"nbe+iLktofFcgKs+Ma+n7wUDvqNcl0Nb3d6X/i2Trr0EG1t/6Q82NLPhsEUjST1lwHeUR+8aGmu+\n",
"fQa8JPXUugGf5KVJDiU5kOS+zb6lJEeSHE6ya/7THB7PCdbQWPPtW/dN1qp6EUCShwDPT3IlcC2w\n",
"BATYBxya5yQlSdObpkXzK8AngYuAm6vqRFUdB1aSbJ/L7AbMfqSGxppv30SnSSZ5L3BP4KHA/YFj\n",
"SfYyOoI/BpwPrMxrkpKk6U10BF9VjwCeALwF+DpwHnB1M7YBt4x7/Km9tSQ73V5/++S+rsxnK22z\n",
"YIt+/Vt1e3XtL3o+W2WbcapqogHcG/h3Rr8UjgJnAWcDR8c9bnl5uSb9Hn0fO3YfnPhnAeyc13P3\n",
"fSyy5qz3H41pa9Ka39gYV3PrtmiSvB24K3AceEZV3ZbkGmAZKOCa9Z5D0yv7kRoYa759k5xF83tr\n",
"7DsAHJjLjCRJrfBCp47qQi9Z2kzWfPsMeEnqKQO+o+xHamis+fYZ8JLUUwZ8R9mP1NBY8+3zAz82\n",
"0TSfcHP97X+Wt97hksmfG/x0G0k/xoDfRNN+ws00/HQbbXX24Ntni0aSesqA7yj7kRoaa759Brwk\n",
"9ZQB31H2IzU01nz7DHhJ6ikDvqPsR2porPn2GfCS1FMGfEfZj9TQWPPtM+AlqacM+I6yH6mhsebb\n",
"Z8BLUk8Z8B1lP1JDY823z4CXpJ4y4DvKfqSGxppvn8sFS5qbS/ccmujzDwB27D7IpXsOTfP0t04/\n",
"o2Ex4DvKfqS2umk/++DSPYdqXp+XMFTrtmiSvD7JDUluTHLfZt9SkiNJDifZNf9pSpKmte4RfFU9\n",
"DSDJZcBVSZ4OXAssAQH2AVP9XaX1JdnpUbykWUzzJuu3gO8BFwE3V9WJqjoOrCTZPpfZSZI2bJoe\n",
"/FOA1wDnA8eS7GV0BH+s2bfS/vSGy6N3SbOa6Ag+yWMZHbV/ErgFOA+4uhnbmn3jHr/z1K/ddnue\n",
"2yzYol//Ft6+pmPz2RLbjFNVYwfwS8ArT9k+AzgKnAWcDRwd9/jl5eVa73sMZezYfXDinwWwc17P\n",
"3fexyJqz3jc+pq15x2iMq7lJWjT/CHwpyQ3Ax6rq2UmuBZaBAq6Z4DkkSZtskrNo7rfGvv3A/rnM\n",
"SIA9eA2PNd8+lyqQpJ4y4DuqC28WSpvJmm+fAS+pEy551uuuWPQc+saA7yj7kRqaO93r4icteg59\n",
"Y8BLUk8Z8B1lP1LSrAx4SeopA76j7MFLmpUBL6krvCq+ZQZ8R9mD19B86HlLNy56Dn1jwEtSTxnw\n",
"HWUPXkNjzbfPgJeknjLgO8oevIbGmm+fAS+pE1yLpn0GfEfZj9TQuBZN+wx4SeopA76j7EdKmtUk\n",
"n8mqFl2651BNcr8duw9y6Z5D0zz1rRubkaS+MuA30U1X7cqk9710z6Ga5v6StJotGkld4Vo0LTPg\n",
"JXWCa9G0z4CXpJ5aN+CTPDTJB5PsPmXfUpIjSQ4n2TXfKUoaAq/9aN8kb7LeAXgZ8KsASQJcCywB\n",
"AfYBU53uoYnYj5Q0k3WP4KvqID9+Ct5FwM1VdaKqjgMrSbbPa4JDZT9SQ+O1H+3byGmS5wPHkuxl\n",
"dAR/rNm30ubEJA1LsxbNjQueRq9s5E3WW4DzgKubsa3Zd1qn/mZOstPt9bdP9iO7Mp+ttM2CLfr1\n",
"b9XtO93r4id1aT5bZZtxqmrdATwC2NN8fQZwFDgLOBs4Ou6xy8vLNcn3cDjaGousOet942PH7oP+\n",
"7DYwxtXcui2aJM8HHg3cPck5VfXHSa4FloHCNwPn4tSjeEnaiHUDvqpeAbxi1b79wP55TUr2IyXN\n",
"zgudOsq1sSXNyoCX1BW2e1tmwEvqBK/9aJ8BL0k9ZcBL6gTPGmufAd9d9iMlzcSA7yj7kRqaLlyF\n",
"3DcGvKROaK79UIsM+I6yH6mh8dqP9hnwktRTBnxH2Y+UNCsDvqPsR0qalQHfUfYjJc3KgJfUFV77\n",
"0TIDXlIneO1H+wx4SeopA15SJ3jtR/sM+O6yHylpJgZ8R9mP1NB47Uf7DHhJneC1H+0z4DvKfqSG\n",
"xms/2nfmoicgaViS1Glvex5r3lZVmd+M+ssj+I6yH6m+qqqsNYDLxtymDdhwwCdZSnIkyeEku9qc\n",
"lOxHSprdhlo0SQJcCywBAfYBh1qc12CM/XP1r69csyfpEY36yPed2rfRHvxFwM1VdQIgyUqS7VW1\n",
"0t7UhsGwljQvG23RnA8cS7I3yauBY80+tcQevIbGmm9fqk7bITj9g5KLgRcAVzJq0bwOeOlaR/AH\n",
"Dx6c/htIM1paWlrIX0bWuxbhdPW+0YA/AzgMXM7or4D9VfXQmWYoSWrVhnrwVXVbkmuAZaBw3RRJ\n",
"6pwNHcFLkrrPC50kqacMeEnqKQNeknrKgJeknjLgFyTJHyV5Z5L/TPLMU/a/PMkHkxxNciDJvZv9\n",
"v5bkfc3+317czKWNseY3n2fRLEiSM6vqB0nuAHywqn6+2f9hYAfwPODzVfX2Zu2fjwAPAU4ANwCX\n",
"V9X3FjR9aWrW/OZzPfjFeXiSxwLfAe54yv7rgE8BHwf+rtl3V+BewLsYXTl8LnAB8LnNmqzUAmt+\n",
"k3kEvyBJPl5VD2z+HF2uqoub/e8GHldV3111/8PAb1TVtxYwXWlm1vzm8wh+cY4m+Q/go8A3Ttl/\n",
"BnAgyQ+ArwJXNgX+AuBdzfLCX6mqP9z0GUuzseY3mUfwHZLkXODFwFXNchD/DLyiqj644KlJc2HN\n",
"z5dH8N1yArgvcGNz1HLAQlfPWfNz5BG8JPWU58FLUk8Z8JLUUwa8JPWUAS9JPWXAS1JPGfCS1FP/\n",
"D4l8TI65zwV8AAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e0cd0f0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAX0AAAEDCAYAAADZUdTgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAE31JREFUeJzt3X+MZWd93/H3x3ZsY5vFiwOOazuoZI26UVul7RKprlOv\n",
"dyy3JqmilKpSRJvdghLbpNrISJjEoTV2Ijceh3VCSBYpDXESCdrmD4qQKtY7s7a8G6D8EBF/BAyL\n",
"IY4JLanjrICuSRp/+8c9m0yGndmde8/MuWee90t65Huee+69zx1/57NnnnPuc1NVSJLacMHQA5Ak\n",
"bR1DX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIRcNPYDtLsnNwBLw1TNdQFXVd5/n4y8GvghcCHwXcFFV\n",
"vbgZY5X6luQ24DeAAi4FdjL5XQjwjaraPeDwmmTob42vnm/Ir1ZVfw5cn+RVwNP9DkvaXFX1GHA9\n",
"/NUB0O9M+7ugfji9M7AkfzfJ+5N8Nsn/SXIkyXdt8DkuSrKY5OkkzyT5YpK9q/Z5WZL3dvd/LslP\n",
"9fpGpCkleVWSF5P8QJJPJ/lKkv+84v6bk/zRqsc8nuSNq/re2P0e/WGS/5rk5Vv1HsbE0B/eN4H/\n",
"1P2Zey2TP4PfvsHnOADcBvzD7ihqN/CRVfv8NnAJ8D3APwYOJHn9DOOW+vazwD+vqmuBu1fdt+7S\n",
"AUl+BPg54Ier6lXA55jUvFYx9LfGNd1R+Je6/y6euaOqvlRVn+lufwv4EJPQ3ohngVcCtyS5oqr+\n",
"vJsWAiDJ1cC/AO6uqr+oqueBh4CfmPF9SX0p4A1V9b8BqurrG3z8TwC/XFWf77Z/Dtib5Joex7gt\n",
"OKe/Nb5aVa8+2x1JrgT+A5Oj778EXgb82UaevKo+nOQNwH7g3Uk+Dfz7qvpyt8v1wIvAx5LA5CTa\n",
"hcDXNv5WpE3z/AyPvR64O8md3XaA08B389cXUQhDfx78BvDHwC1V9a0kB4A3rv+Qb1dVjwOPJ7kA\n",
"+AXgN4FburufBv4C+N6qeqGXUUtb50XOPSvxReBQVb13C8Yzak7vDO964Atd4P894C3Ad6yxb87a\n",
"mbx0xUmrC5n8Y/5/z9xfVX8K/Bfg0SQ7u8dckOSKnt6DNKuz1nbnWeAVSb4TIMntwJ5V+/wScF+S\n",
"7/+rJ5z8Fa1VDP3hvQX4ySR/CDwIvJPJCd2zKeDLSX5/Vf/fBz6a5BngJHAN8KZV+9wJfIHJFM8z\n",
"TE50/at+3oI0szVP1FbVl5iE+vEkHwT+AfDpVfs8Tjev312h9jTw6OYNd7zievqS1I51j/ST3JTk\n",
"4yuvNklybZJjSZ5M8s4V/QtJjnf9+zZz0JKk6ax7pJ9kAXgpcGNV3dP1vR94V1V9dMV+AU4AC0zm\n",
"5o5U1T/dzIFLkjZu3SP9qlpmxWVU3ZUhu1YGfucG4KmqeqGqTgMnk+zqfbSSpJls9JLNVwCXJvkA\n",
"sAP4lar678BVwKkkh5gc6Z/q+k72OVhJ0mw2GvrPMfng0Ou7x/5ekiNd/5XAXUxC/3DXd1bLy8ue\n",
"PdaWW1hYWO+ywE1lzWsIZ6v58w39AFTV/+sWPrqmqr6S5MwHfU4ymeI5s++uqlr3KH/IX0C1Zx5C\n",
"15rXVlqr5tcN/SRvA24Hrk6yo6ruAH4a+PUkO4Df7ebwSXI/k3XjC7i/z8FLkvqxbuhX1UNMFuZa\n",
"2fcM8Lqz7HsUONrr6PRtkuytqieGHoe0Faz3/vmJXElqiKE/Mh71qCXWe/8MfUlqiKE/Mqu/BlHa\n",
"zqz3/hn6ktQQQ39knONUS6z3/hn6ktQQQ39knONUS6z3/hn6ktQQQ39knONUS6z3/hn6ktQQQ39k\n",
"nONUS6z3/hn6ktQQQ39knONUS6z3/hn6ktQQQ39knONUS6z3/hn6ktQQQ39knONUS6z3/hn6ktQQ\n",
"Q39knONUS6z3/hn6ktQQQ39knONUS6z3/hn6ktQQQ39OJamNtqHHLPXNOf3+GfpzqqpytrZncXnN\n",
"+4Yes6T5Z+hLmlvO6ffP0B+f+4cegKTxMvRH5pP3LDwx9BikreKcfv/WDf0kNyX5eJLFVf0XJ/ly\n",
"kjev6FtIcjzJk0n2bdaAJUnTu+gc918CPAjcuKr/TuBTZzaSBHgAWAACHAGO9TdMneEcp1pivfdv\n",
"3SP9qloGnl/Zl+QlwG3AB1d03wA8VVUvVNVp4GSSXX0PVpI0m2nm9A8C72ZyRH/GVcCpJIeSPAKc\n",
"6vrUM+c41RLrvX8bCv0kO4AfqKoPr7rrOeBK4N6u7ez61nuuvStvu31+27sPHj4wT+MZyzZzYOif\n",
"gdttbbOWqlq3ATcDD3e3XwccBd4HfAz4BPC9TP7xOAFcClwGnFjvOZeWlupcr2s7e9uzuOzPboo2\n",
"dM0N/fq29tpaNbfuidwkbwNuB65OsqOq7gD+R3ffjwFXVNUfdNv3A0tA4bXkkjSX1g39qnoIeGiN\n",
"+3571fZRJn8FSFIvkuwtr+DplR/OkqSGGPqS5pZH+f0z9MfH8yWSpmboj4xr76gl83K57XZi6EtS\n",
"Qwz9kXGOUy2x3vtn6EtSQwz9kXGOUy2x3vtn6I/M7oOHDww9BknjZeiPzOXXvWb/0GOQtopz+v07\n",
"15eoSNKmS1IbfUxV5dx7aTWP9CUNrqpytrZncXnN+4Ye81gZ+pLUEENfkhpi6I+Pa+9ImpqhPzKu\n",
"vaOWfPPZz//W0GPYbgx9SXPrs++669Ghx7DdGPoj43XLaon13j9DX5IaYuiPjGuRqCXWe/8M/ZFx\n",
"7R1JszD0R8a1d9SSPYvLe4cew3Zj6EuaZ/cNPYDtxtCXpIYY+pLUEENfkhpi6I+Pa+9ImpqhPzKu\n",
"vaOWuPZO/9YN/SQ3Jfl4ksUVfe9J8niSJ5L87RX9C0mOJ3kyyb7NHLSkNrj2Tv/O9XWJlwAPAjee\n",
"6aiqOwGS3ALcA9yVJMADwAIQ4AhwbDMG3DrXIlFLrPf+rXukX1XLwPNr3P114Fvd7RuAp6rqhao6\n",
"DZxMsqu/YUqS+jDLnP6bgPd0t68CTiU5lOQR4FTXp565FolaYr33b6rQT/JDTI7sP9d1PQdcCdzb\n",
"tZ1d33rPsXflbbfPb3v3wcMH5mk8Y9lmDgz9M3C7rW3WUlXrNuBm4OEV2/8I+MVV+1wAnAAuBS4D\n",
"Tqz3nEtLS3Wu17Wdve1ZXPZnN0UbuuaGfv2xtj2Ly+8YegxjbWvV3LoncpO8DbgduDrJjqq6A/hd\n",
"4I+SPA58pqp+qqpeTHI/sAQUXksuqR/3Ae8YehDbybqhX1UPAQ+t6nv1GvseBY72NzRJUt/8cJYk\n",
"NcTQl6SGGPrj4/kSSVMz9EfGtXfUEtfe6Z+hL2luufZO/wz9kSnXIlFDrPf+GfqS1BBDf2TmZUkB\n",
"aStY7/0z9Edm98HDB4Yeg6TxMvRH5vLrXrN/6DFIW2XP4vLeocew3Rj6kubZfUMPYLsx9CWpIYa+\n",
"JDXE0Jekhhj64+PaO5KmZuiPjGvvqCWuvdM/Q1/S3HLtnf4Z+iPjWiRqifXeP0Nfkhpi6I+Ma5Go\n",
"JdZ7/wz9kXHtHUmzMPRHxrV31BLX3umfoS9pnrn2Ts8MfUlqiKEvSQ0x9CWpIRcNPYDWvfbhY38K\n",
"7NzgY+o8d33+E2/d9/KNj0rSdmXoD2/nJ966L+e7c5K95/spxQ384yDNpcnaO/uGHsa2su70TpKb\n",
"knw8yeKKvoUkx5M8mWTfufolaVquvdO/cx3pXwI8CNwIkCTAA8ACEOAIcGyt/k0ac9Nci0Qtsd77\n",
"t+6RflUtA8+v6LoBeKqqXqiq08DJJLvW6ZckzZGNzulfBZxKcojJEf2pru+CNfpP9jhWsbE5fWns\n",
"rPf+bfSSzeeAK4F7u7az61urf00rF1JKstdttzdzmzkw9M/A7ba2WUtVrduAm4GHu9sXACeAS4HL\n",
"gBPr9a/VlpaW6lyv20rbs7i8aT+LzXzusbWha27o1x9r27O4/I6hxzDWtlbNrTu9k+RtwO3A1Ul2\n",
"VNUdSR4AloCi+77Wqnoxyf2r+yVpRvcB7xh6ENvJuqFfVQ8BD63qewx47Cz7HgWO9jo6fZvEOU5J\n",
"03MZBklqiKE/Mh7lS5qFoS9JDXHtnZFxTl9jtskLDIKLDJ6ToS9pK23aAoPgIoPnw+mdkfEoXy2x\n",
"3vtn6EtSQwz9kZmXJQWkrWC998/Ql6SGGPoj4xynWmK998/Ql6SGGPoj4xynWmK998/Ql6SGGPoj\n",
"4xynWmK998/Ql6SGGPoj4xynWmK998/Ql6SGuODawN7y9p/k/W/nvBeJet/Ff4f3X7L7/J4b4K2f\n",
"nXJk0vCc0++foT+wQz//q2xk1cGNeO3Dx+pHN+OJJY2W0zsj4xynWmK998/Ql6SGGPoj4xynWmK9\n",
"98/Ql6SGGPoj4xynWmK998/Ql6SGGPoj4xynWmK998/r9CVtmY1+GHHDzw9+IPEcDP2RSbLXox+N\n",
"1UY/jLjRevcDiec29fROkn+X5H8mOZHklq7v1iTHkzyZZF9/w5Qk9WGWI/27ge8DrgA+nOSfAPcD\n",
"C0CAI8CxmUeov8GjfLXEeu/fLKH/GeBW4JVMAv4G4KmqegEgyckku6rq5OzDlCT1YZard44D+4Ef\n",
"BD4NXAWcSnIoySPAqa5PPfK6ZbXEeu/fVKGf5HuAfVX1hqr6USZTPd8ArgTu7dpO4Ll1nmPvyttu\n",
"u72Z28yBoX8Gbre1zVqqasONyVTOh7vb38HkSP8lwAngUuAy4MRaj19aWqppXnc7tj2Ly5v2s9jM\n",
"5x5bG7rmhn79eWmbXZPW/F+3tWpuqjn9qvpCJlfofJTJSdtfqqrTSR4AloBiclJXkjRHpj6RW1UP\n",
"Ag+u6nsMeGzWQWltidfpqx3We/9chkGSGmLoj4xHPWqJ9d4/Q1+SGmLoj8y8XH4obQXrvX+GviQ1\n",
"xNAfGec41RLrvX+GviQ1xNAfGec41RLrvX9+icoceO3Dx877m4T2LC7z2ofPe8Xq56cbkaTtytAf\n",
"2Ea+RQgm/0Bs9DHSWDmn3z+ndySpIYa+pLnlnH7/DH1Jaohz+pK21CZeuABevHBOhv74+D0FGi0v\n",
"XBie0zsj88l7Fp4YegySxsvQl6SGGPoj43XLkmZh6EtSQwz9kfG6ZbXkm89+/reGHsN2Y+iPzO6D\n",
"hw8MPQZpq3z2XXc9OvQYthtDf2Quv+41+4ceg7RVPIfVP0Nfkhpi6EuaW57D6p+hL0kNMfQlza09\n",
"i8t7hx7DdmPoj49r76gl9w09gO3G0B8Z196RNIupQz/JtUmOJXkyyTu7vluTHO/69vU3TElSH2ZZ\n",
"WvkXgZ+tqo8CJAmTqYcFIMARYEMLYevcvG5Z0iymOtJPcgGw60zgd24AnqqqF6rqNHAyya4+BilJ\n",
"6se00zuvAC5N8oEky0l+BLgKOJXkUJJHgFNdn3rkdctqiWvv9G/a0H8O+DPg9cDtwL3AN4Aru9v3\n",
"Aju7/c5qZXgl2ev2+W3vPnj4wDyNZyzbzIGhfwZj3D6z9s68jGdM26ylqqZqwPuAa7vbx4GXACeA\n",
"S4HLgBNrPXZpaammfd3W257FZX92U7Sha27o17e119aquVlO5P408OtJdgD/rapOJ3kAWAIKryeX\n",
"pLkzdehX1TPA61b1PQY8NuugJAkm0xTlFWu98sNZktQQQ1/S3HLtnf4Z+uPjuRK1xLV3emboj4xr\n",
"70iahaEvSQ0x9EfGKxkkzcLQl6SGGPojMy9LCkhbwbV3+mfoj8zug4cPDD0GaaucWXtH/TH0R+by\n",
"616zf+gxSFvFc1j9M/QlqSGGvqS55Tms/hn6ktQQQ1/S3HLtnf7Nsp6+NlGSWvO+ezjrfVWVzRuR\n",
"tHnOUe9nXX/Hep+OR/pzqqpytgbcss590ihZ71vH0Jekhhj6I+N1y2qJ9d4/Q1+SGmLoj4zXLasl\n",
"1nv/DH1JaoihPzLOcaol1nv/DH1JaoihPzLOcaol1nv/DH1JaoihPzLOcaol1nv/DH1JaoihPzLO\n",
"caol1nv/Zgr9JBcn+XKSN3fbtyY5nuTJJPv6GaIkqS+zLq18J/ApgCQB7gcWgABHgGMzPr9WcY5T\n",
"LbHe+zf1kX6SlwC3AR/sum4AnqqqF6rqNHAyya4exihJ6sks0zsHgXczOaoHuAo4leRQkkeAU12f\n",
"euQcp1pivfcvVWt+Yc3aD0p2AO+rqh9Ksh+4AjgK/AxwF5N/CA4DP19VJ1c/fnl5eeMvKs1oYWFh\n",
"sC/esOY1hLPV/LSh/zrgbuBPgFcDFwJvAn4NuJXJXxCPVdVNswxYktSvqUL/bzxB8mPAFVX1a0lu\n",
"A/4jUMADVXW0hzFKknoyc+hLksbDD2dJUkMMfUlqiKEvSQ0x9CWpIYb+QJK8Ocknu7WKfrzr+/4k\n",
"y0keT/Loin33J/lI1358Vf/hbv8nklzY9f+zbt8TSf7llr85aRXrfY5UlW2AxmRdop2r+j4FvHJV\n",
"31XAR5h8FuJC4Angb3X37Qc+AFywYv8Avw9c3u3/JHDx0O/X1naz3uenzbrgmqb3b4E7krycyfpF\n",
"TwH/q6q+tmq/VwOfrKq/BEjyMSbrHP1xd//Rqnpxxf7fCVwHfIjJL8TLgGuBL23WG5HOg/U+Jwz9\n",
"gVTVV4BfSHIJ8HtVtSfJNUmuq6pnV+z6NLAnyZn/VzcCv7zO8/5Jkj8Afriqvr5pb0DaAOt9fhj6\n",
"A+kWpfs+4KXAr3bddwC/0y1T/bWq+tdV9VyS9zD5sxXgvVX11XM8/c8AH0pSwFeq6t9swluQzpv1\n",
"Pj/8RK4kNcSrdySpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kN+f+qk45T5RkClwAA\n",
"AABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e2bf358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXIAAAEDCAYAAAAoWo9tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAD+lJREFUeJzt3X+MXFd5xvHnsbcJlUNSSoBYsR0FqIURrURrt6oAZYOr\n",
"NImoEKUqlaiwFSRwCnIVJH6pFEShoV4ntFRIRm1JolQKUIQQjUQBz67dQJM0AQX1BwRI7JAQogKt\n",
"i0zrBKjf/jGz8TLszNydPfeeOT7fj3SUvTN3bs7Mvvvs3XfuHDsiBAAo14bcEwAArA9BDgCFI8gB\n",
"oHAEOQAUjiAHgMIR5ABQuLncEyiN7csk9SQ9tnyTpIiIbQ0ff46kByVtlHSRpLmION3GXIE22L5C\n",
"0oclhaSnSHqa+j8PlvSDiNiRcXpVIsin81jT4B4WET+UtNX2JZKOpZ0W0L6I+JykrdKTJzZ/O+3P\n",
"A9KgtZKY7RfY/ojtr9r+nu3P2r5ojceYs71g+5jth20/aHt+aJ8LbN80uP9+23+Y9IkA62D7Etun\n",
"bb/E9n22H7X9Nyvuv8z2I0OPOWL7mqHbrhn8LH3T9sds/3xXz6EkBHl6/yPpfYM/Ly9W/8/Pd6zx\n",
"GHslXSHplwdnOjsk3Tm0z62SzpX0HEm/Lmmv7VeuY95AG/5I0pURcbGk64buG/uxctuvkPQeSS+P\n",
"iEsk3a9+3WMIQT6dzYOz5eOD/y4s3xERxyPiXwZfPyHpdvWDeC2+JemZki63fV5E/HDQkpEk2X6W\n",
"pN+SdF1E/CgiTkg6IOl163xeQEoh6dUR8R+SFBEn1/j410n6QER8fbD9HknztjcnnONZgR75dB6L\n",
"iGevdoftn5P0x+qfJf+fpAsk/fdaDh4Rn7H9akl7JH3Q9n2S3hgRDw122SrptKS7bUv9N5k2SvrO\n",
"2p8K0KoT63jsVknX2d432LakU5K26czFBhBB3oYPS/q2pMsj4gnbeyVdM/4hPy0ijkg6YnuDpD+T\n",
"dLOkywd3H5P0I0nPj4jHk8wa6NZpTe4IPCjp/RFxUwfzKRqtlfS2SvrGIMR/UdKbJP3MiH296o32\n",
"U1e8qbNR/V+4/7t8f0T8l6SPSrrF9tMGj9lg+7xEzwFIYdX6HviWpGfYvlCSbF8laefQPn8h6V22\n",
"f/XJA/b/4sUQgjy9N0l6g+1vSrpe0o3qv+m5mpD0kO0vD93+S5Lusv2wpAckbZb02qF99kn6hvrt\n",
"lYfVfyPod9I8BSCJkW9mRsRx9YP687Y/JemFku4b2ueIBn3ywdVZxyTd0t50y2XWIweAsjU6I7d9\n",
"se0l23fYvrHtSQEAmmt0Rm77I5L+MiLuan9KAIC1mHhGPrhq4rmEOADMpiatlWdIeortT9peHHza\n",
"CgAwI5pcR/6f6n+g5ZWD/f/J9mci4tTKnRYXF3nXFJ3bvXv3uEvcWkO9I4dR9T4xyCPix4PFbTZH\n",
"xKO2R34AJdcP1azZdXAp7n3zS1t5Ldo8dmlyhyn13td2TVLzfePqveknO98m6a9tny/p48Nn4wCA\n",
"fBoFeUQ8LOnqludSJdvzEXE09zyArlDz6fHJTgAoHEGeGWcmqA01nx5BDgCFI8gzG/4n3ICzHTWf\n",
"HkEOAIUjyDOjX4jaUPPpEeQAUDiCPDP6hagNNZ8eQQ4AhSPIM6NfiNpQ8+kR5ABQOII8M/qFqA01\n",
"nx5BDgCFI8gzo1+I2lDz6RHkAFA4gjwz+oWoDTWfHkEOAIUjyDOjX4jaUPPpEeQAUDiCPDP6hagN\n",
"NZ8eQQ4AhSPIM6NfiNpQ8+kR5ABQOII8M/qFqA01nx5BDgCFI8gzo1+I2lDz6RHkAFA4gjwz+oWo\n",
"DTWf3sQgt32z7btsL9l+TReTAgA0N9dgn5D0uxHxSNuTqRH9QtSGmk+vSWvFDfcDAGTQJKBPSrrN\n",
"9t/bfk7bE6oN/ULUhppPb2KQR8T+iHiRpHdKumHcviu/Qbbn2Wa7zW1llvv5s13XtsaJiEZD0vMk\n",
"/d2o+3u9XjQ91tk+di4stvZatHns0kbOmqPez4y2a5Ka749xNTfxzU7bH5W0Wf0Wyxsm7Q8A6NbE\n",
"II+I3+tiIrWyPR+8i4+KUPPpcTUKABSOIM+MMxPUhppPjyAHgMIR5JnNwmV0QJeo+fQIcgAoHEGe\n",
"Gf1C1IaaT48gB4DCEeSZ0S9Ebaj59AhyACgcQZ4Z/ULUhppPjyAHgMIR5JnRL0RtqPn0CHIAKBxB\n",
"nhn9QtSGmk+PIAeAwhHkmdEvRG2o+fQIcgAoHEGeGf1C1IaaT48gB4DCEeSZ0S9Ebaj59AhyACgc\n",
"QZ4Z/ULUhppPjyAHgMIR5JnRL0RtqPn0CHIAKBxBnhn9QtSGmk+PIAeAwhHkmdEvRG2o+fQaBbnt\n",
"c2w/ZPsP2p4QAGBtmp6R75P0pTYnUiv6hagNNZ/exCC3/bOSrpD0qfanAwBYqyZn5PslfVCSW55L\n",
"legXojbUfHpz4+60fb6kl0TEAdt7NCHMbc8v/9m0/M2qdXvXwaUY91ot27mwqF0Hl5rsuuzELDy/\n",
"Wdju9XqTXqtWUe9sz0y9R8TIIelqSYcl3Sbpbkn3Snr+avv2er0YdyzG6mPnwiKv25QjZ81R72dG\n",
"2zXMz0h/jKu5sWfkEfFpSZ8e/EZ4jaTzIuIr4x4DAOjW2CBfKSJubXMiAOqwsiWFNPhAEAAUjiAH\n",
"0CnOxtMjyPN7d+4JACgbQZ7ZF9+y+2juOQBd4jry9AhyACgcQZ4Z/ULUhppPjyAHgMIR5JnRL0Rt\n",
"qPn0CPLMduw/tDf3HACUjSDPbNOW7XtyzwHoEj3y9AhyACgcQQ6gU/TI0yPIAaBwBDmATtEjT48g\n",
"z4+1VgCsC0GeGWutoDb0yNMjyAGgcAR5ZvQLURtqPj2CHAAKR5BnRr8QtaHm0yPIM2OtFQDrRZBn\n",
"xlorqA098vQIcgAoHEEOoFP0yNMjyAGgcAQ5gE7RI0+PIM+PtVYArAtBnhlrraA29MjTmxjktt9r\n",
"e8n2YduXdjEpAEBzc5N2iIh3SJLtF0l6m6TXtz2pmtAvRG2o+fTW0lr5NUlfbWsiAIDpNApy2/8o\n",
"aZ+k29qdTn3oF6I21Hx6E1srkhQRl9neJelWSVeO2s/2/PKfTcvfLLbHbw/WWjk6K/MpabvX6ykn\n",
"6v3M9q6DSzHh5XrSzoVF7Tq41HR3STqR+/nNwvbYeo+IRkPSNkn/MOr+Xq8XTY/FODN2Lizyuk05\n",
"ctYc9T79oOanG+NqbuIZue2PSbpQ0ilJb5y0PwCgW02uWnlVFxMBAEyHDwQBQOEIcgAoHEGeH2ut\n",
"oDbUfGIEeWastYLaUPPpEeQAUDiCPLNg3QlUhppPjyAHgMIR5Jmx7gRqQ82nR5BnNlhrBagGNZ8e\n",
"QZ7Zpi3b9+SeA9Alaj49ghwACkeQA0DhCHIAKBxBDgCFI8jzY90J1IaaT4wgz4x1J1Abaj49ghwA\n",
"CkeQZ8a6E6gNNZ8eQQ4AhSPIM2PdCdSGmk+PIM+MdSdQG2o+PYI8M9adQG2o+fQIcgAoHEEOAIUj\n",
"yAGgcAQ5ABSOIM+PdSdQG2o+MYI8M9adQG2o+fQmBrntD9k+Yvuo7Uu7mBQAoLm5STtExD5Jsn25\n",
"pLdIurbtSdWEdSdQG2o+vbW0Vk5KeqKtiQAAprOWIH+tpA+1NZFase4EakPNp9coyG2/TNLXIuL+\n",
"CfvNr/ya7cnby+tOzMp8StpWZrmff6nbO/Yf2jtL8yllW+NExNgh6Vck3TBpv16vF5P2Yfz02Lmw\n",
"yOs25chZc9T79IOan26Mq7kmZ+Qfl7TL/StXPtBgfwBAh5pctfLsLiYCAJgOHwgCgMIR5ABQOII8\n",
"P9adQG2o+cQI8sxYdwK1oebTI8gBoHAEeWbBuhOoDDWfHkEOAIUjyDObhY+aA12i5tMjyDNbXmsF\n",
"qAU1nx5BntmmLdv35J4D0CVqPj2CHAAKR5ADQOEIcgAoHEEOAIUjyPNj3QnUhppPjCDPjHUnUBtq\n",
"Pj2CHAAKR5BnxroTqA01nx5BDgCFI8gzY90J1IaaT48gz4x1J1Abaj49gjwz1p1Abaj59AhyACgc\n",
"QQ4AhSPIAaBwBDkAFI4gz491J1Abaj4xgjwz1p1Abaj59CYGue0X277H9kIXEwIArE2TM/JzJV3f\n",
"9kRqxboTqA01n97EII+IRUknOpgLAGAK9MgzY90J1IaaTy9pkK/8BtmeZ/sntmO1IenIqPtmbP4z\n",
"t63Mcj//Urd37D+0d5bmU8q2xomIiUPSZZIOjtun1+tFk2MxGKlGzpqj3qcfOxcWee2mGONqbm5s\n",
"yvd/E7xV0lWSnmX7/Ih4/aTHAAC6MzHII+KApAMdzKVKtueDd/EBrANvdgJA4QjyzDgbB7BeBDmA\n",
"rrHWSmIEeWazcBkd0CXWWkmPIAeAwhHkmdEjR22o+fQIcgAoHEGeGT1y1IaaT48gB9CpHfsP7c09\n",
"h7MNQZ4Z/ULUZtOW7Xtyz+FsQ5ADQOEI8szoFwJYL4IcAApHkGdGjxzAehHkALrGWiuJEeSZ0SNH\n",
"bVhrJT2CHAAKR5BnRo8ctaHm0yPIAaBwBHlm9MhRG2o+PYIcQKdYayU9gjwz+oWoDWutpEeQA0Dh\n",
"CPLM6BcCWC+CHAAKR5BnRo8cwHoR5AC6xloriRHkmdEjR21YayW9iUFue7ftz9u+w/ZLu5gUAKC5\n",
"uXF32rakP5G0W5IlfVbSUgfzqgY9ctSGmk9v0hn5L0j6WkQ8HhGnJD1g+7kdzAsA0NCkIH+6pO/b\n",
"fr/tP5f0/cFtSIQeOWpDzafniBh9p71d0tslXat+a+WQpPdGxAPD+y4uLo4+ENCS3bt3O8f/l3pH\n",
"DqPqfVKQb5B0h6TfUP/s/XMR8eJWZggAmMrYNzsj4rTtd0vqSQpx/ScAzJyxZ+QAgNnHB4IAoHAE\n",
"OQAUjiBvyPa9ueewmlHzsn2T7eO2r+56Tjg7UPPlIMibm9U3E1adV0RcI+nmjueCsws1XwiCfAzb\n",
"b7d9j+1bJJ03uO1K23fa/oLt316x7/sG+37B9mHb2wa377F9yPYR20dtbxzc/psjjrPq7WOca/sG\n",
"23fb/tPhp7De1wB1oeYLFRGMVYakiyTdqX5hPFXS8cHXX5a0SdJG9a+xP2ew/5cG979V0qtWHGeP\n",
"pE9K2rDitlWPM+74Y+b5iKRnDvb/16H73iXp6tyvJaOMQc2XO8ZeR165bZK+GP3qOGn7u5IulLRF\n",
"0u3qF+AFki5Wv+BvkfR1Sf8m6a+GjnU4Ik6v2B51nB+MOf4oj0XEdyTJ9qkpnysgUfPFIshHOybp\n",
"hYMVIJ8uaXNEfNf2VyS9PCJODu1/laQXRMQTkw487jhjjj+KR3w97jZgNdR8oQjyESLie7Zvl/TP\n",
"kv5d/QXDpP7aM7fbDkmPRsTvD27fIOmw7R9L+rakaycU5qjjjLp95FRHfL3setvPi4gbJxwHlaPm\n",
"y8UnOxOwfYGkd0p6c/SXNfiEpAMRcU/mqQGtoOZnC2fkaTwu6VJJRwdnFYdTFrTtI/rJMw9Liojg\n",
"X2xCLtT8DOGMHAAKx3XkAFA4ghwACkeQA0DhCHIAKBxBDgCFI8gBoHD/D7UiPJAEtgDwAAAAAElF\n",
"TkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e411eb8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAX4AAAEDCAYAAAAyZm/jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAFCRJREFUeJzt3X+MpVd93/H3x7jBoQ6xMS2xIhth7Mi0adU2JlFrp17v\n",
"NqFEtGmbLlhFMgSqYGJqZKRASlzDOpTWa8cKbVT4I2BiVGPYVAqptImzs7vE3tYRSUWKqvgHawyY\n",
"ljSqcVfOZk2i7rd/3LvxMMzc587Mmbnz7Hm/pEfe59xzz5x7/Z3PfebcO2dSVUiS+nHOoicgSdpe\n",
"Br8kdcbgl6TOGPyS1BmDX5I6Y/BLUmfOXfQEznZJrgWWgK+faQKqqi6d8/7fATwBvAD4HuDcqjq9\n",
"FXOVtkKSHwU+ChRwHnAhk++HAH9cVa9a4PS6ZPBvj6/PG/QrVdWfApckeTnwpbbTkrZeVf0WcAn8\n",
"+YXQJzb6/aA2XOpZsCTfn+STSR5J8n+SPJDke9Y5xrlJ9if5UpKvJnkiya4Vfb47ycemtz+a5J1N\n",
"H4i0CUlenuR0kh9O8vkk/zPJLy+7/dokT624z9Ekb1nR9pbp99JXknwqyUu26zGMicG/eCeBfzP9\n",
"cfd7mfw4fOs6x3gz8KPA35peSb0K+K8r+twLvBB4JfC3gTcn+YlNzFvaCj8H/P2q+l7glhW3zdxm\n",
"IMk/Bn4e+PGqejnwKJO61woG//a4eHo1/uT0v/vP3FBVT1bVF6b//ibwn5kE93p8DfjLwHVJzq+q\n",
"P50uEQGQ5GXAPwBuqao/q6pngDuAn9rk45JaKuCNVfW/Aarq2XXe/6eAD1XV49Pznwd2Jbm44RzP\n",
"Cq7xb4+vV9Vlq92Q5ALgXzG5Cv9/wHcD/3c9g1fVbyZ5I/Am4JeSfB54R1V9edrlEuA08DtJYPKm\n",
"2guAP1r/Q5G21DObuO8lwC1JbpyeBzgFXMrzH64QBv9O8FHgfwHXVdU3k7wZeMvsu3y7qjoKHE1y\n",
"DvBvgXuA66Y3fwn4M+CvVNVzTWYtba/TDK9QPAHcXVUf24b5jJpLPYt3CfDFaej/NeBdwF9Yo29W\n",
"bUy+a9mbWC9g8oL+J2dur6pvAPcDH09y4fQ+5yQ5v9FjkFpYtb6nvgb8pSQvBUjyWuCqFX1+EXhf\n",
"kh/88wEnP1FrBYN/8d4F3JTkK8AHgV9g8ibvagr4cpLfX9H+14GHk3wVOA5cDLx1RZ8bgS8yWe75\n",
"KpM3vv5pm4cgNbHmm7dV9SSTYH8oyWeAvwl8fkWfo0zX+aefXvsS8PGtm+54xf34Jakvc13xJ/mO\n",
"JF9O8tMD/fYkeSjJg0l2t5miJKmled/cvRH4b7M6ZPJxkduBPUzW6h4AjmxqdpKk5gav+JN8J5Nf\n",
"DvrMQNcrgMeq6rmqOgUcT3J5gzlKkhqa54r/ZuCXgJcN9LsIOJHkbiZX/Cembcc3NUNJUlMzgz/J\n",
"i4Efrqo7kryJ2R+3ehq4AHj7tN+Hp22rOnz4sO8qa9vt2bNnVg1vGetdi7BWvQ9d8V8DvDDJfcBl\n",
"wAuSHK2qP1il73Emyz0wCf7Lq2rm1f6ivgnVp0WHr/Wu7TSr3mcGf1UdBA4CJLkBOP9M6CfZC5yc\n",
"9qGqTifZx2Tv+QL2tZm+JKmlubdsqKp7V5wfWKXPIeBQg3lpDUl2VdVnFz0PabtY8+35m7uS1BmD\n",
"f2S88lFvrPn2DP6RefWdR96/6DlI28mab8/gH5/3LXoC0jaz5hsz+CWpMwa/JHXG4Jekzhj8ktQZ\n",
"g39kTn7t8V9Z9Byk7WTNt2fwj8wffOjGNy96DtJ2subbM/glqTMG/8gk2bXoOUjbyZpvz+CXpM4Y\n",
"/CPjviXqjTXfnsE/Mu5bot5Y8+0Z/OPjviXqjTXfmMEvSZ0x+CWpMwa/JHVmMPiTfCDJkSSHkrxi\n",
"oO89SR6e9r+h3TQlSa0M/rH1qroVIMnVwM8Cb5vVHXh9VT3VZnpaabJvye5FT0PaNtZ8e+tZ6vkh\n",
"4JGBPlnnmFon9y1Rb6z59gav+AGS/DZwMXDNQNdngfuSPA3cUlVPbHJ+kqTG5ro6r6prgTcC9w70\n",
"u7mqrgZuA+4aGnf5HhxJdnk+fH6mbafMZ0znLNiiH/9Yz1fW/qLnM5ZzZqmquQ7gUuA35ux7JfDp\n",
"WX2WlpZq3q/t8S3P7a5Fz2GsxyJrznrf+GHNb+yYVXODSz1JPgW8FDgFvGNZ+17gZFUdXNZ2P5Ml\n",
"oWeBm4bG1vqV+5aoM9Z8e4NLPVX1hqraU1Wvq2Vr9lV1YHnoT9uur6prp32/shUT7p37lqg31nx7\n",
"fgJnfNy3RL2x5hsz+CWpMwa/JHXG4Jekzhj8ktQZg39kJvuWSP2w5tsz+EfGfUvUG2u+PYNfkjpj\n",
"8I/MTthzRtpO1nx7Br8kdcbgHxn3LVFvrPn2DP6Rcd8S9caab8/gHx/3LVFvrPnGDH5J6ozBL0md\n",
"MfglqTMGvyR1xuAfGfctUW+s+fYM/pFx3xL1xppvbzD4k3wgyZEkh5K8YqDvniQPJXkwye5205Qk\n",
"tTLPH1u/tap2A+8HfnatfkkC3A78CPCaaX815r4l6o013956lnp+CHhkxu1XAI9V1XNVdQo4nuTy\n",
"Tc1OktTcufN0SvLbwMXANTO6XQScSHI3EODEtO34Ziep57lviXpjzbc31xV/VV0LvBG4d0a3p4EL\n",
"gPdOjwunbWta/iNckl2eD5+f2bdkp8xnTOcs2KIf/1jPX33nkffvpPmM5ZxZqmquA7gU+I0Zt58D\n",
"HAPOA14EHJs13tLSUs37tT2eP67af9jnbYPHImvOet/4Yc1v7JhVc4NLPUk+BbwUOAW8Y1n7XuBk\n",
"VR2cvoCcTrIPWAIK2Dc0tiRp+w0Gf1W9YY32A6u0HQIONZiXJGmL+AtcktQZg1+SOmPwj4z7lqg3\n",
"1nx7Bv/IuG+JemPNt2fwS1JnDP6R2Qm/iCRtJ2u+PYNfkjpj8I9MuW+JOmPNt2fwj8yZvXqkXljz\n",
"7Rn84/O+RU9A2mbWfGMGvyR1xuCXpM4Y/JLUGYNfkjpj8I+M+5aoN9Z8ewb/yLhviXpjzbdn8EtS\n",
"Zwz+kXHfEvXGmm/P4JekzgwGf5KPJDma5LNJXjHQ954kDyc5kuSGdtPUGe5bot5Y8+0NBn9V3VhV\n",
"1wH7gHcPdQdeX1W7q+reFhPUt3LfEvXGmm9vPUs9zwLfHOiTdY6p9XPfEvXGmm9sPSH9VuAjA32e\n",
"Be5L8utJXrnxaUmStspcwZ/kdcBjVfXorH5VdXNVXQ3cBtw1x7i7lv/bc8+38pwFW/Tj97yvc2ap\n",
"qpkH8APAXUP9VtznSuDTs/osLS3Vesb0mBxX7T/s87bBY5E1Z71v/LDmN3bMqrlzZ74qTBwAnkpy\n",
"FPhCVb1z+oqyFzhZVQeXvcrcD1zMZMnnpjnGliRts8Hgr6rL1mg/sErb9S0mpbVN9i3ZvehpSNvG\n",
"mm/PT+CMjPuWqDfWfHsGvyR1xuAfmZ3w6RRpO1nz7Rn8ktQZg39kyn1L1Blrvj2Df2Tct0S9sebb\n",
"M/jHx31L1BtrvjGDX5I6Y/BLUmcMfknqjMEvSZ0x+Edmsm+J1A9rvj2Df2Tct0S9sebbM/glqTMG\n",
"/8i4b4l6Y823Z/BLUmcM/pFx3xL1xppvz+AfGfctUW+s+fYM/vFx3xL1xppvbDD4k3wkydEkn03y\n",
"ioG+e5I8lOTBJP6RTEnageb5Y+s3AiS5Dng38PbV+iUJcDuwBwjwAHCk2UwlSU2sZ6nnWeCbM26/\n",
"Anisqp6rqlPA8SSXb2p2kqTmBq/4l3kr8KEZt18EnEhyN5Mr/hPTtuMbn54kqbW5gj/J65hczT86\n",
"o9vTwAVMloICfHjaNmvcXWc+qnXmlzR6PH/1nUe+AVw467la7tV3Hql5+wLP/O7P7H7JTnq8izpf\n",
"Wloafra2kPW+sXqH9df87717zz9Z1OPbKecz672qZh7ADwB3zdHvHOAYcB7wIuDYrP5LS0s1NGYv\n",
"x1X7D2/Zc7GVY4/tWGTNWe/PH1tdk9b85JhVc/Nc8R8AnkpyFPhCVb1z+oqyFzhZVQenLyCnk+wD\n",
"loAC9s0xtiRpm83zqZ7L1mg/sErbIeBQg3lpDcuXC6QeWPPt+QtcktQZg39kvPJRb6z59gx+SeqM\n",
"wT8y7k2u3ljz7Rn8ktQZg39kXO9Ub6z59gx+SeqMwT8yrneqN9Z8ewa/JHXG4B8Z1zvVG2u+PYNf\n",
"kjpj8I+M653qjTXfnsEvSZ0x+EfG9U71xppvz+CXpM4Y/CPjeqd6Y823Z/BLUmcM/pFxvVO9sebb\n",
"M/glqTODwZ/kmiSfS7J/jr73JHk4yZEkN7SZopZzvVO9sebbG/xj68ALgQ8Cf2eOvgW8vqqe2tSs\n",
"JElbZvCKv6oOA8/MOV7mGVMb53qnemPNt9c6pJ8F7kvy60le2XhsSVIDTYO/qm6uqquB24C7hvov\n",
"X7tLssvz4fMzbTtlPmM6Z8EW/fjHer6y9hc9n7GcM0tVDR7AtcCd8/Sd9r8S+PSsPktLSzXveGf7\n",
"cdX+w3M/F8CurRr7bD8WWXPW+/PHemvSmt/YMavmBt/cTfIe4LXAy5K8uKreNm3fC5ysqoPL+t4P\n",
"XMxkyeemobG1fuV6pzpjzbc3GPxVdQdwxyrtB1Zpu77RvCRJW8RP4IzMTlirlraTNd+ewS9JnTH4\n",
"R8b1TvXGmm/P4Jekzhj8I+N6p3pjzbdn8EtSZwz+kXG9U72x5tsz+CWpMwb/yLjeqd5Y8+0Z/JLU\n",
"GYN/ZFzvVG+s+fYMfknqjME/Mq53qjfWfHsGvyR1xuAfGdc71Rtrvj2DX5I6Y/CPjOud6o01357B\n",
"L0mdMfhHxvVO9caab28w+JNck+RzSfbP0XdPkoeSPJhkd5spSpJamueK/4XAB4c6JQlwO/AjwGuA\n",
"929qZlqV653qjTXf3mDwV9Vh4Jk5xroCeKyqnquqU8DxJJdvdoKSpLbObTjWRcCJJHcDAU5M2443\n",
"/Brdc71TvbHm22sZ/E8DFwBvZxL8H562rSnJrjP/U8/8ONfj+btuvYlP3krNeq426l0AP/PIjnq8\n",
"izpfWloaerq2lPW+9fUOk5rPux/dtsezU89n1ntVDR7AtcCdA33OAY4B5wEvAo7N6r+0tFTzfO0e\n",
"jqv2H577uQB2bdXYZ/uxyJqz3p8/1luT1vzGjlk1N3jFn+Q9wGuBlyV5cVW9bdq+FzhZVQenLyCn\n",
"k+wDloAC9g2NLUnafoPBX1V3AHes0n5glbZDwKE2U9NqyvVOdcaab89f4JKkzhj8I+NnmtUba749\n",
"g1+SOmPwj4zrneqNNd+ewS9JnTH4R8b1TvXGmm/P4Jekzhj8I+N6p3pjzbdn8EtSZwz+kXG9U72x\n",
"5tsz+CWpMwb/yLjeqd5Y8+0Z/JLUGYN/ZFzvVG+s+fYMfknqjME/Mq53qjfWfHsGvyR1xuAfGdc7\n",
"1Rtrvj2DX5I6M1fwJ9mT5KEkDybZPdD3niQPJzmS5IY209QZrneqN9Z8e4N/bD1JgNuBPUCAB4Aj\n",
"M+5SwOur6qkmM5QkNTXPFf8VwGNV9VxVnQKOJ7l8Rv/MOa42wPVO9caab2/wih+4CDiR5G4moX5i\n",
"2nZ8jf7PAvcleRq4paqeaDJTSVIT81yZPw1cALx3elw4bVtVVd1cVVcDtwF3zRp4+St5kl2eD5+f\n",
"We/cKfMZ0zkLtujHP9bzqvrsTprPWM6ZpapmHkxeHI4B5wEvAo4N3Wd6vyuBT691+9LSUs0zTg/H\n",
"VfsPb9lzsZVjj+1YZM1Z788fW12T1vzkmFVzg0s9VXU6yT5gickbt/uWvarsBU5W1cFlbfcDFzNZ\n",
"8rlpaHytz/KrfqkH1nx786zxU1WHgEOrtB9Ype36BvOSJG0RP30zMl75qDfWfHsGvyR1xuAfmZ3w\n",
"6RRpO1nz7Rn8ktQZg39kXO9Ub6z59gx+SeqMwT8yrneqN9Z8ewa/JHXG4B8Z1zvVG2u+PYNfkjpj\n",
"8I+M653qjTXfnsEvSZ0x+EfG9U71xppvz+CXpM4Y/CPjeqd6Y823Z/BLUmcM/pFxvVO9sebbM/gl\n",
"qTMG/8i43qneWPPtDQZ/kj1JHkryYJLdrfpKkhZj5h9bTxLgdmAPEOAB4Mhm+2rjXO9Ub6z59oau\n",
"+K8AHquq56rqFHA8yeUN+kqSFmTmFT9wEXAiyd1MruJPTNuOb7KvNijJLq+A1BNrvr1U1do3Jt8H\n",
"/Evg7UzC/MPAB6rq28J8PX0BDh8+vPYXlrbInj17soiva71rEdaq96HgPwd4EPh7TJaFfquqrtls\n",
"X0nS4sxc6qmq00n2AUtAAfvO3JZkL3Cyqg4O9ZUk7Rwzr/glSWcff4FLkjpj8EtSZwz+TUrymiSf\n",
"T/Jrmxjj/CQ/t6LtY0meTPJjDeb4beNLG2XNj59r/JuU5D8AH6+qz23B2LcBv3fmDXRpJ7Dmx88r\n",
"/k1I8p+AfwT8+yT3Tdt+Mslnkvz3JP9i2vamJJ9I8j+S/HSSR5Jcuuy2o0l+d7UvseLrfV+STy07\n",
"fzDJXxyY46rjT+d3V5LfSfKvl41//3rGV1+s+bODwb8JVfUTwG8CP1lV/2za/Imq+nHgB4F/vqz7\n",
"k8DHgPOBTwJ/YzrGr1TVdUw+Ajv09R4HLkzy4iR/FfhiVZ0cuM9a418I7AeuBv7hsvFfkuS7krwK\n",
"eHxofPXFmj87DG3ZoGErfzPu7yZ5HXAS+M5l7X84/e8fAxez8ef+PwLXA68EPrrBMQD+sKr+CCDJ\n",
"qWXt9wFvAC7b5Pg6e1nzI2fwt/fvqur7pz/WvmFZe1b8d6V52w8Av8bk/Zn3rGNeK8fJGv8+APwq\n",
"QFW9dx3jq1/W/MgY/Ju38sfJY0n+C/D7wDdW6Ver3Ge1cc74YJIrq+oXAKrqT5J8GXh8k/Os1f5d\n",
"VSeTfA14dJ3jqx/W/Mj5qZ4RSvKrwNuq6ulFz0XaDtZ8W17xj0iSa4EPAPcv/wZIcpRvvZoJUFXl\n",
"X0HTqFnzW8MrfknqjB/nlKTOGPyS1BmDX5I6Y/BLUmcMfknqjMEvSZ35/5ZS/CS3wPtfAAAAAElF\n",
"TkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e435c50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXgAAAEDCAYAAAA/eB+kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAEv9JREFUeJzt3XuMXGd5x/HvLwQIIYWYcIsgUCBBUFHUFrtVy83xUiiI\n",
"CrVUpYgKUlBp0lAoSA4lpOQCgmKDKREI1BYIVCJAVVUUCYi93riJuQiDuLQiBEwSwrWUkFoptbk0\n",
"T/+YMVkWe3Zm58zO2XO+H+mV95y57DvWs789+8w576SqkCR1zwnznoAkaTYMeEnqKANekjrKgJek\n",
"jjLgJamjDHhJ6qgT5z2BrkjyRGAR+PbRXUBV1YPGfPxdgK8CdwLuD5xYVbfPYq7SLCR5MvAOoICT\n",
"gE0Mfh4C/E9VPXKO0+slA75Z3x430Feqqh8BZyR5MHBDs9OSZq+qdgNnwE8PeP5xrT8PaoYtmnWS\n",
"5FFJrkxyXZLvJbkqyf0nfI4Tk+xIckOSm5N8NcnWFfe5Z5J3Dm//UpKXNPpCpCkkeXCS25M8Psln\n",
"k3wzyT8su/2JSb6+4jFXJ3n+in3PH/4sfS3J+5Pca71ew0ZiwK+fHwCvG/6Z+gAGf8ZeNOFznAM8\n",
"Gfi14ZHRI4GPr7jPe4C7Ag8DfhM4J8kzp5i3NAuvBH6nqh4AvHTFbSMvr0/ye8CrgWdU1YOBLzGo\n",
"e61gwDfr9OHR9Y3Df3ccvaGqbqyqLwy//iHwIQYBPYlvAPcFzk5ySlX9aNjaASDJ/YDfBV5aVT+u\n",
"qluB1wMvnPJ1SU0q4DlV9Z8AVXXbhI9/IfDmqvrycPvVwNYkpzc4x06wB9+sb1fVQ491Q5JTgb9m\n",
"cFT9f8A9gf+e5Mmr6qNJngM8D3hLks8CL6qqm4Z3OQO4HfhkEhi8uXUn4LuTvxRppm6d4rFnAC9N\n",
"cu5wO8Bh4EHccZKDMODX0zuAbwFnV9UPk5wDPH/0Q35eVV0NXJ3kBOBvgHcBZw9vvgH4MfBLVXWk\n",
"kVlL6+t2Vu8sfBXYVVXvXIf5bGi2aNbPGcBXhuH+y8DLgDsf57455s7kF5a9mXQnBr+g//fo7VX1\n",
"feB9wBVJNg0fc0KSUxp6DVITjlnfQ98A7pPk3gBJngpsXnGfvwUuTvLrP33CwV/IWsGAXz8vA85P\n",
"8jXgtcAbGbzZeiwF3JTkcyv2Pxr4RJKbgYPA6cALVtznXOArDNo0NzN4A+oPmnkJUiOO+yZqVd3I\n",
"IMCvTfJB4FeBz664z9UM+/DDs8VuAK6Y3XQ3rrgevCR106pH8EkekGQpyTVJ3jjc96Qk1w73bZv9\n",
"NCVJk1r1CD7JlcDlVfWJ4XaA/cACg17aVVX1hFlPVJI0mZFH8MMzNc48Gu5DZwHXV9WRqjoMHExy\n",
"5iwnKUma3GqnSd4HOCnJvwD3AN4CfAc4lGQXgyP4Q8BpDN70kyS1xGoBfwuDi3GeObzvxxicu30q\n",
"cB6DgH/b8H7HtHfvXt/F1bpbWFgYdSrezFjvmofj1fvIgK+qnwwX/jm9qr6Z5AiDI/WzhncJgxbO\n",
"yKP3ef2wqZ/mHbLWu9bTqHof50rWvwL+Psk9gA9U1eEklzFY+7yAS5uZpiSpSasGfFXdDDxtxb7d\n",
"wO5ZTUqQZGtV7Zv3PKT1Ys03zytZJamjDPiW8khGfWPNN8+Al6SOMuBbauVH8UldZ803z4CXpI4y\n",
"4FvKfqT6xppvngEvSR1lwLdUcvlfznsO0iwkqUnHvOe8URnwrfXYX5n3DKRZqKoca2zesfe4t817\n",
"zhuVAd9aj7lp3jOQtLGNsxaN1knCVmDrcPPi3HHcsq+Kfes/I2ldua5Vwwz4FhmG+D6A5DO/WPWY\n",
"S+Y5H2k9ffqChX1st93eJFs0ktRRBnxrPeaKec9AWk+eB988WzRzNuoUsBzn3AHPKpA0Do/g52zE\n",
"aWFne8qY+sS1aJpnwEtqhUe++G3nzHsOXWPAt5T9SPXN3R/48OfNew5dY8BLUkcZ8C1lP1LStAz4\n",
"lrIfKWlaBnxL2Y+UNC0DXlJbuBZNwwx4Sa3w6QsW9s17Dl1jwEtSRxnwklrBaz+aZ8C3l/1ISVMx\n",
"4FvKfqT6xms/mrdqwCd5V5JPJFlK8tzhvicluTbJNUm2zX6akrrOaz+aN85ywQX8YVV9HSBJGLQP\n",
"FoAAVwFLM5thT9mPVN8Mr/04Z97z6JJxWjRZcb+zgOur6khVHQYOJjlzJrOTJK3ZOAF/G/DeJP86\n",
"DPLTgENJdiV5E3BouE8Nsh8paVqrBnxVvbiqHgu8CtgJfA84FbhwODYBt4x6juVhlWSr26tvH+1H\n",
"tmU+G2mbOZv363e7X9uMUlVjDeARwAcY/FLYD5wEnAzsH/W4xcXFGvd7OO4Ym3fs9f9tjWOeNWe9\n",
"r31Y82sbo2pu1TdZk7wPOJ1Bq+b8qro9yaXAIoM3YD1fW1ITzJKGrRrwVfVHx9i3B9gzkxlJ6qVP\n",
"X7Cwj+3H/Qx6rYEXOklSRxnwklqhvPajcQZ8e9mPlDQVA76lXItGfdOGU1y7xoCX1AquRdM8A76l\n",
"7Eeqb/wc4uYZ8JLUUQZ8S9mPlDQtA76l7EdKmpYB31L2IyVNy4CX1BZe+9EwA15SK3jtR/MMeEnq\n",
"KANeUit47UfzDPj2sh8paSoGfEvZj1TfeO1H8wx4Sa3gtR/NM+Bbyn6k+sZrP5pnwEtSRxnwLWU/\n",
"UtK0DPiWsh8paVoGfEvZj5Q0LQNeUlt47UfDDHhJreC1H80z4CWpowx4Sa3gtR/NM+Dby36kpKkY\n",
"8C1lP1J947UfzRsr4JPcJclNSf58uP2kJNcmuSbJttlOUVIfeO1H88Y9gj8X+AxAkjBoH/w28BTg\n",
"kpnMrOfsR6pvvPajeasGfJK7AU8GPjjcdRZwfVUdqarDwMEkZ85wjpKkNRjnCP7FwFuADLdPAw4l\n",
"2ZXkTcCh4T41yH6kpGmNDPgk9wAeX1UfPboLuAU4FbhwODYN9416nq3Lv3Z79e2j/ci2zGcjbTNn\n",
"8379bvdrm1Gq6rgDeBqwB3gv8EngAPBoYD9wEnAysH/UcywuLtao2x3HHpt37PX/bY1jnjVnva99\n",
"WPNrG6Nq7sRVwv/DwIeHvymeC5xSVV9IchmwCBSery2pGWZJw0YG/HJV9Z5lX+8Gds9kRpJ66dMX\n",
"LOxje817Gp3ihU6S1FEGvKRWKK/9aJwB3172IyVNxYBvKdeiUd+04RTXrjHgJbWCa9E0z4BvKfuR\n",
"6hvXommeAS9JHWXAt5T9SEnTMuBbyn6kpGkZ8C1lP1LStMZeqkCSJrFl59L3Gaw2O8ljJlmr4NYD\n",
"27fda7JZ9YsBL2lWNh3Yvi2r320gydZJzh6b8JdBL9mikaSOMuAltYLXfjTPgG8v16KRNBUDvqVc\n",
"i0Z947UfzTPgJamjDPiWsh+pvrHmm2fAS1JHGfAtZT9SfWPNN8+AbynXopE0LQO+pVyLRn1jD755\n",
"BrwkdZQBL6kV7ME3z4CXpI4y4CW1gj345hnw7eVaNJKmYsC3lGvRqG/swTdv1YBP8pokS0n2JHnI\n",
"cN9CkmuTXJNk2+ynKUma1Kqf6FRVFwEkeSzw8iTnAZcBC0CAq4ClWU6yj+xHqm+s+eZN0qL5DeBL\n",
"wFnA9VV1pKoOAweTnDmT2UmS1mysz2RN8m/A6cDjgIcBh5LsYnAEfwg4DTg4q0n20aSfTyltdNZ8\n",
"88Y6gq+qJwLPAd4DfA84FbhwODYBt4x6/PI3T5JsdXv17aNr0bRlPhtpmzmb9+t3u1/bjFJVYw3g\n",
"QcBHGPxS2A+cBJwM7B/1uMXFxRr3ezjuGJt37PX/bY1jnjVnvd8xZl3D/owMxqiaW7VFk+T9wL2B\n",
"w8CLqur2JJcCi0Dh+dqS1ErjnEXzrGPs2wPsmcmMJPVSYg++aV7oJEkdZcBLagWP3ptnwLeX721I\n",
"mooB31KuRaO+acMprl1jwEtSRxnwLWU/Un1jzTfPgJekjjLgW8p+pPrGmm+eAd9SR9eikaS1MuBb\n",
"6u4PfPjz5j0HaT3Zg2/eWMsFS9KkXnbR+Vx5ETWz5wfYft2snr4TDHhJM7HrNW/lwPZtGff+k65F\n",
"s2XnUj17TTPrD1s0ktRRBrykVrAH3zxbNOtoy86l7zP4BKxx7z9J//LWA9u33WvyWUnqKgN+fW0a\n",
"tye5ln7kmmcltYDrwTfPFo0kdZQB31IeyahvrPnmGfCS1FEGfEu5Lof6xppvngEvSR1lwLeU/Uj1\n",
"jTXfPANekjrKgG8p+5HqG2u+eQa8JHWUAd9S9iPVN9Z88wx4SeooA76l7Eeqb6z55q0a8EnenuTq\n",
"JPuSPGS4byHJtUmuSbJt9tOUJE1q1dUkq+pcgCRnA9uTnA9cBiwAAa4ClmY5yT6yH6m+seabN0mL\n",
"5jbgR8BZwPVVdaSqDgMHk5w5k9lJktZskoB/AfB24DTgUJJdSd4EHBruU4PsR6pvrPnmjRXwSZ7O\n",
"4Kj9S8AtwKnAhcOxabhv1OO3Lv/abbdnuc2czfv1u92vbUapqpEDeAzwhmXbJwD7gZOAk4H9ox6/\n",
"uLhYq32PvozNO/bO7P9ils+90cY8a856v2PMuiat+cEYVXPjfGTfPwFfT3I18IWqekmSy4BFoIBL\n",
"x3gOSdI6G+csmoceY99uYPdMZiTAz6dU/1jzzfNCJ0nqKAO+pTySUd9Y880z4CWpowz4lmrD6X7S\n",
"erLmm2fAS1JHGfAtZT9SfWPNN8+Al6SOMuBbyn6k+saab54BL0kdZcC3lP1I9Y013zwDXpI6yoBv\n",
"KfuR6htrvnkGvCR1lAHfUvYj1TfWfPMMeEnqKAO+pexHqm+s+eYZ8JLUUeN8ZJ8a8rKLzufKi6hx\n",
"7vveuzyCK+/6yPGfG2D7dWucmTR/9uCbZ8Cvo12veSsHtm/LLJ57y86levYsnljShmWLpqXsR6pv\n",
"rPnmGfCS1FEGfEvZj1TfWPPNM+AlqaMM+JayH6m+seabZ8BLUkd5mmRL2Y9UF2zZuTTWdR8Am3fs\n",
"ZcvOpUme/tbJZ9QvBrykmZj0mo8tO5dqVteJ9JUtmpayHylpWqsGfJLHJflUkh3L9i0kuTbJNUm2\n",
"zXaKkqS1GKdFc1fgtcBvASQJcBmwAAS4CpiocabV2YOXNK1Vj+Crai8/+2bGWcD1VXWkqg4DB5Oc\n",
"OasJSpLWZi09+NOAQ0l2JXkTcGi4Tw2yB6+++cE3vvzuec+ha9YS8LcApwIXDsem4b7jWh5WSba6\n",
"7fYst5mzeb/+jbp93eXnXdGm+WyUbUapqlUH8ERg5/DrE4D9wEnAycD+UY9dXFyscb5HH8bmHXtn\n",
"9n8xy+feaGOeNWe9O9Z7jKq5Vd9kTfJy4KnA/ZLco6r+LMllwCJQwKWrPYckaf2tGvBV9Xrg9Sv2\n",
"7QZ2z2pSGvzpVZ5Jox6x5pvnhU6S1FEGfEt5JKO+2bxj79Z5z6FrDHhJbXHxvCfQNQZ8S7XhdD9J\n",
"G5sBL0kdZcC3lD14SdMy4CWpowz4lrIHr75xLZrmGfCSWuG6y8+7Yt5z6BoDvqXswatvrPnmGfCS\n",
"1FEGfEvZg1ffWPPNM+AlqaMM+JayH6m+cS2a5o3zodtq0JadSzWjp7519btIrXYxcMm8J9ElBvw6\n",
"OrB9W8a975adSzXJ/SVpJVs0ktRRBrwkdZQBL0kdZcBLagXXommeAd9SFrv6xrVommfAt9QX33zu\n",
"OfOeg7SevPajeQa8JHWUAd9SrsuhvrHmm2fAS1JHGfAtZT9SfeNaNM0z4Ftqy86lS+Y9B2mdXTzv\n",
"CXSNAd9eFrukqax5sbEkCwxWfivgkqpaampSkroryXFXVM0FHPO2qnLhvTVYU8AnCXAZsAAEuAow\n",
"4CWtyrBeP2tt0ZwFXF9VR6rqMHAwyZkNzkuSNKW1tmhOAw4l2cXgCP7QcN/BpiYmqV+SbPXssWal\n",
"avIPGErycOAVwHkMAv5twGuq6ucCfu/evbP6BCPpuBYWFubSBrDeNQ/Hq/e1BvwJwDXAkxi0eXZX\n",
"1eOmmqEkqVFratFU1e1JLgUWGZxFc2mjs5IkTW1NR/CSpPbzQidJ6igDXpI6yoDfQJKckuSVE9z/\n",
"T2c5H2nWrPnp2IPvsCQHqmrLvOchrRdr/md5BN+QJH+S5INJPp/kL5btf12STyXZn2RPkgcN9z8l\n",
"yceH+39/jOd/XpKrkxxYsf/zSd6Q5JNJXrts/7uBhydZSnJRgy9VAqz5DaGqHA0M4MThv3cFPr9s\n",
"/2cYXAz2cuBZw30BPgfcHbgTg2sK7jLm9/nUiu2bgfsOn+ffR93X4WhyWPPtH2teTVI/5wlJng78\n",
"ALjbsv1XAF8G/gP4u+G+ewMPBD7EoPDvCTwAuHEN3/c7VfVdgCSHV9zmok6aJWu+5Qz45lxeVY8a\n",
"/jn6rGX7nwo8qqp+eHRHVf1Xki8Cz6iq2yb8PisLOCNuu3OS1PDQRmqYNd9yBnxz9if5GIM/Q7+/\n",
"bP8JwJ4kPwG+BZw3LPBXAB8aro39zar64zG/z8rCrRG37QE+kuTGqjpv3BcijcmabznPopmhJPcE\n",
"XgVsr8HyDv8MvL6qPjXnqUkzYc23i0fws3UEeAiwb3jUsmdUoSe5mp89IglQVbVtttOUGmPNt4hH\n",
"8JLUUZ4HL0kdZcBLUkcZ8JLUUQa8JHWUAS9JHWXAS1JH/T9hutTpamR2BAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10d89ff98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for col in ['age', 'score', 'degree_hl', 'family_inv', 'age_int']:\n",
" _ = by_jcih_missing.boxplot(column=col)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"2.3378898339408671"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"receptive_language_dataset.age_years.mean()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from pymc import Bernoulli, Normal, Uniform, invlogit, logit, deterministic, MCMC, Matplot, MAP\n",
"from pymc import Lambda, Dirichlet, Categorical, Beta, NegativeBinomial, Exponential, T\n",
"from numpy.ma import masked_values\n",
"\n",
"n_covs = 9\n",
"\n",
"def generate_model(dataset):\n",
" \n",
" # Extract data to local variables\n",
" age_years = dataset.age_years.values\n",
" school = dataset.school.values\n",
" score = dataset.score.values\n",
" non_english = dataset.non_english.astype(int).values\n",
" male = dataset.male.values\n",
" sib = dataset.sib.values\n",
" synd_or_disab = dataset.synd_or_disab.values\n",
" int_outside_option = dataset.int_outside_option.values\n",
" synd_or_disab = dataset.synd_or_disab.values\n",
" study_id = dataset.index.values\n",
" ident_by_3 = dataset.ident_by_3\n",
" program_by_6 = dataset.program_by_6\n",
" \n",
" # Transform some data\n",
" age_std = age_years - age_years.mean()\n",
" \n",
" # Imputation of family involvement\n",
" n_family_inv_cats = len(dataset.family_inv.unique())\n",
" p_family_inv = Dirichlet(\"p_family_inv\", np.ones(n_family_inv_cats), value=[1./n_family_inv_cats]*(n_family_inv_cats-1))\n",
" family_inv_masked = masked_values(dataset.family_inv.fillna(0.5), value=0.5)\n",
" x_family_inv = Categorical('x_family_inv', p_family_inv, value=family_inv_masked, observed=True)\n",
" \n",
" # Imputation of hearing loss\n",
"# p_crit = Beta(\"p_%s\" % criterion, 1, 1, value=0.5)\n",
"# crit_masked = masked_values(dataset[criterion].values, value=np.nan)\n",
"# x_crit = Bernoulli('x_%s' % criterion, p_crit, value=crit_masked, observed=True)\n",
" \n",
" # Imputation of hearing loss\n",
" p_hl = Beta(\"p_hl\", 1, 1, value=0.5)\n",
" hl_masked = masked_values(dataset.deg_hl_below6.values, value=np.nan)\n",
" x_hl = Bernoulli('x_hl', p_hl, value=hl_masked, observed=True)\n",
" \n",
" # Imputation of maternal education\n",
" p_mother_hs = Beta(\"p_mother_hs\", 1, 1, value=0.5)\n",
" mother_hs_masked = masked_values(dataset.mother_hs.values, value=np.nan)\n",
" x_mother_hs = Bernoulli('x_mother_hs', p_mother_hs, value=mother_hs_masked, observed=True)\n",
" \n",
" # Imputation of previous disability\n",
" p_synd_or_disab = Beta(\"p_synd_or_disab\", 1, 1, value=0.5)\n",
" synd_or_disab_masked = masked_values(dataset.synd_or_disab.values, value=np.nan)\n",
" x_synd_or_disab = Bernoulli('x_synd_or_disab', p_synd_or_disab, value=synd_or_disab_masked, observed=True)\n",
" \n",
" # Imputation of siblings\n",
" n_sib_cats = len(dataset.sib.unique())\n",
" p_sib = Dirichlet(\"p_sib\", np.ones(n_sib_cats), value=[1./n_sib_cats]*(n_sib_cats-1))\n",
" sib_masked = masked_values(dataset.sib.fillna(0.5), value=0.5)\n",
" x_sib = Categorical('x_sib', p_sib, value=sib_masked, observed=True)\n",
" \n",
" # Imputation of time\n",
"# n_time_cats = len(dataset.time.unique())\n",
"# p_time = Dirichlet(\"p_time\", np.ones(n_time_cats), value=[1./n_time_cats]*(n_time_cats-1))\n",
"# time_masked = masked_values(dataset.time.fillna(0.5), value=0.5)\n",
"# x_time = Categorical('x_time', p_time, value=time_masked, observed=True)\n",
" \n",
" mean_score = Normal(\"mean_score\", 100, 0.001, value=80)\n",
" \n",
" # Indices to school random effects\n",
" unique_schools = np.unique(school)\n",
" school_index = [list(unique_schools).index(s) for s in school]\n",
"\n",
" # School random effect\n",
" sigma_school = Uniform(\"sigma_school\", 0, 1000, value=10)\n",
" tau_school = sigma_school**-2\n",
" alpha_school = Normal(\"alpha_school\", mu=0, tau=tau_school, value=np.zeros(len(unique_schools)))\n",
" \n",
" # Indices to child random effects\n",
" unique_child = np.unique(study_id)\n",
" child_index = [list(unique_child).index(s) for s in study_id]\n",
" \n",
" # Robust individual random effect\n",
" nu_child = Exponential(\"nu_child\", 0.1, value=10)\n",
" alpha_child = T(\"alpha_child\", nu=nu_child, value=np.zeros(len(unique_child)))\n",
" \n",
" @deterministic\n",
" def intercept(a0=mean_score, a1=alpha_school):\n",
" \"\"\"Random intercepts\"\"\"\n",
" return a0 + a1[school_index]\n",
" \n",
" # Fixed effects\n",
" beta = Normal(\"beta\", 0, 0.001, value=[0]*n_covs)\n",
"\n",
" @deterministic\n",
" def theta(b0=intercept, b=beta, x_family_inv=x_family_inv, x_sib=x_sib, \n",
" x_hl=x_hl, x_mother_hs=x_mother_hs, x_synd_or_disab=x_synd_or_disab, a=alpha_child):\n",
" \n",
" # Complete predictors\n",
" X = [age_std, male, ident_by_3, program_by_6]\n",
" # Partially-imputed predictors\n",
" X += [x_family_inv, x_sib, x_hl, x_mother_hs, x_synd_or_disab]\n",
" return b0 + np.dot(b, X) + a[child_index]\n",
" \n",
" sigma = Uniform(\"sigma\", 0, 1000, value=10)\n",
" tau = sigma**-2\n",
" \n",
" # Data likelihood\n",
" score_like = Normal(\"score_like\", mu=theta, tau=tau, value=score, observed=True)\n",
" #score_like_pred = Normal(\"score_like_pred\", mu=theta, tau=tau, value=score)\n",
" \n",
" # Predictions:\n",
" # Girl, average age, ident by 3 prog by 6, normal family involvement, \n",
" # 2 siblings, non-profound hearing loss,\n",
" # mother with HS, no previous disability, JCIH\n",
" x1 = [0, 0, 1, 1, 0, 2, 1, 1, 0]\n",
" \n",
" # Boy, 6 months younger than average, ident by 3 prog by 6, normal family involvement, \n",
" # ident by 3 prog by 6, no siblings, profound hearing loss,\n",
" # mother without HS diploma, previous disability\n",
" x2 = [-0.5, 1, 1, 1, 0, 0, 0, 0, 1]\n",
" \n",
" # Boy, 1.5 years older than average, not ident by 3 or prog by 6, poor family involvement, \n",
" # 1 sibling, non-profound hearing loss,\n",
" # mother without HS diploma, previous disability\n",
" x3 = [1.5, 1, 0, 0, 2, 1, 1, 0, 1]\n",
" \n",
" # Girl, 6 months older than average, ident by 3 prog by 6, impaired family involvement, \n",
" # 3 siblings, profound hearing loss,\n",
" # mother with HS diploma, no previous disability\n",
" x4 = [0.5, 1, 1, 1, 1, 3, 0, 1, 0]\n",
" \n",
" X = np.c_[x1, x2, x3, x4]\n",
"\n",
" theta_pred = Lambda('theta_pred', lambda b=beta, mu=mean_score: mu + np.dot(X.T, b))\n",
" predictions = Normal('predictions', mu=theta_pred, tau=tau)\n",
" \n",
" \n",
" return locals()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"M_reclang = MCMC(generate_model(receptive_language_dataset), \n",
" db='sqlite', name='reclang', dbmode='w')"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"iterations = 100000\n",
"burn = 90000"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [-----------------100%-----------------] 100000 of 100000 complete in 732.0 sec"
]
}
],
"source": [
"M_reclang.sample(iterations, burn)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"labels = ['Age of Enrollment', 'Male', 'Identified by 3 mo.', \n",
" 'In Program by 6 mo.', 'Reduced Family Involvement', \n",
" 'Sibling Count', 'Non-profound Hearing Loss',\n",
" 'Mother with HS Diploma','Additional Disability', ]\n",
"# criterion_labels[criterion]]"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaYAAAEgCAYAAAD/mNfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X28VWWd9/HPFzE0MMewJhVpwuR2Sq0mBUdNSyvMcbKs\n",
"kLsn0jtzxLq7q1eZYyNoRU9kY0+UKaGWI2lTRpOOBMcHQDjYCGGajgMOpphIOCBBJfzuP9Z1bLHY\n",
"D+sczmGtc873/Xqt19n7Wte+1m9fa+/929e11llbEYGZmVldDKk6ADMzszwnJjMzqxUnJjMzqxUn\n",
"JjMzqxUnJjMzqxUnJjMzqxUnJrNeJmmqpKclrZH0qKTlkt5edVytSOqQdHabOsMkzZf04t0VV4MY\n",
"tksaU9X2bfcYWnUAZgPUv0bEewEkjQN+LmllRDxQcVw9FhF/AE6uOoyKt2+7gUdMZn0sIjqB1cBf\n",
"d5VJeo6kGZJWS3pI0mclKf84SSMlfTutf0TS/ZIOK9Q5O5X/t6Q5kp5fWL9d0lmSlkr6raS5kvbP\n",
"rR8j6RHgGOCLaTuLCm2MSeWPNBqxSLpQ0k8KZZ+TdG2h7LQ0elwj6RZJo7vTj13NtFwp7SfpK5J+\n",
"JWmtpBWSji/U2S7pLZJuTXXuknRAoc45klZJekzSPEkrJX03t36HEaakE1M/5tt4s6Sfp/3327Qv\n",
"i/t4atp3j0j6d0m/lnRpbn3b18mAFBFevHjpxQWYClyTbgt4N/AbYL9cncuBBcA+wDDgFuBjufV7\n",
"AQ8AnweGpbK/AIbk6rwVeBQYm+5fAvy0EMt24LupvaHAjcANDWLuAM4u8dy2AWMKZS8CNgMvyD3n\n",
"NcDxuTqvBjYCx6T7ZwMretC324vbL6wfBrwBUK5PftWgjZ8AL0yxdgCX5ta/DHgK+CvgOcBdwKeB\n",
"4c36CzgRWFPYztHAQen2AcBjwNtz698EPAzsl/btKuAcYK+yr5OBunjEZNY33ippFbAV+Dvg2IjY\n",
"AJC+8b4f+GREbIpsimwa8IHc488A/hQRn0zriYinImJ7rs4HgMsj4sF0/9PAa4vf/sk+dLdGxDPA\n",
"xcDpknr63t/p23pEPA7cCrwrFb0e2BwRC3PV3g98LyKWpMfMAoZJOqaHcTQUEX+IiHmRPtXJEvHY\n",
"BlU/HBFPpHqLgPzo7RXA/RHxcET8Ebgd2D8iNnczlmUR8Wi6+ziwkNyoGXglcFdEbIiIp4BO4PkR\n",
"sRVKv04GJB9jMusbP4qI90q6huxDbU1u3Uhgb2COpK4P0D3IvhF3+Svg1222cTDwEUn/kO4L2EL2\n",
"Ibs2Vy+fTP47bWsksK7802nrSuAzwD8D7033i7GOl3RKLqbhqXxJbwWRPsz/H9loUmTHpIZIGlJI\n",
"6vk++RM7Hta4G/hrSYcDjwCnADN6EMvLgH8EXgI8w877dAnwQUkHpTiPB76eW1/mdTIgOTGZ9a3z\n",
"gXskfTwivgQQEU9K2gicHBGrmjzuv4H3SVLu23/RfwGXpdFHK/n3+UuBrRHRm0kJ4GZgpqQTyEaI\n",
"HymsXwX8R0Rc3MvbLfog8DbgjIh4QtJfkfVTaRHxn5JmAMvIpiS/HxHfK1Tbzo7JrHjsaA+y6b6P\n",
"RMR1qWx2YTsdkm4mS1ZrgE/nR5klXycDkqfyzPpQRGwC3glMS2fndfkKcGX6tgyApOfl1v8r2ftz\n",
"pqThaf0+kvbO1flnYGq+XUl/0SCMr0l6XnrsdKD4IQuwgew4EJJGNGmn1fPcDswGrgFujYgnC1W+\n",
"CZwraUKbWHfVwWTTZuvSSR5fSuV7lm1A0nHAO8iOD/2viLi0QbXfAC9P9UcAHy6s3xt4PnBvqvMW\n",
"4M35OCS9AzgE+MuIeHlEfLvBdtq9TgYkJyazPhbZWXmfBq6TtE8qvpTsAPyt6aysh8hGV12P2QL8\n",
"Ldlo55eS1pAdhD8sV6eDdJwpnem2iiw5FP2I7DjJo2TTVhc0qDMDmJC2cxvpQ7fR02nxVK8CRgHf\n",
"2elBEb8G/h64ID3f1cBcSc9p0V6z7f+HpN9J2pD+viu3/svAC8hONPg34AqyEzYOKrTRylPAvsD9\n",
"ubMRl0s6I1fnC8BJkhaQTVt2FJ7v08CHgH9P+/b1KZZ8HOvI+rnrrMs1kpYUziJs+ToZqNR8lsDM\n",
"+jtJ24GXDrapoF0h6USy41STI2JjKjsPOC8ijuzF7UwiO4NwStcJLpI+D7wsIt7cW9vpjzxiMjPb\n",
"0WlkU3VPA0h6KTCRbNTZm94GPJBLSq8kOz7X29vpdzxiMhvAJG0DDvWIqbx0bOobZP90DPAk2RTp\n",
"Nwpn9u3qdsak7bycbHrxN8DMBidaDDpOTGZmViueyjMzs1rx/zFZrc2fP99DerMB4OSTTy59jT9P\n",
"5ZlZpdL/EA/8C5NaaZ7KMzOzWnFiMjOzWnFiMjOzWnFiMrOqXVJ1AFYvPvnBzMxqxSMmMzOrFScm\n",
"MzOrlUGdmCRdLen6CrY7QdI9kn5com6HpNvT3yv6IJZZklZLOrVMeS9v+5y+atvM+q9Be+UHSUOB\n",
"I4BtkvaMiD/txs2fDpybfqennQBOSb/P0+si4mxJO/2qaLPyXvYBGvx2j5kNboN5xPQ6sh9eWwS8\n",
"satQ0uckdUpaKGmepNGpfIKkxan8jCZtkmtncqq/OD8ykPRD4C1kvyp6XYk4RYP9JGmFpBnph8Wm\n",
"F7Y7M42wbks/8dw0ntw2mm27+JyulXSvpCmS7m/XPy3ivBoYK2mBpE+V6AcrQZkj09IvrqYgaVrV\n",
"MVi9DNqz8iTNBH5K9uuWEyPi7FT+C+Ao4BPAwxExJ73B7wGOA7aS/Vrl6yPij03aHgnMBV6TiuYD\n",
"74yIx9L6WcCMiLivRJwdZIlpG3BXRFyUytekONcDyyPiiFQ+mSzxva3rEv0l4pkKLIuInxW2vUN5\n",
"avsQsl/4HArsBSxPbTfsn2ZxpvY6IyL/c+O2C7LX6bg5MOWUrGTmzbB0UtT8Te5LElnRoJzKS4nm\n",
"TcD+ZKOCYyQNSR/ks4EHgXvJfgqZVG8U2QewyH52+SBgdZNNjAHujohtaXtLgEPJfu4Zmo9QGmk2\n",
"lfd4RDyR2i+um1f43Zh28XTH4+nv08ABZK+hVv3TKk5/GO0iKf8z4cX8M3kiMDE/bopwn1v9DcrE\n",
"RPbN/vaImAzPjmBeCywgS1iHd/2qJEBErJN0H3B6RGwq0f4q4Kh0HAvgWODyHsbacCqPHT/U233Y\n",
"lImn1HRe7v6z5W36p1Wceyp9XW4Z/SC2Y+LZfe05gVmVBusxpjOA/PGd61IZZH0yLx37+J6kfVL5\n",
"hcDcdOym5S9MRsR64FvAHWm5JiLW5qt0I9YAfpa2O7tJGy3bKxEPwHRJH2vw8GJ5FJYuzfqnVZzz\n",
"gJvTtKo1EIHKLqAhMP4GuHpjthzzA9CQ7rTx57bMqjNojzE1Imlf4GLg4xGxPZ2o8IWSZ8+ZVS5N\n",
"U3cdx1vZH0ajPsZkRYN1Kq+ZrcBLgNskBdmxGicl6zdSIvpl1XF0k6+VZzvwiMnMzGplsB5jMjOz\n",
"mnJiMjOzWnFiMjOzWnFiMjOzWnFiMrNK+Vp5VuSz8sysUv4/JivyiMnMzGrFicnMzGrFicnMzGrF\n",
"icnMzGrFicnMquZr5dkOfFaemZnVikdMZmZWK05MZmZWK05MZmZWK05MZmZWK05MZlYpXyvPipyY\n",
"rFskvVjSNkmjJO0taaOkE1rUnyVptaRTd2ec1q9MrToAq5ehVQdg/dK9wCTgEWBVq4oRcbaki3dL\n",
"VGY2IHjEZD3xIHAYcDIwH0DSWZJukrRC0ocK9Xe6crSkCZIWS1oo6Yy+D9nqRJkjJR1ZdSxWPx4x\n",
"WU91AgcAw9P9ayPiu5KGpXVfa/ZASQK+ABwHbAU6JP00Iv7YxzFbDWT7f9wcmHJKVvI+lH77otrI\n",
"rC6cmKwnIiKuAJD0pVR2gqTTgM3A3m0evz8wCphLNpraFzgIWN034druIlEiuRSrvA+I7Wryi0wR\n",
"O4+4bWBzYrKeKH5QCPhqRBwuaTRwZqvHRMQ6SfcBp0fEpj6M00ool0z6UutzH/oiPie7enNisp6I\n",
"wu0AFkpaBCwHftfgMdMlHRYRX073LwTmSgrg0Yh4d59GbE3t7g/p3FTehKzkllvgkkmeyrMuvoir\n",
"me126TjjEenuSicly3NiMjOzWvHp4mZmVitOTGZmVitOTGZWKV8rz4p8jMnMKpX+t9anb9uzPGIy\n",
"M7NacWIyM7NacWIyM7NacWIyM7NacWIys6pdUnUAVi8+K8/MzGrFIyYzM6sVJyYzM6sVJyYzM6sV\n",
"JyYzM6sVJyYzq5SvlWdFPivPzCrla+VZkUdMZmZWK05MZmZWK05MZmZWKwMuMUk6X9L9kh6QNKVJ\n",
"nWW7uI1zmpSPkHRRg/IJku6R9OMy9Utsv238u/occ+18RtICSfMkvaQ32jQza2VAnvwg6b3AiIj4\n",
"ZpP1nRExbhfaXxYRR3ej/jeB2RHR2dNtFtprG/+uPscG7R0HvDcizu2tNs0gOysvIqZVHUeeJAFH\n",
"pLsrYyB+UNbYgBsxJTud4SPpQkmdkmYDI3LlEyQtlrRQ0hm58hWSZkhaIml6rvxqYGwaRXwqVz5Z\n",
"UkdxpCLph8BbgK9Juq5E/WbxNIy/hX0kXSlpqaSpqY2xkubk2rxD0vASbQGMB+5vVSE9p2sl3Stp\n",
"Shq5js6tW5yWhiNOG5zqmZTGzYHZC7Nl/PUpUdluMlBHTJOB4V0jJkkvAv4VOI7sQ/2XEfGS9GK7\n",
"J5VvBTqA10fEHyWtAY4C1gPLI+KIXPtNRyON1kmaBcyIiPta1W8WD/D8RvG36YPVwOHA74E7gXdE\n",
"xFpJtwJvBw4GPhoR/6dVO6mt24EDgOMj4okW9SYDhwBPAUOBvYDlwCLgp8Dxqep84J0R8Vi7bZv1\n",
"Jok++8CL2PkLsfXM0KoD2E1GA3en4fgmSetS+f7AKGAu2ShrX+AgYDXweNeHsKQthfa6+wIsW79Z\n",
"PC9oEn8r6yJiM4Cke1K7a4HvA5PIEshVZYKKiBMlHQ1cA5zSpvrj6e/TZMlsKDAGWBYR21I8S4BD\n",
"AScma6kvE0lv6+1YB3OiG8iJKb9TVwGvSiOSkcCBABGxTtJ9wOkRsanF44svkD2V/iuwzXa7FWez\n",
"eCRtahR/GwdJ2g/YBLwauDiV3wD8mGy0fEE34vwtlHrjqfAXsv4/SlLX6+1Y4PJubNsGqSo+nP88\n",
"lTdlQlYy8xZYOsnHmXafAZeYJJ0PfBAYknLHNyPiSUlzgaXAr8immrpcCMyVFMCjEfHuVJ5/ERZf\n",
"kPOAmyWtjojzCusavXhbvaCL63aKp038zWwALiObzrsmIjYARMTvJT0MPFiiDdIxqf2BLWT92k7k\n",
"/kba5npJ3wbuSOtmRcTa3DbeAWyOiJ+VicmsL0VESDoTOn3yQ0UG5DEma03SjcC5EbG+6ljM6nhW\n",
"nlVroJ6VZw1IOlHSnUCHk5LVyNSqA7B68YjJzColX8TVCjxiMjOzWnFiMjOzWnFiMjOzWnFiMrOq\n",
"XVJ1AFYvPvnBzMxqxSMmMzOrFScmMzOrFScmMzOrFScmMzOrFScmM6uUpGlVx2D14rPyzKxSviSR\n",
"FXnEZGZmteLEZGZmteLEZGZmteLEZGZmteLEZGZV87XybAc+K8/MzGplwI2YJJ0v6X5JD0iasgvt\n",
"dEi6Q9ISSR/rzRh3B0nLeqmdgyQtSH3x5d5o08yslaFVB9DbIuIbkjYBIyLim7vSFDAhIrZIWiTp\n",
"mohY10th7g69NRSeAVwUEXf1Uns2CEgScES6uzI8NWPdMOBGTMlO/6wnaYWkGWkE9NmSbUjSc4Dt\n",
"wB9SO5MlzUwjqtsk7ZErX5yWc3Lb/ZykTkkLJc2TNLpNO2dJuinF+6Fc3Wsl3StpShoRjm4T/z6S\n",
"rpS0VNLU1M5YSXNysd0haXjTDpCGAC8tm5Raxdmsf2zgyZLSuDkwe2G2jL8+JSqzUgbciKmF/YAv\n",
"AhcAy4GLSjzmZuAZ4PKI2JgrfxFwckRsB5A0EjgXeE1aP1/Sv0XEY8AbgaOATwAPR8SaZu0k10bE\n",
"dyUNAzqBr6Xy1cA9wAjgX4BXAvm2ivYCPgz8HrhT0hUR8aCk/SQ9DzgY+M+I2NyijRcAe0n6EfA8\n",
"4OsR8aMW9RvGKWkz8A/A8alOvn+sQlKvjaxzik1OnghM7KvUFLHzF1Hr3wZTYno8Ip4AkLSlRP0A\n",
"TomIRnXnFZLJGODuiNiW2l8CHAo8BswGHgTuBa5o0w7ACZJOAzYDe+fjT3+fBg6g/b5b15V0JN0D\n",
"jALWAt8HJgGHAFe1aWM98BTwtrS9RZJuadInreIcAyxr0j9GXyWI/mJaWnqmP/Wdk2g5A3UqD3ae\n",
"zlOLdc0eX/ZFtAo4StJQSUOBY8mSEcCbgMMj4q0RsaFEW1+NiI8C32kST9mYDkqjo6HAq4GHUvkN\n",
"wNuBv4mIxa0aiIhngEeAAyLij8DWEtttFGer/jGyD6yBsoCGwPgb4OqN2XLMD0BDmte/ZEA9/9Z9\n",
"Y2UMuBGTpPOBDwJD0sUhu06AyH+rKvMNq/S3sIhYL+lbwB2paFZErE23hwDzJD1DNkI4LyI2tWhu\n",
"oaRFZNONv2sQT5SMbQNwGXA4cE1XUoyI30t6mPKJ4ZPAd9L03w1tRksN40z9820a9w+S3gFsjoif\n",
"lYzJaiwiQtKZ0OmTH6xH/H9MfUjSvsDFwMcjYrukHwJfiIjOiuO6ETg3ItZXGYcZ+OritrOBPJVX\n",
"B1uBlwC3SboduKfKpCTpREl3Ah1OSmZWVx4xmVmlPGKyIo+YzKxqvlae7cAjJjMzqxWPmMzMrFac\n",
"mMzMrFacmMzMrFacmMzMrFacmMysUpKmVR2D1YvPyjOzSvn/mKzIIyYzM6sVJyYzM6sVJyYzM6sV\n",
"JyYzM6sVJyYzq5qvlWc78Fl5ZmZWKx4xmZlZrTgxmZlZrTgxmZlZrbRNTJI2SlogaYmk93encUnL\n",
"eh5a77QvqUPS7envjbu4vRGSLiqUzZK0WtKpu9j2+ZLul/SApCm70laT9nslzt4k6ZyqYzCz+hla\n",
"os6vI+IkSUOAe4Aru9F+X59ZUab9AE6JiC27vLGIp4HPFsrOlnRxL7T9DUmbgBER8c1dba9B+70S\n",
"Zy/7APCdqoOoiiQBR6S7K2OQnokkaVpETKs6DquPMlN5XdewegGw9dlCaYKkxZIWSjojV36hpE5J\n",
"s4ERufJlTW4fLWl+GtHM7mn7beLf6XlKOkvSTZJWSPpQKpss6VpJ90qakkYwo3PrOpqM0lRoe6yk\n",
"Obn7d0gaXjLWYpwrJM1II9bP5tq/vlH7Kc7FaSmOSBrF2aydnfq/Tf8021/5+Kfnyq8GxqbR+KdK\n",
"9M2AkiWlcXNg9sJsGX99SlSD0dSqA7CaiYiWC7ARuAu4G3hZKhOwHBgO7AHcATwHeBGwOK3fB1id\n",
"a6ezye1fAC8sbLPb7beIvwO4HVgAXJgrH5r+DgNWpNuTgUuBjwKfAC4G3lxor7PBNqYCpxbKbgWe\n",
"B7wcuKpdnLntTymUrQFemPphZaH9fYC/Bq5MZSNT/+yRltuAA0vEWWynWf837J9m9VvF36wvB/IC\n",
"Ed1Zqo539/ULg+a5eim3lJrKA04CFgIbUtn+wChgbvpQ2hc4iGxUdXdEBLBJ0rpcO41GA/sDj0fE\n",
"E4VVPWm/mWZTeSdIOg3YDOydK388/X0aOIBy052NfB+YBBwCXNXDNiDXP5Lyz+E64ExgTK79MWT9\n",
"sy3VXwIcCjzWov1G7TTrf2jcP83qr24RPzR4TfR3Uu9NX5dpK2Lg9aFZmQ9dRcQWSRcA3yYbQayT\n",
"dB9wekRserZidozkVWlKYiRwYL6dVOe5ZN+siYgnJR0gaVRE/KarYg/bbxo/jT8AvxoRh6epqDOL\n",
"cTZ5THfKbwB+TNZ/F5SIs1k7anL7BuBGgIj4x1S2CjhKUtd+PRa4vEScO7TTov9PoEH/NKvfJn6A\n",
"PaXsNw8YIMomij9P5U2ZkJXMvAWWThpIfWHWU2USU9dY++eS/rekd0bEdcCFwFxJATwaEe9OiWYu\n",
"sBT4FfBUrp1OSV8iG6Hk33wfAK5NyeaJiJiYyrvbfsv4G1goaRHZFNTvGtSPJo9t1t50SYdFxJcB\n",
"IuL3kh4GHiwRI5LOBz4IDEmf1V0nQOS39+ztiNgs6TdkI9qusvWSvkU2lQYwKyLWtolzp3aSnfq/\n",
"EEOxf9rVL94GmAfcLGl1RJzHIBIRIelM6Bz0Jz+YFfmSRH1I2enp50bE+qpjMasr+aw8K/A/2PYB\n",
"SSdKuhPocFIya81JyYo8YjIzs1rxiMnMzGrFicnMzGrFicnMzGrFicnMKiVpWtUxWL345Aczq1T6\n",
"vz1fwcKe5RGTmZnVihOTmZnVihOTmZnVihOTmZnVihOTmVXtkqoDsHrxWXlmZlYrHjGZmVmtODGZ\n",
"mVmtODGZmVmtODGZmVmtODGZWaV8rTwr8ll5ZlYpXyvPijxi6iOS3iBpkaT5ks4rrBsh6aJC2bIm\n",
"7cyStFrSqQ3W7dROb5F0kqTbJP1c0g/7aBvn9EW7Zta/ecTURyTdBUyIiI0l63dGxLgm6y4G7o6I\n",
"n/VmjC1i2RtYALw+IjZLGhoRz/TBdpZFxNG93a71Lx4xWZFHTH3nl8BESTu84SRNltTRYIS0j6Qr\n",
"JS2VNLWwbqc3bbN2JK2QNEPSEknTc+Wfk9QpaaGkeZJGt4j9b4H5EbEZIJ+U0nYXp+WcXPmyJreb\n",
"xXM1MFbSAkmfahGLDQDKHJkWJyFryYmp7/wD8EfgJknjuwoj4uqIeB1QHKruBXwYOAZ4vaQDWjXe\n",
"op39gC8CxwF/nyt/IzAemAtcGRFrWjT/QmBdsVDSSOBc4DVpeZekA7tCyofXLp6ImAw8EBEnRcRn\n",
"WsRi/VyWiMbNgdkLs2X89U5O1srQqgMYqCKbI71G0o1AB1lSaGVd1whF0nJgFLC2B5t+PCKeSO1s\n",
"yZXPBh4E7gWuaNPGE8ArGpSPIZtS3JbaXwIcCjxGg1Fdm3ho8Rjr56T8l5Pid6fJE4GJf05NxQkC\n",
"G+w8Yuojkrr6dgiN+7n4oXyQpP0kDQVeDTzUpn6zcjW5/Sbg8Ih4a0RsaB45AEuAkyTtC9D1F1gF\n",
"HCVpaIrzWLJk9+y2JD0XGF4iHoA9/c25/5GIdkv3WpxWqs3ut2v9lUdMfWeGpFeRJaULGqwvvsk2\n",
"AJcBhwPXNEge0yUdFhFfbtNOsym1IcA8Sc+QjXDOi4hNjQKPiN9L+iTwE0nbgS2S3hER6yV9C7gj\n",
"VZ0VEV2juk5JXwI2t4ihGOs84GZJqyPiPKxfiOjeSPfPU3lTJmQlM2+BpZPCZ15ZEz4rbxBII56L\n",
"gY9HxPZ0+vcXIqKz4tBskEgj4yPS3ZVOStaKR0yDw1bgJcBtkgKY56Rku1NKRL+sOg7rHzxiMjOz\n",
"WvHJD2ZWKV8rz4o8YjKzSvnKD1bkEZOZmdWKE5OZmdWKE5OZmdWKE5OZmdWKE5OZVe2SqgOwevFZ\n",
"eWZmViseMZmZWa04MZmZWa04MZmZWa04MZmZWa04MZlZpXytPCvyWXlmVilfK8+KPGIyM7NacWIy\n",
"M7NacWIyM7Na6VFikvRiSRskDU/3OyQ9t3dD6z2SJki6R9KP+3g7y7pTp0z9HsYxQtJFfdR2rfe1\n",
"mfV/uzJiCuD9udt1djpwbkS8pY+3U6Yfosnt3gsi4umI+GxftE3997X1P75Wnu1gVxJTB3CapD2A\n",
"Z8+okTRZ0uK0nJMrXyFphqQlktp+aEq6X9KVkpZK+qdC+zPTN/fb0vZbbfeHwFuAr0m6rkScDUc0\n",
"hfin58ovlNQpaTYwokS/qdHtNKpbLGmhpDNy5WdJuilt/0Ml+6GjOBprEf/nUvwLJc2TNLob8efb\n",
"b9afUyTdLenOMuU2+ETEtKpjGAyUOTIt9T4LMiK6vQAvBm4ApgCTgAXAc4GRwGJgj7TcBhyYHrMG\n",
"eGEqX1liG6uB4WTJczHwl6l8MvAjYEiubtPtpvWzgJeVqQ905urlb+8UP/Ci1I6AfYDVJZ7XxtRf\n",
"HcCaVCZgeXq+ewB3AM9J64amv8OAFbl2duqHwnY6C/cb9j/wi7T9C4AzS8TfATy3UNaqPxcA+zVo\n",
"p2G5Fy9een/J3uPjfgCzN2bL+Dmkfxeq4zKUngvgu8BNubIxwN0RsQ1A0hLgUOAx4PGIeCKVb+l6\n",
"gKTJwPtSe5dFxE/TqicjYnOq8wtgNPDbtG5eRGwvud20U3bQqn6zbxKN4h+d2glgk6R1TR6b9+uI\n",
"OCm105nK9gdGAXPT9vcFDiJLzidIOg3YDOxdaKvYD6007H9gNvAgcC9wRYl2Gk3lterP9wDnSno+\n",
"cFNELEqPaVZuZt0ktZtiL66ePBGY2G7cFNH087BP7UpiIiK2pKRxXipaBRwlqavdY4HL0+2GU1gR\n",
"cTVwdYPmD5S0H9kI42+Ai1uE0mq73a0vgHSAf3ijmHO3VwGvSsPikcCBLbbZtJ2IWCfpPuD0iNhU\n",
"qP/ViDg8TbGdWaL9RttpuN3kTcDhEfGHHrYLLfozIh4FPi9pGNmo6tWtys0Go/aJpRq9FVd3E9wu\n",
"Jabka8BHso3HeknfIpuKApgVEWu7Yss9psyTfQq4DHg5cG1EbGhWsc12d9pem/qdkr5ENkJpFnOk\n",
"dp6UNBdYCvwqxdxOszYvBOZKCuDRiHh3Kl8oaRHZVN/vSrTfqO1W2x0CzJP0DNkI57wGybHYzrWS\n",
"tgMRERNb9aekrwCvJJvq/HpXI83KzQajvh6ZZF+ex82BKROykpm3wNJJabandmp7SSJJyyLi6Krj\n",
"GMgk7Us2Ev14RGxPJ4p8ISI62zzUrNdImhY+AaLPpZmdI9LdlXVNSlDvxNQZEeOqjmMgS9No/0J2\n",
"jCvIjll9ptqobLCRr5VnBbVNTGY2ODgxWZEvSWRmZrXixGRmZrXixGRmZrXixGRmVfO18mwHPvnB\n",
"zMxqxSMmMzOrFScmMzOrFScmMzOrFScmMzOrFScmM6uUpGlVx2D14rPyzKxSviSRFXnEZGZmteLE\n",
"ZGZmteLEZGZmteLEZGZmteLEZGZV87XybAc+K8/MzGrFIyYzM6uVShOTpBdL2iZplKS9JW2UdEKJ\n",
"x53ToGwZCOo2AAAJ30lEQVRZ30TZnqQRki5qUL7LcebrF26/QdIiSfMlnVeinY2SFkj6kaSDy8Tf\n",
"pJ1ZklZLOrU7z8PMrKyhVQcA3AtMAh4BVpV8zAeA7xTKKpuTjIingc82WNUbcUaT25cCEyJiY8l2\n",
"fh0RJ0l6FfA94MRnG20e/87BRJwt6eKS2zSzAkkCjkh3V4aPp+ykDlN5DwKHAScD87sKJU2WtDgt\n",
"5+TKrwbGpm//n8q1M0zSDElLJE3P1Z+Q2lgo6YxC+zMldUi6TdIezQKU9B5J78ndP0nS1Fw7HcWR\n",
"UMk4yyQDNbn9S2BiepGXIYCIuAf4jaSxbeK/X9KVkpZK+qcWMXXVz++v9+fKrpV0r6Qpqc3Rad1Z\n",
"km6StELSh0o+B7N+LXu/jpsDsxdmy/jru/EeHjQqPflB0ouBGcA84ABgOPBT4Ffp7/Gp6nzgnRHx\n",
"WHpcZ0SMK7T1CPBqYD2wPCKOSDv8HuA4YCvQAbw+Iv4oaTLwFuBtEbG9TZzHACelOPYFDgT+EBH/\n",
"kqvTKKZScbbZ9kbgbrJkcEhEdH2wC3gP8HbgsxGxtE07z8Yi6XPArRHR0SxWSauBw4EtwJ3AGRHx\n",
"27RuKrAsIn6W7o8E5gKvSQ//OfAu4A3AIcBTZKPzvdJz/omkoRHxjKRhQGdEvKJV/DZwSZoWEdOq\n",
"jmNXSX03axOx85fBgawOU3kREVcASPpSKhtD9sG3LZUvAQ4FHkvrG+2ktRHxRKq/JZXtD4wi+9AU\n",
"WVI5CFid1s9rl5SS/wTeB3wE2IMscc4t8biycbby64g4KdXv7CpMw/9rJN1IlnDHl2iry8HAo23q\n",
"PBkRm9N2/wMYDfy2Sd0xwN25/bWUbH8BPJ7+Pk325aPrNXeCpNOAzcDe3YjdBp6pwLTducG+TCJ9\n",
"oTfj7Q9Jrg5TeY06aRVwlKShkoYCx5JN+XXZs8Hwd6cpr4hYB9wHnB4Rr4uIV0TEaropItYD48iO\n",
"h/0EOIssWbV7HqXibKNhfUld+24I5faj0uOOBEZFxION1uccKGm/NMX5N8BDLeoX99ff8uf9pdyS\n",
"99WI+Cg7H4Mz63MRqIoFNATG3wBXb8yWY34AGrJ7Y6i/WoyYircjYr2kbwF3pPJZEbE2V28ecLOk\n",
"1RFxXrN2kguBuZICeDQi3t3DOJ8GriCblvpEg5MOGn2j6U6czTSrPyOdyDAEuKBEO2MlLQA2Au9t\n",
"sx3InudlwMuBayNiQ2H9dEmHRcSXG+yvqyJibcrJXe1GYRsLJS0ClgO/KxG/Wb8XESHpTOj0yQ8t\n",
"+B9srSFJyyLi6KrjsIFP/tkLK6jDVJ7Vk7+xmFklnJisoeLZhGZ9yNfKsx14Ks/MzGrFIyYzM6sV\n",
"JyYzM6sVJyYzM6sVJyYzM6sVJyYzq5SkaVXHYPXis/LMrFL+B1sr8ojJzMxqxYnJzMxqxYnJzMxq\n",
"xYnJzMxqxYnJzKrma+XZDnxWnpmZ1YpHTGZmVitOTGZmVitOTGZmVitOTGZmViu1TkySrpZ0fYv1\n",
"y8qUSxoh6aIG9c5p8viG9XuDpFmSVks6tWT9jZIWSPqRpIN7O85mfdis/Vbxd7efzcDXyrOd1fas\n",
"PElDgU5gG3BsRPypQZ3ORj8B3qy8Qb1lEXF0rwTcDZIuBu6OiJ+VqNsZEeMkvQr454g4sZdjKdVX\n",
"hceUjj/Vr6Sf60KSgCPS3ZVR1zddRXytPCuq84jpdcBdwCLgjV2Fki6U1ClpNjCiRPlkSR0NRlFX\n",
"A2PTaORTJepPlrQ4LefkyldImiFpiaTpufKzJN2U1n+o8Ny68yYUQETcA/xG0tg2cU6RdLekOwtx\n",
"NotnH0lXSlqa/+barP1m8XennyWNlTQnV+cOScO70Sf9RpaUxs2B2QuzZfz1KVGZWTMRUcsFmAn8\n",
"HXAKMCuVvQhYTPbBuA+wulV5ob3OMmWN1gEjU/t7pOU24MC0bg3wwlS+MveYoenvMGBFoe2pwKkl\n",
"+yEfx+eA17V6DsACYL8G7TSMB1gNDE99dydwQIl+axp/2X4GbgWeB7wcuKrq11vPX6cRfbFU/bx2\n",
"bx8yqJ6vl/bL0O4mst0hfaN8E7A/2QfmMZKGAKPJppAC2CRpXXpIs/K2mypZb0xqf1uKbwlwKPAY\n",
"8HhEPJHKt+Qec4Kk04DNwN4lt9POwcCjbeq8BzhX0vOBmyJiUZt41kXEZgBJy4FRwNpeirdLo37+\n",
"PjAJOAS4qpe3t3MAol9Nn/VWvBHdGp2b1UItExNwHHB7REyG7IA78Frgl8CrUuIaCRyY6q9qUp7X\n",
"6A26p9IEd5v6q4Cj0nEvgGOByxvUy9/+akQcLmk0cGbJeBoRgKQjgVER8WCrdiLiUeDzkoaRjfJe\n",
"3SaegyTtB2xKdS8uGWd3yhv18w3Aj8mOc17QpK1eU9UH9J+n8qZMyEpm3gJLJzV5zZkZ9U1MZwDX\n",
"5e5fB5wREQskzQWWAr8CngKIiCcblRc0+iCYB9wsaXVEnNesfkSsl/Qt4I5UNCsi1hbrFW4vlLQI\n",
"WA78rsG2p0s6LCK+3GBd3lhJC4CNwHsbrN/heUn6CvBKsinNr5eIZwNwGXA4cE1EbGjVfon4S/Vz\n",
"RPxe0sNAMdEOKBERks6ETp/80JyvlWc7qO1ZeTbwSboRODci1lcdi5nVR53PyrMBStKJku4EOpyU\n",
"zKzIIyYzM6sVj5jMzKxWnJjMzKxWnJjMrFK+Vp4V+RiTmVXK18qzIo+YzMysVpyYzMysVpyYzMys\n",
"VpyYzMysVnzyg9Xa/Pnz/QI1GwBOPvnk0ie4ODGZmVmteCrPzMxqxYnJzMxqxYnJzMxqxYnJzMxq\n",
"xYnJaknS8ZI6JX2xUH6ypDsl3SHppKri62uSvivpLkkLJDX65eIBYbDszy6DYb82eu92dz/X9afV\n",
"zYYB04FjuwokCbgUOBkQ8O/Agkqi63sBTIyIR6oOpK8Msv3ZZcDvVwrv3Z7sZ4+YrJYiYj6woVB8\n",
"KPBARGyNiC3AQ5Jeuvuj2y3EwH9/Dqb92WXA79cG791u72ePmKxSkt4AfILsm6TS349FxMoG1UcC\n",
"/yPpslT3f1LZQ7sp3F7X7PkDm4DrJK0HPhIR/1VdlH1mwO3PEgbDfi3q9n52YrJKRcQ8YF7J6uuB\n",
"vwDOI3uBz0xl/VaL5/9/ASS9EpgBvHV3xrWbDLj92U5EDIb9WtTt/Tygh5Q2IOQvY/IQ2bRAV/lL\n",
"I2Igf7sG2Ar8qeog+shg3J9dBvJ+7dL13u32fvaIyWpJ0gXAm4C/lPS8iDg3IrZLugT4OdmU1yWV\n",
"BtmHJF0PHEA29XN+xeH0icG0P7sMhv3a6L0r6VK6sZ99rTwzM6sVT+WZmVmtODGZmVmtODGZmVmt\n",
"ODGZmVmtODGZmVmtODGZmVmtODGZmVmtODGZmVmt/H/xe9xxmDLpvAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10daba0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_reclang.beta], rhat=False,\n",
" custom_labels=labels, x_range=(-10,10), main='Receptive Language')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaYAAAEgCAYAAAD/mNfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2YHWV9//H3JwQiEqQQKgIBFYVSeRArJogKmqgBSkVp\n",
"DflZJcIlUoL+WuqlSLEkYIkiEUWrsRZDApYS0SrGn1BCsjwkIdlgIQZ5kiY2PEoIoQkxqCTf3x9z\n",
"L85OzsPsZndnsvt5Xddce84999zzPTPnnO+573PvHEUEZmZmdTGs6gDMzMzynJjMzKxWnJjMzKxW\n",
"nJjMzKxWnJjMzKxWnJjMzKxWnJjM+pikqZKel7RG0uOS7pX0V1XH1YqkDklntqkzQtICSa8eqLga\n",
"xLBV0kFV7d8GxvCqAzAbpP4jIk4HkDQGuFXSyoh4qOK4ei0ifguMrzqMivdvA8A9JrN+FhGdwGrg\n",
"T7vKJO0iaYak1ZIekXSpJOW3kzRK0r+k9Y9KekDSoYU6Z6by/5E0V9JehfVbJZ0haZmkX0uaJ2nv\n",
"3PqDJD0KHAN8Ke1ncaGNg1L5o416LJIukPTjQtkXJF1bKDs59R7XSLpZ0oE9OY5dzbRcKe0p6SuS\n",
"fiHpSUkrJL29UGerpPdLuiXVuUvSvoU6Z0laJekJSfMlrZR0dW59tx6mpOPTccy38T5Jt6bz9+t0\n",
"LovneGo6d49K+k9JD0q6JLe+7fNkUIoIL1689OECTAWuSbcFfBh4DNgzV+dKYCGwOzACuBn4VG79\n",
"y4CHgC8CI1LZHwHDcnU+ADwOHJLuXwz8pBDLVuDq1N5w4PvADQ1i7gDOLPHYtgAHFcpeBWwC/jj3\n",
"mNcAb8/VeTOwATgm3T8TWNGLY7u1uP/C+hHAewDljskvGrTxY+CVKdYO4JLc+jcAzwGvAXYB7gI+\n",
"D+zW7HgBxwNrCvt5C7B/ur0v8ATwV7n1JwK/AvZM53YVcBbwsrLPk8G6uMdk1j8+IGkV8ALw58Cx\n",
"EbEeIH3i/Rjw2YjYGNkQ2TTg47ntTwV+HxGfTeuJiOciYmuuzseBKyPi4XT/88A7i5/+yd50X4iI\n",
"F4GLgFMk9fa1v82n9Yh4CrgF+OtU9G5gU0QsylX7GPDdiFiatpkFjJB0TC/jaCgifhsR8yO9q5Ml\n",
"4kMaVP3biHg61VsM5HtvbwQeiIhfRcTvgNuBvSNiUw9jWR4Rj6e7TwGLyPWagaOAuyJifUQ8B3QC\n",
"e0XEC1D6eTIo+Tsms/7xw4g4XdI1ZG9qa3LrRgG7AnMldb2B7kT2ibjLa4AH2+zjAOA8SX+T7gvY\n",
"TPYm+2SuXj6Z/E/a1yhgbfmH09ZVwD8BXwVOT/eLsY6VdEIupt1S+dK+CiK9mf8dWW9SZN9JDZM0\n",
"rJDU88fk93T/WuNu4E8lHQ48CpwAzOhFLG8A/gF4LfAi257TpcAnJO2f4nw78M+59WWeJ4OSE5NZ\n",
"/zoXuEfSpyPicoCIeEbSBmB8RKxqst3/AB+VpNyn/6L/Bq5IvY9W8q/z1wMvRERfJiWAm4CZko4j\n",
"6yGeV1i/CviviLioj/db9AngL4FTI+JpSa8hO06lRcQvJc0AlpMNSf5bRHy3UG0r3ZNZ8bujnciG\n",
"+86LiOtS2ezCfjok3USWrNYAn8/3Mks+TwYlD+WZ9aOI2Ah8CJiWZud1+QpwVfq0DICkV+TW/wfZ\n",
"63OmpN3S+t0l7Zqr81Vgar5dSX/UIIyvS3pF2nY6UHyTBVhP9j0QkkY2aafV49wKzAauAW6JiGcK\n",
"Vb4JnC1pQptYt9cBZMNma9Mkj8tT+c5lG5D0NuCDZN8P/UlEXNKg2mPAYan+SOBvC+t3BfYC7kt1\n",
"3g+8Lx+HpA8CrwP2iYjDIuJfGuyn3fNkUHJiMutnkc3K+zxwnaTdU/ElZF/A35JmZT1C1rvq2mYz\n",
"8Fay3s7PJa0h+xL+0FydDtL3TGmm2yqy5FD0Q7LvSR4nG7Y6v0GdGcCEtJ/bSG+6jR5Oi4f6HWA0\n",
"8K/bbBTxIPAXwPnp8a4G5knapUV7zfb/X5KelbQ+/f3r3PovA39MNtHg/wHfJpuwsX+hjVaeA/YA\n",
"HsjNRrxX0qm5OpcB4yQtJBu27Cg83ueBTwL/mc7tu1Ms+TjWkh3nrlmXayQtLcwibPk8GazUfJTA\n",
"zHZ0krYCrx9qQ0HbQ9LxZN9TTY6IDansHOCciDiyD/cziWwG4ZSuCS6Svgi8ISLe11f72RG5x2Rm\n",
"1t3JZEN1zwNIej0wkazX2Zf+Engol5SOIvt+rq/3s8Nxj8lsEJO0BTjYPaby0ndT3yD7p2OAZ8iG\n",
"SL9RmNm3vfs5KO3nMLLhxceAmQ0mWgw5TkxmZlYrHsozM7Na8f8xWa0tWLDAXXqzQWD8+PGlr/Hn\n",
"oTwzq1T6H+LBf2FSK81DeWZmVitOTGZmVitOTGZmVitOTGZWtYurDsDqxZMfzMysVtxjMjOzWnFi\n",
"MjOzWhnSiUnSHEnXV7DfCZLukfSjEnU7JN2e/n67H2KZJWm1pJPKlPfxvs/qr7bNbMc1ZK/8IGk4\n",
"cASwRdLOEfH7Adz9KcDZ6Xd62gnghPT7PH0uIs6UtM2vijYr72Mfp8Fv95jZ0DaUe0zvIvvhtcXA\n",
"e7sKJX1BUqekRZLmSzowlU+QtCSVn9qkTXLtTE71l+R7BpJ+ALyf7FdFrysRp2hwniStkDQj/bDY\n",
"9MJ+Z6Ye1m3pJ56bxpPbR7N9Fx/TtZLukzRF0gPtjk+LOOcAh0haKOlzJY6D9RNljkzLgF+BQdK0\n",
"gd6n1duQnZUnaSbwE7Jft5wYEWem8p8BRwOfAX4VEXPTi/Ue4G3AC2S/VvnuiPhdk7ZHAfOAd6Si\n",
"BcCHIuKJtH4WMCMi7i8RZwdZYtoC3BURF6byNSnOdcC9EXFEKp9Mlvj+susS/SXimQosj4ifFvbd\n",
"rTy1/TqyX/gcDrwMuDe13fD4NIsztdcZEfmfG7cBlj23x8yFKSdkJTNvgmWTYgDfGHxJIisakkN5\n",
"KdGcCOxN1is4RtKw9EY+G3gYuI/sp5BJ9UaTvQGL7GeX9wdWN9nFQcDdEbEl7W8pcDDZzz1D8x5K\n",
"I82G8p6KiKdT+8V18wu/G9Munp54Kv19HtiX7DnU6vi0itNvRgNMKv6seDH/TJ4ITCz2myJ8rmzg\n",
"DMnERPbJ/vaImAwv9WDeCSwkS1iHd/2qJEBErJV0P3BKRGws0f4q4Oj0PRbAscCVvYy14VAe3d/U\n",
"271plImn1HBe7v5L5W2OT6s4d1b6uNwyeitl26Qz8G07gVlfGKrfMZ0K5L/fuS6VQXZM5qfvPr4r\n",
"afdUfgEwL3130/IXJiNiHfAt4I60XBMRT+ar9CDWAH6a9ju7SRst2ysRD8B0SZ9qsHmxPApLl2bH\n",
"p1Wc84Gb0rCqbacI1NMFNAzG3gBzNmTLMd8DDetNW05K1leG7HdMjUjaA7gI+HREbE0TFS4rOXvO\n",
"bIeUhra7vvtbOdA9WH/HZEVDdSivmReA1wK3SQqy72qclGxQS4no5xWG4GvlWTfuMZmZWa0M1e+Y\n",
"zMysppyYzMysVpyYzMysVpyYzMysVpyYzKxSvlaeFXlWnplVyv/HZEXuMZmZWa04MZmZWa04MZmZ\n",
"Wa04MZmZWa04MZlZ1XytPOvGs/LMzKxW3GMyM7NacWIyM7NacWIyM7NacWIyM7NacWIys0r5WnlW\n",
"5MRkPSLp1ZK2SBotaVdJGyQd16L+LEmrJZ00kHHaDmVq1QFYvQyvOgDbId0HTAIeBVa1qhgRZ0q6\n",
"aECiMrNBwT0m642HgUOB8cACAElnSLpR0gpJnyzU3+bK0ZImSFoiaZGkU/s/ZKszSUemxVcZN/eY\n",
"rNc6gX2B3dL9ayPiakkj0rqvN9swvflcBrwNeAHokPSTiPhdP8dsNfOHRDR7UfZ35k2SJoX/839I\n",
"c2Ky3oiI+DaApMtT2XGSTgY2Abu22X5vYDQwj6w3tQewP7C6f8K1gSZRMrEE2VNg8u7Z/ckTgYmt\n",
"+k0R2/bAbXBxYrLeKL4xCPhaRBwu6UDgtFbbRMRaSfcDp0TExn6M0/pA+STTWz2b+9CX8TjJ1ZMT\n",
"k/VGFG4HsEjSYuBe4NkG20yXdGhEfDndvwCYJymAxyPiw/0asfVaf755Z0N5Y+bCaydkJTNvhmUe\n",
"yhvifBFXM6tU+p7piHR3pZOSOTGZmVmteLq4mZnVihOTmZnVihOTmVXK18qzIn/HZGaVkhQR4Wnb\n",
"9hL3mMzMrFacmMzMrFacmMzMrFacmMzMrFacmMysahdXHYDVi2flmZlZrbjHZGZmteLEZGZmteLE\n",
"ZGZmteLEZGZmteLEZGaV8rXyrMiz8sysUr5WnhW5x2RmZrXixGRmZrXixGRmZrXSNjFJ2iBpoaSl\n",
"kj7Wk8YlLe99aH3TvqQOSbenv9/fzv2NlHRhoWyWpNWSTtrOts+V9ICkhyRN2Z62mrTfJ3H2JUln\n",
"VR2DmdXP8BJ1HoyIcZKGAfcAV/Wg/f6eWVGm/QBOiIjN272ziOeBSwtlZ0q6qA/a/oakjcDIiPjm\n",
"9rbXoP0+ibOPfRz416qDqANJAo5Id1fG0JqV5GvlWTdlhvK6Zsv8MfDCS4XSBElLJC2SdGqu/AJJ\n",
"nZJmAyNz5cub3H6LpAWpRzO7t+23iX+bxynpDEk3Sloh6ZOpbLKkayXdJ2lK6sEcmFvX0aSXpkLb\n",
"h0iam7t/h6TdSsZajHOFpBmpx3pprv3rG7Wf4lySlmKPpFGczdrZ5vi3OT7Nzlc+/um58jnAIak3\n",
"/rkSx2bQypLSmLkwe1G2jL0+JaohISKmVR2D1UxEtFyADcBdwN3AG1KZgHuB3YCdgDuAXYBXAUvS\n",
"+t2B1bl2Opvc/hnwysI+e9x+i/g7gNuBhcAFufLh6e8IYEW6PRm4BPh74DPARcD7Cu11NtjHVOCk\n",
"QtktwCuAw4DvtIszt/8phbI1wCvTcVhZaH934E+Bq1LZqHR8dkrLbcB+JeIsttPs+Dc8Ps3qt4q/\n",
"2bEcSgtElFmqjtOLl4FeSg3lAeOARcD6VLY3MBqYl96U9gD2J+tV3R0RAWyUtDbXTqPewN7AUxHx\n",
"dGFVb9pvptlQ3nGSTgY2Abvmyp9Kf58H9qXccGcj/wZMAl4HfKeXbUDu+EjKP4brgNOAg3LtH0R2\n",
"fLak+kuBg4EnWrTfqJ1mxx8aH59m9Ve3iB8aPCcGG2n7h7NbtREx+I+hDT1l3nQVEZslnQ/8C1kP\n",
"Yq2k+4FTImLjSxWz70jelIYhRgH75dtJdV5O9smaiHhG0r6SRkfEY10Ve9l+0/hp/Ab4tYg4PA1F\n",
"nVaMs8k2PSm/AfgR2fE7v0SczdpRk9s3AN8HiIh/SGWrgKMldZ3XY4ErS8TZrZ0Wx/84GhyfZvXb\n",
"xA+ws5T9dyWDVJnE8YehvCkTspKZN8OySYP5uJi1UiYxBUBE3Crp/0j6UERcB1wAzJMUwOMR8eGU\n",
"aOYBy4BfAM/l2umUdDlZDyX/gvs4cG1KNk9HxMRU3tP2W8bfwCJJi8mGoJ5tUD+abNusvemSDo2I\n",
"LwNExG8k/Qp4uESMSDoX+AQwLL1Xd02AyO/vpdsRsUnSY2Q92q6ydZK+RTaUBjArIp5sE+c27STb\n",
"HP9CDMXj065+8TbAfOAmSasj4hyGqIgISadB51Cd/GDWjS9J1I+UTU8/OyLWVR2LWV1JmhaeAGE5\n",
"/gfbfiDpeEl3Ah1OSmZtTa06AKsX95jMrFLyRVytwD0mMzOrFScmMzOrFScmMzOrFScmM6uar5Vn\n",
"3Xjyg5mZ1Yp7TGZmVitOTGZmVitOTGZmVitOTGZmVitOTGZWKUnTqo7B6sWz8sysUr4kkRW5x2Rm\n",
"ZrXixGRmZrXixGRmZrXixGRmZrXixGRmVfO18qwbz8ozM7NacY+pn0h6j6TFkhZIOqewbqSkCwtl\n",
"y5u0M0vSakknNVi3TTt9RdI4SbdJulXSD/ppH2f1R7tmtmNzj6mfSLoLmBARG0rW74yIMU3WXQTc\n",
"HRE/7csYW8SyK7AQeHdEbJI0PCJe7If9LI+It/R1u1YvkgQcke6uDL/pWBvuMfWfnwMT04vyJZIm\n",
"S+po0EPaXdJVkpZJmlpYt80/HzZrR9IKSTMkLZU0PVf+BUmdkhZJmi/pwBaxvxVYEBGbAPJJKe13\n",
"SVrOypUvb3K7WTxzgEMkLZT0uRax2A4se/6PmQuzF2XL2OuLrwmzIveY+kl68X0E+Cvg0ohYVljf\n",
"rYckaTVwOPAb4A5gYkQ8mdZNBZY36jE1aGcNcDSwDrg3Io5I5T9L5Z8BfhURc1vEPgnYJyKuLJSP\n",
"AuYB70hFC4APRcQT+TgKtxvG0yh22/FJ9PgNJWLbD142tLnH1E8icw0wCfhaiU3WRsSmNMxxLzC6\n",
"l7t+KiKejogtwOZc+WzgYeAY4JY2bTwNvKpB+UFkQ4pbUvtLgYPTumZvLs3iabWN1ZBEtFt61+60\n",
"tu1uT/u243Fi6ieSuo7tMBof5+Kb8v6S9pQ0HHgz8Eib+s3K1eT2icDhEfGBiFjfPHIgSzjjJO0B\n",
"0PUXWAUcLWl4ivNYsmT30r4kvRzYrUQ8ADt7WGfHEYF6uoCGwdgbYM6GbDnme6Bh3etcXLrtqo+B\n",
"DYzhVQcwiM2Q9CaypHR+g/XFT3/rgSvIhvOuaZA8pks6NCK+3KadaHJ7GDBf0ovAE8A5EbGxUeAR\n",
"8RtJnwV+LGkrsFnSByNinaRvkQ01AszqGm4EOiVdDmxqEUMx1vnATZJWR8Q52KATESHpNOj05Acr\n",
"zd8xDQGpx3MR8OmI2Jqmf18WEZ0Vh2bmq4vbNtxjGhpeAF4L3CYpgPlOSmZWV+4xmVml3GOyIk9+\n",
"MLOq+Vp51o17TGZmVivuMZmZWa04MZmZWa04MZmZWa04MZmZWa04MZlZpSRNqzoGqxfPyjOzSvn/\n",
"mKzIPSYzM6sVJyYzM6sVJyYzM6sVJyYzM6sVJyYzq5qvlWfdeFaemZnVintMZmZWK05MZmZWK05M\n",
"ZmZWK05M20HSmZI6JD0g6WFJCyWdnVs/UtKF/bj/7W5f0mmSlki6U9LEXHmHpDskLZX0qVTW9PFK\n",
"OjeVPyRpSqv2Jb1a0npJu+X29fLteRxmNnh48kMfkHQ6MDIivll1LD0h6RXAAuBtqeg2YEJEbJS0\n",
"EPjziNgsaTHw/ohYm7Zr+HiL5c3aB/YC7gEujogr075Ojojf9N+jtbqSNC0ipvVBOwKOSHdXht/c\n",
"dljuMfWNba7zJWly6gksL5RdK+k+SVNSD+PAtG5C6lksknRq2x02aD+Vr5A0I/V0Lm3TzFjg5oj4\n",
"XUT8Drg1lXU9JknaBdgK/LbV421S3qr9DuBkSTu1aM+Ghqnb20CWlMbMhdmLsmXs9SlR2Q5oeNUB\n",
"DFYRMQeYI6mzsGo1WW9hJPDvwFGSHgUuI+tZvAB0SPpJejPvaft7Al8CzgfuBVoN9Y0CnsndfzaV\n",
"dbkJeBG4MiI2tGinp+3/kizZ/RD4IOBPttZjUv55U3wKTZ4ITMynpgh/ANpRODENvKfS3+eBfcnO\n",
"wd7AaGAeWe9hD2B/siTW4/Yj4mkASZvb1H0WOCx3fxRwX+7+CRHRro3eth/A1cCN29G+DULdE87A\n",
"tevEVR8eyut/xSe7cgsA6bub+4FTIuJdEfHGiCiblBq132xd0VJgvKSdJY0AxgPLerB9u3hatp+S\n",
"3s+AP+vFfmyQikA9XUDDYOwNMGdDthzzPdCwnrVhdeEeU/8rfkqL3N/8uguAeZICeDwiPryd7Tda\n",
"171ixAZJVwK3kw2tXRkRG8tsWyTpXOATwLD0+zrfbND+V9PEir1ym34dOK8n+zIrioiQdBp0evLD\n",
"IOBZeWZWqb6alWeDhxOTmZnVir9jMjOzWnFiMjOzWnFiMjOzWnFiMjOzWnFiMrNKSZpWdQxWL56V\n",
"Z2aVSv/35n9wtZe4x2RmZrXixGRmZrXixGRmZrXixGRmZrXixGRmVbu46gCsXjwrz8zMasU9JjMz\n",
"qxUnJjMzqxUnJjMzqxUnJjMzqxUnJjOrlK+VZ0WelWdmlfK18qyoVz0mSa+WtF7Sbul+h6SX921o\n",
"fUfSBEn3SPpRP+9neU/qlKnfyzhGSrqwn9qu9bk2sx3f9gzlBfCx3O06OwU4OyLe38/7KXMcosnt\n",
"vgsi4vmIuLQ/2qb+59rMdnDbk5g6gJMl7QS81A2XNFnSkrSclStfIWmGpKWS2r5pSnpA0lWSlkn6\n",
"x0L7M9Mn99vS/lvt9wfA+4GvS7quRJwNezSF+Kfnyi+Q1ClpNjCyxHFTo9upV7dE0iJJp+bKz5B0\n",
"Y9r/J0seh45ib6xF/F9I8S+SNF/SgT2IP99+s+M5RdLdku4sU25m/U+ZI9NSv2HUiOjxArwauAGY\n",
"AkwCFgIvB0YBS4Cd0nIbsF/aZg3wylS+ssQ+VgO7kSXPJcA+qXwy8ENgWK5u0/2m9bOAN5SpD3Tm\n",
"6uVvbxM/8KrUjoDdgdUlHteGdLw6gDWpTMC96fHuBNwB7JLWDU9/RwArcu1scxwK++ks3G94/IGf\n",
"pf2fD5xWIv4O4OWFslbHcyGwZ4N2GpZ7GXpL9jZUfRxDZcle72O+B7M3ZMvYuaT5BnVZhtN7AVwN\n",
"3JgrOwi4OyK2AEhaChwMPAE8FRFPp/LNXRtImgx8NLV3RUT8JK16JiI2pTo/Aw4Efp3WzY+IrSX3\n",
"m05EN63qN/v00Cj+A1M7AWyUtLbJtnkPRsS41E5nKtsbGA3MS/vfA9ifLDkfJ+lkYBOwa6Gt4nFo\n",
"peHxB2YDDwP3Ad8u0U6jobxWx/MjwNmS9gJujIjFaZtm5Tb0+Fp5fUhqN9xeXD15IjCxTL8poun7\n",
"Y5/ansRERGxOSeOcVLQKOFpSV7vHAlem2w2HsCJiDjCnQfP7SdqTrIfxZ8BFLUJptd+e1hdA+oJ/\n",
"t0Yx526vAt6UusKjgP1a7LNpOxGxVtL9wCkRsbFQ/2sRcXgaYjutRPuN9tNwv8mJwOER8dtetgst\n",
"jmdEPA58UdIIsl7Vm1uV29ATEdOqjqEu2ieVavU2vp4mtO1KTMnXgfOyncc6Sd8iG4oCmBURT3bF\n",
"ltumzIN7DrgCOAy4NiLWN6vYZr/b7K9N/U5Jl5P1UJrF3DX+8IykecAy4Bcp5naatXkBME9SAI9H\n",
"xIdT+SJJi8mG+p4t0X6jtlvtdxgwX9KLZD2ccxokx2I710raSjYEM7HV8ZT0FeAosqHOf+5qpFm5\n",
"2VA2ED2S7IP0mLkwZUJWMvNmWDYpjfzUQm3/j0nS8oh4S9VxDGaS9iDriX46IramiSKXRURnm03N\n",
"bAeWRnmOSHdX1ikpQd/0mPpLrQ7UIPUC8FrgttRTm++kZDb4pUT086rjaKa2PSYzMxuafK08M6uU\n",
"fK08K3CPycwqJV8rzwrcYzIzs1pxYjIzs1pxYjIzs1pxYjIzs1pxYjKzqvlaedaNZ+WZmVmtuMdk\n",
"Zma14sRkZma14sRkZma14sRkZma14sRkZpXytfKsyLPyzKxSvlaeFbnHZGZmteLEZGZmteLEZGZm\n",
"tVJpYpL0aklbJI2WtKukDZKOK7HdWQ3KlvdPlO1JGinpwgbl2x1nvn7h9nskLZa0QNI5JdrZIGmh\n",
"pB9KOqBM/E3amSVptaSTevI4zMzKqkOP6T5gEvA+YFXJbT7eoKyyWRwR8XxEXNpgVV/EGU1uXwKc\n",
"GBHjI2JmiXYejIhxabvvdttB8/i3DSbiTODqMnXNSvK18qybOiSmh4FDgfHAgq5CSZMlLUnLWbny\n",
"OcAh6dP/53LtjJA0Q9JSSdNz9SekNhZJOrXQ/kxJHZJuk7RTswAlfUTSR3L3x0mammuno9gTKhln\n",
"mWSgJrd/DkyUVHY2kwAi4h7gMUmHtIn/AUlXSVom6R9bxNRVP3++PpYru1bSfZKmpDYPTOvOkHSj\n",
"pBWSPlnyMdggFBHTqo6hPylzZFo8+7CEOiQmgE7gcWALgKRRwN8A70jLX0vaDyAiJgMPRcS4iPin\n",
"XBt7AV8C3gb8RWpHwGXAe4Djgb+TtEtum1cB4yPinRGxpUV8vwQOkDRW0nuBA8kSKhExJyLeRaEn\n",
"VDLO95U4Nn+SklsHsE+u/G+A3wE3Shpbop18fGuA/VvFD7wM+FvgrcAJkvahiXS+zqbB+QJWA7OA\n",
"kcC/A0el8msj4hRgDPCxEvGb7XCy96Axc2H2omwZe72TU3vDqw4AiIj4NoCky1PZQcDyrmQhaSlw\n",
"MPBEWt/oxD4ZEU+n+ptT2d7AaGBe2mYPsjfk1Wn9/IjYWiLGXwIfBc4DdgJ+kdpsp2ycrXQNwSGp\n",
"s6swsn9Au0bS94EOoExy6nIA2QeBVp6JiE1pv/9Flox/3aTuQcDdufO1jOx8ATyV/j4P7MsfnnPH\n",
"SToZ2ATs2oPYzSol9WQ4vlh18kRgYpnUFNHw/WNIqEOPqdHBXwUcLWm4pOHAsaQeSrJzg08d2wx5\n",
"RcRa4H7glIh4V0S8MSJW00MRsY7sk/19wI+BM8iSVbvHUSrONhrWl9R17oZR7jwqbXckMDoiHm60\n",
"Pmc/SXumIc4/Ax5pUb94vt7KH86Xckve1yLi74F/LRG7WZ+QiO1dHGv/q0WPqXg7ItZJ+hZwRyqf\n",
"FRFP5urNB26StDoizmnWTnIBME9SAI9HxId7GefzwLeB54DPRMSGFo+jN3E206z+DElvIktK55do\n",
"5xBJC4ENwOlt9gPZ47wCOIxs2G19Yf10SYdGxJcbnK/vRMSTKSd3tRuFfSyStBi4F3i2RPxm222g\n",
"eyF/GMqbMiErmXkzLJsUvuROS74kkTUkaXlEvKXqOGzwkzRtME+ASKMmR6S7K52U2nNisoYkdUbE\n",
"mKrjsMFPvlaeFTgxmVmlnJisqA6TH8zMzF7ixGRmZrXixGRmZrXixGRmVfO18qwbT34wM7NacY/J\n",
"zMxqxYnJzMxqxYnJzMxqxYnJzMxqxYnJzColaVrVMVi9eFaemVXKlySyIveYzMysVpyYzMysVpyY\n",
"zMysVpyYzMysVpyYzKxqvlaedeNZeWZmVivuMZmZWa3UOjFJmiPp+hbrl5cplzRS0oUN6p3VZPuG\n",
"9fuCpFmSVks6qWT9DZIWSvqhpAP6Os5mx7BZ+63i7+lxNjNrpLZDeZKGA53AFuDYiPh9gzqdETGm\n",
"bHmDesszIiFOAAAG/UlEQVQj4i19EnAPSLoIuDsiflqibmdEjJH0JuCrEXF8H8dS6lgVtikdf6pf\n",
"yXEeKJIEHJHuroy6vqjMdhB17jG9C7gLWAy8t6tQ0gWSOiXNBkaWKJ8sqaNBL2oOcEjqjXyuRP3J\n",
"kpak5axc+QpJMyQtlTQ9V36GpBvT+k8WHltP/stdABFxD/CYpEPaxDlF0t2S7izE2Sye3SVdJWlZ\n",
"/tIwzdpvFn9PjrOkQyTNzdW5Q9JuPTgmtZElpTFzYfaibBl7fUpUZtZbEVHLBZgJ/DlwAjArlb0K\n",
"WEL2xrg7sLpVeaG9zjJljdYBo1L7O6XlNmC/tG4N8MpUvjK3zfD0dwSwotD2VOCkkschH8cXgHe1\n",
"egzAQmDPBu00jAdYDeyWjt2dwL4ljlvT+MseZ+AW4BXAYcB3qn6+bRtfRH8uVT++Oi3AtKpj8FKv\n",
"ZXhPE9lASJ84TwT2JnvDPEbSMOBAsiGkADZKWps2aVbedlcl6x2U2t+S4lsKHAw8ATwVEU+n8s25\n",
"bY6TdDKwCdi15H7aOQB4vE2djwBnS9oLuDEiFreJZ21EbAKQdC8wGniyj+Lt0ug4/xswCXgd8J0+\n",
"25HYIYbR+iLOiB71vOtsKjCt6iCsPmqZmIC3AbdHxGTIvnAH3gn8HHhTSlyjgP1S/VVNyvMavYh3\n",
"VrqCZJv6q4Cj0/deAMcCVzaol7/9tYg4XNKBwGkl42lEAJKOBEZHxMOt2omIx4EvShpB1st7c5t4\n",
"9pe0J7Ax1b2oZJw9KW90nG8AfkT2Pef5TdrqsYF+s/7DUN6UCVnJzJth2aQmzykzK6GuielU4Lrc\n",
"/euAUyNioaR5wDLgF8BzABHxTKPygkZvFPOBmyStjohzmtWPiHWSvgXckYpmRcSTxXqF24skLQbu\n",
"BZ5tsO/pkg6NiC83WJd3iKSFwAbg9Abruz0uSV8BjiIb0vznEvGsB64ADgeuiYj1rdovEX+p4xwR\n",
"v5H0K6CYaHcoERGSToNOT34w6yO1nZVng5+k7wNnR8S6qmOx6sg/e2EFdZ6VZ4OUpOMl3Ql0OCmZ\n",
"WVFdh/JsEIuI24F3VB2H1YavlWfdeCjPzMxqxUN5ZmZWK05MZmZWK05MZmZWK05MZmZWK05MZlap\n",
"/MWDzcCz8sysYv4HWytyj8nMzGrFicnMzGrFicnMzGrFicnMzGrFicnMquZr5Vk3npVnZma14h6T\n",
"mZnVihOTmZnVihOTmZnVihOTmZnVihOT9ZqkqyW9Id0eJ+k2SbdK+kGuzrmSHpD0kKQpufLljW7b\n",
"0ONr5VmRf1rdtpukXYFLgXdHxCZJLz2vIuIbkjYCIyPim7nNosltG0IkCZgq6T+AleFpwoZ7TNY3\n",
"3gosiIhNABHxYmF9owt0qs16G+SypDRmbnZv9iIYe31KVDbEucdkfeGVwNoebvMnkhaSJaV9+j4k\n",
"q4pUtgfcVU3A5N1h8kRgYk9SU4Q/1AxGTkzWF54G3tjDbR6MiHEAkjr7PiQro3wSqae+it8Jrl48\n",
"lGfbYzTwLLAUGCdpD4CuvwXFF76H8mogAlW1gIbB2BuySOZsgGO+BxpWTSxWJ+4xWY9Ieg0wm+xD\n",
"zbKIeCqVfxb4saStwGZJH0wTIc4FPgEMSz8I1zUBwpMfhriICEmnAevgozPx5AdLfK08MzOrFQ/l\n",
"mZlZrTgxmZlZrTgxmZlZrTgxmZlZrTgxmVmlfK08K/KsPDOrVPo3Av8vkb3EPSYzM6sVJyYzM6sV\n",
"JyYzM6sVJyYzM6sVT36wWluwYIGfoGaDwPjx40tPcHFiMjOzWvFQnpmZ1YoTk5mZ1YoTk5mZ1YoT\n",
"k5mZ1YoTk9WSpLdL6pT0pUL5eEl3SrpD0riq4utvkq6WdJekhZJOrzqe/jJUzmeXoXBeG712e3qe\n",
"/dPqVlcjgOnAsV0FkgRcAowHBPwnsLCS6PpfABMj4tGqA+kvQ+x8dhn055XCa7c359k9JquliFgA\n",
"rC8UHww8FBEvRMRm4BFJrx/46AaEGPyvz6F0PrsM+vPa4LXb4/PsHpNVStJ7gM+QfZJU+vupiFjZ\n",
"oPoo4H8lXZHq/m8qe2SAwu1zzR4/sBG4TtI64LyI+O/qouw3g+58ljAUzmtRj8+zE5NVKiLmA/NL\n",
"Vl8H/BFwDtkTfGYq22G1ePz/F0DSUcAM4AMDGdcAGXTns52IGArntajH53lQdyltUMhfxuQRsmGB\n",
"rvLXR8Rg/nQN8ALw+6qD6CdD8Xx2GczntUvXa7fH59k9JqslSecDJwL7SHpFRJwdEVslXQzcSjbk\n",
"dXGlQfYjSdcD+5IN/ZxbcTj9Yiidzy5D4bw2eu1KuoQenGdfK8/MzGrFQ3lmZlYrTkxmZlYrTkxm\n",
"ZlYrTkxmZlYrTkxmZlYrTkxmZlYrTkxmZlYrTkxmZlYr/x/RtCePwyMsZwAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10c0f4dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_reclang.beta], rhat=False,\n",
" custom_labels=labels, x_range=(-10,10), main='Receptive Language')"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"beta:\n",
" \n",
"\tMean SD MC Error 95% HPD interval\n",
"\t------------------------------------------------------------------\n",
"\t-3.572 0.631 0.045 [-4.74 -2.369]\n",
"\t-0.187 1.215 0.091 [-2.634 2.285]\n",
"\t3.164 1.322 0.104 [ 0.57 5.665]\n",
"\t-0.648 2.703 0.252 [-5.237 4.756]\n",
"\t-5.278 0.586 0.036 [-6.401 -4.159]\n",
"\t-0.436 0.628 0.037 [-1.64 0.795]\n",
"\t7.596 1.195 0.088 [ 5.329 9.906]\n",
"\t5.091 1.325 0.104 [ 2.395 7.535]\n",
"\t-5.846 1.286 0.101 [-8.533 -3.454]\n",
"\t\n",
"\t\n",
"\tPosterior quantiles:\n",
"\t\n",
"\t2.5 25 50 75 97.5\n",
"\t |---------------|===============|===============|---------------|\n",
"\t-4.738 -4.024 -3.57 -3.125 -2.317\n",
"\t-2.676 -0.978 -0.127 0.59 2.271\n",
"\t0.464 2.319 3.214 4.052 5.612\n",
"\t-5.503 -2.643 -0.755 1.232 4.599\n",
"\t-6.414 -5.68 -5.281 -4.875 -4.167\n",
"\t-1.635 -0.857 -0.468 0.005 0.822\n",
"\t5.369 6.757 7.566 8.435 9.991\n",
"\t2.43 4.228 5.126 5.948 7.609\n",
"\t-8.533 -6.648 -5.817 -5.0 -3.441\n",
"\t\n"
]
}
],
"source": [
"M_reclang.beta.summary()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAakAAAEgCAYAAAAOk4xLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAFk5JREFUeJzt3HuwZWV95vHv09zCJaABA3KzmiipVIIpRumOBRZKg60p\n",
"IsaYxpQXJmS45mLI6BAmlEaNTAmYiHHSZnRiQ1IiwhhJJ0CKaVq5dzcW0BREQ6QJiAItA9oiFw2/\n",
"+WOtg9vd+/TZ5/TlvPT5fqp2nb3f913rffc6a61nv2uvc1JVSJLUonmzPQBJkiZjSEmSmmVISZKa\n",
"ZUhJkpplSEmSmmVISZKaZUhpi0syL8n/SLIuybeTfDbJrkNtTkry/SQPJHmw/7l3X5ckf9uX35Rk\n",
"v778z5P80TTH8pIky5I83Pdxd5L/vuXe7aT9/m2S909S96kkbx5Rvi7JMZtY5879NvlWkueSbLXj\n",
"N8m1A/08kOQvZ7ieDyS5ZEuPb0tLcmW/bX+4qd+Btr0dZ3sA2i69BzgSOAx4CvgM8HHgtKF2X6iq\n",
"k0csvxg4oKoOSvKnwHuSXAwsAv7TNMfyj8CdwCFV9YMkPw0cPM11bFFVdfoMl3sWOCjJy4D7tuyo\n",
"NurruIF+Xlbb+R9UVtUJAEm26nbV9DmT0tbwOuDyqvp+Vf0HcBbwjiT7DLXLJMv/CNihnyns3L++\n",
"CHhfv76xJPlV4EDg9Kr6AUBVbaiqu4fafbaf+f1lP2v4ZpJfHKhPkj9Ocm8/21maZJehdZzY1z/Q\n",
"zxz2GDGer/af1p9OMiqcAQ5L8uUkjyS5Ickrxn2/A/2cnORfkvx7ksuS/Mx01zG8yhF9rEzyvn7b\n",
"3Z/kG0mOHmrzVbrf/a8PzJb3H2pzfJI7+rprkhw8VP+yfjb32iS3J3koyWcG6v86ySeGlrk0yYcH\n",
"Xr84yV/0s+hvJ7kzyVHjvteB9Zyc5K5+rP+e5H2TtdUWVFU+fGzRB3AucAOwd/96AfA48PqBNr/V\n",
"l60DvgIcPbSO/wl8A7gaOBX40gzG8X7g78do91ngEeCU/vVPD9WfBdwF7Ed3Evsb4JMD9b9AN2M8\n",
"un/9GuAx4P2T9LcSOHlE+br+/b6of/0x4Ksj2r0M+A9g3oi6XwceAg7tX38Q+McZ/h431c9K4B7g\n",
"8P71h4DrR7T7AHDJJOt/FfA94Ff61ycDd44Yw3PANcC+w78f4NXAo8CO/es9ge8DBw+02QU4DsjA\n",
"Nrl7kjGtA44ZUf7y/nf8CwNle2yL42muP5xJaWs4D1gBXJ/kX4HTgWeAn51oUFWX0p1I59OdNL6U\n",
"ZP5A/e9W1c8Bb6G7fHjWDMZxALBhzLaXV9Wn+76HlzkV+HBVPVzd2elPgN8ZqP9NYHlVfaVf/hbg\n",
"qhmMF+CCqnqif/5+4Jf7y27jOhW4qKr+tX/9YeB1SV46w/FsyoVVdXv//Hqmfxn1vwB/V1W3AlTV\n",
"3wC7JPmVoXYFvKOqHunbPf/7qarb6EL5+L7oRODGqnpgoM0zVXVt/7sDuAI4dJpj/S7wNPCGidlg\n",
"VX1/muvQDBhS2uKq6rmq+tOq+sWqOpTuZLQn3WxlsN36/ud1dCe54zdaGbwX+CJwepJbknwhyYvG\n",
"HMr3GAjGKfy/TdQdBHwsyX39dxY3Az8YOPHvR/cJfIuqqifpZpsvmcZiBwFnDYz1XroZwNb+Hu6H\n",
"TP98chDwmxNjTbIO+Jm+fNjjm1jPZ4D/3D9/N/Dpwcr+cu1ZSa5PcgPdLH3edG486ffVBXQzu5X9\n",
"pdtF4y6vmTOktC28me5T6K2baLNT3+Z5SQ4E3gGsAo6oqtfQXWL6wzH7XQUckWS3aY/4J30DOKmq\n",
"Dukf86tq76r6dl//TWD+0DI7zLCv529mSne344uBByZvPnKsfzI01pdU1aoZjmdrug9YOjTWn62q\n",
"y6e5nr+jmy2+hu6y3JVD9b8H/Abwtqp6LV2QTVtV3VtVf1RVP083+18+/N2ktjxDSltckt2T7NU/\n",
"PwQ4n+77macH2hw88Uk2yXHAK4EvDa3qArqTwfDNErsyniuBbwF/nWTPvq+9k4yasW3KXwAfT/Lz\n",
"A+Pfa6D+MuBXkyzs65bQBfNMfDTJvkl2pNtu11TVoyPaTfYF/8eBDyRZMDDWcWeeo/qY9EaCMT1O\n",
"dzPITkl2GLrs+FfAaUkWP9/h6LFucgxV9V3gH4BLgYur6kdDTQ4CHgbW9zfvXNCX7zSdNzJ4OZru\n",
"hp5n2Hjf1BZmSGlr+CXgziTfBP4Z+ERVfXKozX8FvpnkfuC/AW+YuPwH0N99tV9VXdav4+EkDwJv\n",
"BD7BGKrqh3S3rT8H3NsvfwPdF/Y/0XSK9SyjC4zP93d13Qd8ZKD+G8Dv032v9gBwNJv+Tmqy/gr4\n",
"HF1YPwIcQvcd02Rt709yx9BYV/bLXNTfhXYfsGxT72+UJNcCNw30M/x3UuPekv454AfAg3Q3n7xl\n",
"YKxfA34NOLvfruvoZic7z6CvT9OF0f8eUfcxukum3wL+CfhfdOFywIi2BVzab7vn76zsP+RcPnGX\n",
"IvC7wBtHBKK2sIm7XSRJao4zKUlSswwpSVKzDClJUrMMKUlSs/wHs70VK1Z4B4kkzaJFixZt/H8i\n",
"vbtPktQqL/dJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkppl\n",
"SEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJ\n",
"kpplSEmSmmVISZKaNVZIJTkuyU1JViQ5Y6julJl0nGTNTJabSb9JjkqyOsn5m9OnJGnbGncm9SHg\n",
"TVW1qKqWDtWdOsO+a4bLzaTfXYDzNrM/SdI2Nm5IrQWWJMlgYZKLgUOTXJfk3IHyNZM8P6ef0SwD\n",
"9hgoX5zk5iQ3JnnrQPmdSS5McmuS8wbKR/Y7mapaATw+5nuVtA2k88r+kamX0Fw0bkidDjwLXJlk\n",
"4URhVZ0EfL2qjqmqPxtoX8PPk+wH/BqwEPh9YNe+PMBHgeOAo4E/TLJzv+yLgfOBI/tlp+pX0gtA\n",
"d9wvuAyW3dg9Fn7eoNIoO47TqKoKuCTJFcBKuqCZMGrHGlV2MHBbv64NSdb35fsABwLL++X2Ag4A\n",
"1gEPV9WjAEmeGqMPSZNINvsS+xY0PJSTlgBLWoupKs8zs22skEoyr6qeo5t5Dc++dkqSPnyeX6Rf\n",
"bjdg977sPuDw/tPS3sD+AFW1Psk9wAlVtWG460meT9bvlG9lGm21HWjrxKwXGvef6dkaoT5WSAEX\n",
"JjmcLqDOHqq7Frg6ybqqmrjzb3WSC4An6T8yVdV3kiwHVgF3A08MrOMcYHmSAh6qqnf25RtdNpyi\n",
"35GSnA28Cdg3yZ5VddoY71nbAT8Jt+nHl/vOXNyVLL0GVr19mh86NQfEfULSbOivqhzWv7zLgNIo\n",
"hpQkqVn+xwlJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMM\n",
"KUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJ\n",
"UrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKz\n",
"DClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwp\n",
"SVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrPGCqkkxyW5KcmKJGcM1Z0yk46T\n",
"rJnJcjPpN8mnkqxM8uUk8zenX0nStpOqmrpRcguwuKq+N6JuTVUdMe2Ok9VVtWC6y21Ov0leDyyp\n",
"qjOmbCxJmnXjXu5bCyxJksHCJBcDhya5Lsm5A+VrJnl+TpLVSZYBewyUL05yc5Ibk7x1oPzOJBcm\n",
"uTXJeVP1O4YNwDPTaC/NunRe2T8y9RLS9mPcmVSAdwFvAz5SVasG6jaaEQ2WTTxPsh/wReBIuoBa\n",
"W1Xz+3Xf3pc/DawEjq2qZ5M8ALwaeAy4o6oO21S/Y7yPpcBFVfW16SwnzZbu+FhwGZz5xq5k6dWw\n",
"6u01zoErbQd2HKdRf0BckuQKuhBZOFA96pPdqLKDgdv6dW1Isr4v3wc4EFjeL7cXcACwDni4qh4F\n",
"SPLUGH1MKsnxwNcNKG1KQmMn/+HhnLQEWNLafKpqesejNK6xQirJvKp6ju7y4PAlwp2SZOiTXfrl\n",
"dgN278vuAw7vZ057A/sDVNX6JPcAJ1TVhuGuJ3k+Wb+Tjf9VwOuq6r1Ttd3etXcS1vbA/Wo0w3vz\n",
"jRVSwIVJDqcLqLOH6q4Frk6ybuCGhNVJLgCepP8oWFXfSbIcWAXcDTwxsI5zgOVJCnioqt7Zlw/u\n",
"+MMHwah+J3M58GCSlXSXGd8z1RveXnnQvLAMXO5b3JUsvcbLfZpLxvpOStLs6a8+THwfe5cBpbnE\n",
"kJIkNcv/OCFJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYh\n",
"JUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJ\n",
"apYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqW\n",
"ISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliEl\n",
"SWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlq1lghleS4JDclWZHkjKG6\n",
"U2bScZI1M1luJv0m+bMk1yW5Nsn8zelXkrTtpKqmbpTcAiyuqu+NqFtTVUdMu+NkdVUtmO5ym9Nv\n",
"kiOBd1fVaTPtVy9sSQIc1r+8q8Y5ACTNmnEv960FlvQH+POSXAwc2s9Szh0oXzPJ83OSrE6yDNhj\n",
"oHxxkpuT3JjkrQPldya5MMmtSc6bqt8xLAT+ZRrttR3p9t8Fl8GyG7vHws8P79OS2jLuTCrAu4C3\n",
"AR+pqlUDdRvNiAbLJp4n2Q/4InAkXUCtrar5/bpv78ufBlYCx1bVs0keAF4NPAbcUVWHbarfKd7D\n",
"V4CXAkdV1aPjLqfNk+BMZZqqMDil3o7jNOoviVyS5Aq6EFk4UD3qgBpVdjBwW7+uDUnW9+X7AAcC\n",
"y/vl9gIOANYBD08ESpKnxuhjU+/h6CRHAJcAb5zOsuPwZKwtxX1pYwb33DVWSCWZV1XP0V0eHL5E\n",
"uFOSDF3bT7/cbsDufdl9wOH9zGlvYH+Aqlqf5B7ghKraMNz1JM8n63cqj8DWOQF4ELXvx5f7zlzc\n",
"lSy9Bla93e+lpHaNFVLAhUkOpwuos4fqrgWuTrKuqibu/Fud5ALgSfpQqKrvJFkOrALuBp4YWMc5\n",
"wPIkBTxUVe/sywdPHsMnklH9jpTkMroZ21PA7039drU9qqpKciKs9sYJ6QVirO+kJEmaDf4xrySp\n",
"WYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmG\n",
"lCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQk\n",
"qVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZ\n",
"hpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaU\n",
"JKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZU4ZUkuOS3JRkRZIzhupOmUmnSdbMZLmZ\n",
"9ptk5yT3Jzlzc/qVJG1b48ykPgS8qaoWVdXSobpTZ9hvzXC5mfZ7OvDVzexTmlXpvLJ/ZLbHI20L\n",
"44TUWmDJ8EGR5GLg0CTXJTl3oHzNJM/PSbI6yTJgj4HyxUluTnJjkrcOlN+Z5MIktyY5b6p+J5Nk\n",
"V+ANwJVjvFepSd3xt+AyWHZj91j4eYNKc0GqNj2p6Q+EdwFvAz5SVasG6lZX1YKh9s+XTTxPsh/w\n",
"ReBIuoBaW1Xz+3Xf3pc/DawEjq2qZ5M8ALwaeAy4o6oO21S/mxj/2cCdwL7A7lX1V+Msp7kt2ezZ\n",
"/pxVheGpLWbHqRpUl2KXJLmCLkQWDlSP2hlHlR0M3Nava0OS9X35PsCBwPJ+ub2AA4B1wMNV9ShA\n",
"kqfG6GPjgSR7Aq+tqo8mOWnc5eYCT8LaWty3NmZwz9yUIZVkXlU9R3dpcPjy4E5JUj85HUu/3G7A\n",
"7n3ZfcDh/cxpb2B/gKpan+Qe4ISq2jDc9STPJ+t3lKOAXZJ8DjgE2CHJyqq6Z4rltnseNC8sP77c\n",
"d+birmTpNbDq7WMcA9IL2pQhBVyY5HC6gDp7qO5a4Ook66pq4s6/1UkuAJ6kv0Giqr6TZDmwCrgb\n",
"eGJgHecAy5MU8FBVvbMvHzz4hg/EUf1upKquAq4CSPJuYA8DSi9EVVVJToTVE5e97zKgNBdM+Z2U\n",
"JEmzxT/mlSQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CS\n",
"JDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1\n",
"y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNWvH2R5AK1asWFGzPQZJmssWLVqU4bJUeW6WJLXJy32S\n",
"pGYZUpKkZhlSkqRmGVKSpGYZUjOUZOck9yc5s399bJIbklyf5JjZHt+2lOSAJNf17/1jfdlc3h6/\n",
"nWRVkhuTvL4vm1PbI8lRSVYnOX+gbNGobTBZ+fZkku3xqSQrk3w5yfyB8u1+e0xLVfmYwQP4A+D/\n",
"AGcCAW4CfgrYFbh+tse3jbfFpcBrBl7P9e2xlu4D4J7AzXNxewCLgLcA529qn5gr22Z4ewzVvR5Y\n",
"Ope2x3QezqRmIMmuwBuAK/uiVwBfr6qnq+op4N+SvHzWBrgNJZkHvLyqbhkonrPbo7cWOBZ4M/DP\n",
"zMHtUVUrgMcHiibbBnNi24zYHoM2AM/0z+fE9pgO/5h3Zv4A+CSwb/96b+C7Sf6c7pPQd/uyf5ud\n",
"4W1TLwF+Ksnf080cPgk8zNzdHgA3ACfRzaYuZW7vHxMm2wbzJimfS9vmd4CL+ufuK0MMqWlKsifw\n",
"2qr6aJKT6Hakx4AXAWf0r5f2ZXPBY8ATwG/Q7U83ASczR7dHkp8DjqmqE/vXK+k+1MzJ7TFgsmNk\n",
"3iTlc0KS4+lmTl/ri+byuWQkQ2r6jgJ2SfI54BBgB7pPzq/o60N3+WtOfPKpqh8leRB4aVU9lORp\n",
"uk99c3J70J109wJIshPdCWcub4+Jf3Mzchv0l4vn0rZ5/t/+JHkV8Lqqeu9A/VzeV0YypKapqq4C\n",
"rgJI8m5gj6pam+RDwP8FCvjgLA5xNvwx8Ol+lvmFqnpqrm6Pqrq3vyvrFrqTzMfn4vZIcjbwJmDf\n",
"JHtW1WmjtkFVPZfkg8Pl25tR2wO4HHiwn22vrar3zJXtMR3+7z5JUrO8u0+S1CxDSpLULENKktQs\n",
"Q0qS1CxDSpLULENKktQsQ0qS1CxDSpLUrP8PCj/8Qcd8SGoAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10d362400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_reclang.predictions], rhat=False, custom_labels=['Student {}'.format(i) for i in range(1,5)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Expressive Language Model"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" redcap_event_name academic_year hl male _race prim_lang sib \\\n",
"25 initial_assessment_arm_1 2007-2008 0 0 0 0 0 \n",
"78 initial_assessment_arm_1 2010-2011 0 1 0 0 0 \n",
"127 initial_assessment_arm_1 2011-2012 0 1 0 0 2 \n",
"140 initial_assessment_arm_1 2011-2012 0 1 0 0 0 \n",
"157 initial_assessment_arm_1 2011-2012 0 1 1 0 2 \n",
"\n",
" _mother_ed father_ed premature_age ... test_name test_type \\\n",
"25 6 6 8 ... PLS expressive \n",
"78 3 1 8 ... PLS expressive \n",
"127 6 6 8 ... CELF-P2 expressive \n",
"140 6 6 3 ... PLS expressive \n",
"157 0 6 8 ... PLS expressive \n",
"\n",
" academic_year_start deg_hl_below6 int_outside_option mother_hs \\\n",
"25 2007 0 1 NaN \n",
"78 2010 0 1 0 \n",
"127 2011 0 1 NaN \n",
"140 2011 0 1 NaN \n",
"157 2011 0 1 0 \n",
"\n",
" ident_by_3 program_by_6 jcih age_years \n",
"25 False False 0 2.250000 \n",
"78 False False 0 4.166667 \n",
"127 True False 0 4.166667 \n",
"140 False False 0 3.666667 \n",
"157 True False 0 3.333333 \n",
"\n",
"[5 rows x 80 columns]"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"expressive_language_dataset = lsl_dr[(lsl_dr.domain=='Language') & (lsl_dr.test_type=='expressive') &\n",
" (lsl_dr.non_english==False)]\n",
"\n",
"expressive_language_dataset.head()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mean_score = expressive_language_dataset.groupby('study_id')['score'].mean()\n",
"expressive_language_dataset = expressive_language_dataset.drop_duplicates('study_id').set_index('study_id')\n",
"expressive_language_dataset['mean_score'] = mean_score"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"age_years 0.01\n",
"school 0.00\n",
"score 0.00\n",
"male 0.00\n",
"time 0.06\n",
"family_inv 0.19\n",
"sib 0.07\n",
"deg_hl_below6 0.05\n",
"mother_hs 0.32\n",
"synd_or_disab 0.14\n",
"jcih 0.27\n",
"dtype: float64"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(expressive_language_dataset[covs].isnull().sum() / expressive_language_dataset.shape[0]).round(2)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"expressive_language_dataset = expressive_language_dataset[expressive_language_dataset.age.notnull() \n",
" & expressive_language_dataset.int_outside_option.notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAmQAAAF/CAYAAADn6NV5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAGltJREFUeJzt3X+w3WddJ/D3J4mk5UeIVJdiQS+QaNyZnUU70rFWIzeI\n",
"g6soq6B/IFRcR4uIs86iQLuj6bbswg5df411x1UQV1HYXcjqAA1tGhqwlt34A0ekNpYsbMfgUkPS\n",
"ahKMffaPc+JcLvcmJ7nne5+TnNdr5sw93+d7z/P93GdOc959vt/zfKu1FgAA+tnQuwAAgHknkAEA\n",
"dCaQAQB0JpABAHQmkAEAdCaQAQB0Nmggq6qrqmpfVd1TVW8Ztz2/qg6M2xaHPD4AwMWghlyHrKre\n",
"keTnW2v3jrcryYeS7EpSSe5orX3TYAUAAFwEBpshq6oNSbadCWNj25Pc31o72Vo7keRQVW0bqgYA\n",
"gIvBpgH7/tIkl1XVu5NsSfKLSY4kOVZVt2U0Q3YsyRVJDg1YBwDATBsykD2c5LNJvnt8nA8neWWS\n",
"rUluyCiQ3T7+vRXddddd7usEAFw0du3aVRfyusECWWvtdFV9KsnTWmsPVdXJjGbCto9/pTI6pXnW\n",
"2bEL/cNgXuw5+OD+W/Yd3rmWPm5aXPjgd179rG+eTkUA82ktE0lDzpAlyeuS/EpVbUnyztbaiaq6\n",
"OcmdSVqS3QMfHwBg5g0ayFprn0zybcva9ibZO+RxAQAuJhaGBQDoTCADAOhs6GvIYGbc98BDbzty\n",
"/NTCWvu5csvmw9dsv+r6Waln44basdY+AOhLIGNuHDl+amGt30ZMkpsWF6ZQzfTquXFx4dg06gGg\n",
"H6csAQA6E8gAADoTyAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADoT\n",
"yAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADrb1LsAuNhsvXzTjj0H\n",
"H9y/1n42bqgdUygHgEuAQAbn6eiJ05fduu/wzrX2c+PiwrFp1APAxc8pSwCAzgQyAIDOBDIAgM4E\n",
"MgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDOBDIAgM6s1M/Mu++Bh9525PiphbX241ZFAMwqgYyZd+T4\n",
"qYVb3KoIgEuYU5YAAJ0JZAAAnQlkAACdCWQAAJ25qJ/B+HYkAExGIGMwvh0JAJNxyhIAoDOBDACg\n",
"M4EMAKAz15ABl6xpfbHkyi2bD1+z/arr114RwMoEMuCSNa0vlty0uDCFagBWN+gpy6p6a1XdW1X7\n",
"qurl47bnV9WBqrqnqhaHPD4AwMVg6BmyluSlrbVPJUlVVZLdSXYlqSR3JNk3cA0AADNt6Iv6a9kx\n",
"tie5v7V2srV2Ismhqto2cA0AADNt6BmyR5L8VlU9nOQnklyR5FhV3ZZRWDs2bjs0cB0AADNr0EDW\n",
"WntNklTVc5L8xyQ/mWRrkhsyCmS3J3l4yBoAAGbdeq1DdjLJ3yf5y4xOWyajQLattWZ2DACYa4PO\n",
"kFXVbyd5WkanLn+0tfZYVe1OcmdGF/zvHvL4AAAXg6FPWX7fCm0fSPKBIY8LAHAxceskAIDOBDIA\n",
"gM4EMgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDOhr6X5SXvvgceetuR46cW1trPlVs2H75m+1XXz0I9\n",
"06oFAJiMQLZGR46fWrhl3+Gda+3npsWFKVQznXqmVQsAMBmnLAEAOhPIAAA6E8gAADoTyAAAOhPI\n",
"AAA6E8gAADoTyAAAOhPIAAA6E8gAADqzUj+QrZdv2rHn4IP719qP224BXBiBDMjRE6cvu3WGbgEG\n",
"MG+csgQA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDo\n",
"TCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6Ewg\n",
"AwDoTCADAOhMIAMA6EwgAwDobFPvAgCWu++Bh9525PiphbX2s3FD7ZhCOQCDE8iAmXPk+KmFW/Yd\n",
"3rnWfm5cXDg2jXoAhjb4KcuqelxVHa6qV423n19VB6rqnqpaHPr4AACzbj1myH4kycEkqapKsjvJ\n",
"riSV5I4k+9ahBgCAmTXoDFlVXZ7kBUn2jJu2J7m/tXaytXYiyaGq2jZkDQAAs27oGbLXJPnFJE8d\n",
"b1+R5FhV3ZbRDNmxcduhgesAAJhZg82QVdWWJN/YWnv/maYkDyfZmuQN48cXj9sAAObWkDNk1yXZ\n",
"XFW/leRZSTYmOZDRactkFNC2tdbMjgEAc22wQNZae2+S9yZJVb08yRNbax+tqpuT3JmkZXSBPwDA\n",
"XFuXdchaa29f8nxvkr3rcVwAgIuBWycBAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQm\n",
"kAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpAB\n",
"AHQmkAEAdCaQAQB0ds5AVlVPXo9CAADm1SQzZH9SVb9WVdcMXg0AwByaJJBtS/K7SW6sqv9dVT9S\n",
"VU8cuC4AgLmx6Vy/0Fo7neTdSd5dVc9N8s4kb6yqtyb56dbaowPXyDrbevmmHXsOPrh/rf1s3FA7\n",
"plAOAFzyzhnIqupxSV6c5AeSfHGSNyZ5R5JvSfLfk3zrkAWy/o6eOH3ZrfsO71xrPzcuLhybRj0A\n",
"cKk7ZyBLcijJ+5Lc2Fo7uKT9f1TVq4cpCwBgfkwSyP7pWU5LCmQAAGt0zov6z3aNWGvtY9MtBwBg\n",
"/kyyDtkPrtBmZgwAYEomWfbiB1Zoe8m0CwEAmFcXeuukjVOtAgBgjk0SyD5dVS84s1FVL07ymeFK\n",
"AgCYL5N8y/JfJ9lTVT+T0czY5iTfOWRRAADzZJKV+j9ZVVcn+apx0/2ttceGLQsAYH5MMkOWcQD7\n",
"84FrAS5ybrsFcGEmuXXSU5J8V5KtS9tba7cNVRRwcXLbLYALM8kM2R1J/izJJwauBQBgLk0SyB5t\n",
"rV0/dCEAAPNqkmUvDlbVV5371wAAuBCTzJD98yQfqKo/XtrYWnvRMCUBAMyXSQLZLYNXAQAwxyZZ\n",
"h+yD61EIAMC8muhellW1UFUvXLL9hOFKAgCYL+cMZFX1siTvSPLvlzS/b7CKAADmzCQzZK9KsjPJ\n",
"0SVtNUw5AADzZ5JAdrq19rkzG1X1xCSXD1cSAMB8mSSQ/UFV/YckW6rqO5K8N8lvDlsWAMD8mCSQ\n",
"vS6j2yYdTvKyJLe31v7TJJ1X1S1Vta+qPlBVzxy37aqqA1V1T1UtXmjhAACXikmWvXgsyX8eP85L\n",
"a+2mJKmqb0jyU1V1Q5Kbk+zK6Dq0O5LsO99+AQAuJRMtezEF1yT5eJLtSe5vrZ1srZ1Icqiqtq1T\n",
"DQAAM+mcM2RV9UiStry9tbZlkgNU1QeTPC3JdUmeneRYVd2W0QzZsSRXJDl0HjUDAFxSJjll+aSl\n",
"21V1bZKrJz1Aa21nVX1dkrcn+bEkW5PckFEguz3Jw+dTMADApea8T1m21n4/o1OP5+PTGc2y/eWS\n",
"11aSba01s2MAwFyb5JTl1y5r+icZXRN2TlX1O0m+JMmJJK9urT1WVbuT3JlRQNt9fuUCAFx6zhnI\n",
"krxl2fbfJHn9JJ231r53hbYPJPnAJK8HAJgHk1xD9rz1KAQAYF5NMkMGMNe2Xr5px56DD+5faz9X\n",
"btl8+JrtV12/9oqAS80k15DdnRWWvTijtWa1feCSdvTE6ctu3Xd451r7uWlxYQrVAJeiSWbIPpLk\n",
"s0n2jrdfMv75rkEqAgCYM5MEsq9prb1gyfbBqtrfWnvdUEUBAMyTSdYhe3pVfemZjap6ckar6wMA\n",
"MAWTzJC9KckfV9VdGV1L9o1JfnrQqgAA5sgky178elXtTfLcjALZa1trfz14ZQAAc2KiZS9aa3+V\n",
"ZM/AtQAAzKWJ7mVZVS8b3/IoNXLtsGUBAMyPcwayqnpLRveu/NYkaa21JG8euC4AgLkxyQzZc1tr\n",
"P5bRDcLPWHWhWAAAzs8k15BtqKpNGYewqnr2hK/jPEzr1iwbN9SOKZQDAKyjSYLVLyW5M8kzxqcv\n",
"X5LkXw1a1Rya1q1ZblxcODaNegCA9TPJshe/WVV/lGRXktNJdrbWPjF4ZQAAc2LSZS8+luRjA9cC\n",
"ADCXJvmW5TPWoxAAgHk1ybcsf3fwKgAA5tgkgezk4FUAAMyxSQLZf6mqt1TVU5Y+Bq8MAGBOTHJR\n",
"/43jn/9ySVtL8qzplwMAMH8mWfbimetRCADAvJro5uIAAAxn1Rmyqvqd1tr3jp//WGvtF9avLIBL\n",
"z7RukXblls2Hr9l+1fVrrwiYFWc7ZfllS56/OIlABrAG07pF2k2LC1OoBpglZztl2datCgCAOXa2\n",
"GbKnV9VPJKkkXz5+/o9aa7cNWhkAwJw4WyD79SRPGj//jSXPAQCYolUDWWtt93oWAgAwryZZGBaA\n",
"GTKNb2v6pibMFoEM4CIzjW9r+qYmzBYLwwIAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEA\n",
"dCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdDZoIKuqX66qu6tq\n",
"f1U9c9y2q6oOVNU9VbU45PEBAC4Gm4bsvLX2I0lSVc9L8tqq+tEkNyfZlaSS3JFk35A1AADMuvU6\n",
"ZflIks8l2Z7k/tbaydbaiSSHqmrbOtUAADCTBp0hW+IHk/xckiuSHKuq2zKaITs2bju0TnUAAMyc\n",
"wQNZVX17RrNiH6+qr0yyNckNGQWy25M8PHQNAACzbOiL+q9O8s2ttZ8dNx3K6LRlMgpk21prZscA\n",
"gLk29AzZu5J8qqruTvLR1tqPV9XNSe5M0pLsHvj4AAAzb+hvWT5rhba9SfYOeVwAgIuJhWEBADoT\n",
"yAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gA\n",
"ADoTyAAAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gAADrb1LsAALjvgYfeduT4qYW19nPlls2Hr9l+\n",
"1fVrrwjWl0AGQHdHjp9auGXf4Z1r7eemxYUpVAPrzylLAIDOBDIAgM4EMgCAzlxDBsAFm9bF+Bs3\n",
"1I4plAMXLYEMgAs2rYvxb1xcODaNeuBi5ZQlAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZ\n",
"AEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGebehfQw9GjR6/4xN+c+NHHWtu4\n",
"ln42VD1WNZ9jCABMz7yGiS/7nx/7fz/54f9z7Alr6eTar3jy337d07f8+bSKAgDm07wGsjz6uX9o\n",
"nz1xem19nPqHNqVyAIA55hoyAIDOBDIAgM4EMgCAzgQyAIDOBDIAgM4GDWRVdV1VfaSq3rykbVdV\n",
"Haiqe6pqccjjAwBcDIZe9mJzkjcmuTZJqqqS3JxkV5JKckeSfQPXAAAw0wadIWut3ZXk6JKm7Unu\n",
"b62dbK2dSHKoqrYNWQMAwKxb74Vhr0hyrKpuy2iG7Ni47dA61wEAMDPWO5A9nGRrkhsyCmS3j9sA\n",
"WEdbL9+0Y8/BB/evtZ+NG2rHFMqBubdegazGPw9ldNryTNu21prZMYB1dvTE6ctu3Xd451r7uXFx\n",
"4dg06oF5N2ggq6qfSvLCJE+tqi2ttR+uqpuT3JmkJdk95PEBAC4Ggway1tqbkrxpWdveJHuHPC4A\n",
"wMXEwrAAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAA\n",
"nQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0J\n",
"ZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnW3qXQAATMvWyzft2HPwwf1r7efKLZsP\n",
"X7P9quvX2s99Dzz0tiPHTy3MSj3MLoEMgEvG0ROnL7t13+Gda+3npsWFKVSTHDl+auGWGaqH2eWU\n",
"JQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkA\n",
"QGcCGQBAZwIZAEBnAhkAQGebehcAALNm6+Wbduw5+OD+tfazcUPtmEI5U6nnyi2bD1+z/arrp1EP\n",
"0yeQAcAyR0+cvuzWfYd3rrWfGxcXjs1KPTctLkyjFAbS5ZRlVe2qqgNVdU9VLfaoAQBgVqz7DFlV\n",
"VZKbk+xKUknuSLJvvesAAJgVPWbItie5v7V2srV2IsmhqtrWoQ4AgJnQ4xqyK5Icq6rbMpohOzZu\n",
"O7SeRSw++ymPfvnWyz67lj62XfH4TY+1Nq2SAIA5VW2dA0VVfWWS1ye5IaNAdnuSW1prXxDI7rrr\n",
"LmkHALho7Nq1qy7kdT0C2YYk9yR5fkanTPe21q5b1yIAAGbIup+ybK09VlW7k9yZpCXZvd41AADM\n",
"knWfIQMA4PO5dRIAQGcCGQBAZzMXyKrqcVV1uKpeNd5+vlX9h1NVV1XVvvH4vmXcZswHVFU/UFX3\n",
"VdWHqup54zZjPkVVdV1VfaSq3rykbcU7hLhzyHSsMua/XFV3V9X+qnrmknZjPgUrjfm4/fM+R8dt\n",
"xnwKVnmff8Hn6Lj9vMZ85q4hq6rXJNmZ5K6MlsT4UJas6t9a+6aO5V1yquodSX6+tXbveLtizAdV\n",
"VR9N8pwkT0zy/iTfEGM+VVW1K8mTklzbWvvJ1d7X3u/Ts3zMl+17XpKXttZuMObTs9qYL/0cba39\n",
"kjGfnpXGfPnn6LjtvMd8pmbIquryJC9IsmfcZFX/AY2XINm29E0UY74ePprRsi8vyujWYcZ8ylpr\n",
"dyU5uqRptTE29lOywpgv9UiSU+PnxnxKVhrzFT5HE2M+NcvHfJXP0eQCxrzHSv1n85okv5jkqePt\n",
"mVjV/xL2pUkuq6p3J9mS0dgfiTEf2oEkr8jof4jeEe/z9bDaGG9Ypd3YT9cPJvm58XPv92Et/xxN\n",
"jPmQln+O/kJr7T25gDGfmUBWVVuSfGNr7U1V9YqM/oCHk2zN56/q/3C/Ki85Dyf5bJLvzui98OEk\n",
"r4wxH0xVPTvJYmvte8fbd2f0D6gxH9Zq/5ZsWKWdKamqb89opuDj4yb/rg9khc/RM4z5cL7gc7Sq\n",
"7sgFjPnMBLIk1yXZXFW/leRZSTZmNJOwfby/MpoWlOinpLV2uqo+leRprbWHqupkRundmA9nQ5In\n",
"J0lVfVFG/8Ea8+GcuYXJimM8Pt1g7KfrH28bU1VXJ/nm1tq/WbLf+336zoz5F3yOVtX+JB+PMZ+2\n",
"Slb9HE0u4H0+M4GstfbeJO9Nkqp6eZInttY+WlU3x6r+Q3pdkl8Z/5/VO1trJ4z5cFprD4y/cXNv\n",
"Rv+R/qwxn76q+qkkL0zy1Kra0lr74ZXG2J1DpmelMU/yriSfGs8Ef7S19uPGfHpWGfPln6MfG28b\n",
"8ylYZcyXfo6+a3zN2HmP+cx9yxIAYN7M1LcsAQDmkUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlA\n",
"BpxVVT2+qt5eVfdW1YGqevWy/U+uqhsGruGRAfq8erw+1qS///qq+sh4Hblfm3Y9wHybmYVhgZn1\n",
"2iSfbK29fJX9X5zkVRndGmQoQy2YOFG/VbUzybe21p47UB3AnDNDBpxLZXSLpy/cUfX1Sd6ZZGE8\n",
"c/TuZft/pqruqKo/rKrfq6rNS/Y9UlU/VFXvr6q/GPd1Zt/XVtXBqrq7qm7J59+O50lV9daq2ltV\n",
"H6+qW5cd861V9Yaq+uB4Rut7lux7RVX9WVXtTfLS8xyDy6vqCauMw85xrQeq6sNV9Zwl+3aN2w6M\n",
"x+DLl+z7iqr606q6uaruq6o7l+zbUFVvHo/r71fVy5Yd8yfGr7mnqt53Hn8LMItaax4eHh6rPpI8\n",
"IclvJDmY5PtX2P8VGd0WZ6XXfsmS5+9J8n1Ltv8+yXeOn1+f5O1L9v1pRvdATEb35/vcsn6fMv55\n",
"eZKHMrqP3Jl9b01yd0a3jVn6mi9L8n/P1JTk9Un2ncc4vCHJ/eOfT1j29z+Q5BkrvOaKJJ84U1+S\n",
"70pyz7LXnkzyPSu89oeT/Ifx88cluTfJwnj7yUn+Osmm3u8PDw+P6TzMkAFn1Vr729ba9yd5cZLv\n",
"qKpfPY+XHx3PHv1QkscnedqSfSdaa3vGzz+R8SxcVW1NsqW1tn98/A9lFFqW+vuq+hdJXjned+Wy\n",
"/b/QWnt0Wdtzk9zVWvvMeHvvefwdaa29McnVSb4oyYer6rLxrm/L6P51n1rhZV+f5EOttb8a9/Ge\n",
"JM9aNtP2F621/7bCa1+Q5FvG17ndkVH4/OpxP8cyumfhe6vq1VX1JefztwCzRyADJtJa+2SS70vy\n",
"oqo65/WnVfX4JH+Q5JuS/GWSQ1ly6vEs/uEc/f6zJB9K8owkf5zkM+fR7yS/t6rW2qOttd1JPpnk\n",
"2iW7zjYey/+drUx27drpJD/TWnve+PGc1to/nppsrV2f5PvHv3dfVS1M0CcwowQy4KzGweqMr07y\n",
"6dba6SVtJ5NcUVUbxr9/JvR8VUanGv9dkj9M8jX5/EC0YjhqrT2S5NNV9Q3j/r49o9m1M56f5Pda\n",
"a7+c5HiSZ67W1zL3JrluPAOXJC+Z4DUZ17Cpqr5o/PxJSRYyCphJ8r4kL62qbSu89PeTXFtVTx+/\n",
"9iUZzYj93dLuVznse5K8tqqeuEpNG1prnx6Pw19kPHsGXJx8yxI4lxdV1WuTPJrk77IsyLTWPl1V\n",
"H0zyR1V1JMlNSf5Xkj9J8smq+pOMZpT25/NPLZ5tluiHkvxqVZ0cv25pgPntJO+pqucl+XiSeybp\n",
"t7X2mar6t0kOVNXDGc3eTerZSf5rVZ0Yb79hPGOY1trhqnpFkl8bh9HHxvs/3Fr7m6p6ZZJ3VtVj\n",
"SY4lWf5t1dXqfUdVXZlk//i4LckLW2t/Oz7OXVW1McllST6Y5P3n8fcAM6ZaG+rb5AAATMIpSwCA\n",
"zgQyAIDOBDIAgM4EMgCAzgQyAIDOBDIAgM4EMgCAzgQyAIDO/j8UdEvasVIkAQAAAABJRU5ErkJg\n",
"gg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1186ec198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"expressive_language_dataset.score.hist(grid=False, bins=25, figsize=(10, 6))\n",
"plt.xlabel('Standard Scores'); plt.ylabel('Frequency');"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"M_explang = MCMC(generate_model(expressive_language_dataset), db='sqlite', name='explang', dbmode='w')"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [-----------------100%-----------------] 100000 of 100000 complete in 733.9 sec"
]
}
],
"source": [
"M_explang.sample(iterations, burn)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"beta:\n",
" \n",
"\tMean SD MC Error 95% HPD interval\n",
"\t------------------------------------------------------------------\n",
"\t-4.011 0.622 0.043 [-5.216 -2.829]\n",
"\t-0.51 1.154 0.088 [-2.802 1.763]\n",
"\t4.319 1.44 0.117 [ 1.876 7.414]\n",
"\t-1.337 2.391 0.22 [-5.54 3.443]\n",
"\t-4.682 0.577 0.036 [-5.806 -3.566]\n",
"\t-0.774 0.671 0.042 [-2.203 0.412]\n",
"\t8.344 1.297 0.102 [ 6.004 10.943]\n",
"\t6.726 1.453 0.121 [ 4.156 9.883]\n",
"\t-6.165 1.268 0.098 [-8.719 -3.751]\n",
"\t\n",
"\t\n",
"\tPosterior quantiles:\n",
"\t\n",
"\t2.5 25 50 75 97.5\n",
"\t |---------------|===============|===============|---------------|\n",
"\t-5.142 -4.449 -4.041 -3.589 -2.666\n",
"\t-2.91 -1.289 -0.462 0.268 1.721\n",
"\t1.332 3.385 4.271 5.303 7.144\n",
"\t-5.446 -3.096 -1.529 0.257 3.607\n",
"\t-5.79 -5.083 -4.696 -4.312 -3.496\n",
"\t-2.129 -1.222 -0.755 -0.309 0.506\n",
"\t6.029 7.371 8.28 9.269 11.006\n",
"\t3.971 5.717 6.671 7.642 9.825\n",
"\t-8.588 -7.028 -6.221 -5.338 -3.553\n",
"\t\n"
]
}
],
"source": [
"M_explang.beta.summary()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaYAAAEgCAYAAAD/mNfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X+8VXWd7/HXG/E35phW/kC6aXqdUstScKx0koryOmNZ\n",
"IdNYjN7MwLrd6pp5bZS8hTWRM1YTjimBTiZppdGoSYAiIBwswJ9lDjj+wkSkQMRS+Nw/1nfjYrF/\n",
"rAP7nL3OOe/n47EeZ+/v+u7P+uzvOmd/9nftddZWRGBmZlYVgzqdgJmZWZ4Lk5mZVYoLk5mZVYoL\n",
"k5mZVYoLk5mZVYoLk5mZVYoLk9l2knSCpBclPZqWxyTN73RevUHSKElTOrj9sZLu7NT2rWcM7nQC\n",
"Zv3EyogY1ukkeltE/AL4RafT6PD2rc08YzLrYZJeJelxSSfm2i6W9IPc/RPSTOuTku6X9JSkf5E0\n",
"qBBrhaS/l3Rr6r9M0uDc+j0lTUkzt99I+kydfM6UdG/q81+Szi2sHyLpe2ndo5IekvTfC32+mLa/\n",
"WtLcOtv4jaQP5O4r9R+Za9tJ0qT0nB6W9FVJKj+y5Uh6u6SfSfqtpFWSrpe0W279WEl3Sjo7jecq\n",
"SZMKMYZI+mHaj7+TNDONz7vT+tdK2pTfX5K+L+niwvP9f2kbj6dxfX9hO/tJujmtv1/SHElPSjok\n",
"1+ewtP3HJf1a0jvbPWYdFxFevHjZjgU4AXi0RZ+/Bh4FXgm8E7gf2K0QYyMwLt1/DfBbYHwhzgrg\n",
"N8CIdH+PwvqbgB8AOwJ7AUuAD+bWvx7YAPxlrm1IIcZXgFuAXdL93YBBDZ7XWGBunfbPAz/L3X8P\n",
"8LtCn8uA2cAewM7ArcDnuzn2dbdf6PNG4PXp9p7AUuD/FGI8D3yG7M36IcCLwEG5Pl8DbgQEvAX4\n",
"M/AGYIe0/rVp/w3KPeb7wMWFXN4H7JhunwH8sfCY64DvpNunAGvT74JS2+7AY8Cn0v0jgaeBAzr9\n",
"d9DOxTMms/bYT9Ly9O5/uaTv51dGxO3A94BrgSuA0yLi+UKMJyJicur/e7IX7g/V2dYFEbEo9VtX\n",
"a5T0GuBvgM9GxIsRsQb4OvCJ3GP/CLwAvEfS/inGc4X4jwP/DThB0i4R8XxEbCo7EMnVwImS9kn3\n",
"PwZclctVwMeBL0bEuoj4EzChkGtbRMT9EfFwuv1HYCbwl4Vud0fEZRGxKSJ+B/weyB+aPQq4JTK/\n",
"Bp4le1OwsZu53BIRL6a7NwBDgAMK25mRbv8irSdSFQJOBtZFxHdS+z3AT4CPdiePqvNnTGbtsTIi\n",
"DmrR5xLgCeDnEXFfiZj/RfZuuWhNg/4HApuAhemImIAdyN5RAxARqyQNB8YBcyQ9B3whImbl+lwu\n",
"6ffAmcA0SbPJ3qE/WyLn/HZuBk6XdBVZwfx8rsvewK7AdEm1F90dyGZObSXpQOBLwBFks5pXA4ta\n",
"POxFtvyoYyFwqqSpwHEp1we2IZePAf9ANqN9ITXvmOtyF3CapJnAGOA/05uUmgOBYZKW10KSjdn1\n",
"3c2lylyYzHrPBWQvcO+SNKI268nZoXD/YLLDf2UtJ3tBfUNEvNCoU5oRfA74nKS/BWZI2ivNWmp9\n",
"fgr8VNJOZIekJpEVqu64imzGthaYlX+BjYhnJK0FRkbE8kYB2uRGshfuT0ZESJoAtHoTUXQJsJjs\n",
"jcXDwPvzs1WyNwSQFbO6s0tJfwP8I/DuiHgktRX7nkt2qPFJssJ3SmH9cuDXEXF8N/PvU3woz6w9\n",
"mn5onz6g/ghwOnAW8ANJexS67StpoqRBkoYBnyU7JFZKmtFcB0yVtFfa7iBJQwq5vC53dyfgT2Qz\n",
"idr6fXKPGZyWDWXzyLkN+AuyF+Pv1Vn/z8CVkjYfypL0im3YTqsTJoYCD6Si9A6yArtji8cUfQO4\n",
"NSL2iYhjI6L47wBPk33u9EYASccA7y30ORBYDTyRTqaYTDbu+VymAF+LiH0j4sSIKM7K/gPYR9K5\n",
"Sie9SNolvYHoN1yYzNrjNdry/5iW1lZIehXZ7OHv0ucpt5GdpHBFIcYTwDNkJzcsAX4UET8s9Gl1\n",
"avQngd+RHc57NMXa/DlVeuG/PuX4KHAO8N6IeCkX4wTgnrT+fuAPwHklxmDLRLPPRa4iKxy31uly\n",
"MfAz4LZ0htvDKZ/uGiHp2bSsST/zxeps4NuSVpCNz7+w5ec6ddMv3F8OjEvj9lj6LPE/JO0LkGab\n",
"55GN7QxgNHBHIcZUss+uHgPmAbPIPs/L5/IQ8PXcdpZLuq52FmHazkjgTcDvJD1CdljyDS2eT59S\n",
"O9PDzDpI0gnANTEA/xeqL5B0GdlZhd9J93cCfgncGBGXtnE7PwGmRcRN6f4QYBlwbkT8pF3bqTrP\n",
"mMzMWvs7ss+YamcUnkQ2S2nbFT7Sod2RwD3p/o5kM6+9gF+1azt9gU9+MDNr7XTgX3Onvy8F/rbO\n",
"CSzbLCLWSRoP/CwVqSArfMdHxH+1azt9gQ/lmZlZpfhQnpmZVYoP5VmlzZo1y1N6s35g5MiRpa+D\n",
"6EN5ZtZRkiIi2n7xVuu7fCjPzMwqxYXJzMwqxYXJzMwqxYXJzDrty51OwKrFJz+YmVmleMZkZmaV\n",
"4sJkZmaVMqALk6Rpkq7rwHZHSVoi6cYSfedIuiP9LH5NQjtymZIu4X9SmfY2b/usnoptZn3XgL3y\n",
"Q/qSrSOAjZJ2jIgXe3HzpwBnR0RXib5B9n052/JFba2DR5wp6cKy7W32Cep/gZyZDWADecb0TuAu\n",
"sqv3vqfWKOkSSV2S5kmamb5JtDbLWZDaT20VXNLY1H9BfmYg6cfA+8m+uOzaEnmKOvtJ0jJJkyQt\n",
"lDSxsN3JaYZ1u6QdmuWT20ajbRef0zWS7pM0XtKDrcanSZ7TgEMlzZb0pRLjYDnKHJmWPn3VBGVf\n",
"dW622YA9Ky99rfHPyb7aeHREnJnafwUcDXwBeCQipqc//CXA24AXgDnAuyLizw1i7w3MAN6RmmYB\n",
"H4mIJ9P6KcCkOl+bXC/WHLLCtBG4KyIuSO2PpjxXA0sj4ojUPpas8H0wIjaVzOciYHFE3FzY9hbt\n",
"KfbBZN9oOhjYhezy/zMajU+jPFO8rogY3moMbEvZ7+Pw6TA+fXX35Ftg0Zjoo3/MviSRFQ3IQ3mp\n",
"0LwP2IdsVnCspEHphXwq2dcb38fLX329DzCU7AVYwJ5kX4e8osEmDgLujoiNaXsLgUOAJ2spdCPd\n",
"RofynoqIp1P84rqZtaJUMp/ueCr9fA7Yj+x3qNn4NMvTL0YlSfmv+i7Wn7GjgdHFeVOEx9f6pgFZ\n",
"mMje2d8REWNh8wzmr4HZZAXr8Ij4U61zRKyS9ABwSkSsKxF/OXB0+hwL4Djgsm3Mte6hPLZ8UW/1\n",
"AlQmn1KH83L3N7e3GJ9mee6o9Ha5afYDwJaFp/diunhZFQ3Uz5hOBfKf71yb2iAbk5nps49/T98k\n",
"CXA+MCN9dvPvzYJHxGrgcmBuWq6OiJX5Lt3INYCb03anNojRNF6JfAAmSvp8nYcX26Ow1DQan2Z5\n",
"zgRuSYdVB7QIVHYBDYIR18O0tdly7I9Ag7oT4+VYZtUzYD9jqkfSnsCFwLkRsSmdqPD1kmfPmfWa\n",
"dDi69nndvX151unPmKxooB7Ka+QF4HXA7ZKC7LMaFyWrnFSI7ul0Hm3ia+XZFjxjMjOzShmonzGZ\n",
"mVlFuTCZmVmluDCZmVmluDCZmVmluDCZWUf5WnlW5LPyzKyj/H9MVuQZk5mZVYoLk5mZVYoLk5mZ\n",
"VYoLk5mZVYoLk5l1mq+VZ1vwWXlmZlYpnjGZmVmluDCZmVmluDCZmVmluDCZmVmluDCZWUf5WnlW\n",
"5MJk3SLptZI2ShoqaVdJayUd36T/FEkrJJ3Um3lan3JRpxOwahnc6QSsT7oPGAM8Bixv1jEizpR0\n",
"Ya9kZWb9gmdMti0eAg4DRgKzACSdIekmScskfbrQf6srR0saJWmBpHmSTu35lK2TlDkyLb6SuDXl\n",
"wmTbqgt4AtiY7l8TEacAw4GPN3tgemH6OvBu4ATgf0vaqQdztQ7K9vfw6TB1XraMuM7FyZrxoTzb\n",
"FhERVwBI+kZqO17SycB6YNcWj98HGArMIJtN7QkcAKzomXStJ0m0uHxMcfXY0cDofGnKx4jYeoZt\n",
"A4sLk22L4guHgG9FxOGShgGnNXtMRKyS9ABwSkSs68E8rYnWBaW3bHnuQzvzcpHrm1yYbFtE4XYA\n",
"8yTNB5YCz9Z5zERJh0XEN9P984EZkgJ4IiJO79GMbSu99aL98qG88aOylsm3wqIxsflCnRN6Iw3r\n",
"Q3wRVzPrcekzpSPS3XvDLzzWhAuTmZlVis/KMzOzSnFhMjOzSnFhMrOO8rXyrMifMZlZR0mKiPBp\n",
"3baZZ0xmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxm1mlf7nQCVi0+K8/MzCrFMyYzM6sUFyYzM6sU\n",
"FyYzM6sUFyYzM6sUFyYz6yhfK8+KfFaemXWUr5VnRZ4xmZlZpbgwmZlZpbgwmZlZpfS7wiTpHEkP\n",
"SvqtpPEN+izezm2c1aB9iKQL6rSPkrRE0o1l+pfYfsv8t/c55uJ8RdJsSTMlva4dMc3MmumXJz9I\n",
"+hgwJCK+22B9V0QM3474iyPimG70/y4wNSK6tnWbhXgt89/e51gn3tuAj0XE2e2KaQbZWXkRMaHT\n",
"eWwvSQKOSHfvjf744tpL+t2MKdnqDB9J50vqkjQVGJJrHyVpgaR5kk7NtS+TNEnSQkkTc+3TgEPT\n",
"LOJLufaxkuYUZyqSfgy8H/i2pGtL9G+UT938m9hD0pWSFkm6KMU4VNL0XMy5knYvEQtgBPBgsw7p\n",
"OV0j6T5J49PMdVhu3YK01J1x2sDUf4rS8OkwdV62jLguFSrbBv11xjQW2L02Y5K0L/AT4G1kL+r3\n",
"RMTr0i/OktT+AjAHeFdE/FnSo8DRwGpgaUQckYvfcDZSb52kKcCkiHigWf9G+QCvrJd/izFYARwO\n",
"PA/cCXw4IlZKug34EHAg8LmI+J/N4qRYdwD7AW+PiKeb9BsLHAz8ARgM7AIsBeYDPwfenrrOAj4S\n",
"EU+22rZZp0n0+ItkxNZvpgeywZ1OoJcMA+5OU+t1klal9n2AocAMslnWnsABwArgqdqLsKQNhXjd\n",
"/SUq279RPq9qkH8zqyJiPYCkJSnuSuAHwBiyAnJVmaQi4gRJxwBXA+9t0f2p9PM5smI2GDgIWBwR\n",
"G1M+C4FDABcm61G9UVTaobfy7CsFsD8XpvwOWA4clWYkewP7A0TEKkkPAKdExLomjy/uzB2V/iuw\n",
"xXa7lWejfCStq5d/CwdI2gtYB7wVuDC1Xw/cSDZbPq8bef4eSv3xqPATsvE/WlLt9+044LJubNts\n",
"m/TWC/HLh/LGj8paJt8Ki8b4c6Zt0+8Kk6RzgE8Bg1Lt+G5EPCNpBrAIuJ/sUFPN+cAMSQE8ERGn\n",
"p/b8L1Txl2smcIukFRExrrCu3i9is1/O4rqt8mmRfyNrgEvJDuddHRFrACLieUmPAA+ViEH6TGof\n",
"YAPZuLYSuZ+Rtrla0r8Bc9O6KRGxMreNDwPrI+LmMjmZVU1EhKTToMsnP7RBv/yMyZqTdANwdkSs\n",
"7nQuZv3lrDxrn/56Vp7VIekESXcCc1yUrEIu6nQCVi2eMZlZR8kXcbUCz5jMzKxSXJjMzKxSXJjM\n",
"zKxSXJjMrNO+3OkErFp88oOZmVWKZ0xmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxm1lGSJnQ6B6sW\n",
"n5VnZh3lSxJZkWdMZmZWKS5MZmZWKS5MZmZWKS5MZmZWKS5MZtZpvlaebcFn5ZmZWaX0uxmTpHMk\n",
"PSjpt5LGb0ecOZLmSloo6fPtzLE3SFrcpjgHSJqdxuKb7YhpZtbM4E4n0G4R8a+S1gFDIuK72xMK\n",
"GBURGyTNl3R1RKxqU5q9oV1T4UnABRFxV5viWR8nScAR6e694cMu1mb9bsaUbPXPepKWSZqUZkBf\n",
"LRlDknYCNgF/SnHGSpqcZlS3S9oh174gLWfltnuJpC5J8yTNlDSsRZwzJN2U8v10ru81ku6TND7N\n",
"CIe1yH8PSVdKWiTpohTnUEnTc7nNlbR7wwGQBgGvL1uUmuXZaHysb8mK0vDpMHVetoy4LhUqs7bp\n",
"dzOmJvYC/gk4D1gKXFDiMbcALwGXRcTaXPu+wMiI2AQgaW/gbOAdaf0sSf8REU8C7wGOBr4APBIR\n",
"jzaKk1wTEd+XtDPQBXw7ta8AlgBDgB8CbwbysYp2AT4DPA/cKemKiHhI0l6SXgEcCPwuItY3ifEq\n",
"YBdJPwVeAXwnIn7apH/dPCWtBz4JvD31yY+P9RKpHbPoYoixo4HR7SxNEVu/sbSBZSAVpqci4mkA\n",
"SRtK9A/gvRFRr+/MQjE5CLg7Ijam+AuBQ4AnganAQ8B9wBUt4gAcL+lkYD2waz7/9PM5YD9a77tV\n",
"taIjaQkwFFgJ/AAYAxwMXNUixmrgD8AH0/bmS7q1wZg0y/MgYHGD8RmQ2lMk+osJaclUeWxcNHtH\n",
"fz2UB1sfzlOTdY0eX/aXcDlwtKTBkgYDx5EVI4D3AYdHxAciYk2JWN+KiM8B32uQT9mcDkizo8HA\n",
"W4GHU/v1wIeAt0TEgmYBIuIl4DFgv4j4M/BCie3Wy7PZ+AxIEagvLqBBMOJ6mLY2W479EWjQ9sX8\n",
"cp8Zj07/3gwU/W7GJOkc4FPAoHRxyNoJEPl3YWXekZV+1xYRqyVdDsxNTVMiYmW6PQiYKeklshnC\n",
"uIhY1yTcPEnzyQ43PlsnnyiZ2xrgUuBw4OpaUYyI5yU9QvnC8EXge+nw3/UtZkt180zj82/UHx8k\n",
"fRhYHxE3l8zJOiQiQtJp0OWTH6zH+P+YepCkPYELgXMjYpOkHwNfj4iuDud1A3B2RKzuZB5m4KuL\n",
"29b686G8KngBeB1wu6Q7gCWdLEqSTpB0JzDHRcnMqsozJjPrKM+YrMgzJjPrNF8rz7bgGZOZmVWK\n",
"Z0xmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxm1lGSJnQ6B6sWn5VnZh3l/2OyIs+YzMysUlyYzMys\n",
"UlyYzMysUlyYzMysUlyYzKzTfK0824LPyjMzs0rxjMnMzCrFhcnMzCrFhcnMzCqlZWGStFbSbEkL\n",
"JX28O8ElLd721NoTX9IcSXeknzds5/aGSLqg0DZF0gpJJ21n7HMkPSjpt5LGb0+sBvHbkmc7STqr\n",
"0zmYWfUMLtHnNxFxoqRBwBLgym7E7+kzK8rED+C9EbFhuzcW8Rzw1ULbmZIubEPsf5W0DhgSEd/d\n",
"3nh14rclzzb7BPC9TidRRZIEHJHu3hv9+CwlSRMiYkKn87DqKHMor3YNq1cBL2xulEZJWiBpnqRT\n",
"c+3nS+qSNBUYkmtf3OD2MZJmpRnN1G2N3yL/rZ6npDMk3SRpmaRPp7axkq6RdJ+k8WkGMyy3bk6D\n",
"WZoKsQ+VND13f66k3UvmWsxzmaRJacb61Vz86+rFT3kuSEtxRlIvz0Zxthr/FuPTaH/l85+Ya58G\n",
"HJpm418qMTYDRlaUhk+HqfOyZcR1qVD1Vxd1OgGrmIhougBrgbuAu4E3pDYBS4HdgR2AucBOwL7A\n",
"grR+D2BFLk5Xg9u/Al5d2Ga34zfJfw5wBzAbOD/XPjj93BlYlm6PBS4GPgd8AbgQ+NtCvK4627gI\n",
"OKnQdhvwCuCNwFWt8sxtf3yh7VHg1Wkc7i3E3wP4S+DK1LZ3Gp8d0nI7sH+JPItxGo1/3fFp1L9Z\n",
"/o3GciAvEFF26XSu7X3e9Kvn42X7l1KH8oATgXnAmtS2DzAUmJFelPYEDiCbVd0dEQGsk7QqF6fe\n",
"bGAf4KmIeLqwalviN9LoUN7xkk4G1gO75tqfSj+fA/aj3OHOen4AjAEOBq7axhiQGx9J+edwLXAa\n",
"cFAu/kFk47Mx9V8IHAI82SR+vTiNxh/qj0+j/iua5A91fif6M6l9h7bLxIoYWONr/UeZF11FxAZJ\n",
"5wH/RjaDWCXpAeCUiFi3uWP2GclR6bDD3sD++Tipz25k76yJiGck7SdpaEQ8Xuu4jfEb5k/9F8Bv\n",
"RcTh6VDUacU8GzymO+3XAzeSjd95JfJsFEcNbl8P3AAQEf83tS0HjpZU26/HAZeVyHOLOE3G/3jq\n",
"jE+j/i3yB9hRyr7zgAGgbKF4+VDe+FFZy+RbYdGYgTJOZmUKU22u/UtJfyfpIxFxLXA+MENSAE9E\n",
"xOmp0MwAFgH3A3/IxemS9A2yGUr+D+wTwDWp2DwdEaNTe3fjN82/jnmS5pMdgnq2Tv9o8NhG8SZK\n",
"OiwivgkQEc9LegR4qESOSDoH+BQwKL1W106AyG9v8+2IWC/pcbIZba1ttaTLyQ6lAUyJiJUt8twq\n",
"TrLV+BdyKI5Pq/7F2wAzgVskrYiIcRiQHdeSdBp0DYiTH8yKfEmiHqTs9PSzI2J1p3Mxqyr5rDwr\n",
"8D/Y9gBJJ0i6E5jjomTWnIuSFXnGZGZmleIZk5mZVYoLk5mZVYoLk5mZVYoLk5l1lKQJnc7BqsUn\n",
"P5hZR6X/2/NVKmwzz5jMzKxSXJjMzKxSXJjMzKxSXJjMzKxSXJjMrNO+3OkErFp8Vp6ZmVWKZ0xm\n",
"ZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxm1lG+Vp4V+aw8M+soXyvPijxj6iGS3i1pvqRZksYV1g2R\n",
"dEGhbXGDOFMkrZB0Up11W8VpF0knSrpd0i8l/biHtnFWT8Q1s77NM6YeIukuYFRErC3ZvysihjdY\n",
"dyFwd0Tc3M4cm+SyKzAbeFdErJc0OCJe6oHtLI6IY9od1/oWz5isyDOmnnMPMFrSFn9wksZKmlNn\n",
"hrSHpCslLZJ0UWHdVn+0jeJIWiZpkqSFkibm2i+R1CVpnqSZkoY1yf2vgFkRsR4gX5TSdhek5axc\n",
"++IGtxvlMw04VNJsSV9qkov1QcocmRYXHesWF6ae80ngz8BNkkbUGiNiWkS8EyhOVXcBPgMcC7xL\n",
"0n7NgjeJsxfwT8DbgL/Jtb8HGAHMAK6MiEebhH81sKrYKGlv4GzgHWn5e0n711LKp9cqn4gYC/w2\n",
"Ik6MiK80ycX6mKwQDZ8OU+dly4jrXJysOwZ3OoH+KrJjpFdLugGYQ1YUmllVm6FIWgoMBVZuw6af\n",
"ioinU5wNufapwEPAfcAVLWI8DbypTvtBZIcUN6b4C4FDgCepM6trkQ9NHmN9iFR8c1R8rzR2NDA6\n",
"X5oittj3vlaebcEzph4iqTa2g6g/zsUX5QMk7SVpMPBW4OEW/Ru1q8Ht9wGHR8QHImJN48wBWAic\n",
"KGlPgNpPYDlwtKTBKc/jyIrd5m1J2g3YvUQ+ADv6nXR1SUSZZXtjQ1zUrrjWP3jG1HMmSTqKrCid\n",
"V2d98Q9vDXApcDhwdZ3iMVHSYRHxzRZxGh1SGwTMlPQS2QxnXESsq5d4RDwv6YvAzyRtAjZI+nBE\n",
"rJZ0OTA3dZ0SEbVZXZekbwDrm+RQzHUmcIukFRExDquUwqymtJcP5Y0flbVMvhUWjQmfaWUl+ay8\n",
"ASDNeC4Ezo2ITen0769HRFeHU7N+Ks2Ej0h373VRsu7wjGlgeAF4HXC7pABmuihZT0qF6J5O52F9\n",
"k2dMZmZWKT75wcw6ytfKsyLPmMyso3zlByvyjMnMzCrFhcnMzCrFhcnMzCrFhcnMzCrFhcnMOs3X\n",
"yrMt+Kw8MzOrFM+YzMysUlyYzMysUlyYzMysUlyYzMysUlyYzKyjfK08K/JZeWbWUb5WnhV5xmRm\n",
"ZpXiwmRmZpXiwmRmZpWyTYVJ0mslrZG0e7o/R9Ju7U2tfSSNkrRE0o09vJ3F3elTpv825jFE0gU9\n",
"FLvS+9rM+r7tmTEF8PHc7So7BTg7It7fw9spMw7R4Hb7koh4LiK+2hOxqf6+tr7H18qzLWxPYZoD\n",
"nCxpB2DzGTWSxkpakJazcu3LJE2StFBSyxdNSQ9KulLSIkn/WIg/Ob1zvz1tv9l2fwy8H/i2pGtL\n",
"5Fl3RlPIf2Ku/XxJXZKmAkNKjJvq3U6zugWS5kk6Ndd+hqSb0vY/XXIc5hRnY03yvyTlP0/STEnD\n",
"upF/Pn6j8Rwv6W5Jd5Zpt4EnIiZ0OgcDZY5MS2fPkoyIbi/Aa4HrgfHAGGA2sBuwN7AA2CEttwP7\n",
"p8c8Crw6td9bYhsrgN3JiucC4DWpfSzwU2BQrm/D7ab1U4A3lOkPdOX65W9vlT+wb4ojYA9gRYnn\n",
"tTaN1xzg0dQmYGl6vjsAc4Gd0rrB6efOwLJcnK3GobCdrsL9uuMP/Cpt/zzgtBL5zwF2K7Q1G8/Z\n",
"wF514tRt9+LFS+8v2WvA8B/B1LXZMmI66d+JOrEMZtsF8H3gplzbQcDdEbERQNJC4BDgSeCpiHg6\n",
"tW+oPUDSWOAfUrxLI+LnadUzEbE+9fkVMAz4fVo3MyI2ldxuGvQtNOvf6J1CvfyHpTgBrJO0qsFj\n",
"834TESemOF2pbR9gKDAjbX9P4ACy4ny8pJOB9cCuhVjFcWim7vgDU4GHgPuAK0rEqXcor9l4fhQ4\n",
"W9IrgZsiYn56TKN2M2sjqczh92KXsaOB0WXnTRENXze3yfYUJiJiQyoa41LTcuBoSbW4xwGXpdt1\n",
"D2FFxDRgWp3w+0vai2yG8RbgwiapNNtud/sLIH3Av3u9nHO3lwNHpWnv3sD+TbbZME5ErJL0AHBK\n",
"RKwr9P9WRByeDrGdViJ+ve3U3W7yPuDwiPjTNsaFJuMZEU8AX5O0M9ms6q3N2s1sa+WKS+e0yq+7\n",
"hWu7ClPybeCz2cZjtaTLyQ5FAUyJiJW13HKPKTPIfwAuBd4IXBMRaxp1bLHdrbbXon+XpG+QzVAa\n",
"5RwpzjOSZgCLgPtTzq00ink+MENSAE9ExOmpfZ6k+WSH+p4tEb9e7GbbHQTMlPQS2QxnXJ3iWIxz\n",
"jaRNQETE6GbjKemfgTeTHer8Ti1Io3Yz21q7ZyRF2Zvr4dNh/KisZfKtsGhMOhrU6yp7SSJJiyPi\n",
"mE7n0Z9J2pNsJnpuRGxKJ4p8PSK6WjzUrG0kTQifANFx6cjPEenuvZ0qSlDtwtQVEcM7nUd/lg6j\n",
"/ZDsM64g+8zqK53NygYa+Vp5VlDZwmRmA4MLkxX5kkRmZlYpLkxmZlYpLkxmZlYpLkxm1mm+Vp5t\n",
"wSc/mJniiBVeAAAKW0lEQVRZpXjGZGZmleLCZGZmleLCZGZmleLCZGZmleLCZGYdJWlCp3OwavFZ\n",
"eWbWUb4kkRV5xmRmZpXiwmRmZpXiwmRmZpXiwmRmZpXiwmRmneZr5dkWfFaemZlVimdMZmZWKR0t\n",
"TJJeK2mjpKGSdpW0VtLxJR53Vp22xT2TZWuShki6oE77dueZ71+4/W5J8yXNkjSuRJy1kmZL+qmk\n",
"A8vk3yDOFEkrJJ3UnedhZlbW4E4nANwHjAEeA5aXfMwngO8V2jp2TDIingO+WmdVO/KMBrcvBkZF\n",
"xNqScX4TESdKOgr4d+CEzUEb5791MhFnSrqw5DbNrAdJEnBEuntv9JPPZqpwKO8h4DBgJDCr1ihp\n",
"rKQFaTkr1z4NODS9+/9SLs7OkiZJWihpYq7/qBRjnqRTC/EnS5oj6XZJOzRKUNJHJX00d/9ESRfl\n",
"4swpzoRK5lmmGKjB7XuA0ekXswwBRMQS4HFJh7bI/0FJV0paJOkfm+RU65/fXx/PtV0j6T5J41PM\n",
"YWndGZJukrRM0qdLPgczS7K//eHTYeq8bBlxXTdeDyqtoyc/SHotMAmYCewH7A78HLg//Xx76joL\n",
"+EhEPJke1xURwwuxHgPeCqwGlkbEEWknLQHeBrwAzAHeFRF/ljQWeD/wwYjY1CLPY4ETUx57AvsD\n",
"f4qIH+b61MupVJ4ttr0WuJusGBwcEbUXdgEfBT4EfDUiFrWIszkXSZcAt0XEnEa5SloBHA5sAO4E\n",
"To2I36d1FwGLI+LmdH9vYAbwjvTwXwJ/D7wbOBj4A9nsfJf0nH8maXBEvCRpZ6ArIt7ULH/rvyRN\n",
"iIgJnc6jKqTeOfoTsfUbzKqowqG8iIgrACR9I7UdRPbCtzG1LwQOAZ5M6+sN6MqIeDr135Da9gGG\n",
"kr1oiqyoHACsSOtntipKye+AfwA+C+xAVjhnlHhc2Tyb+U1EnJj6d9Ua05T9akk3kBXcESVi1RwI\n",
"PNGizzMRsT5t99fAMOD3DfoeBNyd21+LyPYXwFPp53Nkbz5qv3PHSzoZWA/s2o3crf+5CJjQ6SS2\n",
"V28VlHbpzXy7WwSrcCivXsLLgaMlDZY0GDiO7JBfzY51pqxbHfKKiFXAA8ApEfHOiHhTRKygmyJi\n",
"NTCc7POwnwFnkBWrVs+jVJ4t1O0vqbbvBlFuPyo97khgaEQ8VG99zv6S9kqHON8CPNykf3F//RUv\n",
"7y/llrxvRcTn2PozOLM+KQL15gIaBCOuh2lrs+XYH4EG9XYe5XLtnkrMmIq3I2K1pMuBual9SkSs\n",
"zPWbCdwiaUVEjGsUJzkfmCEpgCci4vRtzPM54Aqyw1JfqHPSQb13H93Js5FG/SelExkGAeeViHOo\n",
"pNnAWuBjLbYD2fO8FHgjcE1ErCmsnyjpsIj4Zp39dVVErEw1uRY3CtuYJ2k+sBR4tkT+ZpYTESHp\n",
"NOjqdyc/+B9srS5JiyPimE7nYf2f/LUXVlCFQ3lWTX7HYmYd4cJkdRXPJjTrQb5Wnm3Bh/LMzKxS\n",
"PGMyM7NKcWEyM7NKcWEyM7NKcWEyM7NKcWEys46SNKHTOVi1+Kw8M+so/4OtFXnGZGZmleLCZGZm\n",
"leLCZGZmleLCZGZmleLCZGad5mvl2RZ8Vp6ZmVWKZ0xmZlYpLkxmZlYpLkxmZlYpLkxmZlYplS5M\n",
"kqZJuq7J+sVl2iUNkXRBnX5nNXh83f7tIGmKpBWSTirZf62k2ZJ+KunAdufZaAwbxW+Wf3fH2Qx8\n",
"rTzbWmXPypM0GOgCNgLHRcSLdfp01fsK8Ebtdfotjohj2pJwN0i6ELg7Im4u0bcrIoZLOgr4l4g4\n",
"oc25lBqrwmNK55/6d2ScO0GSgCPS3Xujqn9gFeJr5VlRlWdM7wTuAuYD76k1SjpfUpekqcCQEu1j\n",
"Jc2pM4uaBhyaZiNfKtF/rKQFaTkr175M0iRJCyVNzLWfIemmtP7ThefWnT9CAUTEEuBxSYe2yHO8\n",
"pLsl3VnIs1E+e0i6UtKi/DvXRvEb5d+dcZZ0qKTpuT5zJe3ejTGppKwoDZ8OU+dly4jrUqEys+6I\n",
"iEouwGTgfwDvBaaktn2BBWQvjHsAK5q1F+J1lWmrtw7YO8XfIS23A/undY8Cr07t9+YeMzj93BlY\n",
"Voh9EXBSyXHI53EJ8M5mzwGYDexVJ07dfIAVwO5p7O4E9isxbg3zLzvOwG3AK4A3Ald1+vet3L6I\n",
"6Kml08+ts+PKgH7+XrZeBne3kPWG9C7zfcA+ZC+Yx0oaBAwjO4QUwDpJq9JDGrW33FTJfgel+BtT\n",
"fguBQ4Angaci4unUviH3mOMlnQysB3YtuZ1WDgSeaNHno8DZkl4J3BQR81vksyoi1gNIWgoMBVa2\n",
"Kd+aeuP8A2AMcDBwVZu39/KGRZ84lNbOPCO6NSM3q5xKFibgbcAdETEWsg/cgb8G7gGOSoVrb2D/\n",
"1H95g/a8en+sOyod4G7RfzlwdPrcC+A44LI6/fK3vxURh0saBpxWMp96BCDpSGBoRDzULE5EPAF8\n",
"TdLOZLO8t7bI5wBJewHrUt8LS+bZnfZ643w9cCPZ55znNYi13XrzRfrlQ3njR2Utk2+FRWMa/H6Z\n",
"WQNVLUynAtfm7l8LnBoRsyXNABYB9wN/AIiIZ+q1F9R7cZgJ3CJpRUSMa9Q/IlZLuhyYm5qmRMTK\n",
"Yr/C7XmS5gNLgWfrbHuipMMi4pt11uUdKmk2sBb4WJ31WzwvSf8MvJnskOZ3SuSzBrgUOBy4OiLW\n",
"NItfIv9S4xwRz0t6BCgW2j4rIkLSadDlkx+6x9fKsy1U9qw86/8k3QCcHRGrO52LmVVHlc/Ks35K\n",
"0gmS7gTmuCiZWZFnTGZmVimeMZmZWaW4MJmZWaW4MJlZR/laeVbkz5jMrKN8rTwr8ozJzMwqxYXJ\n",
"zMwqxYXJzMwqxYXJzMwqxSc/WKXNmjXLv6Bm/cDIkSNLn+DiwmRmZpXiQ3lmZlYpLkxmZlYpLkxm\n",
"ZlYpLkxmZlYpLkxWSZLeLqlL0j8V2kdKulPSXEkndiq/nibp+5LukjRbUr1vLu4XBsr+rBkI+7Xe\n",
"325393NVv1rdbGdgInBcrUGSgIuBkYCAXwCzO5JdzwtgdEQ81ulEesoA2581/X6/Uvjb3Zb97BmT\n",
"VVJEzALWFJoPAX4bES9ExAbgYUmv7/3seoXo/3+fA2l/1vT7/Vrnb7fb+9kzJusoSe8GvkD2TlLp\n",
"5+cj4t463fcG/ijp0tT3j6nt4V5Kt+0aPX9gHXCtpNXAZyPiPzuXZY/pd/uzhIGwX4u6vZ9dmKyj\n",
"ImImMLNk99XAXwDjyH7BJ6e2PqvJ8/9fAJLeDEwCPtCbefWSfrc/W4mIgbBfi7q9n/v1lNL6hfxl\n",
"TB4mOyxQa399RPTnd9cALwAvdjqJHjIQ92dNf96vNbW/3W7vZ8+YrJIknQe8D3iNpFdExNkRsUnS\n",
"l4Ffkh3y+nJHk+xBkq4D9iM79HNOh9PpEQNpf9YMhP1a729X0sV0Yz/7WnlmZlYpPpRnZmaV4sJk\n",
"ZmaV4sJkZmaV4sJkZmaV4sJkZmaV4sJkZmaV4sJkZmaV4sJkZmaV8v8BaBDZWbaXigIAAAAASUVO\n",
"RK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1186dfb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_explang.beta], custom_labels=labels, rhat=False, main='Expressive Language', x_range=(-10,10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Making predictions\n",
"\n",
"Though these models were constructed primarily for inference, that is, to provide insights on the relative effects of a suite of factors on expected test scores, there is the potential for using them to predict speech-language outcomes. To explore this, we contrived four predictive scenarios, whereby children with different values of the set of predictor variables were specified, and predictions for them were generated by our models. \n",
"\n",
"The Bayesian hierarchical modeling approach makes generating predictions straightforward, via the posterior predictive distribution, which generates predicted values of outcomes conditional on the outcomes observed in the dataset. The variation of these predictions includes both the residual uncertainty in the model parameters and the aleatory sampling variability of the test outcomes. Our test cases were specified as follows:\n",
"\n",
"**Case 1** 👧\n",
"\n",
"* female\n",
"* average age\n",
"* normal family involvement\n",
"* 2 siblings\n",
"* non-profound hearing loss\n",
"* mother with HS\n",
"* no previous disability\n",
"* JCIH criterion met\n",
"\n",
"**Case 2** 👦\n",
"\n",
"* male \n",
"* 6 months younger than average\n",
"* normal family involvement\n",
"* no siblings\n",
"* profound hearing loss\n",
"* mother without HS diploma\n",
"* previous disability\n",
"* JCIH criterion met\n",
"\n",
"**Case 3** 👶\n",
"\n",
"* male \n",
"* 1.5 years older than average\n",
"* poor family involvement\n",
"* 1 sibling\n",
"* non-profound hearing loss\n",
"* mother without HS diploma\n",
"* previous disability\n",
"* no JCIH\n",
"\n",
"**Case 4** 🙎\n",
"\n",
"* female \n",
"* 6 months older than average\n",
"* impaired family involvement\n",
"* 3 siblings\n",
"* profound hearing loss\n",
"* mother with HS diploma\n",
"* no previous disability\n",
"* JCIH criterion met"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"predictions:\n",
" \n",
"\tMean SD MC Error 95% HPD interval\n",
"\t------------------------------------------------------------------\n",
"\t101.062 16.35 0.276 [ 70.02 134.248]\n",
"\t84.974 16.468 0.315 [ 52.47 116.848]\n",
"\t71.965 16.203 0.221 [ 40.308 103.237]\n",
"\t85.678 16.497 0.312 [ 53.156 117.479]\n",
"\t\n",
"\t\n",
"\tPosterior quantiles:\n",
"\t\n",
"\t2.5 25 50 75 97.5\n",
"\t |---------------|===============|===============|---------------|\n",
"\t68.889 90.112 101.054 111.965 133.313\n",
"\t52.577 73.922 84.952 96.241 117.034\n",
"\t40.89 60.91 71.838 83.054 104.141\n",
"\t53.344 74.444 85.7 96.975 117.713\n",
"\t\n"
]
}
],
"source": [
"M_reclang.predictions.summary()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAakAAAEgCAYAAAAOk4xLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAFk5JREFUeJzt3HuwZWV95vHv09zCJaABA3KzmiipVIIpRumOBRZKg60p\n",
"IsaYxpQXJmS45mLI6BAmlEaNTAmYiHHSZnRiQ1IiwhhJJ0CKaVq5dzcW0BREQ6QJiAItA9oiFw2/\n",
"+WOtg9vd+/TZ5/TlvPT5fqp2nb3f913rffc6a61nv2uvc1JVSJLUonmzPQBJkiZjSEmSmmVISZKa\n",
"ZUhJkpplSEmSmmVISZKaZUhpi0syL8n/SLIuybeTfDbJrkNtTkry/SQPJHmw/7l3X5ckf9uX35Rk\n",
"v778z5P80TTH8pIky5I83Pdxd5L/vuXe7aT9/m2S909S96kkbx5Rvi7JMZtY5879NvlWkueSbLXj\n",
"N8m1A/08kOQvZ7ieDyS5ZEuPb0tLcmW/bX+4qd+Btr0dZ3sA2i69BzgSOAx4CvgM8HHgtKF2X6iq\n",
"k0csvxg4oKoOSvKnwHuSXAwsAv7TNMfyj8CdwCFV9YMkPw0cPM11bFFVdfoMl3sWOCjJy4D7tuyo\n",
"NurruIF+Xlbb+R9UVtUJAEm26nbV9DmT0tbwOuDyqvp+Vf0HcBbwjiT7DLXLJMv/CNihnyns3L++\n",
"CHhfv76xJPlV4EDg9Kr6AUBVbaiqu4fafbaf+f1lP2v4ZpJfHKhPkj9Ocm8/21maZJehdZzY1z/Q\n",
"zxz2GDGer/af1p9OMiqcAQ5L8uUkjyS5Ickrxn2/A/2cnORfkvx7ksuS/Mx01zG8yhF9rEzyvn7b\n",
"3Z/kG0mOHmrzVbrf/a8PzJb3H2pzfJI7+rprkhw8VP+yfjb32iS3J3koyWcG6v86ySeGlrk0yYcH\n",
"Xr84yV/0s+hvJ7kzyVHjvteB9Zyc5K5+rP+e5H2TtdUWVFU+fGzRB3AucAOwd/96AfA48PqBNr/V\n",
"l60DvgIcPbSO/wl8A7gaOBX40gzG8X7g78do91ngEeCU/vVPD9WfBdwF7Ed3Evsb4JMD9b9AN2M8\n",
"un/9GuAx4P2T9LcSOHlE+br+/b6of/0x4Ksj2r0M+A9g3oi6XwceAg7tX38Q+McZ/h431c9K4B7g\n",
"8P71h4DrR7T7AHDJJOt/FfA94Ff61ycDd44Yw3PANcC+w78f4NXAo8CO/es9ge8DBw+02QU4DsjA\n",
"Nrl7kjGtA44ZUf7y/nf8CwNle2yL42muP5xJaWs4D1gBXJ/kX4HTgWeAn51oUFWX0p1I59OdNL6U\n",
"ZP5A/e9W1c8Bb6G7fHjWDMZxALBhzLaXV9Wn+76HlzkV+HBVPVzd2elPgN8ZqP9NYHlVfaVf/hbg\n",
"qhmMF+CCqnqif/5+4Jf7y27jOhW4qKr+tX/9YeB1SV46w/FsyoVVdXv//Hqmfxn1vwB/V1W3AlTV\n",
"3wC7JPmVoXYFvKOqHunbPf/7qarb6EL5+L7oRODGqnpgoM0zVXVt/7sDuAI4dJpj/S7wNPCGidlg\n",
"VX1/muvQDBhS2uKq6rmq+tOq+sWqOpTuZLQn3WxlsN36/ud1dCe54zdaGbwX+CJwepJbknwhyYvG\n",
"HMr3GAjGKfy/TdQdBHwsyX39dxY3Az8YOPHvR/cJfIuqqifpZpsvmcZiBwFnDYz1XroZwNb+Hu6H\n",
"TP98chDwmxNjTbIO+Jm+fNjjm1jPZ4D/3D9/N/Dpwcr+cu1ZSa5PcgPdLH3edG486ffVBXQzu5X9\n",
"pdtF4y6vmTOktC28me5T6K2baLNT3+Z5SQ4E3gGsAo6oqtfQXWL6wzH7XQUckWS3aY/4J30DOKmq\n",
"Dukf86tq76r6dl//TWD+0DI7zLCv529mSne344uBByZvPnKsfzI01pdU1aoZjmdrug9YOjTWn62q\n",
"y6e5nr+jmy2+hu6y3JVD9b8H/Abwtqp6LV2QTVtV3VtVf1RVP083+18+/N2ktjxDSltckt2T7NU/\n",
"PwQ4n+77macH2hw88Uk2yXHAK4EvDa3qArqTwfDNErsyniuBbwF/nWTPvq+9k4yasW3KXwAfT/Lz\n",
"A+Pfa6D+MuBXkyzs65bQBfNMfDTJvkl2pNtu11TVoyPaTfYF/8eBDyRZMDDWcWeeo/qY9EaCMT1O\n",
"dzPITkl2GLrs+FfAaUkWP9/h6LFucgxV9V3gH4BLgYur6kdDTQ4CHgbW9zfvXNCX7zSdNzJ4OZru\n",
"hp5n2Hjf1BZmSGlr+CXgziTfBP4Z+ERVfXKozX8FvpnkfuC/AW+YuPwH0N99tV9VXdav4+EkDwJv\n",
"BD7BGKrqh3S3rT8H3NsvfwPdF/Y/0XSK9SyjC4zP93d13Qd8ZKD+G8Dv032v9gBwNJv+Tmqy/gr4\n",
"HF1YPwIcQvcd02Rt709yx9BYV/bLXNTfhXYfsGxT72+UJNcCNw30M/x3UuPekv454AfAg3Q3n7xl\n",
"YKxfA34NOLvfruvoZic7z6CvT9OF0f8eUfcxukum3wL+CfhfdOFywIi2BVzab7vn76zsP+RcPnGX\n",
"IvC7wBtHBKK2sIm7XSRJao4zKUlSswwpSVKzDClJUrMMKUlSs/wHs70VK1Z4B4kkzaJFixZt/H8i\n",
"vbtPktQqL/dJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkppl\n",
"SEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJ\n",
"kpplSEmSmmVISZKaNVZIJTkuyU1JViQ5Y6julJl0nGTNTJabSb9JjkqyOsn5m9OnJGnbGncm9SHg\n",
"TVW1qKqWDtWdOsO+a4bLzaTfXYDzNrM/SdI2Nm5IrQWWJMlgYZKLgUOTXJfk3IHyNZM8P6ef0SwD\n",
"9hgoX5zk5iQ3JnnrQPmdSS5McmuS8wbKR/Y7mapaATw+5nuVtA2k88r+kamX0Fw0bkidDjwLXJlk\n",
"4URhVZ0EfL2qjqmqPxtoX8PPk+wH/BqwEPh9YNe+PMBHgeOAo4E/TLJzv+yLgfOBI/tlp+pX0gtA\n",
"d9wvuAyW3dg9Fn7eoNIoO47TqKoKuCTJFcBKuqCZMGrHGlV2MHBbv64NSdb35fsABwLL++X2Ag4A\n",
"1gEPV9WjAEmeGqMPSZNINvsS+xY0PJSTlgBLWoupKs8zs22skEoyr6qeo5t5Dc++dkqSPnyeX6Rf\n",
"bjdg977sPuDw/tPS3sD+AFW1Psk9wAlVtWG460meT9bvlG9lGm21HWjrxKwXGvef6dkaoT5WSAEX\n",
"JjmcLqDOHqq7Frg6ybqqmrjzb3WSC4An6T8yVdV3kiwHVgF3A08MrOMcYHmSAh6qqnf25RtdNpyi\n",
"35GSnA28Cdg3yZ5VddoY71nbAT8Jt+nHl/vOXNyVLL0GVr19mh86NQfEfULSbOivqhzWv7zLgNIo\n",
"hpQkqVn+xwlJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMM\n",
"KUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJ\n",
"UrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKz\n",
"DClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwp\n",
"SVKzDClJUrMMKUlSswwpSVKzDClJUrMMKUlSswwpSVKzDClJUrPGCqkkxyW5KcmKJGcM1Z0yk46T\n",
"rJnJcjPpN8mnkqxM8uUk8zenX0nStpOqmrpRcguwuKq+N6JuTVUdMe2Ok9VVtWC6y21Ov0leDyyp\n",
"qjOmbCxJmnXjXu5bCyxJksHCJBcDhya5Lsm5A+VrJnl+TpLVSZYBewyUL05yc5Ibk7x1oPzOJBcm\n",
"uTXJeVP1O4YNwDPTaC/NunRe2T8y9RLS9mPcmVSAdwFvAz5SVasG6jaaEQ2WTTxPsh/wReBIuoBa\n",
"W1Xz+3Xf3pc/DawEjq2qZ5M8ALwaeAy4o6oO21S/Y7yPpcBFVfW16SwnzZbu+FhwGZz5xq5k6dWw\n",
"6u01zoErbQd2HKdRf0BckuQKuhBZOFA96pPdqLKDgdv6dW1Isr4v3wc4EFjeL7cXcACwDni4qh4F\n",
"SPLUGH1MKsnxwNcNKG1KQmMn/+HhnLQEWNLafKpqesejNK6xQirJvKp6ju7y4PAlwp2SZOiTXfrl\n",
"dgN278vuAw7vZ057A/sDVNX6JPcAJ1TVhuGuJ3k+Wb+Tjf9VwOuq6r1Ttd3etXcS1vbA/Wo0w3vz\n",
"jRVSwIVJDqcLqLOH6q4Frk6ybuCGhNVJLgCepP8oWFXfSbIcWAXcDTwxsI5zgOVJCnioqt7Zlw/u\n",
"+MMHwah+J3M58GCSlXSXGd8z1RveXnnQvLAMXO5b3JUsvcbLfZpLxvpOStLs6a8+THwfe5cBpbnE\n",
"kJIkNcv/OCFJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYh\n",
"JUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJ\n",
"apYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqW\n",
"ISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliEl\n",
"SWqWISVJapYhJUlqliElSWqWISVJapYhJUlqliElSWqWISVJapYhJUlq1lghleS4JDclWZHkjKG6\n",
"U2bScZI1M1luJv0m+bMk1yW5Nsn8zelXkrTtpKqmbpTcAiyuqu+NqFtTVUdMu+NkdVUtmO5ym9Nv\n",
"kiOBd1fVaTPtVy9sSQIc1r+8q8Y5ACTNmnEv960FlvQH+POSXAwc2s9Szh0oXzPJ83OSrE6yDNhj\n",
"oHxxkpuT3JjkrQPldya5MMmtSc6bqt8xLAT+ZRrttR3p9t8Fl8GyG7vHws8P79OS2jLuTCrAu4C3\n",
"AR+pqlUDdRvNiAbLJp4n2Q/4InAkXUCtrar5/bpv78ufBlYCx1bVs0keAF4NPAbcUVWHbarfKd7D\n",
"V4CXAkdV1aPjLqfNk+BMZZqqMDil3o7jNOoviVyS5Aq6EFk4UD3qgBpVdjBwW7+uDUnW9+X7AAcC\n",
"y/vl9gIOANYBD08ESpKnxuhjU+/h6CRHAJcAb5zOsuPwZKwtxX1pYwb33DVWSCWZV1XP0V0eHL5E\n",
"uFOSDF3bT7/cbsDufdl9wOH9zGlvYH+Aqlqf5B7ghKraMNz1JM8n63cqj8DWOQF4ELXvx5f7zlzc\n",
"lSy9Bla93e+lpHaNFVLAhUkOpwuos4fqrgWuTrKuqibu/Fud5ALgSfpQqKrvJFkOrALuBp4YWMc5\n",
"wPIkBTxUVe/sywdPHsMnklH9jpTkMroZ21PA7039drU9qqpKciKs9sYJ6QVirO+kJEmaDf4xrySp\n",
"WYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmG\n",
"lCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQk\n",
"qVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZ\n",
"hpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaU\n",
"JKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZU4ZUkuOS3JRkRZIzhupOmUmnSdbMZLmZ\n",
"9ptk5yT3Jzlzc/qVJG1b48ykPgS8qaoWVdXSobpTZ9hvzXC5mfZ7OvDVzexTmlXpvLJ/ZLbHI20L\n",
"44TUWmDJ8EGR5GLg0CTXJTl3oHzNJM/PSbI6yTJgj4HyxUluTnJjkrcOlN+Z5MIktyY5b6p+J5Nk\n",
"V+ANwJVjvFepSd3xt+AyWHZj91j4eYNKc0GqNj2p6Q+EdwFvAz5SVasG6lZX1YKh9s+XTTxPsh/w\n",
"ReBIuoBaW1Xz+3Xf3pc/DawEjq2qZ5M8ALwaeAy4o6oO21S/mxj/2cCdwL7A7lX1V+Msp7kt2ezZ\n",
"/pxVheGpLWbHqRpUl2KXJLmCLkQWDlSP2hlHlR0M3Nava0OS9X35PsCBwPJ+ub2AA4B1wMNV9ShA\n",
"kqfG6GPjgSR7Aq+tqo8mOWnc5eYCT8LaWty3NmZwz9yUIZVkXlU9R3dpcPjy4E5JUj85HUu/3G7A\n",
"7n3ZfcDh/cxpb2B/gKpan+Qe4ISq2jDc9STPJ+t3lKOAXZJ8DjgE2CHJyqq6Z4rltnseNC8sP77c\n",
"d+birmTpNbDq7WMcA9IL2pQhBVyY5HC6gDp7qO5a4Ook66pq4s6/1UkuAJ6kv0Giqr6TZDmwCrgb\n",
"eGJgHecAy5MU8FBVvbMvHzz4hg/EUf1upKquAq4CSPJuYA8DSi9EVVVJToTVE5e97zKgNBdM+Z2U\n",
"JEmzxT/mlSQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CS\n",
"JDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNcuQkiQ1\n",
"y5CSJDXLkJIkNcuQkiQ1y5CSJDXLkJIkNWvH2R5AK1asWFGzPQZJmssWLVqU4bJUeW6WJLXJy32S\n",
"pGYZUpKkZhlSkqRmGVKSpGYZUjOUZOck9yc5s399bJIbklyf5JjZHt+2lOSAJNf17/1jfdlc3h6/\n",
"nWRVkhuTvL4vm1PbI8lRSVYnOX+gbNGobTBZ+fZkku3xqSQrk3w5yfyB8u1+e0xLVfmYwQP4A+D/\n",
"AGcCAW4CfgrYFbh+tse3jbfFpcBrBl7P9e2xlu4D4J7AzXNxewCLgLcA529qn5gr22Z4ewzVvR5Y\n",
"Ope2x3QezqRmIMmuwBuAK/uiVwBfr6qnq+op4N+SvHzWBrgNJZkHvLyqbhkonrPbo7cWOBZ4M/DP\n",
"zMHtUVUrgMcHiibbBnNi24zYHoM2AM/0z+fE9pgO/5h3Zv4A+CSwb/96b+C7Sf6c7pPQd/uyf5ud\n",
"4W1TLwF+Ksnf080cPgk8zNzdHgA3ACfRzaYuZW7vHxMm2wbzJimfS9vmd4CL+ufuK0MMqWlKsifw\n",
"2qr6aJKT6Hakx4AXAWf0r5f2ZXPBY8ATwG/Q7U83ASczR7dHkp8DjqmqE/vXK+k+1MzJ7TFgsmNk\n",
"3iTlc0KS4+lmTl/ri+byuWQkQ2r6jgJ2SfI54BBgB7pPzq/o60N3+WtOfPKpqh8leRB4aVU9lORp\n",
"uk99c3J70J109wJIshPdCWcub4+Jf3Mzchv0l4vn0rZ5/t/+JHkV8Lqqeu9A/VzeV0YypKapqq4C\n",
"rgJI8m5gj6pam+RDwP8FCvjgLA5xNvwx8Ol+lvmFqnpqrm6Pqrq3vyvrFrqTzMfn4vZIcjbwJmDf\n",
"JHtW1WmjtkFVPZfkg8Pl25tR2wO4HHiwn22vrar3zJXtMR3+7z5JUrO8u0+S1CxDSpLULENKktQs\n",
"Q0qS1CxDSpLULENKktQsQ0qS1CxDSpLUrP8PCj/8Qcd8SGoAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10da67048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_reclang.predictions], rhat=False, custom_labels=['Student {}'.format(i) for i in range(1,5)])"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"predictions:\n",
" \n",
"\tMean SD MC Error 95% HPD interval\n",
"\t------------------------------------------------------------------\n",
"\t96.338 16.855 0.274 [ 62.645 128.481]\n",
"\t77.998 16.99 0.33 [ 43.675 110.062]\n",
"\t65.469 16.694 0.205 [ 33.268 97.793]\n",
"\t79.681 16.86 0.326 [ 46.457 112.541]\n",
"\t\n",
"\t\n",
"\tPosterior quantiles:\n",
"\t\n",
"\t2.5 25 50 75 97.5\n",
"\t |---------------|===============|===============|---------------|\n",
"\t63.171 84.967 96.431 107.714 129.437\n",
"\t44.753 66.441 77.97 89.619 111.348\n",
"\t33.318 53.8 65.582 76.824 97.859\n",
"\t46.426 68.564 79.686 91.087 112.511\n",
"\t\n"
]
}
],
"source": [
"M_explang.predictions.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Articulation Model"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" redcap_event_name academic_year hl male _race prim_lang sib \\\n",
"15 initial_assessment_arm_1 2011-2012 1 1 0 0 NaN \n",
"21 initial_assessment_arm_1 2007-2008 0 0 0 0 0 \n",
"26 initial_assessment_arm_1 2011-2012 0 0 0 0 2 \n",
"123 initial_assessment_arm_1 2011-2012 0 1 0 0 2 \n",
"136 initial_assessment_arm_1 2011-2012 0 1 0 0 0 \n",
"\n",
" _mother_ed father_ed premature_age ... test_name test_type \\\n",
"15 6 6 9 ... NaN Goldman \n",
"21 6 6 8 ... NaN Goldman \n",
"26 6 6 9 ... NaN Goldman \n",
"123 6 6 8 ... NaN Goldman \n",
"136 6 6 3 ... NaN Goldman \n",
"\n",
" academic_year_start deg_hl_below6 int_outside_option mother_hs \\\n",
"15 2011 NaN 0 NaN \n",
"21 2007 0 1 NaN \n",
"26 2011 1 1 NaN \n",
"123 2011 0 1 NaN \n",
"136 2011 0 1 NaN \n",
"\n",
" ident_by_3 program_by_6 jcih age_years \n",
"15 False False NaN 4.166667 \n",
"21 False False 0 2.250000 \n",
"26 True False 0 4.833333 \n",
"123 True False 0 4.166667 \n",
"136 False False 0 3.666667 \n",
"\n",
"[5 rows x 80 columns]"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"articulation_dataset = lsl_dr[(lsl_dr.domain=='Articulation') & \n",
" (lsl_dr.non_english==False)]\n",
"articulation_dataset.head()"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mean_score = articulation_dataset.groupby('study_id')['score'].mean()\n",
"articulation_dataset = articulation_dataset.drop_duplicates('study_id').set_index('study_id')\n",
"articulation_dataset['mean_score'] = mean_score"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"age_years 0.00\n",
"school 0.00\n",
"score 0.00\n",
"male 0.00\n",
"time 0.06\n",
"family_inv 0.22\n",
"sib 0.07\n",
"deg_hl_below6 0.13\n",
"mother_hs 0.36\n",
"synd_or_disab 0.12\n",
"jcih 0.36\n",
"dtype: float64"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(articulation_dataset[covs].isnull().sum() / articulation_dataset.shape[0]).round(2)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"articulation_dataset = articulation_dataset[articulation_dataset.age.notnull()\n",
" & articulation_dataset.int_outside_option.notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAmQAAAF/CAYAAADn6NV5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAHFdJREFUeJzt3X+w3WddJ/D3Jw1Nw48QKUqwIhdIpDrjLsoMXbAYm1Qc\n",
"XEVZBZxZflRYfxQRR3dZgXZH0m1ZwaXqyFh2XKXiCgoqdHWApm0akpZa3KjUkaU2lExrx+BQy03R\n",
"JBj77B/nhL2Em+Tc9nzvc2/O6zVz5p7v873n833uMzf3vPM83/P9VmstAAD0s6Z3BwAAZp1ABgDQ\n",
"mUAGANCZQAYA0JlABgDQmUAGANDZoIGsqn68qm6rqp1VtXnctr2q9lbVnqraNuTxAQBWgxrqOmRV\n",
"tT7Jza21f1NV5yZ5V5KXJrklyfYkleT61tp3DtIBAIBVYsgZskqytqrOTjKf5ElJtiS5s7V2pLV2\n",
"OMn+4zNnAACzau1QhVtr/1RVb03y0SQPJvmajELZfFVdnVFgm09ybpL9Q/UDAGClGyyQJUlr7Y+S\n",
"/FGSVNW+JAeTbExyaUaB7Jok95/s9TfddJP7OgEAq8b27dvr4bxu0EB2XFV9b5JPJvlMRsuWySiQ\n",
"bW6tnXJ27OH+YAAAy+mRTCQNGsiq6jeTPDPJF5O8vLX2UFXtSHJjkpZkx5DHBwBYDYZesnzNIm03\n",
"JLlhyOMCAKwmLgwLANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAG\n",
"ANCZQAYA0Nmg97IEgEfi9rvuu/bgoaNz06i1acO6AxdsOe+SadSCaRPIAFixDh46OnflrgNbp1Hr\n",
"8m1z0ygDg7BkCQDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQ\n",
"mUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQ2aCBrKp+tKpur6pbquqicdvFVbW3qvZU1bYh\n",
"jw8AsBqsHbj+zyZ5VpLHJvloVX1Hkh1JtiepJNcn2TVwHwAAVrShA9kdSS5O8nUZha8tSe5srR1J\n",
"kqraX1WbW2v7B+4HAMCKNXQg25vkVRktjb4vyblJ5qvq6oxmyObHbQIZADCzBgtkVfWMJNtaay8b\n",
"b9+c5PVJNia5NKNAdk2S+4fqAwDAajDkSf1rkjw+SarqURkFsf0ZLVsmo0BmuRIAmHmDzZC11u4a\n",
"f5LytozC16+01g5X1RVJbkzSMjrBHwBgpg16Dllr7a1J3npC284kO4c8LgDAajL0Sf0AcMa5/a77\n",
"rj146OjctOpt2rDuwAVbzrtkWvVYfQQyAFiig4eOzl2568DWadW7fNvctEqxSrl1EgBAZwIZAEBn\n",
"AhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZ2t7\n",
"dwBgFtx+133XHjx0dG5a9TZtWHfggi3nXTKtekBfAhnAMjh46OjclbsObJ1Wvcu3zU2rFLACWLIE\n",
"AOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDo\n",
"TCADAOhssEBWVRuq6uaq2jX++oVx+8VVtbeq9lTVtqGODwCwWqwdqnBr7VCSi5Kkqv5Vkp+uqkqy\n",
"I8n2JJXk+iS7huoDAMBqsFxLlj+d5NeSbElyZ2vtSGvtcJL9VbV5mfoAALAiDTZDdlxVPSHJU1pr\n",
"d1TVc5PMV9XVGc2QzSc5N8n+ofsBALBSDR7Ikvx4kt8YP78/ycYkl2YUyK4ZtwEAzKxBA1lVnZXk\n",
"+5M8f9y0P6Nly2QUyDa31syOAQAzbegZshcn+ePW2kNJ0lp7qKp2JLkxScvoBH8AgJk2aCBrrf3B\n",
"Im03JLlhyOMCAKwmLgwLANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANDZctw6CYAp27h+\n",
"7fnX7bt79zRqbdqw7sAFW867ZBq1gIdHIANYhR44fOycq3Yd2DqNWpdvm5tGGeARsGQJANCZQAYA\n",
"0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmSv1A5zE7Xfdd+3BQ0fnplHrrDV1\n",
"/jTqAGcmgQzgJA4eOjp35ZRuT3TZtrn5adQBzkyWLAEAOhPIAAA6E8gAADoTyAAAOhPIAAA6E8gA\n",
"ADoTyAAAOhPIAAA6E8gAADob9Er9VXVekt8ZH+fPWmv/saouTvILSVqSt7TWdg3ZBwBObeP6tedf\n",
"t+/u3dOotWnDugMXbDnvkmnUmrZp/pxuhcW0DX3rpP+e5LLW2m1JUlWVZEeS7UkqyfVJBDKAjh44\n",
"fOycq6Z0i6jLt81No8wgpvlzuhUW0zbYkmVVrUmy+XgYG9uS5M7W2pHW2uEk+6tq81B9AABYDYac\n",
"IfvaJOdU1QeTbEjyziQHk8xX1dUZzZDNJzk3yf4B+wEAsKINGcjuT/KFJD80Ps6tSV6dZGOSSzMK\n",
"ZNeMvw8AYGYNtmTZWjuW5N4kT26tfSnJkYxmwraMv6UyWtI0OwYAzLShT+p/Y5LfqKoNSd7fWjtc\n",
"VVckuTGjT1nuGPj4AAAr3qCBrLV2T5LvPaFtZ5KdQx4XAGA1cWFYAIDOBDIAgM4EMgCAzgQyAIDO\n",
"BDIAgM4EMgCAzgQyAIDOhr4wLAAzZOP6tedft+/u3dOqd9aaOn9atWAlE8gAmJoHDh8756pdB7ZO\n",
"q95l2+bmp1ULVjJLlgAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0J\n",
"ZAAAnQlkAACdCWQAAJ2dNpBV1eOXoyMAALNqkhmyT1bVb1XVBYP3BgBgBk0SyDYn+eMkl1XV/6mq\n",
"n6yqxw7cLwCAmXHaQNZaO9Za+2Br7UVJXpvkjUnuqap3CGYAAI/cJOeQnV1VL6uqjyb5tSRvTfLU\n",
"JLcm+cOB+wcAcMZbO8H37E/ykSSXtdb2LWj/o6p63TDdAgCYHZMEsm9prX3xJPsEMgCAR2iSc8hO\n",
"FsbSWvvUdLsDADB7JjmH7DWLtE00M1ZV766q26pqV1W9ctx2cVXtrao9VbVt6V0GADizTHLZix9d\n",
"pO0lE9ZvSV7aWtvWWntPVVWSHUm+O8n3JHnLhHUAAM5YD/fWSWdN+H11wjG2JLmztXaktXY4yf6q\n",
"2vww+wAAcEaYJJB9rqpecHyjql6c5PMT1n8wyXur6n+Pg9e5Sear6uqq+uUk8+M2AICZNcmnLH82\n",
"yXVV9ZaMZsbWJfmBSYq31l6fJFX1rCS/lOQ/J9mY5NKMZs+uSXL/knsNnFFuv+u+aw8eOjo3jVqb\n",
"Nqw7cMGW8y6ZRi2A5XLaQNZau6eqnp3kmeOmO1trDy3xOEeS/HOSz2S0bJmMAtnm1tr+JdYCzjAH\n",
"Dx2du3LXga3TqHX5trlplAFYVpPMkGUcwP7vUotX1e8leXJGS5c/1Vp7qKp2JLkxoxP+dyy1JgDA\n",
"mea0gayqnpDkBzNaavyy1trVp3tta+1HFmm7IckNS+gjAMAZbZIZsuuT/HWSzw7cFwCAmTRJIPti\n",
"a+2SoTsCADCrJrnsxb6qeubpvw0AgIdjkhmyf53khqr6y4WNrbUXDdMlAIDZMkkgu3LwXgAAzLBJ\n",
"rkP2seXoCADArJroXpZVNVdVL1yw/ZjhugQAMFtOG8iq6uVJ3pfkvy1o/shgPQIAmDGTzJC9NsnW\n",
"JA8saKthugMAMHsmCWTHWmtfOr5RVY9Nsn64LgEAzJZJAtmfVtUvJtlQVd+f5MNJfnfYbgEAzI5J\n",
"AtkbM7pt0oEkL09yTWvtl4fsFADALJnkshcPJfkf4wcAAFM20WUvAAAYzmlnyKrqwSTtxPbW2oZB\n",
"egR82e133XftwUNH56ZRa9OGdQcu2HLeJdOotZJtXL/2/Ov23b17GrXOWlPnT6MOwOlMsmT5uIXb\n",
"VfW8JM8erEfAlx08dHTuyl0Htk6j1uXb5qZRZsV74PCxc66a0phdtm1ufhp1AE5nyUuWrbWPJ9ky\n",
"QF8AAGbSJEuW335C09cluWCY7gAAzJ7TBrIk7zhh+x+SvGmAvgAAzKRJziG7aDk6AgAwq1z2AgCg\n",
"s0nOIbs5i1z24rjW2rap9ggAYMZMcg7ZJ5J8IcnO8fZLxl8/MEiPAABmzCSB7Ntaay9YsL2vqna3\n",
"1t44VKcAAGbJJOeQfUNVfe3xjap6fJJzh+sSAMBsmWSG7G1J/rKqbsroXLLnJ/mFQXsFADBDJrns\n",
"xW9X1c4kz8kokL2htfb3g/cMAGBGTDJDltba3yW5buC+AADMpImuQ1ZVL6+qHePnNb7BOAAAU3Da\n",
"QFZV78jo3pXfkySttZbk7ZMeoKrOrqoDVfXa8fbFVbW3qvZUlWuYAQAzb5Ily+e01p4/vkDscSe9\n",
"UOwifjLJvmQ0u5ZkR5LtSSrJ9Ul2LaEWAMAZZ5IlyzVVtTbjEFZVz8iE555V1fokL8j/P/9sS5I7\n",
"W2tHWmuHk+yvqs1L7zYAwJljkmD160luTPKU8fLlS5L8hwnrvz7JO5M8abx9bpL5qro6oxmy+XHb\n",
"/qV0GgDgTDLJZS9+t6r+IqNlxmNJtrbWPnu611XVhiTPb629rapelVEAuz/JxiSXjrevGbcBwMza\n",
"uH7t+dftu3v3NGpt2rDuwAVbzrtkGrVYPpNe9uJTST61xNoXJllXVe9N8vQkZyXZm9GyZTIKZJtb\n",
"a2bHAJhpDxw+ds5Vuw5snUaty7fNTaMMy+y0gayqntJau3ephVtrH07y4XGNVyZ5bGvtjqq6IqMl\n",
"0JbRCf4AADNtkhmyP07yrEdykNbaexY835lk5yOpBwBwJpnkU5ZHBu8FAMAMmySQ/c+qekdVPWHh\n",
"Y/CeAQDMiEmWLC8bf/13C9paRifqAwDwCE1y2YunLUdHAABm1UQ3FwcAYDgnDWRV9fsLnv/08nQH\n",
"AGD2nGqG7OsXPH/x0B0BAJhVpwpkbdl6AQAww051Uv83VNXPZXSLo28cP/+y1trVg/YMAGBGnCqQ\n",
"/XaSx42f/86C5wAATNFJA1lrzX0mAQCWgcteAAB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQ\n",
"AQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEAdCaQAQB0JpABAHQmkAEA\n",
"dDZoIKuqK6tqV1XdUFVPG7dtr6q9VbWnqrYNeXwAgNVg7ZDFW2uXJ0lVfUeSn6+qS5NckWR7kkpy\n",
"fZJdQ/YBAGClW64lywuSfDrJliR3ttaOtNYOJ9lfVZuXqQ8AACvSoDNkSVJVH0vy5CQXJnlGkvmq\n",
"ujqjGbL5JOcm2T90PwAAVqrBZ8haa1uT/Psk70ny+SQbk7x5/PiaJPcP3QcAgJVsuZYsP5ekJflM\n",
"RsuWyWiGbHNrzewYADDTBl2yrKrfT/LEJIeTvK619lBV7UhyY0YBbceQxwcAWA2G/pTlyxZpuyHJ\n",
"DUMeFwBgNRn8pH5Y6W6/675rDx46OjeNWps2rDtwwZbzLplGLQBmh0DGzDt46OjclbsObJ1Grcu3\n",
"zU2jDAAzxq2TAAA6E8gAADqzZAkzYuP6tedft+/u3dOo5Vw5gOkSyGBGPHD42DlXOVcOYEWyZAkA\n",
"0JkZMmDJprn8mSRnranzp1ULYDUSyIAlm+byZ5Jctm1uflq1AFYjS5YAAJ0JZAAAnQlkAACdCWQA\n",
"AJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACd\n",
"CWQAAJ0JZAAAnQlkAACdCWQAAJ0JZAAAnQlkAACdDRrIqupdVXVzVe2uqqeN27ZX1d6q2lNV24Y8\n",
"PgDAarB2yOKttZ9Mkqq6KMkbquqnklyRZHuSSnJ9kl1D9gEAYKVbriXLB5N8KcmWJHe21o601g4n\n",
"2V9Vm5epDwAAK9KgM2QLvCbJryY5N8l8VV2d0QzZ/Lht/zL1Awa1cf3a86/bd/fuadU7a02dP61a\n",
"AKxcgweyqvq+jGbFPl1V35RkY5JLMwpk1yS5f+g+wHJ54PCxc67adWDrtOpdtm1uflq1AFi5hj6p\n",
"/9lJvqu19ivjpv0ZLVsmo0C2ubVmdgwAmGlDz5B9IMm9VXVzkjtaaz9TVVckuTFJS7Jj4OMDAKx4\n",
"Q3/K8umLtO1MsnPI4wIArCYuDAsA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQ\n",
"mUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANCZQAYA0JlABgDQmUAGANDZ2t4dAACm\n",
"Z+P6tedft+/u3dOotWnDugMXbDnvkmnU4tQEMgA4gzxw+Ng5V+06sHUatS7fNjeNMkzAkiUAQGcC\n",
"GQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBngwayqrqwqj5RVW9f0La9qvZW\n",
"1Z6q2jbk8QEAVoOhb520LslbkzwvSaqqklyRZHuSSnJ9kl0D9wEAYEUbdIastXZTkgcWNG1Jcmdr\n",
"7Uhr7XCS/VW1ecg+AACsdMt9c/Fzk8xX1dUZzZDNj9v2L3M/AABWjOUOZPcn2Zjk0owC2TXjNgCA\n",
"mbVcn7Ks8df9GS1bHm/b3FozOwYAzLRBZ8iq6ueTvDDJk6pqQ2vtJ6rqiiQ3JmlJdgx5fACA1WDQ\n",
"QNZae1uSt53QtjPJziGPCwCwmrgwLABAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZ\n",
"AEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBA\n",
"ZwIZAEBnAhkAQGcCGQBAZwIZAEBnAhkAQGcCGQBAZ2t7d+B03nvbXXc80hrrzz7rUc984qPf9i1P\n",
"3XTtFLoEADBVKz6Q/fIt937rI62x6XFn54oXPH3jNPoDADBtliwBADoTyAAAOusSyKpqe1Xtrao9\n",
"VbWtRx8AAFaKZT+HrKoqyRVJtiepJNcn2bXc/QAAWCl6zJBtSXJna+1Ia+1wkv1VtblDPwAAVoQe\n",
"n7I8N8l8VV2d0QzZ/Lht/2Lf/Ipv3/S3j/SAG9atXXv2WWv+5ZHWAQAYQrXWlveAVd+U5E1JLs0o\n",
"kF2T5MrW2lcFsptuuml5OwcA8Ahs3769Hs7regSyNUn2JLk4oyXTna21C5e1EwAAK8iyL1m21h6q\n",
"qh1JbkzSkuxY7j4AAKwkyz5DBgDAV3JhWACAzgQyAIDOVmwgczX/yVXVu6rq5qraXVVPG7cZvyWq\n",
"qrOr6kBVvXa8fbExnExVnVdVu8Zj9Y5xm/GbQFX9aFXdXlW3VNVF4zZjdxJVdWFVfaKq3r6gbdG/\n",
"d/4OfrWTjN9XvYeM243fCRYbv3H7V7x/jNuWNn6ttRX3yOhyGLcmOSfJ+iR7evdpNTySXJTk143f\n",
"wx6/1yf5wySvNYZLHrv3JXnugm3jN/nY3ZHRf443JPm4sTvteG1P8oNJ3j7eXnS8jONk43fCvouS\n",
"XGP8lj5+C98/Hu74rdQZMlfzf3geTPKlGL8lq6r1SV6Q5LpxkzGc0PhSNptba7ctaDZ+k7sjo8sA\n",
"vSijW8kZu1Nord2U5IEFTScbL+O4iEXGb6EHkxwdPzd+i1hs/BZ5/0gexvj1uFL/JJZ0NX++7DVJ\n",
"fjXG7+F4fZJ3JnnSeNsYTu5rk5xTVR/MaJbnnUkOxvhNam+SV2U0S/a++N1bqpON15qTtBvHkzv+\n",
"HpL4PVyKE98/kocxfis1kN2fZGO+8mr+93ft0QpXVd+XURr/9PhuCMZvQlW1IcnzW2tvq6pXZTRm\n",
"fgcnd3+SLyT5oYz+ptya5NUxfqdVVc9Isq219rLx9s0Z/XE3dpM72b/VNSdpZxEL30PGTf4GTmCR\n",
"94/jljx+KzWQ7c9oui8Z/SCb2yK3VmKkqp6d5Ltaa/9p3GT8lubCJOuq6r1Jnp7krIxmLYzhBFpr\n",
"x6rq3iRPbq3dV1VH4ndwUmuSPD5JqupRGf0BN3aTOX57mkXHa7yUbhxP7su391nkPSTxe3g6x8fv\n",
"q94/qmp3kk9nieO3IgNZczX/pfpAknvH/7u+o7X2M1V1RYzfRFprH07y4SSpqlcmeWxr7Q5juCRv\n",
"TPIb4/8tvr+1dtj4nV5r7a7xJ7Buy+iP9q8Yu1Orqp9P8sIkT6qqDa21n1hsvLyPLG6x8csi7yHG\n",
"b3EnGb8T3z8+Nd5e0vi5Uj8AQGcr9VOWAAAzQyADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgA06p\n",
"qh5dVe+pqtuqam9Vve6E/Y+vqksH7sODA9R89vi6S5N+/5uq6hPj64b91rT7A8y2FXlhWGBFeUOS\n",
"e1prrzzJ/q9J8tqMbg0ylKEumDhR3aramuR7WmvPGagfwIwzQwacTmV0S5+v3lH13CTvTzI3njn6\n",
"4An731JV11fVn1fVn1TVugX7HqyqH6uqj1bV34xrHd/37VW1r6purqor85W3eXlcVb27qnZW1aer\n",
"6qoTjvnuqnpzVX1sPKP1wwv2vaqq/rqqdiZ56RLHYH1VPeYk47B13Ne9VXVrVT1rwb7t47a94zH4\n",
"xgX7nlpVf1VVV1TV7VV144J9a6rq7eNx/XhVvfyEY/7c+DV7quojS/hZgJWotebh4eFx0keSxyT5\n",
"nST7krxikf1Pzeh2K4u99okLnn8oyY8s2P7nJD8wfn5Jkvcs2PdXGd1bLxndK+5LJ9R9wvjr+iT3\n",
"ZXQfzeP73p3k5oxuYbLwNV+f5G+P9ynJm5LsWsI4vDnJneOvjznh578ryVMWec25ST57vH9JfjDJ\n",
"nhNeeyTJDy/y2p9I8ovj52cnuS3J3Hj78Un+Psna3r8fHh4e03mYIQNOqbX2j621VyR5cZLvr6rf\n",
"XMLLHxjPHv1YkkcnefKCfYdba9eNn38241m4qtqYZENrbff4+LdkFFoW+ueq+rdJXj3et+mE/b/W\n",
"WvviCW3PSXJTa+3z4+2dS/g50lp7a5JnJ3lUklur6pzxru9N8oHW2r2LvOy5SW5prf3duMaHkjz9\n",
"hJm2v2mt/cEir31Bku8en+d2fUbh85vHdeYzun/eh6vqdVX1xKX8LMDKI5ABE2mt3ZPkR5K8qKpO\n",
"e/5pVT06yZ8m+c4kn0myPwuWHk/hX05T91uT3JLkKUn+Msnnl1B3ku87qdbaF1trO5Lck+R5C3ad\n",
"ajxO/DtbmezctWNJ3tJau2j8eFZr7ctLk621S5K8Yvx9t1fV3AQ1gRVKIANOaRysjvvmJJ9rrR1b\n",
"0HYkyblVtWb8/cdDzzMzWmr8r0n+PMm35SsD0aLhqLX2YJLPVdV3jOt9X0aza8ddnORPWmvvSnIo\n",
"ydNOVusEtyW5cDwDlyQvmeA1GfdhbVU9avz8cUnmMgqYSfKRJC+tqs2LvPTjSZ5XVd8wfu1LMpoR\n",
"+6eF5U9y2A8leUNVPfYkfVrTWvvceBz+JuPZM2B18ilL4HReVFVvSPLFJP+UE4JMa+1zVfWxJH9R\n",
"VQeTXJ7kz5J8Msk9VfXJjGaUducrlxZPNUv0Y0l+s6qOjF+3MMD8XpIPVdVFST6dZM8kdVtrn6+q\n",
"/5Jkb1Xdn9Hs3aSekeR/VdXh8fabxzOGaa0dqKpXJfmtcRh9aLz/1tbaP1TVq5O8v6oeSjKf5MRP\n",
"q56sv++rqk1Jdo+P25K8sLX2j+Pj3FRVZyU5J8nHknx0CT8PsMJUa0N9mhwAgElYsgQA6EwgAwDo\n",
"TCADAOhMIAMA6EwgAwDoTCADAOhMIAMA6EwgAwDo7P8Bve/BDHJtT5wAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e156da0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"articulation_dataset.score.hist(grid=False, bins=25, figsize=(10, 6))\n",
"plt.xlabel('Standard Scores'); plt.ylabel('Frequency');"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"M_articulation = MCMC(generate_model(articulation_dataset), db='sqlite', name='articulation', dbmode='w')"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [-----------------100%-----------------] 100000 of 100000 complete in 722.3 sec"
]
}
],
"source": [
"M_articulation.sample(iterations, burn)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaYAAAEgCAYAAAD/mNfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X24XWV55/HvLwQQCTK8aAVCGEEyWMFKgYSCQgE1yDBF\n",
"UUNUMIURKUHa0Y5Sig3Baqwa6IitQYSYgCIRHKWxQI3JgZCE5AQnvAlKGY4DhAAxhCaEIJLc88d6\n",
"Nuys7Jd13rLW2ef3ua51nX2e9ez7ufdae+97P2uvs44iAjMzs6oYUXYCZmZm9VyYzMysUlyYzMys\n",
"UlyYzMysUlyYzMysUlyYzMysUlyYzIY4SV+TtEXSO/t4/+9K+mKBfj+WdFRfxigQ+28kPSHphSK5\n",
"tInVI+nENn32ldQl6fX9GcsGhwuT2RAmScAk4BfAmYM5VkR8MCJWDFLsf4iI/YGbBiN+g/GeiogT\n",
"IuLF7TGe9Y4Lk9nQdgIQwGeBj6ZCBYCkA9JM6t2SVkpaJemauvU7SXoC+DDwl2nG8nh98FqftPy+\n",
"0UxE0khJF0n6ZerXI+mjdesnS7ord5+2s5oG4/yZpJ9LelTSM5K+nXu8x6fHsx/wA0mPS5qbi3F8\n",
"yvGptG22eQ+UNEHSitTvfkkfy63/rqSvS/rHlMsqSRN781istZFlJ2Bm/fJxYG5E3CVpM3AS8PNc\n",
"n0uAkyPiGUm71Roj4mVgf0nfBZ6IiKn54LU+AJIea5LDbGBv4MQ0xk7AzvlQvX9o21gNTI6IVZL2\n",
"IZslzgduTrnemR5PD3BORHQ1eDy1PgcA2zweSYcDNwCnRMRySW8D5kt6LiJur+v60ZTLZySdA1wO\n",
"/HAAHqPhGZPZkCVpZ+BDvPaGeDPbHs4L4OMR8QxARGzoz5ANctiP7E36rLoxXu7nOA1FxIqIWJV+\n",
"fRpYDLytaK4FnQvMiYjlacyHyYrOp3P9ZkXEgnR7EbBvH8ezBjxjMhu6/gwYBfwsHdHaAUDSX0TE\n",
"S3X91g1iDgcA6yJizSCOAYCkPwT+FngL8Arwn4FfDfAwBwD/mmv7d+CcFvf5fcpvRERsGeB8hiXP\n",
"mMyGrjOBv4+IPdOyO9lM4gPbMYfHgT0kjWnRZwv9fK+RtAPQBdwaEcdGxPHp94H2OPBfcm1vA/7f\n",
"IIxlTbgwmQ1BkvYCJgDX51Z9HzirvmuBcOuAw1PcnSW9sWgeEfEkMBe4IX1vUzsZYs+6bk8Cb5W0\n",
"Y1p/NtkJCr2xC7An8GCK8QGyGeOOTR7PEanfnpJ2aRKz0ba5GviEpGPT/Q8jO7Hkn9vk19dDh9aA\n",
"C5PZ0DQRuCci8l/gfw84SdLe6fciJx1cBRwgaRXQDbyrSb9msSaTHf66PZ0V92vgtLr1d5CdkPEL\n",
"SbcAO5EVq2b+Mp1R94lXB454AbgQ+DdJjwLvISsijQrc3wN/lU6CmEc6eaPI44mIlWTfmV0p6Umy\n",
"EyH+Z0Tc1up+Tdqsj+T/x2RmZlXiGZOZmVWKC5OZmVWKC5OZmVWKC5OZmVWK/8DWKm3BggU+O8es\n",
"A5x00kmFT6n3WXlmVipJERH+OyB7lQ/lmZlZpbgwmZlZpbgwmZlZpbgwmVnZLis7AasWn/xgZmaV\n",
"4hmTmZlViguTmZlVyrAuTJLmSLqxhHEnSFop6ScF+nZJujP9vHoQcpklqUfSKUXaB3jscwcrtpkN\n",
"XcP2yg+SRgKHAZsl7RgRv9+Ow58GnBcR3QX6BnByRGwajEQi4hxJU4u2D7BPAd8Z5DHMbIgZzjOm\n",
"E4C7gSXA+2qNkr4iqVvSYknza/8yOs1ylqb209sFlzQ59V9aPzOQ9COyf339TUk3FMhTNNhPku6T\n",
"NEPSMknTc+POTDOsO9K/pG6aT90YzcbOP6brJT0oaYqkh9ttnxZ5zgHGSloo6QsFtoMVpMw70lL5\n",
"KypImlZ2DlYtw/asPEkzgZ8Cm4GJEXFOav8FcCTweeA3ETE3vbhXAscCLwFdwHsi4uUmsfci+8+Z\n",
"705NC4CPRcRTaf0sYEZEPFQgzy6ywrQZuDsiLkntj6c81wL3RsRhqX0yWeH7UERsKZjPpcCKiLg1\n",
"N/ZW7Sn2QcDzZLPt1wH3ptgNt0+zPFO87ogY124bWHHZc3XcXJhyctYy8zZYPikq/EL3JYksb1ge\n",
"ykuF5v3A3mSzgqMljUhv5LOBR4AHyf51M6nfaLI3YAG7k/1L554mQxxI9m+vN6fxlgEHA0/VUuhF\n",
"us0O5T0dEc+m+Pl182tFqWA+vfF0+vkCsA/Zc6jV9mmVp9+MBoBU/2+98/Vn8kRgYv28KcLb3apt\n",
"WBYmsk/2d0bEZHh1BvOnwEKygnVoRPyu1jki1kh6CDgtIjYUiP8YcGT6HgvgGOAbfcy14aE8tn5T\n",
"b/dGUySfQofz6n5/tb3N9mmV545KH5dbZj8MbV1syontAmZlGa7fMZ0O1H+/c0Nqg2ybzE/ffXxP\n",
"0m6p/WJgXvru5nutgkfEWuAqYFFarouI1fVdepFrALemcWc3idEyXoF8AKZL+usGd8+3R26pabZ9\n",
"WuU5H7gtHVa1OhGoLwtoBIy/Ceasz5ajfwga0bdYZuUYtt8xNSJpd2Aq8LmI2JJOVPhqwbPnzCoh\n",
"HaqufZf3QNVnpP6OyfKG66G8Zl4C3gLcISnIvqtxUbIhJRWi+8vOoxd8rTzbimdMZmZWKcP1OyYz\n",
"M6soFyYzM6sUFyYzM6sUFyYzM6sUFyYzK5WvlWd5PivPzErlv2OyPM+YzMysUlyYzMysUlyYzMys\n",
"UlyYzMysUlyYzKxsvlaebcVn5ZmZWaV4xmRmZpXiwmRmZpXiwmRmZpXiwmRmZpXiwmRmpfK18izP\n",
"hcl6RdIBkjZLGi1pF0nrJR3Xov8sST2STtmeedqQcmnZCVi1jCw7ARuSHgQmAU8Aj7XqGBHnSJq6\n",
"XbIys47gGZP1xSPAIcBJwAIASWdLukXSfZIuzPXf5srRkiZIWippsaTTBz9lG+qUeUdafDXyDubC\n",
"ZH3VDawCNqffr4+I04BxwCdb3TG9qXwVeC9wPPA/JO00iLnaEJc9Z8bNhdmLs2X8jS5OncuH8qwv\n",
"IiKuBpD09dR2nKRTgY3ALm3uvzcwGphHNpvaHdgP6BmcdK2qJKL+Z3P51ZMnAhOLlKaIbWfsVm0u\n",
"TNYX+Re6gCsj4lBJY4AzWt0nItZIegg4LSI2DGKeNgDaF43+GtxzHwYqfxe47ceFyfoicrcDWCxp\n",
"CXAv8FyD+0yXdEhEXJ5+vxiYJymAVRFx5qBmbH02+G/I09r2eO1Q3pQJWcvM22H5pPDFPjuSL+Jq\n",
"ZkNC+k7psPTrAy5KncuFyczMKsVn5ZmZWaW4MJmZWaW4MJlZqXytPMvzd0xmVipJERE+Fdte5RmT\n",
"mZlViguTmZlViguTmZlViguTmZlViguTmZXtsrITsGrxWXlmZlYpnjGZmVmluDCZmVmluDCZmVml\n",
"uDCZmVmluDCZWal8rTzL81l5ZlYqXyvP8jxjMjOzSnFhMjOzSnFhMjOzSum4wiTpAkkPS/q1pClN\n",
"+qzo5xjnNmkfJemSBu0TJK2U9JMi/QuM3zb//j7GujhfkrRQ0nxJbxmImGZmrXTkyQ+SPgGMiohv\n",
"NVnfHRHj+hF/RUQc1Yv+3wJmR0R3X8fMxWubf38fY4N4xwKfiIjzBiqmGWRn5UXEtO08poDD0q8P\n",
"RCe+EQ5hHTdjSrY5w0fSxZK6Jc0GRtW1T5C0VNJiSafXtd8naYakZZKm17XPAcamWcQX6tonS+rK\n",
"z1Qk/Qj4APBNSTcU6N8sn4b5t7CbpGskLZd0aYoxVtLcupiLJO1aIBbAeODhVh3SY7pe0oOSpqSZ\n",
"65i6dUvT0nDGacNTOUVp3FyYvThbxt+YCpVVRKfOmCYDu9ZmTJLeDPxv4FiyN/X7I+It6cm4MrW/\n",
"BHQB74mIlyU9DhwJrAXujYjD6uI3nY00WidpFjAjIh5q1b9ZPsCejfJvsw16gEOBF4G7gI9ExGpJ\n",
"PwM+DOwPfDYi/nurOCnWncA+wLsi4tkW/SYDBwHPAyOB1wH3AkuAnwLvSl0XAB+LiKfajW1WhMR2\n",
"fSOL2PbDrw2ckWUnsJ2MAe5J0/UNktak9r2B0cA8slnW7sB+QA/wdO1NWNKmXLzePimL9m+Wzxub\n",
"5N/KmojYCCBpZYq7Gvg+MImsgFxbJKmIOF7SUcB1wMltuj+dfr5AVsxGAgcCKyJic8pnGXAw4MI0\n",
"DG3vIjIYBvMxuOh1dmGq37mPAYenGclewL4AEbFG0kPAaRGxocX980+UHZX+KrDNuL3Ks1k+kjY0\n",
"yr+N/STtAWwAjgCmpvabgJ+QzZYv6kWez0ChF6NyPyHb/kdKqj3fjgG+0YuxrYOU/cb72qG8KROy\n",
"lpm3w/JJ/p6pOjquMEm6APg0MCLVjm9FxG8lzQOWA78kO9RUczEwT1IAqyLizNRe/yTNP2HnA7dJ\n",
"6omI83PrGj25Wz3h8+u2yadN/s2sA64gO5x3XUSsA4iIFyX9BnikQAzSd1J7A5vItms7Ufcz0phr\n",
"JX0bWJTWzYqI1XVjfATYGBG3FsnJrD8iIiSdAd0++aGiOvI7JmtN0s3AeRGxtuxczMo4K8+qrVPP\n",
"yrMGJB0v6S6gy0XJKuTSshOwavGMycxKJV/E1XI8YzIzs0pxYTIzs0pxYTIzs0pxYTKzsl1WdgJW\n",
"LT75wczMKsUzJjMzqxQXJjMzqxQXJjMzqxQXJjMzqxQXJjMrlaRpZedg1eKz8sysVL4kkeV5xmRm\n",
"ZpXiwmRmZpXiwmRmZpXiwmRmZpXiwmRmZfO18mwrPivPzMwqpeNmTJIukPSwpF9LmtKPOF2SFkla\n",
"JumvBzLH7UHSigGKs5+khWlbXD4QMc3MWhlZdgIDLSL+WdIGYFREfKs/oYAJEbFJ0hJJ10XEmgFK\n",
"c3sYqKnwDOCSiLh7gOJZSSQJOCz9+kD4cIlVVMfNmJJt/lhP0n2SZqQZ0JcLxpCknYAtwO9SnMmS\n",
"ZqYZ1R2SdqhrX5qWc+vG/YqkbkmLJc2XNKZNnLMl3ZLyvbCu7/WSHpQ0Jc0Ix7TJfzdJ10haLunS\n",
"FGespLl1uS2StGvTDSCNAN5atCi1yrPZ9rHtIytK4+bC7MXZMv7GVKjMKqfjZkwt7AF8DbgIuBe4\n",
"pMB9bgNeAb4REevr2t8MnBQRWwAk7QWcB7w7rV8g6V8j4ingfcCRwOeB30TE483iJNdHxHcl7Qx0\n",
"A99M7T3ASmAU8APgnUB9rLzXAX8FvAjcJenqiHhE0h6S3gDsD/x7RGxsEeONwOsk/Rh4A/BPEfHj\n",
"Fv0b5ilpI/AXwLtSn/rtYwVI/Z0B5+8+eSIwsT+lKWLbD4BmA2E4FaanI+JZAEmbCvQP4OSIaNR3\n",
"fq6YHAjcExGbU/xlwMHAU8Bs4BHgQeDqNnEAjpN0KrAR2KU+//TzBWAf2u+7NbWiI2klMBpYDXwf\n",
"mAQcBFzbJsZa4HngQ2m8JZJub7JNWuV5ILCiyfaphP6/8Q8/A7fNpqWlOBfFztaph/Jg28N5arGu\n",
"2f2LPvkfA46UNFLSSOAYsmIE8H7g0Ij4YESsKxDryoj4LPCdJvkUzWm/NDsaCRwBPJrabwI+DPxx\n",
"RCxtFSAiXgGeAPaJiJeBlwqM2yjPVtunEiJQJy+gETD+JpizPluO/iFoRNl5Zbld1uvtX/bzxQZX\n",
"x82YJF0AfBoYkS4OWTsBov7TXZFPeoU/DUbEWklXAYtS06yIWJ1ujwDmS3qFbIZwfkRsaBFusaQl\n",
"ZIcbn2uQTxTMbR1wBXAocF2tKEbEi5J+Q/HC8DfAd9Lhv5vazJYa5pm2z7dpvH2Q9BFgY0TcWjAn\n",
"66WICElnQLdPfrDK898xDSJJuwNTgc9FxBZJPwK+GhHdJed1M3BeRKwtMw8z8NXFbVudfCivCl4C\n",
"3gLcIelOYGWZRUnS8ZLuArpclMysqjxjMrNSecZkeZ4xmVnZfK0824pnTGZmVimeMZmZWaW4MJmZ\n",
"WaW4MJmZWaW4MJmZWaW4MJlZqSRNKzsHqxaflWdmpfLfMVmeZ0xmZlYpLkxmZlYpLkxmZlYpLkxm\n",
"ZlYpLkxmVjZfK8+24rPyzMysUjxjMjOzSnFhMjOzSnFhMjOzSmlbmCStl7RQ0jJJn+xNcEkr+p7a\n",
"wMSX1CXpzvTz5n6ON0rSJbm2WZJ6JJ3Sz9gXSHpY0q8lTelPrCbxByTPgSTp3LJzMLPqGVmgz68i\n",
"4kRJI4CVwDW9iD/YZ1YUiR/AyRGxqd+DRbwAfDnXdo6kqQMQ+58lbQBGRcS3+huvQfwByXOAfQr4\n",
"TtlJDDWSBByWfn0ghvgZTJKmRcS0svOw6ihyKK92Das3Ai+92ihNkLRU0mJJp9e1XyypW9JsYFRd\n",
"+4omt4+StCDNaGb3NX6b/Ld5nJLOlnSLpPskXZjaJku6XtKDkqakGcyYunVdTWZpysUeK2lu3e+L\n",
"JO1aMNd8nvdJmpFmrF+ui39jo/gpz6Vpyc9IGuXZLM4227/N9mm2v+rzn17XPgcYm2bjXyiwbYxa\n",
"URo3F2YvzpbxN6ZCNZRdWnYCVjER0XIB1gN3A/cAf5jaBNwL7ArsACwCdgLeDCxN63cDeuridDe5\n",
"/QvgTbkxex2/Rf5dwJ3AQuDiuvaR6efOwH3p9mTgi8Bngc8DU4E/y8XrbjDGpcApubafAW8A3g5c\n",
"2y7PuvGn5NoeB96UtsMDufi7AW8Drklte6Xts0Na7gD2LZBnPk6z7d9w+zTr3yr/ZtvSS6PnRURv\n",
"l7Jz7t3jY0jl62Xwl0KH8oATgcXAutS2NzAamJfelHYH9iObVd0TEQFskLSmLk6j2cDewNMR8Wxu\n",
"VV/iN9PsUN5xkk4FNgK71LU/nX6+AOxDscOdjXwfmAQcBFzbxxhQt30k1T+GG4AzgAPr4h9Itn02\n",
"p/7LgIOBp1rEbxSn2faHxtunWf+eFvlDg+fEcCMNzuHuonEjvA+seoq86SoiNkm6CPg22QxijaSH\n",
"gNMiYsOrHbPvSA5Phxb2Avatj5P6vJ7skzUR8VtJ+0gaHRFP1jr2MX7T/Gn8BnhlRByaDkWdkc+z\n",
"yX16034T8BOy7XdRgTybxVGT2zcBNwNExN+mtseAIyXV9usxwDcK5LlVnBbb/zgabJ9m/dvkD7Cj\n",
"lP3PA4ap3haG1w7lTZmQtcy8HZZPGs7b0DpPkcJUm2v/XNJHJX0sIm4ALgbmSQpgVUScmQrNPGA5\n",
"8Evg+bo43ZK+TjZDqX8RfQq4PhWbZyNiYmrvbfyW+TewWNISskNQzzXoH03u2yzedEmHRMTlABHx\n",
"oqTfAI8UyBFJFwCfBkak9+raCRD14716OyI2SnqSbEZba1sr6SqyQ2kAsyJidZs8t4mTbLP9cznk\n",
"t0+7/vnbAPOB2yT1RMT5WFsREZLOgO6OOfnBLM+XJBpEyk5PPy8i1padi1lVyWflWY7/wHYQSDpe\n",
"0l1Al4uSWWsuSpbnGZOZmVWKZ0xmZlYpLkxmZlYpLkxmZlYpLkxmVipJ08rOwarFJz+YWanS3+35\n",
"ChT2Ks+YzMysUlyYzMysUlyYzMysUlyYzMysUlyYzKxsl5WdgFWLz8ozM7NK8YzJzMwqxYXJzMwq\n",
"xYXJzMwqxYXJzMwqxYXJzErla+VZns/KM7NS+Vp5lucZ0yCR9F5JSyQtkHR+bt0oSZfk2lY0iTNL\n",
"Uo+kUxqs2ybOQJF0oqQ7JP1c0o8GaYxzByOumQ1tnjENEkl3AxMiYn3B/t0RMa7JuqnAPRFx60Dm\n",
"2CKXXYCFwHsiYqOkkRHxyiCMsyIijhrouDa0eMZkeZ4xDZ77gYmStnrBSZosqavBDGk3SddIWi7p\n",
"0ty6bV60zeJIuk/SDEnLJE2va/+KpG5JiyXNlzSmRe5/AiyIiI0A9UUpjbs0LefWta9ocrtZPnOA\n",
"sZIWSvpCi1ysQynzjtrtsvOx6nBhGjx/AbwM3CJpfK0xIuZExAlAfqr6OuCvgKOB90jap1XwFnH2\n",
"AL4GHAv8t7r29wHjgXnANRHxeIvwbwLW5Bsl7QWcB7w7LR+XtG8tpfr02uUTEZOBX0fEiRHxpRa5\n",
"WAfKCtG4uTB7cdYy/kYXJ6sZWXYCnSqyY6TXSboZ6CIrCq2sqc1QJN0LjAZW92HopyPi2RRnU137\n",
"bOAR4EHg6jYxngX+qEH7gWSHFDen+MuAg4GnaDCra5MPLe5jHUbKf4Cq/7UHmDYRmFhfmiL8/Biu\n",
"PGMaJJJq23YEjbdz/kW3n6Q9JI0EjgAebdO/Wbua3H4/cGhEfDAi1jXPHIBlwImSdgeo/QQeA46U\n",
"NDLleQxZsXt1LEmvB3YtkA/Ajv6UPLRJRJGldZRp/YrdPr4NNZ4xDZ4Zkg4nK0oXNViffzGtA64A\n",
"DgWua1A8pks6JCIubxOn2SG1EcB8Sa+QzXDOj4gNjRKPiBcl/Q3wL5K2AJskfSQi1kq6CliUus6K\n",
"iNqsrlvS14GNLXLI5zofuE1ST0Scjw05fZ3VvHYob8qErGXm7bB8UvhsLMNn5Q0LacYzFfhcRGxJ\n",
"p39/NSK6S07NhrE0Wz4s/fqAi5LVeMY0PLwEvAW4Q1IA812UrGypEN1fdh5WPZ4xmZlZpfjkBzMr\n",
"la+VZ3meMZlZqXzlB8vzjMnMzCrFhcnMzCrFhcnMzCrFhcnMzCrFhcnMynZZ2QlYtfisPDMzqxTP\n",
"mMzMrFJcmMzMrFJcmMzMrFJcmMzMrFJcmMysVL5WnuX5rDwzK5WvlWd5njGZmVmluDCZmVmluDCZ\n",
"mVml9KkwSTpA0jpJu6bfuyS9fmBTGziSJkhaKekngzzOit70KdK/j3mMknTJIMWu9L42s6GvPzOm\n",
"AD5Zd7vKTgPOi4gPDPI4RbZDNLk9cElEvBARXx6M2FR/X9vQ42vl2Vb6U5i6gFMl7QC8ekaNpMmS\n",
"lqbl3Lr2+yTNkLRMUts3TUkPS7pG0nJJf5eLPzN9cr8jjd9q3B8BHwC+KemGAnk2nNHk8p9e136x\n",
"pG5Js4FRBbabGt1Os7qlkhZLOr2u/WxJt6TxLyy4Hbrys7EW+X8l5b9Y0nxJY3qRf338ZttziqR7\n",
"JN1VpN2Gn4iYVnYOQ40y70hL553RGBG9XoADgJuAKcAkYCHwemAvYCmwQ1ruAPZN93kceFNqf6DA\n",
"GD3ArmTFcynwB6l9MvBjYERd36bjpvWzgD8s0h/orutXf3ub/IE3pzgCdgN6Cjyu9Wl7dQGPpzYB\n",
"96bHuwOwCNgprRuZfu4M3FcXZ5vtkBunO/d7w+0P/CKNfxFwRoH8u4DX59pabc+FwB4N4jRs9+LF\n",
"S+sle72O+yHMXp8t4+eS/vSnU5aR9F0A3wVuqWs7ELgnIjYDSFoGHAw8BTwdEc+m9k21O0iaDPx5\n",
"indFRPw0rfptRGxMfX4BjAGeSevmR8SWguOmHbmVVv2bffpolP+YFCeADZLWNLlvvV9FxIkpTndq\n",
"2xsYDcxL4+8O7EdWnI+TdCqwEdglFyu/HVppuP2B2cAjwIPA1QXiNDqU12p7ngWcJ2lP4JaIWJLu\n",
"06zdbFiRent4PN998kRgYm/mTRFN3+cqoT+FiYjYlIrG+anpMeBISbW4xwDfSLcbHsKKiDnAnAbh\n",
"95W0B9kM44+BqS1SaTVub/sLIH3Bv2ujnOtuPwYcnqbSewH7thizaZyIWCPpIeC0iNiQ639lRBya\n",
"DrGdUSB+o3Eajpu8Hzg0In7Xx7jQYntGxCrgHyTtTDarOqJVu1nV9b6QVM9AP4aBLnT9KkzJN4HP\n",
"AETEWklXkR2KApgVEavT7d5+6f88cAXwduD6iFjXrGObcbcZr03/bklfJ5uhNMs5UpzfSpoHLAd+\n",
"mXJup1nMi4F5kgJYFRFnpvbFkpaQHep7rkD8RrFbjTsCmC/pFbIZzvkNimM+zvWStgARERNbbU9J\n",
"/wi8k+xQ5z/VgjRrN6u6smcb2QfhcXNhyoSsZebtsHxSOnLTESp7SSJJKyLiqLLz6GSSdiebiX4u\n",
"IrakE0W+GhHdbe5qNmAkTQufANEr6SjNYenXBzqpKEG1C1N3RIwrO49Olg6j/YDsO64g+87qS+Vm\n",
"ZcONfK08y6lsYTKz4cGFyfJ8SSIzM6sUFyYzM6sUFyYzM6sUFyYzK5uvlWdb8ckPZmZWKZ4xmZlZ\n",
"pbgwmZlZpbgwmZlZpbgwmZlZpbgwmVmpJE0rOwerFp+VZ2al8iWJLM8zJjMzqxQXJjMzqxQXJjMz\n",
"qxQXJjMzqxQXJjMrm6+VZ1vxWXlmZlYpnjGZmVmllFqYJB0gabOk0ZJ2kbRe0nEF7ndug7YVg5Nl\n",
"e5JGSbqkQXu/86zvn7v9XklLJC2QdH6BOOslLZT0Y0n7F8m/SZxZknokndKbx2FmVtTIshMAHgQm\n",
"AU8AjxW8z6eA7+TaSjsmGREvAF9usGog8owmt78ITIiI9QXj/CoiTpR0OPA94PhXgzbPf9tkIs6R\n",
"NLXgmGbWgCQBh6VfHwh/p7KVKhzKewQ4BDgJWFBrlDRZ0tK0nFvXPgcYmz79f6Euzs6SZkhaJml6\n",
"Xf8JKcZiSafn4s+U1CXpDkk7NEtQ0lmSzqr7/URJl9bF6crPhArmWaQYqMnt+4GJ6QlehAAiYiXw\n",
"pKSxbfJ/WNI1kpZL+rsWOdX61++vT9a1XS/pQUlTUswxad3Zkm6RdJ+kCws+BrMhL3vNjpsLsxdn\n",
"y/gbe/E6HhZKPflB0gHADGA+sA+wK/BT4Jfp57tS1wXAxyLiqXS/7ogYl4v1BHAEsBa4NyIOSzt7\n",
"JXAs8BLQBbwnIl6WNBn4APChiNjSJs+jgRNTHrsD+wK/i4gf1PVplFOhPNuMvR64h6wYHBQRtTd2\n",
"AWcBHwa+HBHL28R5NRdJXwF+FhFdzXKV1AMcCmwC7gJOj4hn0rpLgRURcWv6fS9gHvDudPefAx8H\n",
"3gscBDxPNjt/XXrM/yJpZES8ImlnoDsi/qhV/ta5JE2LiGll59EXUplHarb9gNgpqnAoLyLiagBJ\n",
"X09tB5K98W1O7cuAg4Gn0vpGO2R1RDyb+m9KbXsDo8neNEVWVPYDetL6+e2KUvLvwJ8DnwF2ICuc\n",
"8wrcr2ierfwqIk5M/btrjWnqf52km8kK7vgCsWr2B1a16fPbiNiYxv0/wBjgmSZ9DwTuqdtfy8n2\n",
"F8DT6efKakgTAAAHYUlEQVQLZB8+as+54ySdCmwEdulF7tZ5LgWm9SdAmQWiLGU/5sEsjFU4lNfo\n",
"wT0GHClppKSRwDFkh/xqdmww9d3mkFdErAEeAk6LiBMi4o8ioodeioi1wDiy78P+BTibrFi1exyF\n",
"8myjYX9JtX03gmL7Uel+7wBGR8QjjdbX2VfSHukQ5x8Dj7bon99ff8Jr+0t1S70rI+KzbPsdnFmv\n",
"RaChsoBGwPibYM76bDn6h6ARZefV+8cxeCoxY8rfjoi1kq4CFqX2WRGxuq7ffOA2ST0RcX6zOMnF\n",
"wDxJAayKiDP7mOcLwNVkh6U+3+Ckg0afXnqTZzPN+s9IJzKMAC4qEGespIXAeuATbcaB7HFeAbwd\n",
"uD4i1uXWT5d0SERc3mB/XRsRq1NNrsWN3BiLJS0B7gWeK5C/WUeIiJB0BnT75Icm/Ae21pCkFRFx\n",
"VNl5WOeT/+2F5VThUJ5Vkz+xmFkpXJisofzZhGaDyNfKs634UJ6ZmVWKZ0xmZlYpLkxmZlYpLkxm\n",
"ZlYpLkxmZlYpLkxmVipJ08rOwarFZ+WZWan8B7aW5xmTmZlViguTmZlViguTmZlViguTmZlViguT\n",
"mZXN18qzrfisPDMzqxTPmMzMrFJcmMzMrFJcmMzMrFJcmMzMrFIqXZgkzZF0Y4v1K4q0Sxol6ZIG\n",
"/c5tcv+G/QeCpFmSeiSdUrD/ekkLJf1Y0v4DnWezbdgsfqv8e7udzcDXyrNtVfasPEkjgW5gM3BM\n",
"RPy+QZ/uRv8CvFl7g34rIuKoAUm4FyRNBe6JiFsL9O2OiHGSDgf+V0QcP8C5FNpWufsUzj/1L2U7\n",
"FyFJwGHp1weiqi+IDuZr5VlelWdMJwB3A0uA99UaJV0sqVvSbGBUgfbJkroazKLmAGPTbOQLBfpP\n",
"lrQ0LefWtd8naYakZZKm17WfLemWtP7C3GPrzYtQABGxEnhS0tg2eU6RdI+ku3J5NstnN0nXSFpe\n",
"/8m1Wfxm+fdmO0saK2luXZ9FknbtxTYZEFlRGjcXZi/OlvE3pkJlZmWKiEouwEzgvwInA7NS25uB\n",
"pWRvjLsBPa3ac/G6i7Q1WgfsleLvkJY7gH3TuseBN6X2B+ruMzL93Bm4Lxf7UuCUgtuhPo+vACe0\n",
"egzAQmCPBnEa5gP0ALumbXcXsE+B7dY0/6LbGfgZ8Abg7cC1A//8iRispezXRqct2dtQ+Xl4qc4y\n",
"sreFbHtIn1rfD+xN9oZ5tKQRwBiyQ0gBbJC0Jt2lWXvboQr2OzDF35zyWwYcDDwFPB0Rz6b2TXX3\n",
"OU7SqcBGYJeC47SzP7CqTZ+zgPMk7QncEhFL2uSzJiI2Aki6FxgNrB6gfGsabefvA5OAg4Brm95R\n",
"VO7Q2mDmFNGr2bRZR6pkYQKOBe6MiMmQfeEO/ClwP3B4Klx7Afum/o81aa/X6AW/o9IB7jb9HwOO\n",
"TN97ARwDfKNBv/rbV0bEoZLGAGcUzKcRAUh6BzA6Ih5pFSciVgH/IGlnslneEW3y2U/SHsCG1Hdq\n",
"wTx7095oO98E/ITse86LmsQa1Dfq1w7lTZmQtcy8HZZPavJ8MLPtpKqF6XTghrrfbwBOj4iFkuYB\n",
"y4FfAs8DRMRvG7XnNHqzmQ/cJqknIs5v1j8i1kq6CliUmmZFxOp8v9ztxZKWAPcCzzUYe7qkQyLi\n",
"8gbr6o2VtBBYD3yiwfqtHpekfwTeSXZI858K5LMOuAI4FLguIta1il8g/0LbOSJelPQbIF9ot5uI\n",
"CElnQLdPfiiXr5VnW6nsWXnW+STdDJwXEWvLzsXMqqPKZ+VZh5J0vKS7gC4XJTPL84zJzMwqxTMm\n",
"MzOrFBcmMzOrFBcmMyuVr5Vnef6OycxK5WvlWZ5nTGZmVikuTGZmVikuTGZmVikuTGZmVik++cEq\n",
"bcGCBX6CmnWAk046qfAJLi5MZmZWKT6UZ2ZmleLCZGZmleLCZGZmleLCZGZmleLCZJUk6V2SuiV9\n",
"Ldd+kqS7JC2SdGJZ+Q02Sd+VdLekhZIa/efijjBc9mfNcNivjV67vd3PVf3X6mY7A9OBY2oNkgR8\n",
"ETgJEPBvwMJSsht8AUyMiCfKTmSwDLP9WdPx+5Xca7cv+9kzJqukiFgArMs1Hwz8OiJeiohNwKOS\n",
"3rr9s9suROe/PofT/qzp+P3a4LXb6/3sGZOVStJ7gc+TfZJU+vnXEfFAg+57Af8h6YrU9z9S26Pb\n",
"Kd0B1+zxAxuAGyStBT4TEf+3vCwHTcftzwKGw37N6/V+dmGyUkXEfGB+we5rgf8EnE/2BJ+Z2oas\n",
"Fo//LwEkvROYAXxwe+a1nXTc/mwnIobDfs3r9X7u6CmldYT6y5g8SnZYoNb+1ojo5E/XAC8Bvy87\n",
"iUEyHPdnTSfv15raa7fX+9kzJqskSRcB7wf+QNIbIuK8iNgi6TLg52SHvC4rNclBJOlGYB+yQz8X\n",
"lJzOoBhO+7NmOOzXRq9dSV+kF/vZ18ozM7NK8aE8MzOrFBcmMzOrFBcmMzOrFBcmMzOrFBcmMzOr\n",
"FBcmMzOrFBcmMzOrFBcmMzOrlP8PtygYLnUuq30AAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10d9e1a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_articulation.beta], \n",
" custom_labels=labels, rhat=False, main='Articulation', x_range=(-10,10))"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAakAAAEgCAYAAAAOk4xLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAFkhJREFUeJzt3HuwZWV95vHv09zCJaABA3KzmiipVAanGKU7FlgoLbam\n",
"iBhjGlNemCHDNRdDRocwoTRqZErARIyTNqMTG5ISEcZIOgOkmKaVe3djAU1BNESagCjQMqAtctHw\n",
"mz/WOrjd7HPOPqdvL+d8P1W7eu/3fdd637X22uvZ79qrT6oKSZJatGB7D0CSpMkYUpKkZhlSkqRm\n",
"GVKSpGYZUpKkZhlSkqRmGVLa4pIsSPLfk2xI8p0kn0uy61CbE5P8IMn9SR7o/927r0uSv+nLb0yy\n",
"X1/+Z0n+cIZjeUmSFUke6vu4K8l/23JbO2m/f5PkA5PUfTrJW0aUb0hyzBTr3LnfJ99O8mySrfb5\n",
"TXLNQD/3J/mLWa7ng0ku3tLj29KSXNHv2x9N9R5o29txew9Ac9J7gSOBw4Angc8CnwBOHWr3xao6\n",
"acTyS4EDquqgJH8CvDfJRcAS4D/McCz/ANwBHFJVP0zys8DBM1zHFlVVp81yuWeAg5K8DLh3y47q\n",
"eX0dO9DPy2qO/4fKqjoeIMlW3a+aOWdS2hpeB1xWVT+oqn8DzgTemWSfoXaZZPkfAzv0M4Wd+9cX\n",
"Au/v1zeWJL8KHAicVlU/BKiqTVV111C7z/Uzv7/oZw3fSvLLA/VJ8kdJ7ulnO8uT7DK0jhP6+vv7\n",
"mcMeI8bztf7b+lNJRoUzwGFJvpLk4STXJ3nFuNs70M9JSf4pyb8muTTJz810HcOrHNHH6iTv7/fd\n",
"fUm+meTooTZfo3vvf31gtrz/UJvjktze112d5OCh+pf1s7nXJrktyYNJPjtQ/1dJPjm0zCVJPjLw\n",
"+sVJ/ryfRX8nyR1Jjhp3WwfWc1KSO/ux/muS90/WVltQVfnwsUUfwDnA9cDe/etFwGPA6wfa/FZf\n",
"tgH4KnD00Dr+B/BN4CrgFODLsxjHB4C/G6Pd54CHgZP71z87VH8mcCewH91J7K+BTw3U/xLdjPHo\n",
"/vVrgEeBD0zS32rgpBHlG/rtfVH/+uPA10a0exnwb8CCEXW/DjwIHNq//hDwD7N8H6fqZzVwN3B4\n",
"//rDwHUj2n0QuHiS9b8K+D7wK/3rk4A7RozhWeBqYN/h9wd4NfAIsGP/ek/gB8DBA212AY4FMrBP\n",
"7ppkTBuAY0aUv7x/j39poGyPbfF5mu8PZ1LaGs4FVgHXJfln4DTgaeDnJxpU1SV0J9KFdCeNLydZ\n",
"OFD/O1X1C8Bb6S4fnjmLcRwAbBqz7WVV9Zm+7+FlTgE+UlUPVXd2+mPgtwfqfxNYWVVf7Ze/Gbhy\n",
"FuMFOL+qHu+ffwD49/1lt3GdAlxYVf/cv/4I8LokL53leKZyQVXd1j+/jplfRv3PwN9W1S0AVfXX\n",
"wC5JfmWoXQHvrKqH+3bPvT9VdStdKB/XF50A3FBV9w+0ebqqrunfO4DLgUNnONbvAU8Bb5yYDVbV\n",
"D2a4Ds2CIaUtrqqerao/qapfrqpD6U5Ge9LNVgbbbez/vZbuJHfc81YG7wO+BJyW5OYkX0zyojGH\n",
"8n0GgnEa/2+KuoOAjye5t//N4ibghwMn/v3ovoFvUVX1BN1s8yUzWOwg4MyBsd5DNwPY2r/D/YiZ\n",
"n08OAn5zYqxJNgA/15cPe2yK9XwW+I/98/cAnxms7C/XnpnkuiTX083SF8zkxpP+WF1EN7Nb3V+6\n",
"XTLu8po9Q0rbwlvovoXeMkWbnfo2z0lyIPBOYA1wRFW9hu4S0x+M2e8a4Igku814xD/tm8CJVXVI\n",
"/1hYVXtX1Xf6+m8BC4eW2WGWfT13M1O6ux1fDNw/efORY/3jobG+pKrWzHI8W9O9wPKhsf58VV02\n",
"w/X8Ld1s8TV0l+WuGKr/XeA3gLdX1WvpgmzGquqeqvrDqvpFutn/yuHfJrXlGVLa4pLsnmSv/vkh\n",
"wHl0v888NdDm4IlvskmOBV4JfHloVefTnQyGb5bYlfFcAXwb+Kske/Z97Z1k1IxtKn8OfCLJLw6M\n",
"f6+B+kuBX02yuK9bRhfMs/GxJPsm2ZFuv11dVY+MaDfZD/yfAD6YZNHAWMedeY7qY9IbCcb0GN3N\n",
"IDsl2WHosuNfAqcmWfpch6PHOuUYqup7wN8DlwAXVdWPh5ocBDwEbOxv3jm/L99pJhsyeDma7oae\n",
"p3n+saktzJDS1vDvgDuSfAv4R+CTVfWpoTb/BfhWkvuA/wq8ceLyH0B/99V+VXVpv46HkjwAvAn4\n",
"JGOoqh/R3bb+LHBPv/z1dD/Y/1TTadazgi4wvtDf1XUv8NGB+m8Cv0f3u9r9wNFM/ZvUZP0V8Hm6\n",
"sH4YOITuN6bJ2t6X5Pahsa7ul7mwvwvtXmDFVNs3SpJrgBsH+hn+f1Lj3pL+eeCHwAN0N5+8dWCs\n",
"Xwd+DTir368b6GYnO8+ir8/QhdH/GlH3cbpLpt8G/g/wP+nC5YARbQu4pN93z91Z2X/JuWziLkXg\n",
"d4A3jQhEbWETd7tIktQcZ1KSpGYZUpKkZhlSkqRmGVKSpGb5B2Z7q1at8g4SSdqOlixZ8vy/E+nd\n",
"fZKkVnm5T5LULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENK\n",
"ktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLU\n",
"LENKktQsQ0qS1KyxQirJsUluTLIqyelDdSfPpuMk62az3Gz6TXJUkrVJztucPiVJ29a4M6kPA2+u\n",
"qiVVtXyo7pRZ9l2zXG42/e4CnLuZ/UmStrFxQ2o9sCxJBguTXAQcmuTaJOcMlK+b5PnZ/YxmBbDH\n",
"QPnSJDcluSHJ2wbK70hyQZJbkpw7UD6y38lU1SrgsTG3VdJmSueV/SPTLyGNNm5InQY8A1yRZPFE\n",
"YVWdCHyjqo6pqj8daF/Dz5PsB/wasBj4PWDXvjzAx4BjgaOBP0iyc7/si4HzgCP7ZafrV9J21n2m\n",
"F10KK27oHou/YFBptnYcp1FVFXBxksuB1XRBM2HUwTeq7GDg1n5dm5Js7Mv3AQ4EVvbL7QUcAGwA\n",
"HqqqRwCSPDlGH9K8kGz25fKtaHhoJy4Dlr0QYqrK80prxgqpJAuq6lm6mdfw7GunJOnD57lF+uV2\n",
"A3bvy+4FDu+/Ue0N7A9QVRuT3A0cX1Wbhrue5Plk/U67KTNoq+2g7ZOv5jqPv82zNUJ+rJACLkhy\n",
"OF1AnTVUdw1wVZINVTVx59/aJOcDT9B/raqq7yZZCawB7gIeH1jH2cDKJAU8WFXv6sufd9lwmn5H\n",
"SnIW8GZg3yR7VtWpY2yztgO/yb7w/eRy3xlLu5LlV8Oad8zwC6UEQDxuJG1p/RWTw/qXdxpQmi1D\n",
"SpLULP/ihCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaU\n",
"JKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSp\n",
"WYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmG\n",
"lCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQk\n",
"qVmGlCSpWYaUJKlZhpQkqVmGlCSpWYaUJKlZhpQkqVmGlCSpWWOFVJJjk9yYZFWS04fqTp5Nx0nW\n",
"zWa52fSb5NNJVif5SpKFm9OvJGnbSVVN3yi5GVhaVd8fUbeuqo6YccfJ2qpaNNPlNqffJK8HllXV\n",
"6dM2liRtd+Ne7lsPLEuSwcIkFwGHJrk2yTkD5esmeX52krVJVgB7DJQvTXJTkhuSvG2g/I4kFyS5\n",
"Jcm50/U7hk3A0zNoL20T6byyf2T6JaT5YdyZVIB3A28HPlpVawbqnjcjGiybeJ5kP+BLwJF0AbW+\n",
"qhb2676tL38KWA28oaqeSXI/8GrgUeD2qjpsqn7H2I7lwIVV9fWZLCdtTd1nYNGlcMabupLlV8Ga\n",
"d9Q4H05pjttxnEb9h+XiJJfThcjigepR3/pGlR0M3Nqva1OSjX35PsCBwMp+ub2AA4ANwENV9QhA\n",
"kifH6GNSSY4DvmFAzT8JjZ/sh4d34jJgWcvzqaqZff6k2RorpJIsqKpn6S4PDl8i3ClJhr71pV9u\n",
"N2D3vuxe4PB+5rQ3sD9AVW1McjdwfFVtGu56kueT9TvZ+F8FvK6q3jdd2xeC9k+6mus8BjePIT++\n",
"sUIKuCDJ4XQBddZQ3TXAVUk2DNyQsDbJ+cAT9F8Tq+q7SVYCa4C7gMcH1nE2sDJJAQ9W1bv68sEP\n",
"wvCHYlS/k7kMeCDJarrLjO+dboNb5gE+twxc7lvalSy/2st9Umes36QkbV39FYaJ31zvNKCkjiEl\n",
"SWqWf3FCktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS\n",
"1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQs\n",
"Q0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENK\n",
"ktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLU\n",
"LENKktQsQ0qS1CxDSpLULENKktQsQ0qS1CxDSpLULENKktQsQ0qS1KyxQirJsUluTLIqyelDdSfP\n",
"puMk62az3Gz6TfKnSa5Nck2ShZvTryRp20lVTd8ouRlYWlXfH1G3rqqOmHHHydqqWjTT5Tan3yRH\n",
"Au+pqlNn26/mriQBDutf3lnjfDgkbVXjXu5bDyzrP8TPSXIRcGg/SzlnoHzdJM/PTrI2yQpgj4Hy\n",
"pUluSnJDkrcNlN+R5IIktyQ5d7p+x7AY+KcZtNc80R3biy6FFTd0j8VfGD7eJW17486kArwbeDvw\n",
"0apaM1D3vBnRYNnE8yT7AV8CjqQLqPVVtbBf9219+VPAauANVfVMkvuBVwOPArdX1WFT9TvNNnwV\n",
"eClwVFU9Mu5y2nISnJlsQVUYoprzdhynUX/Z4+Ikl9OFyOKB6lEflFFlBwO39uvalGRjX74PcCCw\n",
"sl9uL+AAYAPw0ESgJHlyjD6m2oajkxwBXAy8aSbLjsMTsLY1j7nNZ9C3b6yQSrKgqp6luzw4fIlw\n",
"pyQZun6ffrndgN37snuBw/uZ097A/gBVtTHJ3cDxVbVpuOtJnk/W73Qehq3zwfZgf2H7yeW+M5Z2\n",
"JcuvhjXv8HcpafsaK6SAC5IcThdQZw3VXQNclWRDVU3c+bc2yfnAE/ShUFXfTbISWAPcBTw+sI6z\n",
"gZVJCniwqt7Vlw+eIIZPFqP6HSnJpXQztieB351+czXfVFUlOQHWeuOE1JCxfpOSJGl78D/zSpKa\n",
"ZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVI\n",
"SZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmS\n",
"mmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkppl\n",
"SEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJ\n",
"kpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpo1bUglOTbJjUlWJTl9qO7k2XSaZN1slptt\n",
"v0l2TnJfkjM2p19J0rY1zkzqw8Cbq2pJVS0fqjtllv3WLJebbb+nAV/bzD6l5qTzyv6R7T0eaUsb\n",
"J6TWA8uGPwBJLgIOTXJtknMGytdN8vzsJGuTrAD2GChfmuSmJDckedtA+R1JLkhyS5Jzp+t3Mkl2\n",
"Bd4IXDHGtkovGN1nctGlsOKG7rH4CwaV5ppUTT2p6Q/6dwNvBz5aVWsG6tZW1aKh9s+VTTxPsh/w\n",
"JeBIuoBaX1UL+3Xf1pc/BawG3lBVzyS5H3g18Chwe1UdNlW/U4z/LOAOYF9g96r6y3GWkwCSzZ71\n",
"q1eFAaoZ23G6BtWl2MVJLqcLkcUD1aMOulFlBwO39uvalGRjX74PcCCwsl9uL+AAYAPwUFU9ApDk\n",
"yTH6eP5Akj2B11bVx5KcOO5yc5UnXG1PHn+bZ76G/LQhlWRBVT1Ld2lw+PLgTklSPz0dS7/cbsDu\n",
"fdm9wOH9zGlvYH+AqtqY5G7g+KraNNz1JM8n63eUo4BdknweOATYIcnqqrp7muXmpPl6kM9VP7nc\n",
"d8bSrmT51bDmHWN8LqQXjGlDCrggyeF0AXXWUN01wFVJNlTVxJ1/a5OcDzxBf4NEVX03yUpgDXAX\n",
"8PjAOs4GViYp4MGqeldfPvhBG/7Qjer3earqSuBKgCTvAfaYrwGluaeqKskJsHbiUvidBpTmmml/\n",
"k5IkaXvxP/NKkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkppl\n",
"SEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKaZUhJ\n",
"kpplSEmSmmVISZKaZUhJkpplSEmSmmVISZKateP2HkArVq1aVdt7DJI0ny1ZsiTDZany3CxJapOX\n",
"+yRJzTKkJEnNMqQkSc0ypCRJzTKkGpdk5yT3JTmjf/2GJNcnuS7JMdt7fNtCkgOSXNtv88f7snm1\n",
"H5L8pyRrktyQ5PV92ZzeB0mOSrI2yXkDZUtGbfNk5S90k+yDTydZneQrSRYOlM/JfUBV+Wj4Afw+\n",
"8L+BM4AANwI/A+wKXLe9x7eN9sElwGsGXs+7/QCsp/tSuSdw03zYB8AS4K3AeVO973N5Xwzvg6G6\n",
"1wPL5/o+cCbVsCS7Am8EruiLXgF8o6qeqqongX9J8vLtNsBtIMkC4OVVdfNA8bzbD3Qh9QbgLcA/\n",
"Mg/2QVWtAh4bKJpsm+fsvhixDwZtAp7un8/ZfeB/5m3b7wOfAvbtX+8NfC/Jn9F9c/peX/Yv22d4\n",
"28RLgJ9J8nd0s4hPAQ8x//bD9cCJdLOpS5ifx8Jk27xgkvK5vC8Afhu4sH8+Z48HQ6pRSfYEXltV\n",
"H0tyIt2B9yjwIuD0/vXyvmwuexR4HPgNuuP1RuAk5tF+SPILwDFVdUL/ejXdF5h5sw96kx3/CyYp\n",
"n7OSHEc3c/p6XzRnzw2GVLuOAnZJ8nngEGAHum/Tr+jrQ3cZ7AX/TWkqVfXjJA8AL62qB5M8Rfft\n",
"cD7thwXAXgBJdqI7Gc2nfTDxp3JGbnN/SXiu74vn/lxQklcBr6uq9w3Uz9njwZBqVFVdCVwJkOQ9\n",
"wB5VtT7Jh4H/CxTwoe04xG3pj4DP9LPLL1bVk/NpP1TVPf0dWzfTnYA+MR/2QZKzgDcD+ybZs6pO\n",
"HbXNVfVskg8Nl88Fo/YBcBnwQD+jXl9V753T+6C/M0SSpOZ4d58kqVmGlCSpWYaUJKlZhpQkqVmG\n",
"lCSpWYaUJKlZhpQkqVmGlCSpWf8f8sT8QaAqM7QAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10d832240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_articulation.predictions], rhat=False, custom_labels=['Student {}'.format(i) for i in range(1,5)])"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"beta:\n",
" \n",
"\tMean SD MC Error 95% HPD interval\n",
"\t------------------------------------------------------------------\n",
"\t-3.511 0.666 0.042 [-4.892 -2.244]\n",
"\t0.903 1.399 0.107 [-1.989 3.376]\n",
"\t2.571 1.533 0.127 [-0.36 5.526]\n",
"\t-3.006 2.355 0.208 [-7.835 0.979]\n",
"\t-4.149 0.653 0.043 [-5.357 -2.845]\n",
"\t-0.025 0.709 0.041 [-1.453 1.301]\n",
"\t6.457 1.514 0.125 [ 3.639 9.264]\n",
"\t5.163 1.88 0.163 [ 1.422 8.984]\n",
"\t-7.967 1.365 0.103 [-10.579 -5.177]\n",
"\t\n",
"\t\n",
"\tPosterior quantiles:\n",
"\t\n",
"\t2.5 25 50 75 97.5\n",
"\t |---------------|===============|===============|---------------|\n",
"\t-4.883 -3.939 -3.494 -3.045 -2.217\n",
"\t-1.891 0.005 0.947 1.851 3.56\n",
"\t-0.292 1.488 2.548 3.624 5.624\n",
"\t-7.558 -4.515 -2.966 -1.584 1.804\n",
"\t-5.366 -4.601 -4.18 -3.674 -2.846\n",
"\t-1.376 -0.482 -0.046 0.423 1.389\n",
"\t3.532 5.371 6.509 7.567 9.192\n",
"\t1.398 3.92 5.215 6.388 8.984\n",
"\t-10.856 -8.796 -7.883 -7.076 -5.407\n",
"\t\n"
]
}
],
"source": [
"M_articulation.beta.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Expressive Vocabulary Model"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" redcap_event_name academic_year hl male _race prim_lang sib \\\n",
"16 initial_assessment_arm_1 2011-2012 1 1 0 0 NaN \n",
"22 initial_assessment_arm_1 2007-2008 0 0 0 0 0 \n",
"27 initial_assessment_arm_1 2011-2012 0 0 0 0 2 \n",
"51 initial_assessment_arm_1 2012-2013 0 0 0 0 2 \n",
"75 initial_assessment_arm_1 2010-2011 0 1 0 0 0 \n",
"\n",
" _mother_ed father_ed premature_age ... test_name test_type \\\n",
"16 6 6 9 ... NaN EVT \n",
"22 6 6 8 ... NaN EOWPVT \n",
"27 6 6 9 ... NaN EVT \n",
"51 6 6 8 ... NaN EVT \n",
"75 3 1 8 ... NaN EVT \n",
"\n",
" academic_year_start deg_hl_below6 int_outside_option mother_hs \\\n",
"16 2011 NaN 0 NaN \n",
"22 2007 0 1 NaN \n",
"27 2011 1 1 NaN \n",
"51 2012 1 1 NaN \n",
"75 2010 0 1 0 \n",
"\n",
" ident_by_3 program_by_6 jcih age_years \n",
"16 False False NaN 4.166667 \n",
"22 False False 0 2.250000 \n",
"27 True False 0 4.833333 \n",
"51 False False 0 4.000000 \n",
"75 False False 0 4.166667 \n",
"\n",
"[5 rows x 80 columns]"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"expressive_vocab_dataset = lsl_dr[(lsl_dr.domain=='Expressive Vocabulary') & \n",
" (lsl_dr.non_english==False)]\n",
"expressive_vocab_dataset.head()"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mean_score = expressive_vocab_dataset.groupby('study_id')['score'].mean()\n",
"expressive_vocab_dataset = expressive_vocab_dataset.drop_duplicates('study_id').set_index('study_id')\n",
"expressive_vocab_dataset['mean_score'] = mean_score"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"age_years 6\n",
"school 0\n",
"score 0\n",
"male 0\n",
"time 61\n",
"family_inv 219\n",
"sib 70\n",
"deg_hl_below6 123\n",
"mother_hs 351\n",
"synd_or_disab 115\n",
"jcih 344\n",
"dtype: int64"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"expressive_vocab_dataset[covs].isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"expressive_vocab_dataset = expressive_vocab_dataset[expressive_vocab_dataset.age.notnull() \n",
" & expressive_vocab_dataset.male.notnull()\n",
" & expressive_vocab_dataset.int_outside_option.notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAmkAAAF/CAYAAAASFl7JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAG7NJREFUeJzt3X+w3WddJ/D3Jw2kkRKiVVst6KUkUndmZ9Hu0BGLtUnF\n",
"wUWEVdQ/gBZYB1oVR2dZfrQ723RbxnakiyNj2XEVxBVWWBc6OsWmTRoSoBa3/qgj29osZIodg0Ot\n",
"adEk2O2zf5xvyu3tvelJes49z+15vWbO5Hyf7znP93Ofufnmned7zvOt1loAAOjLulkXAADAEwlp\n",
"AAAdEtIAADokpAEAdEhIAwDokJAGANChqYW0qjq/qj5XVdctaX9mVR2oqssWtW2vqn1Vtbeqtk2r\n",
"JgCAtWL9FPvekOTdSV6ypP0tSe48tlFVleSqJNuTVJKbk+yeYl0AAN2b2kxaa21XkgcXt1XVxiQv\n",
"S3LjouatSe5prR1prR1Osr+qtkyrLgCAtWCaM2nLeWuS9yU5Y1Hb6UkOVdX1Gc2kHRra9q9ybQAA\n",
"3Vi1kFZVm5K8tLV2bVVdvGjXA0k2J7k0o5B2w9C2rF27drmPFQCwZmzfvr1O5n2rEdKOFXZ+kg1V\n",
"9eEkZyc5par2JLk7o0uex167pbV23Fm0k/1hAQBW01OZXJpaSKuqtyd5eZIzqmpTa+3NSW4a9r0+\n",
"yWmttc8P2zuS3JqkJdkxrZoAANaKqYW01tq1Sa5dYd+HlmzfkuSWadUCALDWWMwWAKBDQhoAQIeE\n",
"NACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAh4Q0AIAOCWkAAB0S0gAAOrR+\n",
"1gUA8NTcce/9Hzz40NGFSfV35qYNB87betYlk+oPODlCGsAad/ChowtX7z5wwaT6u2LbwqS6Ap4C\n",
"lzsBADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAh4Q0AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQ\n",
"kAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLSAAA6JKQBAHRISAMA6JCQBgDQISENAKBDQhoAQIeE\n",
"NACADglpAAAdEtIAADo0tZBWVedX1eeq6rpFbe+vqtuqak9VPX9R+/aq2ldVe6tq27RqAgBYK9ZP\n",
"se8NSd6d5CXHGlprb0mSqrowyX9IcmlVVZKrkmxPUkluTrJ7inUBAHRvajNprbVdSR5cYffDSY4O\n",
"z7cmuae1dqS1djjJ/qraMq26AADWgmnOpB3Pm5L86vD89CSHqur6jGbSDg1t+2dUGwDAzK16SKuq\n",
"V2Q0c3b30PRAks1JLs0opN0wtAEAzK3V+HZnPfak6twkP9hae++i/fszuuR57LVbWmtm0QCAuTa1\n",
"mbSqenuSlyc5o6o2tdbenORjSb5UVbcluau19guttUerakeSW5O0JDumVRMAwFoxtZDWWrs2ybVL\n",
"2s5e4bW3JLllWrUAAKw1FrMFAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA7N6o4DAHPrjnvv/+DBh44u\n",
"TKq/U9bVOZPqC+iHkAawyg4+dHTh6t0HLphUf5dvWzg0qb6AfrjcCQDQISENAKBDQhoAQIeENACA\n",
"DglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAh4Q0AIAOCWkAAB0S0gAAOiSkAQB0\n",
"SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLSAAA6JKQBAHRISAMA6JCQBgDQISENAKBD\n",
"QhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANChqYW0qjq/qj5XVdctatteVfuqam9V\n",
"bXuydgCAebV+in1vSPLuJC9JkqqqJFcl2Z6kktycZPdK7VOsCwCge1ObSWut7Ury4KKmrUnuaa0d\n",
"aa0dTrK/qrYcpx0AYG5NcyZtqdOTHKqq6zOaMTs0tK1boX3/KtYGANCV1QxpDyTZnOTSjMLYDUPb\n",
"uhXaAQDm1mqEtBr+3J/Rpc1jbVtaa/urat1y7atQFwBAt6YW0qrq7UlenuSMqtrUWntzVV2V5NYk\n",
"LcmOJGmtPVpVO5a2AwDMs6mFtNbatUmuXdK2M8nOZV57S5JbplULAMBaYzFbAIAOCWkAAB0S0gAA\n",
"OiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLSAAA6JKQBAHRISAMA6JCQBgDQ\n",
"ISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAh4Q0AIAO\n",
"CWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLSAAA6JKQBAHRI\n",
"SAMA6NCThrSqes5qFAIAwNeNM5P2F1X1W1V13tSrAQAgyXghbUuSP0hyeVX976p6S1WdNuW6AADm\n",
"2pOGtNbaI621j7fWXpnksiTvSHJfVb3nZMNaVb2hqu6oqk9X1YVD20VVta+q9lbVtpPpFwDg6WL9\n",
"k72gqp6Z5NVJ3pDkG5O8O8lHkvxQkt9P8sMncdxfTPKiJKcl+aOq+v4kO5JsT1JJbk6y+yT6BQB4\n",
"WnjSkJZkf5JPJrm8tXbnovb/VVU/d5LHvSvJRUm+NaNAtjXJPa21I0lSVfuraktrbf9J9g8AsKaN\n",
"E9L+RWvtqyvsO9mQti/JxRldbv1IktOTHKqq6zOaSTs0tAlpAE8Dd9x7/wcPPnR0YVL9nblpw4Hz\n",
"tp51yaT6gx49aUg7TkBLa+3zJ3rAqnpBkm2ttZ8atm9L8tYkm5NcmlFIuyHJAyfaNwB9OvjQ0YWr\n",
"dx+4YFL9XbFtYVJdQbfGWSftTcu0newM2rFjPmfo5xkZhbP9GV3yTEYhzaVOAGCujbMExxuWaXvN\n",
"yR6wtXZvkr1VdXtGlz3f21o7nOSqJLdm9Bm1HSfbPwDA08E4n0lbzilP5aCttXdn9C3RxW07k+x8\n",
"Kv0CADxdjBPSvlxVLxtCVKrq1Um+Mt2yAJiVzRvXn3PjnV/YM8k+T1lX50yyP5gH44S0X0xyY1Vd\n",
"mdEM2oYkPzbNogCYnQcPP3LqNRP8kH+SXL5t4dAk+4N5MM63O++rqnOTvHBouqe19uh0ywIAmG9j\n",
"fSZtCGX/Z8q1AAAwGOe2UN+U5FUZLZXxmNba9dMqCgBg3o0zk3Zzkr9K8sUp1wLwlFnZHni6GCek\n",
"fbW1dsm0CwGYBCvbA08X4yxme2dVvfDJXwYAwKSMM5P2r5LcUlV/vrixtfbK6ZQEAMA4Ie3qqVcB\n",
"AMDjjLNO2qdWoxAAAL5unM+kpaoWqurli7afNb2SAAAYZ5201yb52SQbk3xyaP5kkh+YYl0AXXAf\n",
"S2BWxvlM2mVJLshovbRjajrlAPTFfSyBWRnncucjrbWvHduoqtMymlUDAGBKxglpf1xVv5xkU1X9\n",
"aJKbkvzudMsCAJhv44S0d2R0S6gDSV6b5IbW2n+ZZlEAAPNunCU4Hk3yX4cHAACrYKwlOAAAWF3j\n",
"LMHxcJK2tL21tmkqFQEAMNblzmcv3q6qlyQ5d2oVAQBw4pc7W2ufTbJ1CrUAADAY53Ln9y5p+tYk\n",
"502nHAAAkvHuOPCeJdt/n+SdU6gFAIDBOJ9Ju3A1CgGAcU36nqpnbtpw4LytZ10yqf5gEsaZSQOA\n",
"rkz6nqpXbFuYVFcwMeN8Ju22LLMExzGttW0TrQgAgLFm0j6X5B+S7By2XzP8+bGpVAQAwFgh7Xta\n",
"ay9btH1nVe1prb1jWkUBAMy7cdZJe25Vfcuxjap6TpLTp1cSAADjzKRdm+TPq2pXRp9Ne2mS/zTV\n",
"qgAA5tw4S3D8dlXtTPLijELa21prfzf1ygAA5thYS3C01v42yY1TrgUAgMFY9+6sqtdW1Y7heQ03\n",
"WQcAYEqeNKRV1XsyulfnDydJa60luW7KdQEAzLVxZtJe3Fr7+SSHF7WtuLgtAABP3TghbV1Vrc8Q\n",
"zKrqBXE7KQCAqRonbP16kluTPG+49PmaJP9uqlUBAMy5cZbg+N2q+rMk25M8kuSC1toXp14ZAMAc\n",
"G3cJjs8n+fyUawEAYDDOtzufN+mDVtVZVbW7qvYOl1BTVRdV1b6hbdukjwkAsJaMM5P2B0leNOHj\n",
"/kqSy1trtyejtdeS7MjokmoluTnJ7gkfEwCWtXnj+nNuvPMLeybZ55mbNhw4b+tZl0yyT+bLOCHt\n",
"yCQPWFXrkmw5FtAGW5Pc01o7Mrxmf1Vtaa3tn+SxAWA5Dx5+5NRrdh+4YJJ9XrFtYZLdMYfGCWn/\n",
"bbgkec3ixtba35/kMb8lyalV9fEkm5K8L8nBJIeq6vqMZtIOJTk9iZAGAMylcULa5cOf/3ZRW0ty\n",
"9kke84Ek/5Dkx4fjfybJG5NsTnJpRiHthuF1AABzaZwlOJ4/yQO21h6pqi8l+bbW2v1VdSSjGbOt\n",
"w0sqo8uhZtEAgLk1qzsHvCPJb1TVpiQfba0drqqrMlo0t2X0JQIAgLm1Ykirqt9rrf3U8PznW2u/\n",
"NqmDttbuS/IjS9p2Jtk5qWMAAKxlx1sn7dsXPX/1tAsBAODrjhfS2qpVAQDA4xzvM2nPrapfyuiD\n",
"/N8xPH9Ma+36qVYGADDHjhfSfjvJs4fnv7PoOQAAU7ZiSGut+YYlAMCMPOkN1gEAWH1CGgBAh4Q0\n",
"AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOjQ8RazBZi6O+69/4MHHzq6MKn+TllX50yqL4BZEtKAmTr4\n",
"0NGFq3cfuGBS/V2+beHQpPoCmCWXOwEAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4J\n",
"aQAAHRLSAAA6JKQBAHRISAMA6JCQBgDQITdYh07cce/9Hzz40NGFSfZ55qYNB87betYlk+wTgNUh\n",
"pEEnDj50dOHq3QcumGSfV2xbmGR3AKwilzsBADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAhyzB\n",
"AYxtGmu5nbKuzplkfwBPF0IaMLZprOV2+baFQ5PsD+DpwuVOAIAOCWkAAB0S0gAAOjSzkFZVz6yq\n",
"A1V12bB9UVXtq6q9VbVtVnUBAPRgll8ceEuSO5OkqirJjiTbk1SSm5Psnl1pAACzNZOZtKramORl\n",
"SW4cmrYmuae1dqS1djjJ/qraMovaAAB6MKuZtLcmeV+SM4bt05McqqrrM5pJOzS07Z9NeQAAs7Xq\n",
"Ia2qNiV5aWvt2qq6OKNQ9kCSzUkuHbZvGNoAYE3avHH9OTfe+YU9k+rvzE0bDpy39axLJtUf/ZvF\n",
"TNr5STZU1YeTnJ3klCT7MrrkmYxC2pbWmlk0ANasBw8/cuo1E1z8+YptC5PqijVi1UNaa+2mJDcl\n",
"SVW9PslprbW7quqqJLcmaRl9iQAAYG7N9LZQrbUPLXq+M8nOGZYDANANi9kCAHRISAMA6JCQBgDQ\n",
"ISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAh4Q0AIAO\n",
"CWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLSAAA6JKQBAHRI\n",
"SAMA6JCQBgDQISENAKBDQhoAQIeENACADglpAAAdEtIAADq0ftYFANOzeeP6c2688wt7JtXfKevq\n",
"nEn1BcDxCWnwNPbg4UdOvWb3gQsm1d/l2xYOTaovAI7P5U4AgA4JaQAAHRLSAAA6JKQBAHRISAMA\n",
"6JBvdwLAGjDpJXWS5MxNGw6ct/WsSybZJ5Oz6iGtqt6f5IVJKskbWmtfrKrtSa5M0pJc2Vrbvdp1\n",
"AUDPJr2kTpJcsW1hkt0xYase0lprb0mSqrowyduq6meTXJVke0bB7eYkQhoAMNdm+Zm0h5N8LcnW\n",
"JPe01o601g4n2V9VW2ZYFwDAzM3yM2lvSvKrSU5Pcqiqrs9oJu3Q0LZ/hrUBAMzUTEJaVb0io9mz\n",
"u6vqu5JsTnJpRiHthiQPzKIuAIBerPrlzqo6N8kPttbeOzTtz+iSZzIKaVtaa2bRAIC5NouZtI8l\n",
"+VJV3ZbkrtbaL1TVVUluzejbnTtmUBMAQFdm8e3Os5dp25lk52rXAgDQK3ccAADokJAGANAhIQ0A\n",
"oENCGgBAh4Q0AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAA\n",
"HRLSAAA6tH7WBQAAs7F54/pzbrzzC3sm1d+ZmzYcOG/rWZdMqr95J6QBwJx68PAjp16z+8AFk+rv\n",
"im0Lk+qKuNwJANAlIQ0AoENCGgBAh4Q0AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCg\n",
"Q0IaAECHhDQAgA4JaQAAHRLSAAA6JKQBAHRISAMA6JCQBgDQofWzLgDWqjvuvf+DBx86ujCp/k5Z\n",
"V+dMqi8A1j4hDU7SwYeOLly9+8AFk+rv8m0LhybVFwBrn8udAAAdMpO2Bkz6slqSnPnsZz734MNf\n",
"+5uJ9bdpw4Hztp51yaT6A2Dt2bxx/Tk33vmFPZPqb97/bRHS1oBJX1ZLRpfWrtl94AWT6u+KbQuT\n",
"6gqANerBw4+ces0E/72a939bhDTmhg/6A7CWdBXSqmp7kiuTtCRXttZ2z7Yink580B+AtaSbkFZV\n",
"leSqJNuTVJKbkywb0n7vjv1/MqnjPv+bNt7/4q1nvWpS/c2riX8OYcKfmUvMfAGwtnQT0pJsTXJP\n",
"a+1IklTV/qra0lrbv/SFv7L3vn89qYO+68KFw5Pqa55N+nMIk/7M3LE+J9kfAExTTyHt9CSHqur6\n",
"jGbSDg1tTwhpr/veMyc2w/LtmzY8Y1J9AQBMSrXWZl1DkqSqvivJO5NcmlFIuyHJ1Utn0nbt2tVH\n",
"wQAAY9i+fXudzPt6CmnrkuxNclFGi+zubK2dP9uqAABmo5vLna21R6tqR5JbM/p2544ZlwQAMDPd\n",
"zKQBAPB17t0JANAhIQ0AoENrKqRV1faq2ldVe6tq26zrmZWqen9V3VZVe6rq+UObsUlSVc+sqgNV\n",
"ddmwfdG8j0tVnVVVu4cxeM/QZlyq3lBVd1TVp6vqwqFt7salqs6vqs9V1XWL2pY9n8zTeWaFcXnC\n",
"uXdon4txWW5MhvbHnXeHtrkYk2TF35UnnHeH9hMbl9bamnhktCzHZ5KcmmRjkr2zrmnWjyQXJvl1\n",
"Y/O4MXlrkt9PcplxeWxMPpLk+xZtG5fRONyV0X9UNyX57LyOS0Z3eXlVkuuO9/sxb+OzdFyW7Lsw\n",
"yQ3zNi4rjcni8+68jclK47L0vHuy47KWZtIeuyNBa+1wkv1VtWXWRc3Yw0m+FmOTJKmqjUleluTG\n",
"oWnux2VY2mZLa+32Rc1zPy6DuzJa8ueVGd2Gbi7HpbW2K8mDi5pWGoe5Gp9lxmWxh5McHZ7Pzbgs\n",
"NybLnHeTORqT5InjssJ5NzmJcelmCY4xjH1HgjnypiS/GmNzzFuTvC/JGcO2cUm+JcmpVfXxjGaM\n",
"3pfkYIxLkuxLcnFGs2kfid+XY1Yah3UrtM/b+CRfP/cmfm+WnncTY7L0vPtrrbVP5CTGZS2FtAeS\n",
"bM7j70jwwEwrmqGqekVGifzu4W4Ncz02VbUpyUtba9dW1cUZjYPfmdHP+w9Jfjyjv++fSfLGzPm4\n",
"VNULkmxrrf3UsH1bRv/YzPW4DFb6e7Nuhfa5svjcOzTN7XlmmfPuMXM7JoMnnHer6uacxLispZC2\n",
"P6OpwmT0wy178/V5UFXnJvnB1tq/H5qMTXJ+kg1V9eEkZyc5JaOZkrkel9baI1X1pSTf1lq7v6qO\n",
"xO9LMgocz0mSqnpGRifOeR+XY7etWXYchks48zg+j93OZ5lzbzKfvzfHxuQJ592q2pPk7szfmCTD\n",
"uKxw3k1O4ndlzYS05o4Ei30syZeG//3f1Vr7haq6KnM8Nq21m5LclCRV9fokp7XW7pr3cRm8I8lv\n",
"DP/r/Whr7fC8j0tr7d7h21W3Z3SyfO+8jktVvT3Jy5OcUVWbWmtvXm4c5u0cvNy4ZJlz7zyNywpj\n",
"svS8+/lhey7GJFlxXBafdz82fAbthMfFHQcAADq0lr7dCQAwN4Q0AIAOCWkAAB0S0gAAOiSkAQB0\n",
"SEgDAOiQkAacsKr6hqr6UFXdXlX7qurnlux/TlVdOuUaHp5Cn+cOa2CN+/p3VtXnhjXXfmvS9QDz\n",
"bc0sZgt05W1J7mutvX6F/d+Y5LKMbnsyLdNa5HGsfqvqgiQ/3Fp78ZTqAOacmTTgZFRGt1J64o6q\n",
"70vy0SQLwwzTx5fsv7Kqbq6qP62qP6yqDYv2PVxVP1NVf1RVfz30dWzf91bVnVV1W1VdncffrufZ\n",
"VfWBqtpZVXdX1TVLjvmBqnpXVX1qmPn6iUX7Lq6qv6qqnUl+8gTHYGNVPWuFcbhgqHVfVX2mql60\n",
"aN/2oW3fMAbfsWjfd1bVX1bVVVV1R1Xdumjfuqq6bhjXz1bVa5cc85eG9+ytqk+ewM8C9Ki15uHh\n",
"4XFCjyTPSvI7Se5M8rpl9n9nRrfNWe6937zo+SeS/PSi7X9O8mPD80uSfGjRvr/M6L6JyeiegV9b\n",
"0u83DX9uTHJ/RvfNO7bvA0luy+i2NYvf8+1J/uZYTUnemWT3CYzDu5LcM/z5rCU//71JnrfMe05P\n",
"8sVj9SV5VZK9S957JMlPLPPeNyf55eH5M5PcnmRh2H5Okr9Lsn7Wvx8eHh6TeZhJA05Ya+0fW2uv\n",
"S/LqJD9aVb95Am9/cJhl+pkk35Dk2xbtO9xau3F4/sUMs3VVtTnJptbanuH4n84oyCz2z1X1b5K8\n",
"cdh35pL9v9Za++qSthcn2dVa+8qwvfMEfo601t6d5Nwkz0jymao6ddj1Ixndr+9Ly7zt+5J8urX2\n",
"t0Mfn0hy9pIZub9urf3PZd77siQ/NHxu7uaMAul3D/0cyug+ijdV1c9V1TefyM8C9EdIA05aa+2+\n",
"JD+d5JVV9aSfca2qb0jyx0l+IMn/TbI/iy5bHsf/e5J+/2WSTyd5XpI/T/KVE+h3nNetqLX21dba\n",
"jiT3JXnJol3HG4+l597KeJ+FeyTJla21C4fHi1prj13WbK1dkuR1w+vuqKqFMfoEOiWkASdsCFvH\n",
"fHeSL7fWHlnUdiTJ6VW1bnj9sSD0wowuU/7nJH+a5Hvy+JC0bGBqrT2c5MtV9f1Df6/IaBbumIuS\n",
"/GFr7f1JHkry/JX6WuL2JOcPM3VJ8pox3pOhhvVV9Yzh+bOTLGQUOpPkk0l+sqq2LPPWzyZ5SVU9\n",
"d3jvazKaOfunxd2vcNhPJHlbVZ22Qk3rWmtfHsbhrzPMsgFrk293AifjlVX1tiRfTfJPWRJuWmtf\n",
"rqpPJfmzqjqY5Iokf5LkL5LcV1V/kdHM0548/rLk8WaTfibJb1bVkeF9i0PN/0jyiaq6MMndSfaO\n",
"029r7StV9R+T7KuqBzKa5RvXC5L896o6PGy/a5hZTGvtQFVdnOS3hoD66LD/M621v6+qNyb5aFU9\n",
"muRQkqXfkl2p3o9U1ZlJ9gzHbUle3lr7x+E4u6rqlCSnJvlUkj86gZ8H6Ey1Nq1vsQMAcLJc7gQA\n",
"6JCQBgDQISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdOj/AyRaDoMy6tChAAAAAElFTkSu\n",
"QmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e3ad0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"expressive_vocab_dataset.score.hist(grid=False, bins=25, figsize=(10, 6))\n",
"plt.xlabel('Standard Scores'); plt.ylabel('Frequency');"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"M_expressive_vocab = MCMC(generate_model(expressive_vocab_dataset), db='sqlite', name='expressive_vocab', dbmode='w')"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [-----------------100%-----------------] 100000 of 100000 complete in 774.0 sec"
]
}
],
"source": [
"M_expressive_vocab.sample(iterations, burn)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaYAAAEgCAYAAAD/mNfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X24VXWd9/H3BzGfUMfQyie80+R2CisnBUdLUyvKccay\n",
"QqYnRu/MxJru6irz1hC7kqZCG6sJM0XQNEm7y+hWRwIUAeFgA4QPZQ40mKIi0oCIlfC9/1i/rYvF\n",
"fliH87DXOefzuq51nb1/67e/67vX2nt992/tddZWRGBmZlYVg9qdgJmZWZ4Lk5mZVYoLk5mZVYoL\n",
"k5mZVYoLk5mZVYoLk5mZVYoLk1kTkk6U9BdJq9P0mKQF7c6rN0gaLWlqm5Z9paTr6rS/U9LjktSL\n",
"uRwiaaukLu0vJX03vX5ekHR2d+XXH7kwmbW2JiKGpengiDi+3Qn1hoj494ho1w70h8B7Jb2i0P6P\n",
"wI+i9/8Bs8vLi4hPRcTBwH3dkE+/5sJk1gWS9pP0B0kn59q+IunG3P0T0yflT0p6UNKTkv61+Alc\n",
"0ipJH5Z0Z+q/XNLg3Py9JU1NI7ffSPpMnXzOlrQi9fkvSV8ozB8i6Qdp3mpJj0j6n4U+X0rLXydp\n",
"Xp1l/EbS+3L3lfqfkmt7haTJ6Tk9KumyzoxyImIJ8CTwd7mYuwDvIytatbbXSbo9Lf8RSV+VtFMh\n",
"30Mk/SjlUluv++TmD0vr5GFJT0taKOmI4tMGPiBpmaSnJN0oaY9cjEsk3VBY7lZJh5Z9zukxZ0la\n",
"kHJ9QtKldfo0fJ1I+pCk5YX+n5A0vzN5tF1EePLkqcEEnAisbtHn7cBq4JXAScCDwO6FGFuA89L9\n",
"VwO/BcYX4qwCfgOMSvf3LMy/DbgR2BnYB1gKvD83/3XAZuCvc21DCjG+CtwB7Jru7w4MavC8xgHz\n",
"6rR/Hvh57v67gN8V+lwJzAH2BHYB7gQ+38l1/2Xgltz99wMP5O7vDvwXcG66vxcwG/h6rs9rgKeA\n",
"T9eeJ7BfYTn7AX+bbguYCvwiN/8QYCtwGTAY2AO4F7g81+cS4PpC3C3AoXWe11zg7AbP+W3AK9Pt\n",
"1wObgKPLvk6AXYH1wIhc2z3AP7X7vdSpbd/uBDx5qvKUispfgJVph7ASuK5Ovy+nne/v8juFXIzV\n",
"hbbxwJxC26p8oSnMe3XaOb4q1zYW+Pfc/f3STukzwAEN4nwSeBgYXStOTZ57o8K0H/AcsG+6/0Pg\n",
"S7n5SjvUkbm2Y4HfdnLdvzbFGZLu31pYzhjgPwqPOQp4Lnf//wC3d3K5pwH/mbt/SCoyyrW9G1iV\n",
"u1+vMG3tbGEq9NsJWAx8tOzrJM2fQirOKfc/kvug1Bemlw4TmFlDayKi1SGZrwGPk33SfqBEzP8i\n",
"KzZF6xv0P5hsR7coHRET2Y7r6VqHiFgraSRwHjBX0nPAFyNidq7PVZKeAs4GpkuaA3wqIp4tkXN+\n",
"ObcDH5F0LfD3ZKOomqHAbsAMSbXvZnYiGzmVFhGrJC0F3ifpZ8B7gM/muhwCPFp42O+A3SUNjYh1\n",
"wP8AHmq2nHSI8EtkI7+tKc+d63Xl5e+aHiMr0N1K0vFk6/JVwItkxbleLo1eJwDXkRXxC4APk406\n",
"n+/mVHuUC5NZ97gIWAS8Q9KoiFhcmL9T4f5hZIf/ylpJNnJ7fUS80KhTRPwO+BzwOUn/AMyUtE9E\n",
"/CnX56fAT9OJBdcBk8kKVWdcC3wd2ADMjoincvGfkbQBOCUiVnYybtGNZDvXnYAlEfFYbt7qNC/v\n",
"r4FNqShB9gHgFJqbRFbk3h0RGyW9Hbi+Tr/BwJ/T7eFsu/220sXv7CXtR3aY9R8i4u7Udndn40RE\n",
"h6QN6Tu/DwEf70pe7eCTH8xaa/qlvaSTyHYAHwHOAW6UtGeh22skTZI0SNIwsk/+9XZ+daURzc3A\n",
"tNoX9ynWkEIur83dfQXwJ7LDULX5++YeMzhNm8vmkXMX8FdkhzB/UGf+t4BrJB2YW/ZeO7CcGWTf\n",
"u3yK3EkPyUzglZL+OZ2A8UrgcuB7uT7XAW+UNCEVYiQNLZwgcTDZodaNkg4BJrL9KEXA9yXtkpbz\n",
"ZbLvomr+QPadUO25Xkznz+Tbj2yf/HDatp8ARtbJpYxpwL+QHX5ctAOPbysXJrPWXq1t/49pWW1G\n",
"+pR7LfCPEbExIu4iO0nh6kKMx4FnyL60Xgr8OCJ+VOjTakf2SbJDVYskrU6xPpDLZS/glpTjauB8\n",
"slHAi7kYJwK/TvMfJPv+4YIS62DbRLMvMK4l22HfWafLV4CfA3cpOwPw0ZRPZ5fzLPBLspHQLYV5\n",
"zwPvAE4lG710kJ2UcHGuzxPAMcAI4JH0vO8iOymiZgLwdkl/INuhfwvYT7kzIsm2zVzgP4D/BO5P\n",
"/WpmAE9JWpIOOzY9fAh8I72eTsrl+hBwBbAiPf7A9JwPLDy2TMG7HngTcE2JvpWj9AWZmfUQSScC\n",
"N0TEsHbnYgND+t7sUeDNucOafYZHTGZm/UTuf8UuAn7SF4sSuDCZmfUnF6fDlUeRnSrfJ/lQnpmZ\n",
"VYpHTGZmVin+PyartNmzZ3tIb9YPnHLKKaWvlehDeWbWVpIiInrtZyys+nwoz8zMKsWFyczMKsWF\n",
"yczMKsWFyczabbsfw7OBzSc/mJlZpXjEZGZmleLCZGZmlTKgC5Ok6ZJubsNyR0tami6P36rvXEn3\n",
"pL/Fn1LojlymSlol6dQy7d287HN6KraZ9V0D9soP6bdWjgS2SNo5Iv7Si4s/HTg3IjpK9A2y39TZ\n",
"kR9zax084mxJE8q2d7NPUP9H5sxsABvII6aTgPuABcC7ao2SviapQ9J8SbPSr43WRjkLU/sZrYJL\n",
"Gpf6L8yPDCT9BHgv8B1JN5XIU9TZTpKWS5osaZGkSYXlTkkjrLtrv9TZKJ/cMhotu/icbpD0gKTx\n",
"kh5utX6a5DkdGC5pTvq1T+tm6Vdd35imyl5ZQdLEdudg1TJgz8qTNAX4BdnPTo+JiLNT+6+Ao4Ev\n",
"Ar+PiBnpTb0UOB54geyXLN8REX9uEHso2c8+vy01zQY+lH5NE0lTgcnpFytb5TmXrDBtAe6LiItS\n",
"++qU5zpgWUQcmdrHkRW+90fE1pL5XAIsiYjbC8vepj3FPozsV08HA7sCy1LsuuunUZ4pXkdEjGy1\n",
"DqzzstfsyBkw/t1Zy5Q7YPHYqOAb3pcksqIBeSgvFZr3APuSjQqOlTQo7cinAY8AD/Dyz2PvCxxE\n",
"tgMWsDfZzx2varCIQ4H7I2JLWt4i4HDgiVoKnUi30aG8JyPi6RS/OG9WrSiVzKcznkx/nwP2J3sN\n",
"NVs/zfL0zqgbSfmf3C7Wn3FjgDG1cVOE171V14AsTGSf7O+JiHHw0gjm7cAcsoI1IiL+VOscEWsl\n",
"PQScHhEbS8RfCRydvscCOA64cgdzrXsoj2136q12MmXyKXU4L3f/pfYW66dZnjsrfVxumr0BxcLT\n",
"s7FcuKydBup3TGcA+e93bkptkK2TWem7jx9K2jO1XwjMTN/d/LBZ8PRzxlcB89J0fUSsyXfpRK4B\n",
"3J6WO61BjBY7mZb5AEyS9Pk6Dy+2R2GqabR+muU5C7gjHVa1FiJQ2Qk0CEbdAtM3ZNOxPwYNKv94\n",
"s/YZsN8x1SNpb2AC8IWI2JpOVPh6ybPnzColHbKufae3oqojU3/HZEUD9VBeIy8ArwXulhRk39W4\n",
"KFmflArRr9udRwm+Vp5twyMmMzOrlIH6HZOZmVWUC5OZmVWKC5OZmVWKC5OZmVWKC5OZtZWvlWdF\n",
"PivPzNrK/8dkRR4xmZlZpbgwmZlZpbgwmZlZpbgwmZlZpbgwmVm7+Vp5tg2flWdmZpXiEZOZmVWK\n",
"C5OZmVWKC5OZmVWKC5OZmVWKC5OZtZWvlWdFLkzWKZIOkbRF0kGSdpO0QdIJTfpPlbRK0qm9maf1\n",
"KZe0OwGrlsHtTsD6pAeAscBjwMpmHSPibEkTeiUrM+sXPGKyHfEIcARwCjAbQNJZkm6TtFzSpwv9\n",
"t7tytKTRkhZKmi/pjJ5P2QYSZd6YJl+5vI9xYbId1QE8DmxJ92+IiNOBkcDHmz0w7Si+DrwTOBH4\n",
"35Je0YO52gCSvb5GzoBp87Np1M0uTn2LD+XZjoiIuBpA0jdT2wmSTgM2Abu1ePy+wEHATLLR1N7A\n",
"gcCqnknX+huJJpesKc4aNwYY06w0RWw/qrf2cWGyHVF8Ewv4dkSMkDQMOLPZYyJiraSHgNMjYmMP\n",
"5mkVlxWYS1oUmt7Ko2tc3LqPC5PtiCjcDmC+pAXAMuDZOo+ZJOmIiLg83b8QmCkpgMcj4iM9mrFV\n",
"UrYzn9itMV8+lDd+dNYy5U5YPDZ8YdA+wxdxNbN+J32ndGS6u8JFqW9xYTIzs0rxWXlmZlYpLkxm\n",
"ZlYpLkxm1la+Vp4V+TsmM2srSRERPtXaXuIRk5mZVYoLk5mZVYoLk5mZVYoLk5mZVYoLk5m126Xt\n",
"TsCqxWflmZlZpXjEZGZmleLCZGZmleLCZGZmleLCZGZmleLCZGZt5WvlWZHPyjOztvK18qzIIyYz\n",
"M6sUFyYzM6sUFyYzM6uUfleYJJ0v6WFJv5U0vkGfJV1cxjkN2odIuqhO+2hJSyX9rEz/EstvmX9X\n",
"n2MuzlclzZE0S9JruyOmmVkz/fLkB0kfA4ZExPcazO+IiJFdiL8kIo7pRP/vAdMiomNHl1mI1zL/\n",
"rj7HOvGOBz4WEed2V0wzyM7Ki4iJ7c6jsyQJODLdXRH9cWfaJv1uxJRsd4aPpAsldUiaBgzJtY+W\n",
"tFDSfEln5NqXS5osaZGkSbn26cDwNIq4ONc+TtLc4khF0k+A9wLfkXRTif6N8qmbfxN7SrpG0mJJ\n",
"l6QYwyXNyMWcJ2mPErEARgEPN+uQntMNkh6QND6NXIfl5i1MU90Rpw1MfbcojZwB0+Zn06ibU6Gy\n",
"btBfR0zjgD1qIyZJrwH+L3A82U791xHx2vRCWpraXwDmAu+IiD9LWg0cDawDlkXEkbn4DUcj9eZJ\n",
"mgpMjoiHmvVvlA/wynr5t1gHq4ARwPPAvcAHI2KNpLuADwAHA5+LiP/VLE6KdQ+wP/DWiHi6Sb9x\n",
"wGHAH4HBwK7AMmAB8AvgranrbOBDEfFEq2Wb9SaJXtkhRmz/4dleNrjdCfSSYcD9aai9UdLa1L4v\n",
"cBAwk2yUtTdwILAKeLK2E5a0uRCvsy+qsv0b5bNfg/ybWRsRmwAkLU1x1wA3AmPJCsi1ZZKKiBMl\n",
"HQNcD7y7Rfcn09/nyIrZYOBQYElEbEn5LAIOB1yYrFv0VkHpLt2db38rdP25MOU31ErgqDQiGQoc\n",
"ABARayU9BJweERubPL640XdW+q/AFsvtVJ6N8pG0sV7+LRwoaR9gI/AWYEJqvwX4Gdlo+YJO5PkU\n",
"lHozqfAXsvV/tKTa6+044MpOLNusqd7eMb98KG/86Kxlyp2weKy/Z+oe/a4wSTof+BQwKNWO70XE\n",
"M5JmAouBB8kONdVcCMyUFMDjEfGR1J5/gRVfbLOAOyStiojzCvPqvTCbvViL87bLp0X+jawHriA7\n",
"nHd9RKwHiIjnJf0eeKREDNJ3UvsCm8nWayuR+xtpmeskfR+Yl+ZNjYg1uWV8ENgUEbeXycms3SIi\n",
"JJ0JHT75oQf0y++YrDlJtwLnRsS6dudi1lfPyrOe01/PyrM6JJ0o6V5grouSVcgl7U7AqsUjJjNr\n",
"K/kirlbgEZOZmVWKC5OZmVWKC5OZmVWKC5OZtdul7U7AqsUnP5iZWaV4xGRmZpXiwmRmZpXiwmRm\n",
"ZpXiwmRmZpXiwmRmbSVpYrtzsGrxWXlm1la+JJEVecRkZmaV4sJkZmaV4sJkZmaV4sJkZmaV4sJk\n",
"Zu3ma+XZNnxWnpmZVUq/GzFJOl/Sw5J+K2l8F+LMlTRP0iJJn+/OHHuDpCXdFOdASXPSuri8O2Ka\n",
"mTUzuN0JdLeI+DdJG4EhEfG9roQCRkfEZkkLJF0fEWu7Kc3e0F1D4cnARRFxXzfFsz5MkoAj090V\n",
"4UMu1gP63Ygp2e6f9SQtlzQ5jYAuKxlDkl4BbAX+lOKMkzQljajulrRTrn1hms7JLfdrkjokzZc0\n",
"S9KwFnHOknRbyvfTub43SHpA0vg0IhzWIv89JV0jabGkS1Kc4ZJm5HKbJ2mPhitAGgS8rmxRapZn\n",
"o/VjfUdWlEbOgGnzs2nUzalQmXWrfjdiamIf4BvABcAy4KISj7kDeBG4MiI25NpfA5wSEVsBJA0F\n",
"zgXelubPlvT/IuIJ4F3A0cAXgd9HxOpGcZIbIuI6SbsAHcB3UvsqYCkwBPgR8GYgH6toV+AzwPPA\n",
"vZKujohHJO0jaS/gYOB3EbGpSYz9gF0l/RTYC/huRPy0Sf+6eUraBHwSeGvqk18/1oukroykiw8d\n",
"NwYYs6OlKWL7D5BmMLAK05MR8TSApM0l+gfw7oio13dWoZgcCtwfEVtS/EXA4cATwDTgEeAB4OoW\n",
"cQBOkHQasAnYLZ9/+vscsD+tt93aWtGRtBQ4CFgD3AiMBQ4Drm0RYx3wR+D9aXkLJN3ZYJ00y/NQ\n",
"YEmD9WN0tWD0TS8/54lpqiYX0N7XXw/lwfaH89RkXqPHl31BrgSOljRY0mDgOLJiBPAeYEREvC8i\n",
"1peI9e2I+Bzwgwb5lM3pwDQ6Ggy8BXg0td8CfAD4m4hY2CxARLwIPAbsHxF/Bl4osdx6eTZbP0a2\n",
"86v6BBoEo26B6Ruy6dgfgwZ1Pe6llX7+7X5tDET9bsQk6XzgU8CgdHHI2gkQ+U+kZT6dlv4EGxHr\n",
"JF0FzEtNUyNiTbo9CJgl6UWyEcJ5EbGxSbj5khaQHW58tk4+UTK39cAVwAjg+lpRjIjnJf2e8oXh\n",
"S8AP0uG/W1qMlurmmdbP96m/fpD0QWBTRNxeMidrg4gISWdCh09+sB7l/2PqQZL2BiYAX4iIrZJ+\n",
"Anw9IjranNetwLkRsa6deZiBry5u2+vPh/Kq4AXgtcDdku4BlrazKEk6UdK9wFwXJTOrKo+YzKyt\n",
"PGKyIo+YzKzdfK0824ZHTGZmVikeMZmZWaW4MJmZWaW4MJmZWaW4MJmZWaW4MJlZW0ma2O4crFp8\n",
"Vp6ZtZX/j8mKPGIyM7NKcWEyM7NKcWEyM7NKcWEyM7NKcWEys3bztfJsGz4rz8zMKsUjJjMzqxQX\n",
"JjMzqxQXJjMzq5SWhUnSBklzJC2S9PHOBJe0ZMdT6574kuZKuif9vbWLyxsi6aJC21RJqySd2sXY\n",
"50t6WNJvJY3vSqwG8bslz+4k6Zx252Bm1TO4RJ/fRMTJkgYBS4FrOhG/p8+sKBM/gHdHxOYuLyzi\n",
"OeCyQtvZkiZ0Q+x/k7QRGBIR3+tqvDrxuyXPbvYJ4AftTqIKJAk4Mt1dEQPorCRJEyNiYrvzsOoo\n",
"cyivdg2r/YAXXmqURktaKGm+pDNy7RdK6pA0DRiSa1/S4PYxkmanEc20HY3fIv/tnqeksyTdJmm5\n",
"pE+ntnGSbpD0gKTxaQQzLDdvboNRmgqxh0uakbs/T9IeJXMt5rlc0uQ0Yr0sF//mevFTngvTVByR\n",
"1MuzUZzt1n+L9dNoe+Xzn5Rrnw4MT6Pxi0usm34rK0ojZ8C0+dk06uZUqAaKS9qdgFVMRDSdgA3A\n",
"fcD9wOtTm4BlwB7ATsA84BXAa4CFaf6ewKpcnI4Gt38FvKqwzE7Hb5L/XOAeYA5wYa59cPq7C7A8\n",
"3R4HfAX4HPBFYALwD4V4HXWWcQlwaqHtLmAv4A3Ata3yzC1/fKFtNfCqtB5WFOLvCfw1cE1qG5rW\n",
"z05puhs4oESexTiN1n/d9dOof7P8G63LgTJBRGendufcc+uCfvvcPO3YVOpQHnAyMB9Yn9r2BQ4C\n",
"Zqad0t7AgWSjqvsjIoCNktbm4tQbDewLPBkRTxdm7Uj8RhodyjtB0mnAJmC3XPuT6e9zwP6UO9xZ\n",
"z43AWOAw4NodjAG59SMp/xxuAs4EDs3FP5Rs/WxJ/RcBhwNPNIlfL06j9Q/110+j/qua5A91XhP9\n",
"jdR9h7PLxoro/+vV+rcyO11FxGZJFwDfJxtBrJX0EHB6RGx8qWP2HclR6TDEUOCAfJzUZ3eyT9ZE\n",
"xDOS9pd0UET8odZxB+M3zJ/6O8BvR8SIdCjqzGKeDR7TmfZbgJ+Rrb8LSuTZKI4a3L4FuBUgIv5P\n",
"alsJHC2ptl2PA64skec2cZqs/xOos34a9W+RP8DOUvabB/RTZYrEy4fyxo/OWqbcCYvH9uf1YtZM\n",
"mcJUG2v/UtI/SvpQRNwEXAjMlBTA4xHxkVRoZgKLgQeBP+bidEj6JtkIJf+G+wRwQyo2T0fEmNTe\n",
"2fhN869jvqQFZIegnq3TPxo8tlG8SZKOiIjLASLieUm/Bx4pkSOSzgc+BQxK++raCRD55b10OyI2\n",
"SfoD2Yi21rZO0lVkh9IApkbEmhZ5bhcn2W79F3Iorp9W/Yu3AWYBd0haFRHnMUBFREg6EzoG5MkP\n",
"ZkW+JFEPUnZ6+rkRsa7duZhVlXxWnhX4H2x7gKQTJd0LzHVRMmvORcmKPGIyM7NK8YjJzMwqxYXJ\n",
"zMwqxYXJzMwqxYXJzNpK0sR252DV4pMfzKyt0v/t+WoV9hKPmMzMrFJcmMzMrFJcmMzMrFJcmMzM\n",
"rFJcmMys3S5tdwJWLT4rz8zMKsUjJjMzqxQXJjMzqxQXJjMzqxQXJjMzqxQXJjNrK18rz4p8Vp6Z\n",
"tZWvlWdFHjH1EEnvlLRA0mxJ5xXmDZF0UaFtSYM4UyWtknRqnXnbxekukk6WdLekX0r6SQ8t45ye\n",
"iGtmfZtHTD1E0n3A6IjYULJ/R0SMbDBvAnB/RNzenTk2yWU3YA7wjojYJGlwRLzYA8tZEhHHdHdc\n",
"61s8YrIij5h6zq+BMZK2ecNJGidpbp0R0p6SrpG0WNIlhXnbvWkbxZG0XNJkSYskTcq1f01Sh6T5\n",
"kmZJGtYk978FZkfEJoB8UUrLXZimc3LtSxrcbpTPdGC4pDmSLm6Si1WcMm9MkwuMdZkLU8/5JPBn\n",
"4DZJo2qNETE9Ik4CikPVXYHPAMcC75C0f7PgTeLsA3wDOB74+1z7u4BRwEzgmohY3ST8q4C1xUZJ\n",
"Q4Fzgbel6cOSDqillE+vVT4RMQ74bUScHBFfbZKLVVhWiEbOgGnzs2nUzS5O1lWD251AfxXZMdLr\n",
"Jd0KzCUrCs2srY1QJC0DDgLW7MCin4yIp1Oczbn2acAjwAPA1S1iPA28qU77oWSHFLek+IuAw4En\n",
"qDOqa5EPTR5jFSblP3gUPxeNGwOMyZemiJbb2dfKs214xNRDJNXW7SDqr+fim/VASftIGgy8BXi0\n",
"Rf9G7Wpw+z3AiIh4X0Ssb5w5AIuAkyXtDVD7C6wEjpY0OOV5HFmxe2lZknYH9iiRD8DO/nRdHRJR\n",
"ZuruuBDFQ9c2wHnE1HMmSzqKrChdUGd+8Q2+HrgCGAFcX6d4TJJ0RERc3iJOo0Nqg4BZkl4kG+Gc\n",
"FxEb6yUeEc9L+hLwc0lbgc2SPhgR6yRdBcxLXadGRG1U1yHpm8CmJjkUc50F3CFpVUSch7VViZHN\n",
"dl4+lDd+dNYy5U5YPDZ8VpV1gc/KGwDSiGcC8IWI2JpO//56RHS0OTXrB9Ko98h0d4WLknWVR0wD\n",
"wwvAa4G7JQUwy0XJuksqRL9udx7Wf3jEZGZmleKTH8ysrXytPCvyiMnM2spXfrAij5jMzKxSXJjM\n",
"zKxSXJjMzKxSXJjMzKxSXJjMrN18rTzbhs/KMzOzSvGIyczMKsWFyczMKsWFyczMKsWFyczMKsWF\n",
"yczaytfKsyKflWdmbeVr5VmRR0xmZlYpLkxmZlYpLkxmZlYpO1SYJB0iab2kPdL9uZJ2797Uuo+k\n",
"0ZKWSvpZDy9nSWf6lOm/g3kMkXRRD8Wu9LY2s76vKyOmAD6eu11lpwPnRsR7e3g5ZdZDNLjdfUlE\n",
"PBcRl/VEbKq/ra3v8bXybBtdKUxzgdMk7QS8dEaNpHGSFqbpnFz7ckmTJS2S1HKnKelhSddIWizp\n",
"y4X4U9In97vT8pst9yfAe4HvSLqpRJ51RzSF/Cfl2i+U1CFpGjCkxHpTvdtpVLdQ0nxJZ+Taz5J0\n",
"W1r+p0uuh7nF0ViT/L+W8p8vaZakYZ3IPx+/0focL+l+SfeWabeBJyImtjuH/kSZN6apb57tGBGd\n",
"noBDgFuA8cBYYA6wOzAUWAjslKa7gQPSY1YDr0rtK0osYxWwB1nxXAi8OrWPA34KDMr1bbjcNH8q\n",
"8Poy/YGOXL/87e3yB16T4gjYE1hV4nltSOtrLrA6tQlYlp7vTsA84BVp3uD0dxdgeS7OduuhsJyO\n",
"wv266x/4VVr+BcCZJfKfC+xeaGu2PucA+9SJU7fdkydPOz5l7+WRP4ZpG7Jp1AzSvwX1pWkwOy6A\n",
"64Dbcm2HAvdHxBYASYuAw4EngCcj4unUvrn2AEnjgH9K8a6IiF+kWc9ExKbU51fAMOCpNG9WRGwt\n",
"udy0sbbRrH+jTxj18h+W4gSwUdLaBo/N+01EnJzidKS2fYGDgJlp+XsDB5IV5xMknQZsAnYrxCqu\n",
"h2bqrn9gGvAI8ABwdYk49Q7lNVufHwXOlfRK4LaIWJAe06jdzBqQWh1KL84eNwYY02jcFNFwf9dW\n",
"XSlMRMTmVDTOS00rgaMl1eIeB1yZbtc9hBUR04HpdcIfIGkfshHG3wATmqTSbLmd7S+A9AX/HvVy\n",
"zt1eCRyVhstDgQOaLLNhnIhYK+kh4PSI2Fjo/+2IGJEOsZ1ZIn695dRdbvIeYERE/GkH40KT9RkR\n",
"jwP/ImkXslHVW5q1m/VHrQtKe3R3Xt1V6LpUmJLvAJ8FiIh1kq4iOxQFMDUi1qTbnf3S/4/AFcAb\n",
"gBsiYn2jji2Wu93yWvTvkPRNshFKo5wjxXlG0kxgMfBgyrmVRjEvBGZKCuDxiPhIap8vaQHZob5n\n",
"S8SvF7vZcgcBsyS9SDbCOa9OcSzGuUHSViAiYkyz9SnpW8CbyQ51frcWpFG7WX/UWyOT7EPyyBkw\n",
"fnTWMuVOWDw2HdXpMyp7SSJJSyLimHbn0Z9J2ptsJPqFiNiaThT5ekR0tHioWbeRNDF8AkS3SUdw\n",
"jkx3V/S1ogTVLkwdETGy3Xn0Z+kw2o/IvuMKsu+svtrerGygka+VZwWVLUxmNjC4MFmRL0lkZmaV\n",
"4sJkZmaaKIcHAAAKb0lEQVSV4sJkZmaV4sJkZu3ma+XZNnzyg5mZVYpHTGZmVikuTGZmVikuTGZm\n",
"VikuTGZmVikuTGbWVpImtjsHqxaflWdmbeVLElmRR0xmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxm\n",
"1m6+Vp5tw2flmZlZpXjEZGZmldLWwiTpEElbJB0kaTdJGySdUOJx59RpW9IzWbYmaYiki+q0dznP\n",
"fP/C7XdKWiBptqTzSsTZIGmOpJ9KOrhM/g3iTJW0StKpnXkeZmZlDW53AsADwFjgMWBlycd8AvhB\n",
"oa1txyQj4jngsjqzuiPPaHD7K8DoiNhQMs5vIuJkSUcBPwROfClo4/y3TybibEkTSi7TzHqJJAFH\n",
"prsrog9/T1OFQ3mPAEcApwCza42SxklamKZzcu3TgeHp0//FuTi7SJosaZGkSbn+o1OM+ZLOKMSf\n",
"ImmupLsl7dQoQUkflfTR3P2TJV2SizO3OBIqmWeZYqAGt38NjEkvxjIEEBFLgT9IGt4i/4clXSNp\n",
"saQvN8mp1j+/vT6ea7tB0gOSxqeYw9K8syTdJmm5pE+XfA5mVke2Hxg5A6bNz6ZRN3di31A5bT35\n",
"QdIhwGRgFrA/sAfwC+DB9Petqets4EMR8UR6XEdEjCzEegx4C7AOWBYRR6YNsxQ4HngBmAu8IyL+\n",
"LGkc8F7g/RGxtUWexwInpzz2Bg4A/hQRP8r1qZdTqTxbLHsDcD9ZMTgsImo7dgEfBT4AXBYRi1vE\n",
"eSkXSV8D7oqIuY1ylbQKGAFsBu4FzoiIp9K8S4AlEXF7uj8UmAm8LT38l8CHgXcChwF/JBud75qe\n",
"888lDY6IFyXtAnRExJua5W/9l6SJETGx3XlUldTzR4Mitv+w2U5VOJQXEXE1gKRvprZDyXZ8W1L7\n",
"IuBw4Ik0v95KXBMRT6f+m1PbvsBBZDtNkRWVA4FVaf6sVkUp+R3wT8BngZ3ICufMEo8rm2czv4mI\n",
"k1P/jlpjGqZfL+lWsoI7qkSsmoOBx1v0eSYiNqXl/gcwDHiqQd9Dgftz22sx2fYCeDL9fY7sw0ft\n",
"NXeCpNOATcBuncjd+p9LgIntTqI79UYx6U49nW9nC18VDuXVS3glcLSkwZIGA8eRHfKr2bnOMHW7\n",
"Q14RsRZ4CDg9Ik6KiDdFxCo6KSLWASPJvg/7OXAWWbFq9TxK5dlC3f6SattuEOW2o9Lj3ggcFBGP\n",
"1Jufc4CkfdIhzr8BHm3Sv7i9/paXt5dyU963I+JzbP8dnFmfF4F6cwINglG3wPQN2XTsj0GDejuP\n",
"xvl1TiVGTMXbEbFO0lXAvNQ+NSLW5PrNAu6QtCoizmsUJ7kQmCkpgMcj4iM7mOdzwNVkh6W+WOek\n",
"g3qfODqTZyON+k9OJzIMAi4oEWe4pDnABuBjLZYD2fO8AngDcENErC/MnyTpiIi4vM72ujYi1qSa\n",
"XIsbhWXMl7QAWAY8WyJ/M2sgIkLSmdDRL05+8D/YWl2SlkTEMe3Ow/o/+WcvrKAKh/KsmvyJxcza\n",
"woXJ6iqeTWjWg3ytPNuGD+WZmVmleMRkZmaV4sJkZmaV4sJkZmaV4sJkZmaV4sJkZm0laWK7c7Bq\n",
"8Vl5ZtZW/gdbK/KIyczMKsWFyczMKsWFyczMKsWFyczMKsWFyczazdfKs234rDwzM6sUj5jMzKxS\n",
"XJjMzKxSXJjMzKxSXJjMzKxSKl2YJE2XdHOT+UvKtEsaIumiOv3OafD4uv27g6SpklZJOrVk/w2S\n",
"5kj6qaSDuzvPRuuwUfxm+Xd2PZuBr5Vn26vsWXmSBgMdwBbguIj4S50+HfV+ArxRe51+SyLimG5J\n",
"uBMkTQDuj4jbS/TtiIiRko4C/jUiTuzmXEqtq8JjSuef+rdlPVeRJAFHprsroqpvwF7ka+VZUZVH\n",
"TCcB9wELgHfVGiVdKKlD0jRgSIn2cZLm1hlFTQeGp9HIxSX6j5O0ME3n5NqXS5osaZGkSbn2syTd\n",
"luZ/uvDcOvMmFEBELAX+IGl4izzHS7pf0r2FPBvls6ekayQtzn9ybRS/Uf6dWc+ShkuakeszT9Ie\n",
"nVgnfVJWlEbOgGnzs2nUzalQmVleRFRyAqYAfwe8G5ia2l4DLCTbMe4JrGrWXojXUaat3jxgaIq/\n",
"U5ruBg5I81YDr0rtK3KPGZz+7gIsL8S+BDi15HrI5/E14KRmzwGYA+xTJ07dfIBVwB5p3d0L7F9i\n",
"vTXMv+x6Bu4C9gLeAFzb7tdb11+vET05tfv59ey6o18/P0+dnwZ3tpD1hvQp8j3AvmQ7zGMlDQKG\n",
"kR1CCmCjpLXpIY3aWy6qZL9DU/wtKb9FwOHAE8CTEfF0at+ce8wJkk4DNgG7lVxOKwcDj7fo81Hg\n",
"XEmvBG6LiAUt8lkbEZsAJC0DDgLWdFO+NfXW843AWOAw4NpuXl4pEn3mMFpP5BrRqZG7Wa+pZGEC\n",
"jgfuiYhxkH3hDrwd+DVwVCpcQ4EDUv+VDdrz6r0Jd1Y6wN2i/0rg6PS9F8BxwJV1+uVvfzsiRkga\n",
"BpxZMp96BCDpjcBBEfFIszgR8TjwL5J2IRvlvaVFPgdK2gfYmPpOKJlnZ9rrredbgJ+Rfc95QYNY\n",
"Paq3d8wvH8obPzprmXInLB7b4PVnNmBVtTCdAdyUu38TcEZEzJE0E1gMPAj8ESAinqnXXlDvzT8L\n",
"uEPSqog4r1H/iFgn6SpgXmqaGhFriv0Kt+dLWgAsA56ts+xJko6IiMvrzMsbLmkOsAH4WJ352zwv\n",
"Sd8C3kx2SPO7JfJZD1wBjACuj4j1zeKXyL/Ueo6I5yX9HigW2n4rIkLSmdDhkx+25Wvl2TYqe1ae\n",
"9X+SbgXOjYh17c7FzKqjymflWT8l6URJ9wJzXZTMrMgjJjMzqxSPmMzMrFJcmMzMrFJcmMysrXyt\n",
"PCvyd0xm1la+Vp4VecRkZmaV4sJkZmaV4sJkZmaV4sJkZmaV4pMfrNJmz57tF6hZP3DKKaeUPsHF\n",
"hcnMzCrFh/LMzKxSXJjMzKxSXJjMzKxSXJjMzKxSXJiskiS9VVKHpG8U2k+RdK+keZJObld+PU3S\n",
"dZLukzRHUr1fLu4XBsr2rBkI27Xee7ez27mqP61utgswCTiu1iBJwFeAUwAB/w7MaUt2PS+AMRHx\n",
"WLsT6SkDbHvW9PvtSuG9uyPb2SMmq6SImA2sLzQfDvw2Il6IiM3Ao5Je1/vZ9QrR/9+fA2l71vT7\n",
"7Vrnvdvp7ewRk7WVpHcCXyT7JKn09/MRsaJO96HAf0u6IvX979T2aC+l2+0aPX9gI3CTpHXAZyPi\n",
"P9uXZY/pd9uzhIGwXYs6vZ1dmKytImIWMKtk93XAXwHnkb3Ap6S2PqvJ8/9nAElvBiYD7+vNvHpJ\n",
"v9uerUTEQNiuRZ3ezv16SGn9Qv4yJo+SHRaotb8uIvrzp2uAF4C/tDuJHjIQt2dNf96uNbX3bqe3\n",
"s0dMVkmSLgDeA7xa0l4RcW5EbJV0KfBLskNel7Y1yR4k6WZgf7JDP+e3OZ0eMZC2Z81A2K713ruS\n",
"vkIntrOvlWdmZpXiQ3lmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxmZlYpLkxm\n",
"ZlYp/x/fE3DfJKu/SAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e2cf518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot([M_expressive_vocab.beta], \n",
" custom_labels=labels, rhat=False, main='Expressive Vocabulary', x_range=(-10,10))"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"beta:\n",
" \n",
"\tMean SD MC Error 95% HPD interval\n",
"\t------------------------------------------------------------------\n",
"\t-3.351 0.557 0.033 [-4.512 -2.339]\n",
"\t1.915 1.106 0.081 [-0.095 4.035]\n",
"\t3.932 1.413 0.114 [ 1.381 6.62 ]\n",
"\t-1.507 2.12 0.192 [-5.212 3.226]\n",
"\t-5.021 0.626 0.042 [-6.091 -3.698]\n",
"\t-1.189 0.646 0.038 [-2.531 -0.007]\n",
"\t7.019 1.187 0.089 [ 4.722 9.439]\n",
"\t6.978 1.432 0.118 [ 4.374 9.931]\n",
"\t-5.563 1.333 0.103 [-8.11 -2.944]\n",
"\t\n",
"\t\n",
"\tPosterior quantiles:\n",
"\t\n",
"\t2.5 25 50 75 97.5\n",
"\t |---------------|===============|===============|---------------|\n",
"\t-4.488 -3.726 -3.362 -2.975 -2.286\n",
"\t-0.177 1.162 1.868 2.664 4.025\n",
"\t1.263 2.919 3.919 4.954 6.551\n",
"\t-5.384 -2.985 -1.613 -0.231 3.167\n",
"\t-6.236 -5.475 -5.032 -4.566 -3.79\n",
"\t-2.474 -1.623 -1.192 -0.741 0.097\n",
"\t4.546 6.239 7.06 7.79 9.345\n",
"\t4.266 6.055 6.918 7.953 9.876\n",
"\t-8.304 -6.462 -5.52 -4.668 -3.062\n",
"\t\n"
]
}
],
"source": [
"M_expressive_vocab.beta.summary()"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Could not calculate Gelman-Rubin statistics. Requires multiple chains of equal length.\n"
]
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaIAAAEgCAYAAAD2c3e8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAGPBJREFUeJzt3XnUJFV9xvHnGRYRAUXAAXUgKu6KJxrBGGV7VTRHVDRB\n",
"TUyMeBIGJCFiQI+J8g5qxCUKiWaMyqZwADlxwY3FYRQxgSRuQ0bBGWaYGRQ3JIgKSsLNH3Xfod6a\n",
"3qu661bV93NOH6a6q6uqb/dbT99bv744hCAAAOqypO4DAAB0G0EEAKgVQQQAqBVBBACoFUEEAKgV\n",
"QQQAqFXng8j2Ibbvsb053rbY/lrdxzULto+wfXaN+//j2N532P5YXcfRRbZX2z5mBvv5QHyP757R\n",
"/v7Z9q1xn2/p8fi+tr9u+xbbG20/cUrHsdH24dPYdhttX/cBJOLWEMK+dR/ErIUQLpd0eY37v0DS\n",
"BbZPlfSouo4D0xNCOEHSCbZXT3tftveUtFzSw0MIP+iz2tGSbgshPG3ax4PRdb5HNIztveK3p8Nz\n",
"951m+4Lc8iHxG9hy22tt/9D2GbaXFLa1MfYCLovrf9v29rnHH2j77Ngzu8H2iT2O5xjb18d1Ntk+\n",
"ufD4LrY/Eh/bbPt7th9bWOdNcf+32b66xz5usH1Ubtlx/bncfTvafm98Tettv8O2R2/Z0dh+lu1L\n",
"bd9o+ye2L7G9c+7xV9v+qu1jY3v+xPZ7C9vYxfaF8X1cZ/vK2D7PjY/vZ/ve/Ptl+xzbpxVe79vi\n",
"Pm6J7fqSwn72sf2F+Pja2Ov4ge1H59Z5XNz/Lba/YfuwCdrkcXE/C734a3uss198zRtzn7XdC6vt\n",
"EV/nzbZvsn1IYRtPt/2V+Pzv2v7rHvs5KX5eNtv+su2njvt6RhE/99+N79vFth9ceHydpG9LCpKu\n",
"i8ezPPf4kba3SPo7Sb8bX9Nm23vk1nH821gX222l7fsV9rOz7dPj53FLXPfQ3OOHxP08TNKFcR8X\n",
"F7axt+1P+L4RmLW2H1hdazVQCKHTN0mHSNo8ZJ1DJW2W9GBJh0laK2nnwjb+T9JxcXmppBslHV/Y\n",
"zkZJN0g6KC7vWnj8M5IukLSDpN0lfVPSy3KP7y/pLkmPz923S2Ebb5f0RUk7xeWdJS3p87peLenq\n",
"Hve/QdKlueXnSVpXWOdMSVdJ2lXS/SRdJukNE74Hp0r6WJ/Hnihp//jvB0r6lqS/KbyGX0k6UdkX\n",
"q0dLukfSI3PrnC7p05Is6amSfiPpCZK2i4/vF9+/JbnnnCPptMKxvEDSDvHfr5F0R+E5F0n6QPz3\n",
"iyX9PH4WHO97gKQtkk6IywdI+rGkh43ZXtdIms8t71Z4fG9JP5L0lwvHJ2mvwjqrJX1H0m/H5dPy\n",
"nwVJ+0j6maQXxuWHSlojaXlunb+Kn9G94/JLJN0maWmPY14t6ZgJPx9HSfq+pMfE5RWSPtdjvYX3\n",
"0RN+1l4v6frYfpZ09sL7mVvnakkfU/zbje/pTj22tVHSYX32c76kj0ravtf718Vb7QdQ901ZiNwj\n",
"aUP88GyQdE6P9d6i7GS7TtKTemxjc+G+4yVdVbhvo3LBUnhsqaR7JT0kd98rJF2eW95L0u3KTroP\n",
"7bOd5ZK+K+mIXn8ghXX7BdFekn4hac+4fL6kN+Uet6RfSjowd98zJN044XvQ9+TQY933SDpr0GuQ\n",
"dIukQ3PLl0s6Nrf8Q8UvA3F5pCAq7GPX+JxluftulHRE/PdO8f1cmnv85ZK+U9jOh/JtO2IbXKjs\n",
"S8vv9DrpSnqzpC8M2caiYJD0HEk355ZPkfTJwnOOkrQ2t/wdSUcW1vmMcl8U+u1vzNf7RUmn5Ja3\n",
"j5/PfQrrbfM+jvNZi383R+eW95F0V275mcqCdocRjnmjpMP7PHa6pK9JerZiGHX9xjWizK0hhEcO\n",
"Weedyr6VfS6E8N8jbHOTsnApur3P+suUnbiujSNclrSdsm/MkqQQwk9sHyjpOEmrbf9C2R/oqtw6\n",
"H7L9I0nHSDrP9lXKvoH/bIRjzu/nC5JeZfssSUcq6yUt2EPS/SVdbHthssLtlPWMKmV7mbLhlCcr\n",
"O8k8RNJ1Q552jxYPO18r6aW2z1V2MtlO2Ul03GP5U0l/pqzHene8e4fcKv8u6eW2r1T2JeKmEMKP\n",
"co8vk7Sv7Q0Lm1TWZpeMeSivkfRaZSe0x9s+K4Tw1tzjv6XxX1+xzfaTtL6wzjpJ+xbWuanHOvuN\n",
"ue9hlkl6fW6ozcpGBvaVdGvF+/kH26fn9vMr2/uEEG5V1q4bQwj3lNzPmyX9iaSTJR1o+18lnRRC\n",
"+HXJ7TYWQTS6v1V2QnuO7YNCCMWT4XaF5UcpG84b1QZlJ4MnhBDu7rdSCGGdpJMknWT7RZI+a3v3\n",
"/Ic4hPApSZ+yvaOyb/bvVRZM4zhL0ruUDS+typ9QQwg/tf1zSXMhhA39NlCRTys7US8PIQTb85KG\n",
"fWkoeqek/1T2RWK9pJeEEO7MPX5v/O+S3L8XsX2ksl7xc0MIN8f7iuuerGzo8AfKguDFhcc3SPpG\n",
"COHgMY9/kfj5+KCkD9peKmmV7fUhhIXKw02S5vpuYDSbJf1e4b7Hx20v2CTpsVoceo+T9OWS+y66\n",
"SdL7QgjTrvC8SdLrQwhX9Xl8k6T9bT8ghPDLSXcSQrhX0nnKvijupuwz/kZlw6OdRLFCZuBF9nhB\n",
"+Y8kvUrSnyur9Nq1sNretv/e9hLb+yobbx65JDn2WC6SdO7CReW4rV0Kx/KI3OKOkn6trKew8Pie\n",
"uedsH293jXocOVdIepCyk+9Hejz+fkkftf2w3L53m2A/wzxc2XBWsP1sZYG6w5DnFL1H0mUhhD1D\n",
"CM8IIRTL83+s7LrRE6XsIr2k5xfWWaZsWOb7zoofVipr9/yxnC3p9BDC3iGEw0MIxV7J5yXtaftk\n",
"xyIV2zvFLwwjs73M9sIXn+2VfQnKv8fnSDrA9lsXtm17j9xzRvFxSQc7Fq3Ez/QKZQG44F8knWb7\n",
"4XGdo5X1OM8f5/WM4AxJp8bRAMV9PajPumUKZt4v6QzninvyRQTxc7NW0vnOKvQW3r9en/vbJT0t\n",
"rvNg2/fPbXOfXBHEdpr8b7Q1CKLMUi/+HdG3Fh6wvZey3sErQwh3hhCuUDYO/uHCNr4v6afKihG+\n",
"KekTIYQLC+sEDbZc2dDGtbY3x239Qe5YdpN0yULFj6TXSXp+COF/c9s4RNKa+PhaSf+j7NvWWEI2\n",
"mH2Wsj/sy3qscpqkSyVdESuZ1sfjmdRRsf3fXLj/WEn/ZHujsvY5Q1lF0sDDLyxvkHRcbLctsSLq\n",
"87b3lqTYm3yjsrb9rLIS368UtnGusgKALcqKBVYpuxaVP5bvSXpXbj8bbF/kWOUX9zMn6SmS1tm+\n",
"Wdkw4xOGvJ6i4yVtiu/xKmXXzLYO74WsdPnpkp4k6XtxvSuUXYTv10aLxG08T1nP+5b4/A+HEFbm\n",
"VvtHZd/sr4rrnKCsx/jDPpt9d3yPx6oUDCGslvQXks6Mz9+g7P3oufo42y7s51xJ75Z0UfxMb5D0\n",
"jsJqRyjrVf9brI77trbtOUrS2ySdGD+3n1X2RWbBy3Tf+/Jfyq4XvW/S426DhWoelOCs7PXjoYO/\n",
"RWoC22cqq/r7QFzeUdKXJH06hFDZCcD2JyWdF0L4TFzeRdmJ6uQQwier2g/QNvSI0AWvVHaNSM4q\n",
"QX5fWS+kshk04lDtnLISZ9neQVnPandJX69qP0AbUayALniVsgv7e8blb0l6UY+Ck4mFEO60fbyk\n",
"S2MoBWVBd3AIYdPgZwPdxtAcAKBWDM0BAGo1cGhu1apVdJcAAJWYm5vrWV7P0Bw6KStaOPBi6fj4\n",
"e6GVX5Sue0WY4A/CdgghVD7hK9AVBBEayZ789yLVs3r9fCWEUj+uBDqDqjn0ldbJvnna1H6EKqaJ\n",
"IEJfbT755IbmjsjuWXnZ5ENzCm1uK2DaGJpDZ8Uftz45Ll4/SQjF7cyHEOYrOzCgYwgiYIqqCjug\n",
"zRiaA6akV2We7YmG/4A2o0cERE0rLuC6FNqCIELlmnZCR/UISYyDIAKmpMrKPKDNCCKgpEFVcxQr\n",
"AMMRRMAIBgUKU/wA5VA1BwxB9RswXfSI0CnTKaToPdfcAi7cA4PRI0Jy2lZ1N6vXQ+ChqQgiJCe1\n",
"E+qw6jfmmgPKYWgOrVR1tdqQYgXmmgNKIIjQOlX+T+8ATB9BhGSlcK2IITdg+ggijCyFYOgqAhFt\n",
"RhChdZhaB2gWggitxNQ6QHMsqfsAgGkImTXxNtUQsj1f4rm2fUC8MfyGTqJHBJQ06VxzVPcBGYII\n",
"KCEr4Bg8xU9dKHBAUzCzAlqJCr9024CARBFBhFaa5clu0il+qO4DMgzNASWV+f8RUd0H0CNCB03h\n",
"5L9i0ifGfa8puX+g0egRoVOoVAPSQxAhealedB+EC/LA6AiijmjiyRz1IUgxSwQROoVKNSA9BBE6\n",
"h0o1IC3MNYfOyc9DJ0ll53orM9ccAHpE6LCqKujK/I4IAEGEhkqr+MIiiIDJ8YNWjCytk39aZt02\n",
"VLWhTQgijKxtJ7+qKugmnWsOQIahOXRaFRV0XCMCyqFHhFYbFjQVzfU28VxzAOgRocWYVw5oBoII\n",
"yUqtOILrQMB0EEQYKLUwaCtCDl1GEKG1mFcOaAaCCK3GvHJA+phrDq2Wn1duWiE07lxzzpSa3w5o\n",
"E3pEQEnj/I6ISj5gWwQR0MfohRqWGlDTQUEEUsUPWjETVN/VL7X3gGDEAoIIM9Hmk844c81RyQds\n",
"i6E5dMI0q+fGnWuOSj5gMXpEaL1eBQK2q+yFjDXXXEXz2wGtQY8IjZHSNY42DzUCs0YQoTIpBQUy\n",
"BCaagCBC61EgAKSNIEInUCAApIsgAhJCYKKLmGsOKGncueYGbCcOIZ57TXY76CLmokMX0CMCSir+\n",
"jiiVog0KFdAUBBE6p/qgaMZcc3UgDDEKftCKzqn65DjOFD+Dt0N1H7qJHhFQ0rhT/AzZFsUK6ByC\n",
"COhj1FCoMoiALmJoDuhhzPnpxpprDsBi9IjQKbOoaOMCPTAegghJSqUEOiUEHNqKIAJ6oIINmB2C\n",
"COiDCjZgNggiYIoIM2A45poDSuo31xxzxwGjoUcEDDG8cGI2U/xQrIC24ndEaASq6JrfBgQp+iGI\n",
"0Agpn8T6zTVH5R0wGobmgJIGTfFDsQIwHEGEVqnjxM9cc0A5DM2hNcacH65KzDUHlECPCElJ5YJ8\n",
"ytekgLYhiDCyVEKizQhAdBFBhNagSg1oJoIIrUKVGtA8BBEwI4Qk0BtzzQEl9ZtrrrAO884BfdAj\n",
"AiawuHBjNnPNSRQzoJ34HRFar03VfnW+FkIQ00IQofWmfQLtN9fc4nWo6AP6YWgOM9PWi/WjTvHT\n",
"1tcPlEWPCDNR4/Q7yYivdU3dxwGkhh4R+mratZW6rmHYng8hzNexb6ANCKIENO2Ej/K48A/chyDC\n",
"THCxHkA/BBFmhov1AHohiNBphCNQP6rm0FlU8gFpoEeEVpl14UcIMlVzQDkEEWamvdWB05trjuo6\n",
"dAFDc5iZ1E6qVVXyjTLFD4D+6BGh06ooVhh1ih8AvRFEQEkEUfqojkwbQ3MAWo3qyPTRIwJKompu\n",
"NlIoduFa4HQQRADGkkIgdEVXgo8gAtBqzHOYPoIIQOtRrJA2ggjA2Dixo0pUzQEYC1VoqBo9IqCk\n",
"plXNpV5s0JUL9LgPQQSUVNUPWlMPiLYjAOvD0ByQiKacCKlCQ9XoEQEldXGKH4oVUCWCCJXq4gmq\n",
"i0EEVImhOVSGaioAk6BHhK1SvVie+rWTplXNAakhiBKSahB0QephB7QZQYTKUE0FYBIEESrVxWKF\n",
"cdA+wLYoVkCl4ol1Td3HkSKKOYDe6BEBBU28Vsc1LjQZQYQkNPHkf5/5eMMwBCZ6IYiAkkb9QSvF\n",
"HEBvBBFQ0jgzK1CsAGyLIAJKiMFyr6SniGABJrKk7gMAmuq+oTZJOvca6aCLYjABGAM9InRe+UIJ\n",
"SxXUWnAhH13F74iQlGZWz51ayVbqeu0EIOpGjwiYEFVwQDUIIqAEquCA8ggiYESEDjAdXCMCRsA8\n",
"ccD00CNC56RSEEGRAJAhiJCEVMJhMvNq2lxzhCBSQhABIxhUITfOFD8AtkUQASPqV6xAEAHlEERA\n",
"ScOCiGo7YDCq5oApotoOGI4eETCCwcUU1cw11w+FBWg7ekRolDSr66qZa66fWbxmwg51okcETBHz\n",
"0QHDEUTAlFGsAAxGEAEiLIA6cY0InUdlG1AvekRorDQLFxajCAAYjiDCVk04sadpXk2ba24ShCqm\n",
"hSBC55WtbGOKH6AcgghQuWIFgggoZ0ndBwCkIAbP9XHxyTGYAMwAVXOAqJwD6sTQHFpptoUXi+ea\n",
"46I+MB56RJipdlbmLZ5rjrnhgPHQIwLEnHBAnQgiIKprmh+mF0LXMTQHRDEA1sxynxRJAPSIgLE1\n",
"9ToX15WQKoIIyWnqiR7VIzy7gSACSrI9H0KYn/C5FEmg8wgioKSyU/xQrICuI4iAkvoFEQEDjIaq\n",
"OWAKqIYDRkePCIgmL5JYPMXPNHDRHm1GjwhJoWKut1m3C8GHWeJ/A4GkhCA37SZpxbb3eYl00CXS\n",
"eT/Pbs/4hOQldR/rGK8JmBmG5oApoVgBGA1BBGArwhN14BoRAElU+qE+9IiAlkmt4INrThiGIAKm\n",
"LLVgaDuCr3momgNKsj0/6PG6K+BGr5RrdqUfFX/NRY8IKKnsXHMpoVgBdSCIgJJSCyLCBE1D1RzQ\n",
"IlS+oYnoEQElTaNHlEKBA9dbMCsEETCG3gEx/UlPu4YQ7Baq5oAx9KnSWlF3pRiVb2gyekRAy1Cs\n",
"gKYhiNB4nHiBZqNqDo1GlRjQfPSIkIS6q8S4LgHUhyDCVnWHQdcRhugqquawVd2VUk2tEpO8gkox\n",
"YHL0iNB4dRcrpDbFD9A0BBFQ0jSDqO6QBWaBqjkgUVQEoivoEQEl9esRpVz8wTUppIQgQqvNJgyY\n",
"a24ShCEWMDSHVpvFyc7WfAiar367W4fmjsjuWXmZdB1Dc2gdekRAzQYVJFCsgC6gRwTUaFhBQvzv\n",
"mhoPEZg6ekTAhFIuRsjjWgxSRxChUZpy8kf1CNT2IoiAGlGQABBEQGm250MI8yWeT0ECOo0gAkoa\n",
"ZYofwgboj6o5YMqYqgcYjB4RMMTwAol6Zlbg4j3agh4RkkJV3OhSbSsCEuMiiJCUJp7EbIVBx01l\n",
"HDAYQ3NASaNUzVGsAPRHEAFDECLAdDE0BwxAxRswffSI0CqpXsDvpYnXw4BpIIhQmSaFQNcRgkgJ\n",
"QQQMQMUbMH0EETDEsGKFsnPNAV1HEKETpln5NspccwD6o2oOrUflG5A2ekSYqXYWNPSfa46iAGA4\n",
"ekQN1M6TeTu16b0iVDEtBFEDcUIYz7Qr34bNNQdgMIbm0AlTLlagag4ogSACJsD8c0B1GJoDxkQV\n",
"HlAtekTorBQKCbi2BBBESFgKQdFmhCBSQRABY2L+OaBaBBEwgUKxwkupmgMmRxCh0VKoXmOuOaAc\n",
"qubQWFSvAe1AjwhJSKEwYdKL9/SIgHIIImwjhVBolv6Tni6gQg3oj6E5bKMpJ81UqteYaw4ohx4R\n",
"Gq1MsUJVhQ7MNQeUQxChk3oVOvBbIKAeBBEaoanXrRiyA4YjiFquqSdwpIMwxbQRROikVAodABBE\n",
"6LAUZmUAIC2p+wCAuoTMmhDCGkmyfUC8jTUUZXt+KgcIdAQ9InRe2Qo6ZlYAyiGI0ChpFl8Mn1lh\n",
"ARf+gW0xswK2kebJvh1SbVsCEnUiiLCNrp2UylbQMcUPUA5Dc4BKTxXENSKgBHpEgLIKOklrJnz6\n",
"ColycGBS9IiACjB3HTA5ggidl2oBQR7XoNBmBBGS1IRw6CICEdNAEAEVYO46YHIEEVARihWAyTDX\n",
"HFDSwlxz+bnryoaQMxPNfQc0DT0ioKSqf0dEBR66hiACSsoHUVOKLCg6QEoIIrRGfSEw+qSnGIyA\n",
"7CZmVkBr1HUSq3quOSrw0DX0iICSpjHXHBV46JKBQbRq1So+/ACASszNzfX8wkaPCABQK35HBACo\n",
"FUEEAKgVQQQAqBVBBACoVSODyPaHbK+2/WXbj8jdP2f7q7avtn14nceYOtvPsv0ftt9duJ82HAPt\n",
"Nb5enz3acTy9zoFNbsNGV83ZPkzS0SGE4+LvLq6RNKfsp+6XhxAOrvUAE2Z7TtKukp4ZQjgl3kcb\n",
"joH2mkzxs0c7Ti6eA/9Q0uvU4DZsZI8o505Jv47/frSkG0MId4cQ7pK03vb+9R1a2kIIqyTdXrib\n",
"NhwP7TWBHp892nFyd0r6jRrehklP8WP7uZJOUTaR18KEXm8IIVwfV3mtpDPjv/eQdIft98V174j3\n",
"rZ/pQSdmhDbMow3HQ3tVg3ac3MI5sNFtmHQQhRCulHRlr8dsv1DZN4Ab4l23SXqQpOOUvREr432d\n",
"NqgNe6ANx0N7VYN2nED+HGj7MWpwGzZyaM720yQdGkI4I3f3emXdUyl7I/YPITTi20DN8lNu0Ibj\n",
"ob3KWfjs0Y5j6nEObHQbJt0jGuASSVtsr5a0JoRwYgjhXtsrJH1J2fDTilqPMHG23yjpBZKW2t4t\n",
"hHAsbTge2msyvT57tk8T7TiObc6BTW7DRlfNAQCar5FDcwCA9iCIAAC1IogAALUiiAAAtSKIAAC1\n",
"IogAALUiiAAAtSKIAAC1+n/4KDecqUFxfQAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e2cf4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot(M_explang.alpha_school, custom_labels=[' ']*42, main='Expressive language school effects', \n",
" x_range=(-25, 25))"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Could not calculate Gelman-Rubin statistics. Requires multiple chains of equal length.\n"
]
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaIAAAEgCAYAAAD2c3e8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAGQFJREFUeJzt3X2wJFV9xvHnWZYXQQgCCyZGV4RosASljOBbRFgTSApN\n",
"WVGDrxE0Kmq0lESMQblQ8TUqvmNURFFQJJaJRgTMikE0SFIKi8oi6y4sYIKCBBBfcU/+6HPZ3rlz\n",
"Z6anZ7rP6f5+qm6xM9O3p6en73nmnPObg0MIAgCgLSvaPgAAQL8RRACAVhFEAIBWEUQAgFYRRACA\n",
"VhFEAIBWdT6IbB9m+9e2N8efG2x/ve3jaoLtI21/tO3jaJvt1ba32K51vdt+X7x+fmH7uFkdX6ps\n",
"n2z7Ew08z7Pjeb3d9lkNPN+x8fk22z5/yOPb2f6c7ZviNsfO6TjOtH3qPPadm5VtH0BD/ieE8IC2\n",
"D6JpIYQLJV3Y9nEkovYX5kIIL5f0ctsXz+B4cjH3LxqGEM6WdLbtkyXtN+/nk/RqSSeGEM5Z5vGD\n",
"JR0hae8Qwi8bOJ7e63yPaBzbq2zfaPuI0n2n2j67dPuw+AnqJba/a/t/bb9r8BO27U3x090Fcfsr\n",
"ba8sPf5btj8aP2Wtt/3KIcdznO2r4jbX2/7bgcfvbfvD8bHNtr9v+yED27w2Pv+tti8Z8hzrbT+1\n",
"dNtx+zWl+3aw/fb4mjbYfqNtVzivO9m+zfbBpft2s32X7f1K9+1v+/z4/N+3/Q+2txvY12rbn4rH\n",
"snhe71N6/AHxnFxt+0e2v2H79wcPSdLTbF9h+2bbZ9vepbSPJZ/+Yy/qQZO+5vg7x9r+ejzWH9o+\n",
"Zcg2y14ntp9l+8qB7V9k+9KKxzHJdbKz7bfYviYex7W2nziwq+1sn2T7e/HcvmpgH/vY/nR8no22\n",
"32/73gPbHGn7v+JzrLP9rCqvpcJrfkx872+M78FBA4+fZfsGSQ+RdFo8no+XHt8rPv5FSfeStCGe\n",
"u6MH9nN0vI42x/dwyYdc2y+M2yz2vE4oPbZDfJ6nSXrF4jYDv7/S9tviOd1s+wdD3pvuCCF0+kfS\n",
"YZI2j9nmiZI2S9pD0uGSvitp54F9/EbS8fH2PpKukfTSgf1skrRe0qHx9q4Dj/+rpLMlbS/pPpK+\n",
"LenPS4/vL+nnkg4o3XfvgX38g6QvSdop3t5Z0oplXtdfSrpkyP0nSPp86fYfS7p2YJt3S/qKpF0l\n",
"7SjpAkknVDz375X0ntLtv5K0tnR7Z0nXS3pxvL2bpLWS3lra5r6Sbpb014uvU9KqgedZJekx8d+W\n",
"9FFJ/1Z6fLWkLZLeqGIUYBdJX5P0jtI2J0s6a2C/v5H0oCGv62JJxy3zmv9Q0h7x3w+VdJekP5j0\n",
"OpG0k6TbJD2sdN9/SHp+xXM/9jqRdImksxafP56XnQbOyW2S/iLePkLSLyXtWDrXl0t6Y7y9o6Rz\n",
"JJ1b2sfBkm4tvdYDJN0o6aghx7zkPajweu8n6XZJfxZvPyk+z85Dtt0k6fAR+1q2zZD0SEl3SHp0\n",
"vH2cpCuHnPv/lrRfvL1C0u5D9nWmpFOXeZ4XSrpi8fck7SBph2nOTQ4/rR/A3F9gcVH9WtLGeAFu\n",
"lHTmkO1er6KxvbbcCJT2sXngvpdK+srAfZtUCpaBx/ZR0RjuXbrvGEkXlm6vin/4r5T0O8vs5yWS\n",
"rpZ0ZLnRWGbb5YJolaSfStor3v6kpNeWHreKBvSQ0n2PlnRNxXP/CEk/lrQy3r5U0jGlx58h6VsD\n",
"v3OwpJ+Wbr9O0vkVn/doST8o3V6tIlRcuu8oSZtKt4cF0RZVDKKB7baT9E1Jz530OomPn64YxvHY\n",
"/09DGtQxzz3yOpH0WBUBsf2IfWxzTlSE+BZJD4y3D1HxIWFFaZs94rlevLY+IOmdA/t9lUofFEa9\n",
"BxVe74mD14mKv+djhmy7SdIRI/Y1KohOl/SBgfvWa2swbR//th41wTGPCqKjJP1Q0lM18GG0iz99\n",
"miMaN8TyZkk3qfgD+c4E+7xeRbgMum2Z7e+v4o/4sjjCZRUN1Y8WNwgh/Nj2IZKOl3Sx7Z9Kek0I\n",
"YW1pmw/avlnFJ7GP2/6KpJeHEH4ywTGXn+d8Sc+xfYakJ6voJS3aU8XQxLm2Q7xvOxWfeCcWQrjC\n",
"9iZJR9v+joohkc+WNlktacPAr10raWfbe4YQbpX0QEnfG/U8tneU9FoVPbst8Ti3H7apts553KAi\n",
"kGfK9uNUnMu9Jd0tad9ljmW560QqGqh/VtG4PlvSeSGEn1U5jgmukweqCOJfV9jn3fHaXRySXi3p\n",
"+hDCltI2P7F9W3zslvjfLw7s6tp4XLN0f0mPtb0x3raKa/h+c3ieQ20fVXqeXeL9l6m4pu6l4kPA\n",
"1EIIF9h+tooPk++z/W0V7991dfabqr4E0ST+XsWF9CTbh4YQvjnw+HYDt/dTMZw3qY0qemYPDSH8\n",
"YrmNQgjXqphMfbXtp0j6gu37hNKkaQjhc5I+Z3sHFY3W21X9D/sMSW9VMcywNoRwc2n/t9i+Q9Ka\n",
"EMLG5XZQ4XmOlXSlpE8MNHybVTS0ZQdIuiuGkFQE/hqN9iYVDd5RIYQ741j6sOqrlZJ+Ff/9YG37\n",
"/m1RzTlT26tUDIc9JYTw1XjfV6vuJ4Rwue07XMzZPUvFME1lY66T6yXtb3uXEMJd0+xfxfnb1/bK\n",
"EMLdkmR7b0m7x/0vbvOQgd87oPT4rGxUMdz8vBnvd9jzfCuE8IZlHv+xiuH1g1UM/04thHCxig+k\n",
"KyS9RcV7eHidfaaqL8UKIyfZbR+u4g/+OSrmMc62vevAZve1/SbbK+Lk5Ks0vLEbKn4S/bSkjzlO\n",
"tMd9DU7s7lu6uYOKMfnflB7fq/Q7K+PPzyc9jpKLVDQYr5f04SGPnybpI7bv+URpe7cpnuccSU9Q\n",
"0QAOPs8XJO1h+xUu7CHpHSqGcxadKekg22+IDaps7+ltCxrur2Io5U7bqyUtaGkvxJL+yfaO8Xle\n",
"r2IuadGNKuZ0Fl/rSapeMbZKxd/U1fG9fZGK4athPaJxPqai8XEI4bKqvzzuOgkhfF3FXOgnbe8V\n",
"f2eniu/x5ZKuk/RmFyXPO0t6n6TPhhBuidt8SNLzYk9Rtg9U8UHr/VVf0xhnSVpj+7leHHIoCjZm\n",
"3cZ9QNKLbR+5eIft3Rf/HT9ovVfFtXZgfNzxQ8qg21QEluJ1ec82tneN16lUfAheKalSrzgnfQmi\n",
"fbzt94iuWHwgvvlnSHpmCOHOEMJFKooKPjSwj5tUDDWsV1Fk8JkQwqcGthnXcL1ExbDEZbFKZr2K\n",
"ypnFY9lN0nmlKpqXqfiUf3dpH4dJWhcf/66K+YMTJzgH2x5oMRB9hooG+oIhm5wq6fOSLnJREbUh\n",
"Hk/V57lTxXDcphDC1QOP/UzFpPKfqvjkfLmKT5Enlbb5oaRHSXqYpO/H132RiiKGRW+Q9ETbN6po\n",
"wE+TtMqlikUV783Fkr4l6QcqJpNPKz1+rqSbXVR3/YvGDAdKelu8nu75hBpC+J6kd0q6Kv7+/SSd\n",
"p6XDQ5ME3FmSHi7pIxNsO8wk18mRKoZGvxGruK6U9Lgx+73n2OM19GQVvdFN8XlulfSC0jbflvRM\n",
"Se+J7885kv4mhPClZfb/1HheXzfRq9z6PLeo6C08XdJ1tq9T8X7/9qjXUFUIYb2K13xi/LvYpGLU\n",
"YofSNn+notjnk/E1b5T0oiG7+6Ck1bZvUnHtP7702EGS/jO+fxvi63jB0l10g+PEGEawfZiKYaXe\n",
"fRcJ7YjzXhskPaI0TAl0Ul96REAWFoeVVMxZfpYQQh8QREBaTorDMQerKF0HOo+hOQBAq+gRAQBa\n",
"NfJ7RGvXrqW7BACYiTVr1gz9Kg1Dc+i0YvL/kHOll8Zvwp/+Jembx4QZXvi2Qwhh4gVhAWyLIEJr\n",
"7Pn/LwaaUawcFMLoL04DGI4lfjLQnQa727r0PhGqaBJBlAEahemVhubikiynXzD7oTkF3iNgegzN\n",
"ofPil0QPjDevmmUIxf0vhBAWZrlPoE8IIjRu3sEAIC8MzaFRw6rYbM90qAxAXugR9ViXJtdnjTkf\n",
"oDkE0QRosNFHhDGaQhChUU1UsQHIC0GExnWtWIGqOaAeggioKdUlfroW+OguquaADqI6ETmhRwTU\n",
"VLVH1PfiF4ogMIggQie027gXi56iewjNZjA0h05os8FIca05qhORE3pEmBiT38OlWjXH+4VcEESY\n",
"SBP/gzkA/UQQ9UwqE+WpDWUBaA9BlIBUwqHrCD8gTQQRJsLkN4B5IYgwMSa/AczDirYPAPkIhXXx\n",
"pzch5MJB8WfJ8J7thRYOC+gMekTACJNUC6a61hyQC4IIndZMIcjkKytQMAEsxcoKaAzVgWmcA8IQ\n",
"qSGI0JgcG8BJqgVTXOIHyAlDc8AY46oFmSMC6qFHBIwRg2fdiE1OaepY2kDZPuaNHhGAZbHGIJpA\n",
"EAEdkkIxxCSYU0MZQQQMkUuDjmoIwDQRRACWxRqDaAJBBGAkihUwb6w1hyyNW/+t4WNZaPP5562v\n",
"awyiOfSIkJ3UKrn4HhFQD0GEmeviRP+oSW6CCKiHIEpEFxvv/ph80dM2UCmG1LGyQiJoLCaXWiUX\n",
"a80B9dAjQpZSquRiaA6ohx4RsjTB+m9NymqtuZRCHJDoEQG9klrFISARREB2Ui1sYZ4M0yKIgIpS\n",
"DQIsRTjmgSACeiS1ikNAIoiA3qFYAalhrTkgmnb9utzWmmPtOKSGHhGgetVkfI8IqIcgQrbSKRqo\n",
"tsQPE+jAtvhCKySl1Kh3Xy7nmsBEUwgiSKLRqVNNxlpzQD0MzQHRtNVkzBHlierBdNAjAqIa69dl\n",
"tdYchhen2Ob7VC2hRwSgU5qag2M4dnYIIgCtyKVoIwVdDz2CCEDvsNRRWggiAL1EsUI6CCIkg4YB\n",
"6CfWmkMStg6VfOzS4ufQT1dZ761Nua01B6SGHhHmos2J6KYndvkeEVAPQdRTVCzNUrHWXNcrm4B5\n",
"4QutPZVao5lzFRNL/AD10CNCMnItVmBoDqiHIEJnNRVsBBFQD0Nz6KSG1xJjrTmgBnpESFIuxRTM\n",
"DQH1EUQYKpcgwPIISeSCIEIn5VyFB/QNQYTOyrUKD+gbggiYMwIRGI215oCaRq01l/MaekBT6BEB\n",
"FQwv4iiW+JkXig7QdXyPCJ3TtYq/tl4PAYimEETonOZX315+rTmq94DxGJoDahq3xA/FCsBoBBFQ\n",
"0zRrzRFOwFYMzQH1VVprruF18IDk0SMC1L0Ch0EUHiBlBBGm0vWGG/1BSLePIAIaRiUdsC2CCGgB\n",
"xQrAVgQRkCCCCn3CWnNATaPWmptyf6xPh16hRwTUZDvMc625eWOyHm3je0ToFKr5qkvhnBGG/UYQ\n",
"oVPaaNBGrTU33f6oqkO/MDSH3ppVQcA0S/xMsE+KFdAb9IjQS6kvsxOPY13bxwE0gR4RspbC/Ia0\n",
"oBAWmOMApkQQYW7SCIl+YvIfOSGI0EsUBADpIIjQWxQEAGkgiDJD4wmga6iay0jqlV4AMA16RHPU\n",
"hcl6Jr3Hs70QQlho+ziAXGUXRF1o3DEbqYTkPL7QCvRJdkNzqTQ+baDSC0AXZdcj6juKFdJDjwio\n",
"hyBC5zQd1gQRUE92Q3PAKFQWAvmhR4TkpF6QMjhPSdUcUA9BhJFSD4W+6XOxDrqLIEKnUFkI5Icg\n",
"QudQWQjkhSACANRW5wMgVXMAgFrqVqvSIwJqomoOOWuqIGlUoQ1BBNTEF1oxK12uUh0VRAzNAUAi\n",
"ci3Pr1utSo8IqIkeEVCvWIEgAmoiiJpBWX53MTQHIHmsIdht9IiAmqiaWyq3Sfdc52a6giACOiS3\n",
"AMBwfQtGgghA8lhDsNsIIiyLyWGkhOuxuyhWwFBMDiM18dpb1/ZxYPboEXVMTnMEfRsHBzAcQVRR\n",
"Tg09Zm9YeFI1B9RDEGEoJocnxxdagXoIIiyLyeHJEERAPQQRUNOoICLMgfGomgPmhMpDYDL0iIAh\n",
"qhWlWGqwhoVqQ3QNPSI0otvVhic3+mwpnUtCEbNAjwiYEyoPgckQRMAcUawAjLei7QMAuiwGz1Xx\n",
"5oExmACUMEcEzBGVc8B4DM0BA1IqBlgORQLoEoIIyckhCLa1EH/6gyDELBFEQE3jV1agcg4YhSAC\n",
"ahq31hyVc8BoFCsAUxgIl5H4H7oBoxFEQEVLK+GeL8duUbtHBuSJoTn00mwLImaz1hwFAOgrekRo\n",
"RX6VcaPMZq25FM4JYYg20CMCKqISDpgtggiYApVwwOwQRMAYhA4wX8wRASOwVhwwf/SI0GkpFACM\n",
"QnEAQBBhBlJv7OdvQV1ba46ARJMIImCESSrkxi3xA2A0gggYY1yxAkEE1EMQofPmXfVGEAH1UDWH\n",
"TqPqDUgfPSK0olsFDsPXmmPCH5gMPaIWdKsRxnJrzfE+D0dAYxA9InQa68IB6SOI0HkNFCuwBBBQ\n",
"A0Nz6Lx5/h9SKYYA6qNHhF7Jbd6G+RT0AUGERuQWAJgOwYlpEERADcXQ3KrvSP/4u8U9FEMAVRFE\n",
"QE22g6SHx5sUKwAVEUTIXttVayzxA9RD1RyyRtUakD96RKilz0UIixPz9IiAegiiFvW5Ee+W4WvN\n",
"dQFVcGgCQ3Mt4o+8vhSW8LG1EELH/hetQIPoESF7bRcrAKiHHhGyRQAB3UAQIUtUywHdwdAcGpNT\n",
"cQbzd0BzCKKOyqnRx2iEIrqOIEKWUqiWKx3LQghhoennBbqCIEK2UilW4AutQD0EEVATQTS9VD5M\n",
"oF1UzQFoBZWPWESPCKipzz2i1IpiKOzIEz0ioANSC4S2tHEeCL/6CCKgvlPaPoAcG8OUKh/RLobm\n",
"ALSGYgVIBBEASCIU28TQHIDeo4KvXfSIAHRKaoUbOc7fNY0gAjBXqQVD3+QQhCvaPgAgd7YX2j6G\n",
"lIUgp/4jeYV06HnSx+8ofh79Gckr2j6u2by29NEjAmrq8xdau4RihfYQRBniDyYtBBFQD1VzmaG6\n",
"B0DX0COak65M0OYyxtwmekRAPdn0iLrSsOemD+edsAXalU0Q0VgUWJ8rSa2vNQfkjKG5DFGs0D+8\n",
"5+iybHpE2Co2QuvaPg40gwIVdB09ImBOcptfY/gbbSGI0Fm5BQG2IhT7hSACEkeBCrqOIAJqsr0Q\n",
"QliY83NQrIDOIoiAmnL+QisBhxRQNQf0FNV4SAU9IqCmJntEuRRgUGyAKggi9MJ8G3BLeeQD5ojw\n",
"nR5Dc+iFeTYStkKOjRDVeEgFPSKgpiaq5uaFYgWkgCBCJTRcAGaNoTlMjCorAPNAj6hDcqmoqirH\n",
"+RcAkyOISrrakKN5hCcwOYIIE6PKCsA8EESohGKFpXKumgNSQBAhG6mGYM5rzQEpoGoOWaBiD+gu\n",
"ekRoRIqFILMqKKBHBNRDEPVMioGQv9muNUfFHfqGobmeybWRS7liL9e15oBU0CNCNhIuVqBqDqiB\n",
"IAIakmqQAm1jaA5oAFV/wPLoEQFjpFzgwdwUuoAgQrJSDoA+I/wwawQR0ICUq/6AthFEQE2TVs1R\n",
"rAAMRxAhCTk30qysANRD1RxaR0UZ0G/0iDCVXAoJmphYp0cE1EMQJS6XBr/fqq01R9UZsC2G5hLX\n",
"h0Yr94oy1poD6qFHhLmoWnyQebECa80BNRBEmLlhxQc59XAANIsg6pE+zzcxdAakiyBSvxtooEl8\n",
"IMAwBBFmLvfiAwDNIogwFzkXHwBo1oq2DwDdFArr4k/2IeTCQfHHA48ttHRYQCfQIwLGGFcFyMoK\n",
"QD0EEbKVTpFJtZUVxmFCH33Dygo9l05jjkW5vScEJ+oiiHqORmS8cVWALPED1MPQHDCBUVWAzBEB\n",
"9dAjAiYQg2fdMg+fUmVflLYD26JHBDSIdfiApQgiYAI5FBAwT4VcEUSYixwabswf4YhJEERAg1iH\n",
"D1iKIAIaRrECsC3WmgNqmnStucX16lSE0FVdWYcPqIseEVDTJN8joloOWB5BBIwxvvBitmvNTYvC\n",
"AOSKL7SiUVTTzU9q55ZgxKQIIjSqi43TJGvNUS0HLI+hOaCmSdeao1oOGG5kEK1du5Y/FADATKxZ\n",
"s2boBzZ6RACAVvE9IgBAqwgiAECrCCIAQKsIIgBAq7IMItsftH2x7a/a3rd0/xrbX7N9ie0j2jzG\n",
"1Nl+vO3Lbb9t4H7OYQWcr+qGXXucx2qGtYE5n8Osq+ZsHy7pGSGE4+N3NC6VtEbFmisXhhCe0OoB\n",
"Jsz2Gkm7SnpsCOE18T7OYQWcr+kMXnucx+nFNvDpkl6mjM9hlj2ikjsl/TL++/ckXRNC+EUI4eeS\n",
"Ntjev71DS1sIYa2k2wbu5hxWw/mawpBrj/M4vTsl/UqZn8Okl/ix/UeSXqNiRcnFlSVPCCFcFTd5\n",
"gaR3x3/vKel22++M294e79vQ6EEnZoJzWMY5rIbzNRucx+kttoFZn8OkgyiE8GVJXx72mO2jVXwC\n",
"WB/vulXS7pKOV/FGnB7v67VR53AIzmE1nK/Z4DxOodwG2n6wMj6HWQ7N2X6kpCeGEN5VunuDiu6p\n",
"VLwR+4cQsvg00LLykhucw2o4X/UsXnucx4qGtIFZn8Oke0QjnCfpBtsXS1oXQnhlCGGL7VMk/buK\n",
"4adTWj3CxNk+UdKfSNrH9m4hhBdzDqvhfE1n2LVn+1RxHqtY0gbmfA6zrpoDAOQvy6E5AEB3EEQA\n",
"gFYRRACAVhFEAIBWEUQAgFYRRACAVhFEAIBWEUQAgFb9P1rvOPSdqfhfAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e1aee10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Matplot.summary_plot(M_expressive_vocab.alpha_school, custom_labels=[' ']*42, main='Expressive vocabulary school effects',\n",
" x_range=(-25, 25))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Receptive Vocabulary Model"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" redcap_event_name academic_year hl male _race prim_lang sib \\\n",
"17 initial_assessment_arm_1 2011-2012 1 1 0 0 NaN \n",
"23 initial_assessment_arm_1 2007-2008 0 0 0 0 0 \n",
"28 initial_assessment_arm_1 2011-2012 0 0 0 0 2 \n",
"52 initial_assessment_arm_1 2012-2013 0 0 0 0 2 \n",
"76 initial_assessment_arm_1 2010-2011 0 1 0 0 0 \n",
"\n",
" _mother_ed father_ed premature_age ... test_name test_type \\\n",
"17 6 6 9 ... NaN PPVT \n",
"23 6 6 8 ... NaN PPVT \n",
"28 6 6 9 ... NaN PPVT \n",
"52 6 6 8 ... NaN PPVT \n",
"76 3 1 8 ... NaN PPVT \n",
"\n",
" academic_year_start deg_hl_below6 int_outside_option mother_hs \\\n",
"17 2011 NaN 0 NaN \n",
"23 2007 0 1 NaN \n",
"28 2011 1 1 NaN \n",
"52 2012 1 1 NaN \n",
"76 2010 0 1 0 \n",
"\n",
" ident_by_3 program_by_6 jcih age_years \n",
"17 False False NaN 4.166667 \n",
"23 False False 0 2.250000 \n",
"28 True False 0 4.833333 \n",
"52 False False 0 4.000000 \n",
"76 False False 0 4.166667 \n",
"\n",
"[5 rows x 80 columns]"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"receptive_vocab_dataset = lsl_dr[(lsl_dr.domain=='Receptive Vocabulary') & \n",
" (lsl_dr.non_english==False)]\n",
"receptive_vocab_dataset.head()"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mean_score = receptive_vocab_dataset.groupby('study_id')['score'].mean()\n",
"receptive_vocab_dataset = receptive_vocab_dataset.drop_duplicates('study_id').set_index('study_id')\n",
"receptive_vocab_dataset['mean_score'] = mean_score"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"age_years 5\n",
"school 0\n",
"score 0\n",
"male 0\n",
"time 56\n",
"family_inv 224\n",
"sib 69\n",
"deg_hl_below6 126\n",
"mother_hs 357\n",
"synd_or_disab 115\n",
"jcih 347\n",
"dtype: int64"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"receptive_vocab_dataset[covs].isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"receptive_vocab_dataset = receptive_vocab_dataset[receptive_vocab_dataset.age.notnull() & \n",
" receptive_vocab_dataset.male.notnull() &\n",
" receptive_vocab_dataset.int_outside_option.notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10e3917f0>"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAXgAAAEBCAYAAABysL6vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAE0hJREFUeJzt3V+MnFd5x/HvY0z+qMHaKEUJSlu5wW65RERVVDDN4g1p\n",
"qVCpxFVVNQS4gEAbaEWhgojGVkCClqi0CCJVaikX0IIq8A0idtY4NigKwlKVi4ooi7FII7kXrnc3\n",
"leKElNOLGYuN493ZMzNnd86z349kZd93ZmfOz7P5+Z1n3pmNUgqSpHx2bfcCJEltWPCSlJQFL0lJ\n",
"WfCSlJQFL0lJWfCSlNSGBR8RByLiBxHx2TX7FiLiVEScjIiDo/ZLkrZHbHQefEQsAK8C3lhK+WhE\n",
"BPA9YAEI4OFSyu+st7/56iVJ69rwCL6UsghcWLNrP/BkKeViKeU5YCki9m2wX5K0TXZXXv8GYCUi\n",
"HmRwpL4y3Ldrnf1LU1yrJKlCbcGfB+aAexgU+ZeG+3ats1+StE02W/Ax/O8Sg3HMpX37SilLEbHr\n",
"SvvXu7HFxUU/AEeSxrCwsBCjrzWwYcFHxMeAtwE3RsSeUsr7IuIw8AhQgEMApZSfR8Shy/dPa5GS\n",
"pPqD4w0LvpTyGeAzl+07Chy9wnWPAcdq7jyriJgvpZzY7nW0Yr5+Zc4G+fPV8o1OkpSUBd9A9iMI\n",
"8/UrczbIn6+WBS9JSVnwDUTE/HavoSXz9StzNsifr5YFL0lJWfANZJ8Dmq9fmbNB/ny1LHhJSsqC\n",
"byD7HNB8/cqcDfLnq2XBS1JSFnwD2eeA5utX5myQP1+t2k+TnAmPP/XMl8+tPr93vctv2nP12dv2\n",
"33z31q1IkmZPlwV/bvX5vQ8cP3v7epffd3DvFq7m5bJ/Hob5+pU5G+TPV8sRjSQlZcE3kP0Iwnz9\n",
"ypwN8uerZcFLUlIWfAPZz8U1X78yZ4P8+WpZ8JKUlAXfQPY5oPn6lTkb5M9Xy4KXpKQs+AayzwHN\n",
"16/M2SB/vloWvCQlZcE3kH0OaL5+Zc4G+fPVsuAlKSkLvoHsc0Dz9StzNsifr5YFL0lJWfANZJ8D\n",
"mq9fmbNB/ny1LHhJSsqCbyD7HNB8/cqcDfLnq2XBS1JSFnwD2eeA5utX5myQP18tC16SkrLgG8g+\n",
"BzRfvzJng/z5alnwkpSUBd9A9jmg+fqVORvkz1fLgpekpCz4BrLPAc3Xr8zZIH++Wha8JCU1dsFH\n",
"xLsj4vGI+F5EvGW4746IOBURJyPi4PSW2Zfsc0Dz9StzNsifr9buCb73z4HXA9cB34mINwGHgAUg\n",
"gIeB4xOvUJI0lklGNE8AdwB/wKDM9wNPllIullKeA5YiYt8U1tid7HNA8/UrczbIn6/WJEfwp4B3\n",
"MfhH4mvADcBKRDzI4Ah+ZbhvadJFSpLqjXUEHxGvBQ6WUv64lPJHDMY1/wvMAR8f/rkeOL/Bbcyv\n",
"/bpme3X5wtxG61tdvjA3ye1Puj1pvlnfNl+/26WUE7O0HvON9/O5WVFKqf+miP3AP5RSfi8iXgn8\n",
"AHgjcIzB2GYXcLSUcuBK37+4uFgWFhZinAUDHDl95sQDx8/evt7l9x3c++g7br1lftzbl6RZVNud\n",
"Yx3Bl1KeAk5GxGMMRjV/N5y7HwYeYTCTPzTObWcw7r+2vTBfvzJng/z5ao09gy+lfBr49GX7jgJH\n",
"J12UJGlyvtGpgezn4pqvX5mzQf58tSx4SUrKgm8g+xzQfP3KnA3y56tlwUtSUhZ8A9nngObrV+Zs\n",
"kD9fLQtekpKy4BvIPgc0X78yZ4P8+WpZ8JKUlAXfQPY5oPn6lTkb5M9Xy4KXpKQs+AayzwHN16/M\n",
"2SB/vloWvCQlZcE3kH0OaL5+Zc4G+fPVsuAlKSkLvoHsc0Dz9StzNsifr5YFL0lJWfANZJ8Dmq9f\n",
"mbNB/ny1LHhJSsqCbyD7HNB8/cqcDfLnq2XBS1JSFnwD2eeA5utX5myQP18tC16SkrLgG8g+BzRf\n",
"vzJng/z5alnwkpSUBd9A9jmg+fqVORvkz1fLgpekpCz4BrLPAc3Xr8zZIH++Wha8JCVlwTeQfQ5o\n",
"vn5lzgb589Wy4CUpKQu+gexzQPP1K3M2yJ+vlgUvSUlZ8A1knwOar1+Zs0H+fLUseElKyoJvIPsc\n",
"0Hz9ypwN8uerZcFLUlJjF3xE3BwRxyPiZER8brjvjog4Ndx3cHrL7Ev2OaD5+pU5G+TPV2v3BN/7\n",
"t8AnSimPAUREAIeABSCAh4HjE69QkjSWsY7gI2IXsO9SuQ/tB54spVwspTwHLEXEvmkssjfZ54Dm\n",
"61fmbJA/X61xj+BfDVwTEd8E9gBfAM4BKxHxIIMj+BXgBmBpGguVJNUZt+DPA8vAO4e38X3gPcAc\n",
"cA+Dgv/S8Ho7TvY5oPn6lTkb5M9Xa6wRTSnlReBp4DWllBeAiwyO1PcPrxIMRjjrHr2vfSoVEfM1\n",
"26vLF+Y2Wt/q8oW5SW7fbbfddntWt2tEKWWc7yMifg14iMGI5uullL+PiDuBTwIFOFxKOXal711c\n",
"XCwLCwsx1h0DR06fOfHA8bO3r3f5fQf3PvqOW2+ZH/f2JxUR85mPJMzXr8zZIH++2u4c+yyaUspP\n",
"gd+/bN9R4Oi4tylJmh7f6NRA5iMIMF/PMmeD/PlqWfCSlJQF38C4L4j0wnz9ypwN8uerZcFLUlIW\n",
"fAPZ54Dm61fmbJA/Xy0LXpKSsuAbyD4HNF+/MmeD/PlqWfCSlJQF30D2OaD5+pU5G+TPV8uCl6Sk\n",
"LPgGss8BzdevzNkgf75aFrwkJWXBN5B9Dmi+fmXOBvnz1bLgJSkpC76B7HNA8/UrczbIn6+WBS9J\n",
"SVnwDWSfA5qvX5mzQf58tSx4SUrKgm8g+xzQfP3KnA3y56tlwUtSUhZ8A9nngObrV+ZskD9fLQte\n",
"kpKy4BvIPgc0X78yZ4P8+WpZ8JKUlAXfQPY5oPn6lTkb5M9Xy4KXpKQs+AayzwHN16/M2SB/vloW\n",
"vCQlZcE3kH0OaL5+Zc4G+fPVsuAlKSkLvoHsc0Dz9StzNsifr5YFL0lJWfANZJ8Dmq9fmbNB/ny1\n",
"LHhJSsqCbyD7HNB8/cqcDfLnq7V7uxewXR5/6pkvn1t9fu96l9+05+qzt+2/+e6tW5EkTdeOLfhz\n",
"q8/vfeD42dvXu/y+g3vHvu3sc0Dz9StzNsifr9ZEI5qIuCoizkbEB4bbd0TEqYg4GREHp7NESdI4\n",
"Jp3Bvx84DRARARwC3gr8LnD/hLfdrexzQPP1K3M2yJ+v1tgjmoi4FrgT+DpwHbAfeLKUcnF4+VJE\n",
"7CulLE1lpcn4GoCk1iaZwd8LfAG4cbh9A7ASEQ8CAawM9+24gt/MHLDlawCtZZ9zZs6XORvkz1dr\n",
"rBFNROwB3lxK+c6lXcB5YA74+PDP9cN9kqRtMO4M/gBwdUR8FbgHuBu4hsGYBgaFv+F4Zu2sLCLm\n",
"a7ZXly/MbbS41eULc6NubzO3Me76IuLD23z/rbdH5ut8O22+S1/PynrMV79dI0op43zfL24g4i7g\n",
"ulLKFyPiTuCTQAEOl1KOXel7FhcXy8LCQox7n0dOnzkxYrzx6DtuvWW+9W2sJyLmRz1VbHn/rW0m\n",
"X88y58ucDfLnq+3Oic+DL6V8Zc3XR4Gjk95m7zL/gIH5epY5G+TPV8uPKpCkpCz4Bsadl/XCfP3K\n",
"nA3y56tlwUtSUhZ8A9nngObrV+ZskD9fLQtekpKy4BvIPgc0X78yZ4P8+WpZ8JKUlAXfQPY5oPn6\n",
"lTkb5M9Xy4KXpKQs+AayzwHN16/M2SB/vloWvCQlZcE3kH0OaL5+Zc4G+fPVsuAlKSkLvoHsc0Dz\n",
"9StzNsifr5YFL0lJWfANZJ8Dmq9fmbNB/ny1LHhJSsqCbyD7HNB8/cqcDfLnq2XBS1JSFnwD2eeA\n",
"5utX5myQP18tC16Sktq93Qu4ksefeubL51af37ve5a/YFa/bwuVUi4j5zEcS5utX5myQP1+tmSz4\n",
"c6vP733g+Nnb17v8Ewf3rmzleiSpR45oGsh+BGG+fmXOBvnz1bLgJSkpC76B7Ofimq9fmbNB/ny1\n",
"ZnIGL8HoF9tv2nP12dv233z31q1I6osF30D2OeBW5Rv1Yvt9B/c2ud/Mj1/mbJA/Xy0Lfofy6FjK\n",
"z4JvoIdzcSc5Ou4h3yQy58ucDfLnq2XBa9v0/oY2adZZ8A1kP4KYVr5ZfUNb5scvczbIn6+Wp0lK\n",
"UlIWfAPZz8U1X78yZ4P8+WpZ8JKUlAXfQPY5oPn6lTkb5M9Xy4KXpKTGOosmIh4CfhMI4N2llJ9E\n",
"xAJwP1CA+0spx6e2ykpz1+5+3ZHTZ05sdJ2Wp+BlPxfXfP3KnA3y56s1VsGXUt4PEBFvAf4yIj4I\n",
"HAYWGJT+w8CGBf+fPz1313qX7Yr4pXHWdcmF51685lMbnH4Hfqa8pPwmPQ/+WeAFYD/wZCnlIkBE\n",
"LEXEvlLK0nrfeP+xM/9ypf1BcNcbbjo34bq2VfYjCPP1K3M2yJ+v1qQF/17g88ANwEpEPMjgCH5l\n",
"uG/dgv/J/1y84v6YcEGSpIGxX2SNiLczOGr/EXAemAM+Pvxz/XDfWH72sxeu2ujy/3vxxQ3/YRp1\n",
"+Waus7p8Ye7S1xExv/b82k1sf3jU9dfefoP7H7k94f2PzFezPakGfz9TzTdL25e+npX1mK/t/y/j\n",
"vsh6KzBfSvnIcNcSgzENDA7CNxzPjPLKV171wkaXv2L37hcnuXwz19kzd/3ypa8vf9o3ahv4j7X7\n",
"rnT9I6fPLA+e6Ez//jezPcn9s4l8m9k+cvrMuvdfY9p/P0wpn9tut9iuMe6I5hvA0xHxXeCJUsqH\n",
"IuIw8AiDs2gOjbugXmz0QVnf+uGPefypZ7r+uN2NzkTKkG8jmee4mbNB/ny1xj2L5pYr7DsKHJ14\n",
"RZ3Yrl9GsVVGnYnUez5pJ/CNTtJlpvn6wKzJnA3y56vlxwV3qoffyDTrn/e+3vq+8sgP546cPrPc\n",
"+u+wh8dQfbPgO9XDiGhWP+/9ko3Xt9L873A7HsPsM+rs+Wo5opGkpCx4aQfJPqPOnq+WI5p1jPrA\n",
"su2eH0vSKBb8OkadJrjd82NpHNln1Nnz1XJEI0lJWfDSDpJ9Rp09Xy0LXpKScgaflC8St9fjG5Wy\n",
"z6iz56tlwSfli8Tt9fBmM+1sjmikHST7jDp7vloWvCQlZcFLO0j2GXX2fLUseElKyhdZpY7VnskT\n",
"EfOZj3Kz56tlwUsd80webcSCn1Gzfh77qPXB9q9RL5f96DZ7vloW/Iya9fPYR60Ptn+N0k7ni6zS\n",
"DpL9PPHs+WpZ8JKUlAUv7SDZZ9TZ89VyBq9ujXqhdxY/7KuGL2RrUha8ujXqhd7eTxFs8UJ29vPE\n",
"s+er5YhGkpKy4KUdJPvRbfZ8tRzRNDLrb1TSzjDydYpXXfUr55594b/Wvbzx6xgjP2phm9fXOwu+\n",
"kVl/o5J2hs38HH7q+NnXrnd569cxRn3UQu36nMG/lCMaSUrKI3ilNemYzDFbfzx6fykLXmlNOiZz\n",
"zKbeWfBSIxmeAcz6i7SXcwb/Uha81EiGZwCz/iKtNmbBS2pmq5/FtDh6r/2tWbPEgpfUTIZnMT3/\n",
"1qypF3xELAD3AwW4v5RyfNr3IUnw8mcIq8sX5vbMXb98aXsWjq638xnAVAs+IgI4DCwAATwMWPCS\n",
"mrjyM4RfPCmYhaPr7XwGMO03Ou0HniylXCylPAcsRcS+Kd+HJGkTpj2iuQFYiYgHGRzBrwz3LU35\n",
"fiRppOy/M2CUaRf8eWAOuIdBwX9puO9l/uQNN13x3NldEUEQU16XpB0o++8MGCVKKdO7sYhdwEng\n",
"Dgbjn6OllAOXX29xcXF6dypJO8jCwsKmD4CnWvAAEfFW4K8ZnEVzuJRybKp3IEnalKkXvCRpNvhx\n",
"wZKUlAUvSUlZ8JKU1JYXfEQsRMSpiDgZEQe3+v6nLSIORMQPIuKza/alyRgRD0XEdyPiRET8+nBf\n",
"inwR8UBEHI+IY9myrRURV0XE2Yj4wHD7jgwZI+KfI+Kx4WN413BfimyXRMTNw3wnI+Jzw32bz1hK\n",
"2bI/DM6N/z5wDXAtcHIr779RpgXgD4HPZs04zPUW4IsZ8wFvAh7KmG2Y717g34EPZMoI/BPwq2u2\n",
"02Rbk+lrwG+Pm3Grj+DTfZRBKWURuLBmV7qMQ88CL5Az323Aj0iYLSKuBe4Ejgx3ZcoYvHQKkSnb\n",
"pfcV7SulPLZmd1XGrf644J3wUQZZM74X+DzJ8kXEo8BrgAPAa0mUbehe4AvAjcPtTI/fs8BXI+I8\n",
"8BfkygbwauCaiPgmsIfB43iOioxbXfCb/iiDjqXLGBFvZ3DU8KOI+A0S5Sul3B4RvwV8BfgzEmWL\n",
"iD3Am0spn4mIdzHIlObns5RyL0BEvB74G+CjJMk2dB5YBt7JoKu/D7yHioxbXfBLDJ5iwGBx+0op\n",
"vf7rerlLbx9OlTEibgXmSykfGe5KlW/ovxm88/rH5Mp2ALg6Ir4K3AK8AjhFrowAF4GfkezxK6W8\n",
"GBFPA68ppTwTERep/P9vSwu+lPLziDgEPMLgf6hDW3n/LUTEx4C3ATdGxJ5Syvsi4jB5Mn4DeDoi\n",
"vgs8UUr5UJZ8EfFvwC8DzwF/mu3ns5TybeDbAMOzTK4rpTyR6PH7VwbjtWeBD2Z7/Ib+CvjH4bOx\n",
"r5dSnqt5/PyoAklKyjc6SVJSFrwkJWXBS1JSFrwkJWXBS1JSFrwkJWXBS1JSFrwkJfX/Tur9NYXc\n",
"/bUAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10dabce10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"receptive_vocab_dataset.age_int.hist(bins=40)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(961, 80)"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"receptive_vocab_dataset.shape"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAmkAAAF/CAYAAAASFl7JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAGn9JREFUeJzt3X+w5WddH/D3Z7OQRJJlY0SiAbnArsbOdFQyQ0YMxuym\n",
"OFhErSL+ARKhDoYqjo6UH0mnbJpQYUqqI2PoWDVqlRZqIaMTyJJsliwhhjb+iCMlZgs7wdTFIa67\n",
"QTeLaZ7+cb5Lbm7u3T13c773PDf39Zo5s+f7fM95zuc+c3PPO8/3x1OttQAA0JdN8y4AAIAnEtIA\n",
"ADokpAEAdEhIAwDokJAGANAhIQ0AoEOjhbSquriqPl1V71nU9v6quq2q9lbV8xe176yqfVV1e1Xt\n",
"GKsmAID1osa6T1pV7UxydpKXtNb+9ZJ9lyb50dbaFVVVST6ZZGeSSnJza+27RykKAGCdGG0mrbV2\n",
"a5JDK+x+KMmx4fn2JPe21h5urR1Nsr+qto1VFwDAerB5Tp/7hiS/PDw/N8nhqrouk5m0w0Pb/jnV\n",
"BgAwd2se0qrqFZnMnH12aHowydYkV2QS0q4f2pZ16623WscKAFg3du7cWafyvrUIaV8trKouTPI9\n",
"rbVfWLR/fyaHPI+/dltr7YSzaKf6wwIArKUnM7k0WkirqrcmeXmSZ1fVltbaG5N8KMkXquq2JPe0\n",
"1n62tfZoVe1KckuSlmTXWDUBAKwXo4W01tq7k7x7SdsLVnjtx5N8fKxaABjHXfc9cMPBI8cWxuj7\n",
"vC2nH7ho+/mXj9E3rAfzunAAgKeAg0eOLVyz58AlY/R91Y6FMbqFdcOKAwAAHRLSAAA6JKQBAHRI\n",
"SAMA6JCQBgDQISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENC\n",
"GgBAhzbPuwAAxnfXfQ/ccPDIsYVZ93vaprpg1n0CE0IawAZw8MixhWv2HLhk1v1euWPh8Kz7BCYc\n",
"7gQA6JCQBgDQISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENC\n",
"GgBAh4Q0AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLS\n",
"AAA6JKQBAHRISAMA6JCQBgDQISENAKBDQhoAQIeENACADglpAAAdGi2kVdXFVfXpqnrPoradVbWv\n",
"qm6vqh0nawcA2Kg2j9j36UneleQlSVJVleTqJDuTVJKbk+xZqX3EugAAujfaTFpr7dYkhxY1bU9y\n",
"b2vt4dba0ST7q2rbCdoBADasMWfSljo3yeGqui6TGbPDQ9umFdr3r2FtAABdWcuQ9mCSrUmuyCSM\n",
"XT+0bVqhHQBgw1qLkFbDv/szObR5vG1ba21/VW1arn0N6gIA6NZoIa2q3prk5UmeXVVbWmtvrKqr\n",
"k9ySpCXZlSSttUeratfSdgCAjWy0kNZae3eSdy9p251k9zKv/XiSj49VCwDAeuNmtgAAHVrLCwcA\n",
"YO7uuu+BGw4eObYw637P23L6gYu2n3/5rPtl4xLSANhQDh45tnDNngOXzLrfq3YszLpLNjiHOwEA\n",
"OiSkAQB0SEgDAOiQkAYA0CEXDgDQpa1nbr7gxrs/t3fW/Z62qS6YdZ8wBiENgC4dOvrIGdeOcBXm\n",
"lTsWDs+6TxiDw50AAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLS\n",
"AAA6JKQBAHRISAMA6JCQBgDQISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAG\n",
"ANAhIQ0AoENCGgBAhzbPuwAAeCrYeubmC268+3N7x+j7vC2nH7ho+/mXj9E3/RLSAGAGDh195Ixr\n",
"9xy4ZIy+r9qxMEa3dM7hTgCADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAh4Q0\n",
"AIAOWXEAoCN33ffADQePHFuYdb+nbaoLZt0nMC4hDaAjB48cW7hmhKWFrtyxcHjWfQLjcrgTAKBD\n",
"QhoAQIeENACADs0lpFXVT1TVXVX1yaq6dGi7rKr2VdXtVbVjHnUBAPRiXhcO/FySb09yVpKPVdV3\n",
"JdmVZGeSSnJzkj1zqg0AYO7mFdLuSXJZkq/PJJBtT3Jva+3hJKmq/VW1rbW2f071AQDM1bxC2r4k\n",
"r8vkcOsHkpyb5HBVXZfJTNrhoU1IAwA2pDUPaVX1wiQ7WmuvHrZvS/LmJFuTXJFJSLs+yYNrXRsA\n",
"QC/mceHApiTPTJKqelom4Wx/Joc8k0lIc6gTANjQ1nwmrbV233AF552ZBLJfaq0draqrk9ySpGVy\n",
"EQFAl8ZauimxfBPwmLmck9Zae1eSdy1p251k9zzqAViNsZZuSizfBDzGzWwBADokpAEAdEhIAwDo\n",
"kJAGANAhIQ0AoENCGgBAh4Q0AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECH\n",
"hDQAgA4JaQAAHRLSAAA6JKQBAHRISAMA6JCQBgDQISENAKBDJw1pVfXMtSgEAIDHTDOT9mdV9RtV\n",
"ddHo1QAAkGS6kLYtyR8kubKq/ldV/VRVnTVyXQAAG9pJQ1pr7ZHW2odba69M8qYkb0tyf1W9V1gD\n",
"ABjHNOekPb2qXl1VH0vyK0neleR5Se5I8vsj1wcAsCFtnuI1+5N8NMmVrbW7F7X/j6r66XHKAgDY\n",
"2KYJaf+ktfblFfYJaQAAI5jmnLSVAlpaa5+ZbTkAACTTnZP2hmXazKABAIxomltw/MQyba+adSEA\n",
"ADzmVJeFOm2mVQAA8DjThLQvVtXLjm9U1Q8l+dJ4JQEAMM3VnT+X5MaqemcmM2inJ/mBMYsCANjo\n",
"ThrSWmv3V9WFSb5laLq3tfbouGUBAGxs08ykZQhl/3vkWgAAGJw0pFXV1yb5wSRbF7e31q4bqygA\n",
"gI1umpm0m5P8RZLPj1wLAACDaULal1trl49dCAAAj5nmFhx3V9W3nPxlAADMyjQzad+W5ONV9aeL\n",
"G1trrxynJAAApglp14xeBQAAjzPNfdI+sRaFAADwmKnW7qyqhap6+aLtZ4xXEgAAJw1pVfWaJB9I\n",
"8u8XNX90tIoAAJhqJu1NSS5JcmhRW41TDgAAyXQh7ZHW2leOb1TVWUnOHK8kAACmCWl/VFW/mGRL\n",
"VX1/kpuS/O64ZQEAbGzThLS3ZbIk1IEkr0lyfWvtPz6ZD62q86tqT1XdXlXvHdouq6p9Q9uOJ9M/\n",
"AMB6N80tOB5N8p+Gx6z8hyRXttbuTJKqqiS7kuzM5Hy3m5PsmeHnAQCsK1PdgmOWqmpTkm3HA9pg\n",
"e5J7W2sPt9aOJtlfVdvWujYAgF6cdCatqh5K0pa2t9a2nOJnPivJGVX14SRbkrwvycEkh6vqukxm\n",
"0g4nOTfJ/lP8DACAdW2aw51nL96uqpckufBJfOaDSf4uyQ8Pn39Hktcn2ZrkikxC2vXD6wAANqRV\n",
"H+5srX0qk8OTp6S19kiSLyT5huHWHg9nMmN2vM/K5HCoWTQAYMOa5nDni5Y0fX2Si57k574tya9V\n",
"1ZYkH2ytHa2qq5Pcksmh1V1Psn8AeMrYeubmC268+3N7Z93veVtOP3DR9vMvn3W/zMZJQ1qS9y7Z\n",
"/tskb38yH9pauz/J9y1p251k95PpFwCeig4dfeSMa/ccuGTW/V61Y2HWXTJD05yTdulaFAIAwGPW\n",
"/BYcAACc3DTnpN2WZW7BcVxrzeoAAAAzNs05aZ/O5JYZx88Xe9Xw74dGqQgAgKlC2ne01l62aPvu\n",
"qtrbWnvbWEUBAGx005yT9pyqetbxjap6ZiarAQAAMJJpZtLeneRPq+rWTM5Ne2mSfztqVQAAG9w0\n",
"t+D4raraneTFmYS0t7TW/mb0ygAANrBpZtLSWvvrJDeOXAsAAIOp7pNWVa+pql3D8xoWWQcAYCQn\n",
"DWlV9d5M1ur83iRprbUk7xm5LgCADW2ambQXt9Z+JsnRRW0r3twWAIAnb5qQtqmqNmcIZlX1wkx5\n",
"LhsAAKdmmrD1q0luSfLc4dDnq5L8y1GrAgDY4Ka5BcfvVtWfJNmZ5JEkl7TWPj96ZQAAG9i0t+D4\n",
"TJLPjFwLAACDaa7ufO5aFAIAwGOmuXDgD0avAgCAx5kmpD08ehUAADzONCHtP1fVe6vqaxc/Rq8M\n",
"AGADm+bCgSuHf//ForaW5AWzLwcAgGS6W3A8fy0KAQDgMVMtsA4AwNpaMaRV1X9b9Pxn1qYcAACS\n",
"E8+kfeOi5z80diEAADzmRCGtrVkVAAA8zokuHHhOVf18kkryTcPzr2qtXTdqZQAAG9iJQtpvJTl7\n",
"eP47i54DADCyFUNaa23XWhYCAMBj3IIDAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDo\n",
"kJAGANAhIQ0AoENCGgBAh4Q0AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECH\n",
"5hbSqurpVXWgqt40bF9WVfuq6vaq2jGvugAAerB5jp/9U0nuTpKqqiS7kuxMUkluTrJnfqUBAMzX\n",
"XGbSqurMJC9LcuPQtD3Jva21h1trR5Psr6pt86gNAKAH85pJe3OS9yV59rB9bpLDVXVdJjNph4e2\n",
"/fMpDwBgvtZ8Jq2qtiR5aWvtY8ebkjyYZGuSdwyPc4Y2AIANaR4zaRcnOb2qfi/JC5KclmRfJoc8\n",
"k0lo29ZaM4sGAGxYax7SWms3JbkpSarqx5Oc1Vq7p6quTnJLkpbJRQQAABvWPK/uTGvttxc9351k\n",
"9xzLAQDohpvZAgB0SEgDAOjQXA93AgDzs/XMzRfcePfn9s663/O2nH7gou3nXz7rfjcaIQ0ANqhD\n",
"Rx8549o9By6Zdb9X7ViYdZcbksOdAAAdMpMGPGXddd8DNxw8cmxh1v2etqkumHWfAEsJacBT1sEj\n",
"xxauGeFQzpU7Fg7Puk+ApYQ0YO7MeAE8kZAGzJ0ZL4AncuEAAECHhDQAgA4JaQAAHRLSAAA6JKQB\n",
"AHRISAMA6JCQBgDQIfdJA6Yy1g1nEzedBViOkAZMZawbziZuOguwHIc7AQA6JKQBAHRISAMA6JCQ\n",
"BgDQISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBAh4Q0\n",
"AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA5tnncBwGzddd8DNxw8\n",
"cmxh1v2etqkumHWfAKxMSIOnmINHji1cs+fAJbPu98odC4dn3ScAK3O4EwCgQ0IaAECHhDQAgA4J\n",
"aQAAHRLSAAA6tOYhrareX1W3VdXeqnr+0LazqvZV1e1VtWOtawIA6M2a34KjtfZTSVJVlyZ5S1X9\n",
"qyRXJ9mZpJLcnGTPWtcFANCTeR7ufCjJV5JsT3Jva+3h1trRJPuratsc6wIAmLt53sz2DUl+Ocm5\n",
"SQ5X1XWZzKQdHtr2z7E2AIC5mktIq6pXZDJ79tmq+uYkW5NckUlIuz7Jg/OoCwCgF/O4cODCJN/T\n",
"WvuloWl/Joc8k0lI29ZaM4sGAGxo85hJ+1CSL1TVbUnuaa39bFVdneSWJC3JrjnUBADQlXlc3fmC\n",
"Zdp2J9m91rUAALO39czNF9x49+f2jtH3eVtOP3DR9vMvH6Pv3szzwgEA4Cno0NFHzrh2z4FLxuj7\n",
"qh0LY3TbJSsOAAB0SEgDAOiQkAYA0CHnpAEA68ZYFyX0eEGCkAYArBtjXZTQ4wUJDncCAHRISAMA\n",
"6JCQBgDQISENAKBDQhoAQIeENACADglpAAAdEtIAADokpAEAdEhIAwDokJAGANAhIQ0AoENCGgBA\n",
"h4Q0AIAOCWkAAB0S0gAAOiSkAQB0SEgDAOiQkAYA0CEhDQCgQ0IaAECHhDQAgA4JaQAAHRLSAAA6\n",
"JKQBAHRISAMA6JCQBgDQISENAKBDQhoAQIc2z7sA2Kjuuu+BGw4eObYw635P21QXzLpPANaekAZz\n",
"cvDIsYVr9hy4ZNb9Xrlj4fCs+wRg7TncCQDQITNpAMCGt/XMzRfcePfn9s6637OexHuFNABgwzt0\n",
"9JEzrh3hFJRffNGpv9fhTgCADplJgxMY6wrMxFWYAJyYkAYnMNYVmImrMAE4MYc7AQA6JKQBAHRI\n",
"SAMA6JBz0taxsU5qP+/spz/n4ENf+atZ9ztm3+dtOf3ARdvPv3zW/QLAvAhp69iYywpdu+fAC2fd\n",
"75h9X7VjYdZdAsBcdRXSqmpnkncmaUne2Vrbs9zrDh069NIRPv7vzjnnnD8foV8AgFXrJqRVVSW5\n",
"OsnOJJXk5iTLhrS33nTf3ll//qu/7dmf2nnOOWOEP9bAWMt5uJcZAPPSTUhLsj3Jva21h5OkqvZX\n",
"1bbW2v6lL/yT//vlmV/w8P3f+qxjs+6TtTPWch7uZQbAvPQU0s5NcriqrstkJu3w0PaEkPbaF503\n",
"8xPPv/7sp/c0FgDABlettXnXkCSpqm9O8vYkV2QS0q5Pcs3SmbRbb721j4IBAKawc+fOOpX39RTS\n",
"NiW5Pcllmdy/bXdr7eL5VgUAMB/dHOJrrT1aVbuS3JLJ1Z275lwSAMDcdDOTBgDAYywLBQDQISEN\n",
"AKBD6yqkVdXOqtpXVbdX1Y5519O7qnp/Vd1WVXur6vlDmzFchap6elUdqKo3DduXGb/pVNX5VbVn\n",
"GKv3Dm3Gb0pV9RNVdVdVfbKqLh3ajN8Kquriqvp0Vb1nUduyf+/8HXy8FcbuCd8fQ7uxW2K58Rva\n",
"H/f9MbStbvxaa+vikcltOe5IckaSM5PcPu+a1ssjyaVJftUYntLYvTnJ7yd5k/Fb9dh9IMl3Lto2\n",
"fqsbv3sy+R/pLUk+ZfxOOl47k/xgkvcM28uOl3E8+dgt2XdpkuuN3erHb/H3x6mO33qaSfvqigSt\n",
"taNJ9lfVtnkXtU48lOQrMYarUlVnJnlZkhuHJuM3peGWOttaa3cuajZ+q3NPJrckemUmy+QZvxNo\n",
"rd2a5NCippXGyzgusczYLfZQkuMr8hi7ZSw3fst8fySnMH7d3IJjClOvSMATvCHJL8cYrtabk7wv\n",
"ybOHbeM3vWclOaOqPpzJTND7khyM8VuNfUlel8ls2gfi92+1VhqvTSu0G8flHf/+SPwOrsbS74/k\n",
"FMZvPYW0B5NszeNXJHhwrhWtA1X1ikyS+2eHVR2M4RSqakuSl7bW3l1Vr8tkvPwOTu/BJH+X5Icz\n",
"+TtzR5LXx/hNpapemGRHa+3Vw/ZtmfzRN37TW+m/100rtLPE4u+PocnfwCks8/1x3KrHbz2FtP2Z\n",
"TBUmkx9u2cXXeUxVXZjke1prvzA0GcPpXZzk9Kr6vSQvSHJaJjMbxm8KrbVHquoLSb6htfZAVT0c\n",
"v3+rsSnJM5Okqp6WyR924zed48vvLDtew6F447i8ry5dtMz3R+J38GSOj98Tvj+qam+Sz2aV47du\n",
"QlqzIsGp+FCSLwz/F35Pa+1nq+rqGMOTaq3dlOSmJKmqH09yVmvtHuO3Km9L8mvD/1V+sLV21PhN\n",
"p7V233D1152Z/DH/JeN3YlX11iQvT/LsqtrSWnvjcuPlu+SJlhu7LPP9YeyWt8L4Lf3++Mywvarx\n",
"s+IAAECH1tPVnQAAG4aQBgDQISENAKBDQhoAQIeENACADglpAAAdEtKAVauqr6mq366qO6tqX1X9\n",
"9JL9z6yqK0au4aER+rxwuC/UtK9/e1V9erin2W/Muh5gY1s3N7MFuvKWJPe31n58hf3nJHlTJsue\n",
"jGWsmzxO1W9VXZLke1trLx6pDmCDM5MGnIrKZKmiJ+6o+s4kH0yyMMwwfXjJ/ndW1c1V9cdV9YdV\n",
"dfqifQ9V1U9W1ceq6i+Hvo7ve1FV3V1Vt1XVNXn8EjZnV9VvVtXuqvpsVV275DN/s6reUVWfGGa+\n",
"fmTRvtdV1V9U1e4kP7rKMTizqp6xwjhcMtS6r6ruqKpvX7Rv59C2bxiDb1q073lV9edVdXVV3VVV\n",
"tyzat6mq3jOM66eq6jVLPvPnh/fcXlUfXcXPAvSotebh4eGxqkeSZyT5nSR3J3ntMvufl8lSMsu9\n",
"9+sWPf9Ikh9btP2PSX5geH55kt9etO/PM1lLMJmsjfeVJf1+7fDvmUkeyGTd0OP7fjPJbZksz7L4\n",
"Pd+Y5K+O15Tk7Un2rGIc3pHk3uHfZyz5+e9L8txl3nNuks8fry/JDya5fcl7H07yI8u8941JfnF4\n",
"/vQkdyZZGLafmeRvkmye9++Hh4fHbB5m0oBVa639fWvttUl+KMn3V9Wvr+Lth4ZZpp9M8jVJvmHR\n",
"vqOttRuH55/PMFtXVVuTbGmt7R0+/5OZBJnF/rGq/nmS1w/7zluy/1daa19e0vbiJLe21r40bO9e\n",
"xc+R1tq7klyY5GlJ7qiqM4Zd35fkQ621Lyzztu9M8snW2l8PfXwkyQuWzMj9ZWvtvy/z3pcl+WfD\n",
"eXM3ZxJIv3Xo53Am6wXeVFU/XVVft5qfBeiPkAacstba/Ul+LMkrq+qk57hW1dck+aMk353k/yTZ\n",
"n0WHLU/g/52k33+a5JNJnpvkT5N8aRX9TvO6FbXWvtxa25Xk/iQvWbTrROOx9G9vZbpz4R5J8s7W\n",
"2qXD49tba189rNlauzzJa4fX3VVVC1P0CXRKSANWbQhbx31rki+21h5Z1PZwknOratPw+uNB6Fsy\n",
"OUz575L8cZLvyOND0rKBqbX2UJIvVtV3Df29IpNZuOMuS/KHrbX3JzmS5Pkr9bXEnUkuHmbqkuRV\n",
"U7wnQw2bq+ppw/OzkyxkEjqT5KNJfrSqti3z1k8leUlVPWd476symTn7h8Xdr/CxH0nylqo6a4Wa\n",
"NrXWvjiMw19mmGUD1idXdwKn4pVV9ZYkX07yD1kSblprX6yqTyT5k6o6mOSqJP8zyZ8lub+q/iyT\n",
"mae9efxhyRPNJv1kkl+vqoeH9y0ONf81yUeq6tIkn01y+zT9tta+VFX/Jsm+qnowk1m+ab0wyX+p\n",
"qqPD9juGmcW01g5U1euS/MYQUB8d9t/RWvvbqnp9kg9W1aNJDidZepXsSvV+oKrOS7J3+NyW5OWt\n",
"tb8fPufWqjotyRlJPpHkY6v4eYDOVGtjXcUOAMCpcrgTAKBDQhoAQIeENACADglpAAAdEtIAADok\n",
"pAEAdEhIAwDokJAGANCh/w+LfpuRGi7BdAAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1186c4e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"receptive_vocab_dataset.score.hist(grid=False, bins=25, figsize=(10, 6))\n",
"plt.xlabel('Standard Scores'); plt.ylabel('Frequency');"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"M_receptive_vocab = MCMC(generate_model(receptive_vocab_dataset), db='sqlite', name='receptive_vocab', dbmode='w')"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [-----------------100%-----------------] 100000 of 100000 complete in 781.0 sec"
]
}
],
"source": [
"M_receptive_vocab.sample(iterations, burn)"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAaYAAAEgCAYAAAD/mNfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X+8VXWd7/HXG4+/EjNDGxXFKyXjTGo5KThWOmlFOc5Y\n",
"TiHTVIzezBHrzlS3HK8l6C36hc5YjZgpgZZJ2pjhpBMBikBwsIukaZrDMU0xkXBARCv43D/Wd+Ni\n",
"sX+s84u9zjnv5+OxHmfv7/ru7/rs79p7ffb3u9dZWxGBmZlZVQxrdwBmZmZ5TkxmZlYpTkxmZlYp\n",
"TkxmZlYpTkxmZlYpTkxmZlYpTkxm3SRpiqTnJD0m6QlJ90p6T7vjakbSQklnt6izu6T5kg7dWXHl\n",
"tn1M6tM966x7TNI7dnI8LfurRBsnSXpc0jpJi/oqtqHAicmsZ/49IkZFxEjgw8BMSX/c7qB6IyJe\n",
"jIhTIuJXbdj2SuBR4K/z5ZJOAnYFfrSzY+qtiLgrIg4BPt7uWAYaJyazXoqITqAL+JNamaTdJE2X\n",
"1CXpEUmfk6T84ySNkPT1tP5xSQ9KOqJQ5+xU/itJcyS9srB+q6SzJC2X9BtJcyXtl1s/WtLjwPHA\n",
"l9J2lhTaGJ3KH0/tjS6sv1DSDwpln5d0faHstDR6fEzSHZJGdacfgW8Df1co+1tgTkRsTdvYVdI0\n",
"Sb9MfXJbnXg7JF0g6efpOXVJ+ttCnf8taUVq41eSzq0Tz6jUn2skrZQ0Lvf4Q1NfDcuVfVPSpd15\n",
"wpKOlPSdtI+fkfSfkg4o1Jki6XpJn0nPZY2kt6d1e0p6VtLrc/X3lrRJ0uHdiaVSIsKLFy/dWIAp\n",
"wHXptoD3A78G9s3VuQJYAOwN7A7cAXwit34P4CHgC8DuqewVwLBcnXcDTwBj0v1LgNsKsWwFvpna\n",
"6wBuBm6qE/NC4OwSz20LMLpQdgCwCdg/95wfA96Uq/MGYANwfLp/NrCqm/06CngeeEW63wE8Axyb\n",
"q3M52ehp73T/I8BqYI9cnW+l/v6jdH+3Wv1cnbcCw9PttwC/Aw4o9Nc9wMh0/x/Tvtgt3T809VV+\n",
"f30TuLTO85oELGrwnA8Djk63a6+Tr9V5vT2T/irt611y668CpufunwXc1e73Sa/eY+0OwIuXgbak\n",
"A8TGdEB8EfgOMCq3XulAPjZXdjzwUO7++4D7W2znduBTufsdwHPAgbmyrcBhuft/mg6ywwptlU1M\n",
"W4uJKZXfAvxTuv024MHC+hnAlYWyX9QSVTf69k7gQ+n2X9XZznPAUYWyVcB70u2RKWHs341tdgBr\n",
"gDc36q+0T58ETkr3+yQx1al7PjC/zuvttiaPOT7FpnR/PvDBnfme6OulAzPriVsi4oOSrgP2i4jH\n",
"cutGAHsCcyTVLka5C9kn4pr/QXbgbuYQ4GOS/iHdF7CZbGSxJlcvP0X4q7StEcDa8k+npWuAzwL/\n",
"Cnww3S/GOi53koKAvVL5sm5s59tk03fXpL/frq2QtD9Zv/5X4TG/JEsUpL/rI6Lpc5d0GlkSGA78\n",
"nmxku2uj+hERkp4A9u/Gc2lJ0iuAzwB/Tpbo9gGerVP1t01iWyZpPfBWSQ8AxwCn9WWcO5u/YzLr\n",
"nfOBMZI+WSuIiGfIprVOiYjRaTk0IvLfHfwKOLr4vVPBfwEX5do4LCL2j4jlhXr5D5ivAV5odWDu\n",
"gduBEZJOBP4SmF1YvxqYUYj1VRFxUze3cxNZgjucbMT0rdy6Z8gSc/Ekkz8m60/Iphj3bfb9lqTX\n",
"kY1uLoiIN0fEyantoo7cYzrIPkzUPoBsTX97ewy9lmyq8S0R8Wayqcqe+CbZB4b3Ad+NiM29jKut\n",
"nJjMeiEiNpIdDKZKGptb9S/ANZJG1gokvTy3/t/J3n8zJO2V1u9dOF36X4Ep+XbTJ+yir0p6eXrs\n",
"NLY/mNesJ/seCEnDG7TT7HluBWYB1wE/Ssk370rgXEnjW8TaajvPAv8JXE/2HdWjuXUBfAO4TNIr\n",
"lPkE2ajntlTn18Ac4Aal097TyRD5k0ZGkk21rlZ2ksrFwIHsOGK6KHcCwaeBpyI70QXgabIp09em\n",
"bRwHNDulvdEHkEOAX0bEi5KOIjuDr+HIrYlvkY2S/p4s2Q1oTkxmvZQOVv+X7GC4dyq+FPgB8KN0\n",
"1tcjZKOr2mM2k03fdAA/k/QY8BPgiFydhWSnol+RznRbTZYcim4B7iL7cv73wAV16kwHxqft3Ek6\n",
"oNZ7Ok2e6rXAwWTJYfsHRfyCbIRzQXq+XcBcSbs1aa+RbwHHkSWnok8By4Gfko2STgbeFhEv5OpM\n",
"Av4DuCOdkfgQcHpu/R3Aj8lGeSuBdcBSsoS17Sml7c+Q9HR6bhNzz/dFsn6+SdJcYALZPmjk2LQP\n",
"ZxTKPw6cL+lXZB8qLivEUUpEPAXcDWyJiBXdfXzV1L4sM7MBSNJW4DURsbrdsVh7Sfo34OcRcWW7\n",
"Y+ktj5jMzAa4NA34drLvmgY8n5VnNrB5ymMIk/RasqlcAZMG+kkPNZ7KMzOzSvFUnpmZVYqn8qzS\n",
"5s+f7yG92SBwyimnNPufve14Ks/M2kpSRETpg5YNfp7KMzOzSnFiMjOzSnFiMjOzSnFiMrN2u6Td\n",
"AVi1+OQHMzOrFI+YzMysUpyYzMysUoZ0YpI0W9KNbdjueEkrJX2/RN2Fku5Kf6/uh1hmSuqSdGqZ\n",
"8j7e9jn91baZDVxD9soP6RcpjwK2SNo1In6/Ezd/OnBu7kfHmgngHf11ccaIODv9UFqp8j72Yer8\n",
"to+ZDW1DecT0FrIfZltCdrl4ACR9XlKnpMWS5tV+ojmNcpam8jNaNS5pUqq/ND8ykPQ94F1kvzp6\n",
"Q4k4RZ39JGmVpOmSlkmaVtjujDTCulPSLs3iyW2j0baLz+l6SfdLmizpwVb90yTO2WQ/Sb5A0qdL\n",
"9IOVlH7Z9ei0VP6KCpKmtjsGq5Yhe1Ze+iXJ24AtwISIODuV/xQ4luyXMh+NiDnpzb0SeCPwArAQ\n",
"eGtE/K5B2yOAucCbU9F84H0R8WRaPxOYHhEPlIhzIVli2gL8JCIuSuWPpTjXAfdGxFGpfBJZ4vub\n",
"9HPYZeKZAqyIiB8Wtr1deWr71cCzZKPtPYB7U9t1+6dRnKm9zojI/xy59VL2Wh07Byann/mecTss\n",
"nxgVfqP7kkRWNCSn8lKieSewH9mo4HhJw9KBfBbwMHA/UPtOZz+yn5Sem+rvQ/bzx10NNjEauCci\n",
"tqTtLQMOB56shdCNcBtN5T0VEU+n9ovr5tWSUsl4uuOp9Pc54ECy11Cz/mkWpw9GfUDK/yZTMf9M\n",
"mgBMyI+bItzvVm1DMjGRfbK/KyImwbYRzF8AC8gS1pER8WKtckSslfQAcHpEbCzR/mrg2PQ9FsAJ\n",
"wBU9jLXuVB7bH9RbHWjKxFNqOi93f1t5i/5pFueuSh+Xm0ZvheTT/205eVk7DdXvmM4A8t/v3JDK\n",
"IOuTeem7j29J2juVXwjMTd/dfKtZ4xGxDrgKWJSW6yJiTb5KN2IN4Idpu7MatNG0vRLxAEyT9Ik6\n",
"Dy+WR2GpadQ/zeKcB9yeplWtiQhUZgENg3E3wewN2XL8d0HDyj7+pXbM2mfIfsdUj6R9gIuBT0bE\n",
"1nSiwhdLnj1nVglpqrr2Xd59VR+R+jsmKxqqU3mNvAAcBtwpKci+q3FSsgElJaKftTuObvC18mw7\n",
"HjGZmVmlDNXvmMzMrKKcmMzMrFKcmMzMrFKcmMzMrFKcmMysrXytPCvyWXlm1lb+PyYr8ojJzMwq\n",
"xYnJzMwqxYnJzMwqxYnJzMwqxYnJzNrN18qz7fisPDMzqxSPmMzMrFKcmMzMrFKcmMzMrFKcmMzM\n",
"rFKcmMysrXytPCtyYrJukXSopC2SDpa0p6QNkk5sUn+mpC5Jp+7MOG1AmdLuAKxaOtodgA1I9wMT\n",
"gceB1c0qRsTZki7eKVGZ2aDgEZP1xMPAEcApwHwASWdJulXSKkkfLdTf4crRksZLWippsaQz+j9k\n",
"GyiUOTotvur4EOTEZD3VCTwBbEn3r4+I04GxwIeaPTAdbL4IvA04CfgnSbv1Y6w2QGSvjbFzYNbi\n",
"bBl3o5PT0OOpPOuJiIirASR9OZWdKOk0YBOwZ4vH7wccDMwlG03tA4wEuvonXKsiidjxdvFKNJMm\n",
"ABOapaaIHUfkNrA5MVlPFA8EAr4SEUdKGgWc2ewxEbFW0gPA6RGxsR/jtH6UTyy907tzH/oiDie3\n",
"anFisp6Iwu0AFktaAtwL/LbOY6ZJOiIiLkv3LwTmSgrgiYh4f79GbH2u7w7mU7fdemkqb/L4rGTG\n",
"HbB8YviinkOKL+JqZpWSvlM6Kt29z0lp6HFiMjOzSvFZeWZmVilOTGZmVilOTGbWVr5WnhX5OyYz\n",
"aytJERE+Xdu28YjJzMwqxYnJzMwqxYnJzMwqxYnJzMwqxYnJzNrtknYHYNXis/LMzKxSPGIyM7NK\n",
"cWIyM7NKcWIyM7NKcWIyM7NKcWIys7bytfKsyGflmVlb+Vp5VuQRk5mZVYoTk5mZVYoTk5mZVcqg\n",
"S0ySzpf0oKSHJE1uUGdFL7dxToPy4ZIuqlM+XtJKSd8vU7/E9lvG39vnmGvns5IWSJon6bC+aNPM\n",
"rJlBefKDpA8CwyPiygbrOyNibC/aXxERx3Wj/pXArIjo7Ok2C+21jL+3z7FOe28EPhgR5/ZVm2aQ\n",
"nZUXEVN30rYEHJXu3heD8QA4CAy6EVOywxk+ki6U1ClpFjA8Vz5e0lJJiyWdkStfJWm6pGWSpuXK\n",
"ZwNj0iji07nySZIWFkcqkr4HvAv4qqQbStRvFE/d+JvYW9I1kpZLmpLaGCNpTq7NRZL2KtEWwDjg\n",
"wWYV0nO6XtL9kiankeuo3Lqlaak74rShaecmpbFzYNbibBl3Y0pUVjGDdcQ0CdirNmKSdADw78Ab\n",
"yQ7qP4uIw9KLcmUqfwFYCLw1In4n6THgWGAdcG9EHJVrv+FopN46STOB6RHxQLP6jeIBXlkv/hZ9\n",
"0AUcCTwP3A28NyLWSPoR8B7gEODjEfE/m7WT2roLOBB4U0Q83aTeJODVwLNAB7AHcC+wBLgNeFOq\n",
"Oh94X0Q82WrbZmVI9NuBLGLHD7rWvzraHcBOMgq4Jw3bN0pam8r3Aw4G5pKNsvYBRgJdwFO1g7Ck\n",
"zYX2uvtCLVu/UTz7N4i/mbURsQlA0srU7hrg28BEsgRybZmgIuIkSccB1wHvaFH9qfT3ObJk1gGM\n",
"BlZExJYUzzLgcMCJaQjrz2TSl/oqTie48gZzYsq/CFYDx6QRyQjgIICIWCvpAeD0iNjY5PHFF9Su\n",
"Sv8V2GK73YqzUTySNtaLv4WRkvYFNgJvAC5O5TcB3ycbLV/QjTh/A6XeoCr8haz/j5VUe72dAFzR\n",
"jW3bILSzD9QvTeVNHp+VzLgDlk/090zVM+gSk6TzgY8Aw1LuuDIinpE0F1gO/JxsqqnmQmCupACe\n",
"iIj3p/L8i7X4wp0H3C6pKyLOK6yr9yJv9sIvrtshnhbxN7IeuJxsOu+6iFgPEBHPS3oUeLhEG6Tv\n",
"pPYDNpP1ayuR+xtpm+skfR1YlNbNjIg1uW28F9gUET8sE5NZT0RESDoTOn3yQ8UNyu+YrDlJNwPn\n",
"RsS6dsditjPPyrOBYbCelWd1SDpJ0t3AQiclq5Ap7Q7AqsUjJjNrK/kirlbgEZOZmVWKE5OZmVWK\n",
"E5OZmVWKE5OZtdsl7Q7AqsUnP5iZWaV4xGRmZpXixGRmZpXixGRmZpXixGRmZpXixGRmbSVpartj\n",
"sGrxWXlm1la+JJEVecRkZmaV4sRkZmaV4sRkZmaV4sRkZmaV4sRkZu3ma+XZdnxWnpmZVcqgGzFJ\n",
"Ol/Sg5IekjS5F+0slLRI0jJJn+jLGHcGSSv6qJ2RkhakvrisL9o0M2umo90B9LWI+DdJG4HhEXFl\n",
"b5oCxkfEZklLJF0XEWv7KMydoa+GwtOBiyLiJ33Ung0CkgQcle7eF556sT406EZMyQ7/rCdplaTp\n",
"aQT0uZJtSNJuwFbgxdTOJEkz0ojqTkm75MqXpuWc3HY/L6lT0mJJ8ySNatHOWZJuTfF+NFf3ekn3\n",
"S5qcRoSjWsS/t6RrJC2XNCW1M0bSnFxsiyTt1bADpGHAa8ompWZxNuofG3iypDR2DsxanC3jbkyJ\n",
"yqxPDLoRUxP7Al8CLgDuBS4q8ZjbgT8AV0TEhlz5AcApEbEVQNII4FzgzWn9fEn/ERFPAm8HjgU+\n",
"BTwaEY81aie5PiK+KWl3oBP4airvAlYCw4HvAK8H8m0V7QH8I/A8cLekqyPiYUn7Sno5cAjwy4jY\n",
"1KSN/YE9JN0CvBz4WkTc0qR+3TglbQL+AXhTqpPvH2sTqaej6uLDJk0AJvQkNUXs+CHSbCglpqci\n",
"4mkASZtL1A/gHRFRr+68QjIZDdwTEVtS+8uAw4EngVnAw8D9wNUt2gE4UdJpwCZgz3z86e9zwIG0\n",
"3ndra0lH0krgYGAN8G1gIvBq4NoWbawDngX+Jm1viaQ7GvRJszhHAysa9M+Q1vPkMDhkz38q2VId\n",
"TpjtNVin8mDH6Tw1Wdfo8WVfnKuBYyV1SOoATiBLRgDvBI6MiHdHxPoSbX0lIj4OfKNBPGVjGplG\n",
"Rx3AG4BHUvlNwHuAP4uIpc0aiIg/AI8DB0bE74AXSmy3XpzN+mdIi0ADbQENg3E3wewN2XL8d0HD\n",
"et7eJZXrh3a/Loa6QTdiknQ+8BFgWLo4ZO0EiPwn0zKfUkt/ko2IdZKuAhalopkRsSbdHgbMk/QH\n",
"shHCeRGxsUlziyUtIZtu/G2deKJkbOuBy4EjgetqSTEinpf0KOUTwz8D30jTfze1GC3VjTP1z9ep\n",
"3z9Iei+wKSJ+WDIma6OICElnQqdPfrB+4f9j6keS9gEuBj4ZEVslfQ/4YkR0tjmum4FzI2JdO+Mw\n",
"A19d3HY0mKfyquAF4DDgTkl3ASvbmZQknSTpbmChk5KZVZVHTGbWVh4xWZFHTGbWbr5Wnm3HIyYz\n",
"M6sUj5jMzKxSnJjMzKxSnJjMzKxSnJjMzKxSnJjMrK0kTW13DFYtPivPzNrK/8dkRR4xmZlZpTgx\n",
"mZlZpTgxmZlZpTgxmZlZpTgxmVm7+Vp5th2flWdmZpXiEZOZmVWKE5OZmVWKE5OZmVVKy8QkaYOk\n",
"BZKWSfpQdxqXtKLnofVN+5IWSror/b25l9sbLumiQtlMSV2STu1l2+dLelDSQ5Im96atBu33SZx9\n",
"SdI57Y7BzKqno0SdX0TEyZKGASuBa7rRfn+fWVGm/QDeERGbe72xiOeAzxXKzpZ0cR+0/W+SNgLD\n",
"I+LK3rZXp/0+ibOPfRj4RruDqCpJAo5Kd++LQXqmkqSpETG13XFYdZSZyqtdw2p/4IVthdJ4SUsl\n",
"LZZ0Rq78QkmdkmYBw3PlKxrcPk7S/DSimdXT9lvEv8PzlHSWpFslrZL00VQ2SdL1ku6XNDmNYEbl\n",
"1i1sMEpToe0xkubk7i+StFfJWItxrpI0PY1YP5dr/8Z67ac4l6alOCKpF2ejdnbo/xb902h/5eOf\n",
"liufDYxJo/FPl+ibISVLSmPnwKzF2TLuxpSoBqMp7Q7AKiYimi7ABuAnwD3An6YyAfcCewG7AIuA\n",
"3YADgKVp/d5AV66dzga3fwq8qrDNbrffJP6FwF3AAuDCXHlH+rs7sCrdngRcCnwc+BRwMfDXhfY6\n",
"62xjCnBqoexHwMuB1wLXtoozt/3JhbLHgFelfriv0P7ewJ8A16SyEal/dknLncBBJeIsttOo/+v2\n",
"T6P6zeJv1JdDeYGIsku7Y+3b582gej5eer+UmsoDTgYWA+tT2X7AwcDcdFDaBxhJNqq6JyIC2Chp\n",
"ba6deqOB/YCnIuLpwqqetN9Io6m8EyWdBmwC9syVP5X+PgccSLnpznq+DUwEXg1c28M2INc/kvLP\n",
"4QbgTGB0rv3RZP2zJdVfBhwOPNmk/XrtNOp/qN8/jep3NYkf6rwmBjupb6a3y7YTMfT62Aa+Mgdd\n",
"RcRmSRcAXycbQayV9ABwekRs3FYx+47kmDTlMAI4KN9OqvMysk/WRMQzkg6UdHBE/LpWsYftN4yf\n",
"+gfAr0TEkWkq6sxinA0e053ym4Dvk/XfBSXibNSOGty+CbgZICL+TypbDRwrqbZfTwCuKBHndu00\n",
"6f8TqdM/jeq3iB9gVyn7zQOGiLKJ4qWpvMnjs5IZd8DyiUOpr2zoKpOYamPtH0v6W0nvi4gbgAuB\n",
"uZICeCIi3p8SzVxgOfBz4NlcO52Svkw2Qsm/uT4MXJ+SzdMRMSGVd7f9pvHXsVjSErIpqN/WqR8N\n",
"HtuovWmSjoiIywAi4nlJjwIPl4gRSecDHwGGpWN17QSI/Pa23Y6ITZJ+TTairZWtk3QV2VQawMyI\n",
"WNMizh3aSXbo/0IMxf5pVb94G2AecLukrog4D9smIkLSmdA56E9+MCvyJYn6kbLT08+NiHXtjsWs\n",
"quSz8qzA/2DbDySdJOluYKGTkllzTkpW5BGTmZlVikdMZmZWKU5MZmZWKU5MZmZWKU5MZtZWkqa2\n",
"OwarFp/8YGZtlf5vz1eosG08YjIzs0pxYjIzs0pxYjIzs0pxYjIzs0pxYjKzdruk3QFYtfisPDMz\n",
"qxSPmMzMrFKcmMzMrFKcmMzMrFKcmMzMrFKcmMysrXytPCvyWXlm1la+Vp4VecTUTyS9TdISSfMl\n",
"nVdYN1zSRYWyFQ3amSmpS9Kpddbt0E5fkXSypDsl/VjS9/ppG+f0R7tmNrB5xNRPJP0EGB8RG0rW\n",
"74yIsQ3WXQzcExE/7MsYm8SyJ7AAeGtEbJLUERF/6IftrIiI4/q6XRtYPGKyIo+Y+s/PgAmStnvD\n",
"SZokaWGdEdLekq6RtFzSlMK6Hd60jdqRtErSdEnLJE3LlX9eUqekxZLmSRrVJPY/B+ZHxCaAfFJK\n",
"212alnNy5Ssa3G4Uz2xgjKQFkj7dJBarMGWOTouTi/UJJ6b+8w/A74BbJY2rFUbE7Ih4C1Acqu4B\n",
"/CNwPPBWSQc2a7xJO/sCXwLeCPxVrvztwDhgLnBNRDzWpPlXAWuLhZJGAOcCb07L30k6qBZSPrxW\n",
"8UTEJOChiDg5Ij7bJBarqCwRjZ0DsxZny7gbnZysL3S0O4DBKrI50usk3QwsJEsKzaytjVAk3Qsc\n",
"DKzpwaafioinUzubc+WzgIeB+4GrW7TxNPC6OuWjyaYUt6T2lwGHA09SZ1TXIh6aPMYqSsp/6Ch+\n",
"Jpo0AZiQT00Rpfaxr5Vn2/GIqZ9IqvXtMOr3c/ENO1LSvpI6gDcAj7So36hcDW6/EzgyIt4dEesb\n",
"Rw7AMuBkSfsA1P4Cq4FjJXWkOE8gS3bbtiXpZcBeJeIB2NWfsNtPIsoufd02QERM7fMnZQOaR0z9\n",
"Z7qkY8iS0gV11hff5OuBy4EjgevqJI9pko6IiMtatNNoSm0YME/SH8hGOOdFxMZ6gUfE85L+GfiB\n",
"pK3AZknvjYh1kq4CFqWqMyOiNqrrlPRlYFOTGIqxzgNul9QVEedhbVFyVLODl6byJo/PSmbcAcsn\n",
"hs+osl7yWXlDQBrxXAx8MiK2ptO/vxgRnW0OzQa4NOI9Kt29z0nJ+oJHTEPDC8BhwJ2SApjnpGR9\n",
"ISWin7U7DhtcPGIyM7NK8ckPZtZWvlaeFXnEZGZt5Ss/WJFHTGZmVilOTGZmVilOTGZmVilOTGZm\n",
"VilOTGbWbr5Wnm3HZ+WZmVmleMRkZmaV4sRkZmaV4sRkZmaV4sRkZmaV4sRkZm3la+VZkc/KM7O2\n",
"8rXyrMgjJjMzqxQnJjMzqxQnJjMzq5QeJSZJh0paL2mvdH+hpJf1bWh9R9J4SSslfb+ft7OiO3XK\n",
"1O9hHMMlXdRPbVd6X5vZwNebEVMAH8rdrrLTgXMj4l39vJ0y/RANbvddEBHPRcTn+qNtqr+vbeDx\n",
"tfJsO71JTAuB0yTtAmw7o0bSJElL03JOrnyVpOmSlklqedCU9KCkayQtl/SZQvsz0if3O9P2m233\n",
"e8C7gK9KuqFEnHVHNIX4p+XKL5TUKWkWMLxEv6ne7TSqWyppsaQzcuVnSbo1bf+jJfthYXE01iT+\n",
"z6f4F0uaJ2lUN+LPt9+oPydLukfS3WXKbeiJiKntjqHqlDk6LYP/DMaI6PYCHArcBEwGJgILgJcB\n",
"I4ClwC5puRM4KD3mMeBVqfy+EtvoAvYiS55LgT9K5ZOAW4BhuboNt5vWzwT+tEx9oDNXL397h/iB\n",
"A1I7AvYGuko8rw2pvxYCj6UyAfem57sLsAjYLa3rSH93B1bl2tmhHwrb6Szcr9v/wE/T9i8AziwR\n",
"/0LgZYWyZv25ANi3Tjt1y7148bL9kr0/x34XZm3IlnFzSP/qM1iXDnougG8Ct+bKRgP3RMQWAEnL\n",
"gMOBJ4GnIuLpVL659gBJk4C/T+1dHhG3pVXPRMSmVOenwCjgN2ndvIjYWnK7acdup1n9Rp9G6sU/\n",
"KrUTwEZJaxs8Nu8XEXFyaqczle0HHAzMTdvfBxhJlpxPlHQasAnYs9BWsR+aqdv/wCzgYeB+4OoS\n",
"7dSbymvWnx8AzpX0SuDWiFiSHtOo3GxIkVpNjxdXT5oATGg1bopoeCyrvN4kJiJic0oa56Wi1cCx\n",
"kmrtngBckW7XncKKiNnA7DrNHyRpX7IRxp8BFzcJpdl2u1tfAOkL/r3qxZy7vRo4Jg2tRwAHNdlm\n",
"w3YiYq2kB4DTI2Jjof5XIuLINMV2Zon2622n7naTdwJHRsSLPWwXmvRnRDwBfEHS7mSjqjc0Kzcb\n",
"qFonmJ2rv+LZGQmvV4kp+SrwMYCIWCfpKrKpKICZEbEm3e7ul/7PApcDrwWuj4j1jSq22O4O22tR\n",
"v1PSl8lGKI1ijtTOM5LmAsuBn6eYW2nU5oXAXEkBPBER70/liyUtIZvq+22J9uu13Wy7w4B5kv5A\n",
"NsI5r05yLLZzvaStQETEhGb9KelfgNeTTXV+rdZIo3Kzgaq/DtjZB9+xc2Dy+Kxkxh2wfGKaqRmU\n",
"KntJIkkrIuK4dscxmEnah2wk+smI2JpOFPliRHS2eKhZn5E0NXwCRFNpVuaodPe+wZyUoNqJqTMi\n",
"xrY7jsEsTaN9h+w7riD7zuqz7Y3Khhr5WnlWUNnEZGZDgxOTFfmSRGZmVilOTGZmVilOTGZmVilO\n",
"TGbWbr62PJCpAAAKYUlEQVRWnm3HJz+YmVmleMRkZmaV4sRkZmaV4sRkZmaV4sRkZmaV4sRkZm0l\n",
"aWq7Y7Bq8Vl5ZtZWviSRFXnEZGZmleLEZGZmleLEZGZmleLEZGZmleLEZGbt5mvl2XZ8Vp6ZmVWK\n",
"R0xmZlYpbU1Mkg6VtEXSwZL2lLRB0oklHndOnbIV/RNla5KGS7qoTnmv48zXL9x+m6QlkuZLOq9E\n",
"OxskLZB0i6RDysTfoJ2Zkrokndqd52FmVlZHuwMA7gcmAo8Dq0s+5sPANwplbZuTjIjngM/VWdUX\n",
"cUaD25cC4yNiQ8l2fhERJ0s6BvgWcNK2RhvHv2MwEWdLurjkNs2sAUkCjkp37wt/r7JNFabyHgaO\n",
"AE4B5tcKJU2StDQt5+TKZwNj0qf/T+fa2V3SdEnLJE3L1R+f2lgs6YxC+zMkLZR0p6RdGgUo6QOS\n",
"PpC7f7KkKbl2FhZHQiXjLJMM1OD2z4AJ6cVdhgAiYiXwa0ljWsT/oKRrJC2X9JkmMdXq5/fXh3Jl\n",
"10u6X9Lk1OaotO4sSbdKWiXpoyWfg9mgkL1vx86BWYuzZdyN3XgvD3ptPflB0qHAdGAecCCwF3Ab\n",
"8PP0902p6nzgfRHxZHpcZ0SMLbT1OPAGYB1wb0QclXb0SuCNwAvAQuCtEfE7SZOAdwF/ExFbW8R5\n",
"PHByimMf4CDgxYj4Tq5OvZhKxdli2xuAe8iSwasjonZgF/AB4D3A5yJieYt2tsUi6fPAjyJiYaNY\n",
"JXUBRwKbgbuBMyLiN2ndFGBFRPww3R8BzAXenB7+Y+DvgLcBrwaeJRud75Ge8w8kdUTEHyTtDnRG\n",
"xOuaxW+Dl6SpETG13XH0Jal/ZnAidvxQOBhVYSovIuJqAElfTmWjyQ58W1L5MuBw4Mm0vt7OWRMR\n",
"T6f6m1PZfsDBZAdNkSWVkUBXWj+vVVJKfgn8PfAxYBeyxDm3xOPKxtnMLyLi5FS/s1aYhv3XSbqZ\n",
"LOGOK9FWzSHAEy3qPBMRm9J2/x8wCvhNg7qjgXty+2s52f4CeCr9fY7sw0ftNXeipNOATcCe3Yjd\n",
"Bp8pwNR2BwH9l1D6Sl/HV9VEV4WpvHodsxo4VlKHpA7gBLIpv5pd6wx7d5jyioi1wAPA6RHxloh4\n",
"XUR00U0RsQ4YS/Z92A+As8iSVavnUSrOFurWl1Tbd8Motx+VHnc0cHBEPFxvfc5BkvZNU5x/BjzS\n",
"pH5xf/05L+0v5Za8r0TEx9nxOziztolAO2MBDYNxN8HsDdly/HdBw3bW9l+Ko5oqMWIq3o6IdZKu\n",
"Ahal8pkRsSZXbx5wu6SuiDivUTvJhcBcSQE8ERHv72GczwFXk01LfarOSQf1Psl0J85GGtWfnk5k\n",
"GAZcUKKdMZIWABuAD7bYDmTP83LgtcD1EbG+sH6apCMi4rI6++vaiFiTcnKt3ShsY7GkJcC9wG9L\n",
"xG82aERESDoTOn3yQx3+B1urS9KKiDiu3XHY4Cf/7IUVVGEqz6rJn1jMrC2cmKyu4tmEZv3I18qz\n",
"7Xgqz8zMKsUjJjMzqxQnJjMzqxQnJjMzqxQnJjMzqxQnJjNrK0lT2x2DVYvPyjOztvI/2FqRR0xm\n",
"ZlYpTkxmZlYpTkxmZlYpTkxmZlYpTkxm1m6+Vp5tx2flmZlZpXjEZGZmleLEZGZmleLEZGZmleLE\n",
"ZGZmlVLpxCRptqQbm6xfUaZc0nBJF9Wpd06Dx9et3xckzZTUJenUkvU3SFog6RZJh/R1nI36sFH7\n",
"zeLvbj+bga+VZzuq7Fl5kjqATmALcEJE/L5Onc56PwHeqLxOvRURcVyfBNwNki4G7omIH5ao2xkR\n",
"YyUdA/xrRJzUx7GU6qvCY0rHn+q3pZ/7iyQBR6W790VV30QDhK+VZ0VVHjG9BfgJsAR4e61Q0oWS\n",
"OiXNAoaXKJ8kaWGdUdRsYEwajXy6RP1Jkpam5Zxc+SpJ0yUtkzQtV36WpFvT+o8Wnlt33oQCiIiV\n",
"wK8ljWkR52RJ90i6uxBno3j2lnSNpOX5T66N2m8Uf3f6WdIYSXNydRZJ2qsbfdI2WVIaOwdmLc6W\n",
"cTemRGVmfSUiKrkAM4C/BN4BzExlBwBLyQ6MewNdzcoL7XWWKau3DhiR2t8lLXcCB6V1jwGvSuX3\n",
"5R7Tkf7uDqwqtD0FOLVkP+Tj+DzwlmbPAVgA7FunnbrxAF3AXqnv7gYOLNFvDeMv28/Aj4CXA68F\n",
"rm336+2luCL6Y2n386rykh2G2h+Hl+osHd1NZDtD+gT6TmA/sgPm8ZKGAaPIppAC2ChpbXpIo/KW\n",
"mypZb3Rqf0uKbxlwOPAk8FREPJ3KN+cec6Kk04BNwJ4lt9PKIcATLep8ADhX0iuBWyNiSYt41kbE\n",
"JgBJ9wIHA2v6KN6aev38bWAi8Grg2j7eHhKVml7rq3giujXaNhuQKpmYgDcCd0XEJMi+cAf+AvgZ\n",
"cExKXCOAg1L91Q3K8+q9oXdVmuBuUX81cGz63gvgBOCKOvXyt78SEUdKGgWcWTKeegQg6Wjg4Ih4\n",
"uFk7EfEE8AVJu5ON8t7QIp6RkvYFNqa6F5eMszvl9fr5JuD7ZN9zXtCgrR7rrwP4S1N5k8dnJTPu\n",
"gOUTG7yGzKwHqpqYzgBuyN2/ATgjIhZImgssB34OPAsQEc/UKy+od+CYB9wuqSsizmtUPyLWSboK\n",
"WJSKZkbEmmK9wu3FkpYA9wK/rbPtaZKOiIjL6qzLGyNpAbAB+GCd9ds9L0n/AryebErzayXiWQ9c\n",
"DhwJXBcR65u1XyL+Uv0cEc9LehQoJtpKi4iQdCZ0+uSHvuNr5dl2KntWng1+km4Gzo2Ide2Oxcyq\n",
"o8pn5dkgJekkSXcDC52UzKzIIyYzM6sUj5jMzKxSnJjMzKxSnJjMrK18rTwr8ndMZtZWvlaeFXnE\n",
"ZGZmleLEZGZmleLEZGZmleLEZGZmleKTH6zS5s+f7xeo2SBwyimnlD7BxYnJzMwqxVN5ZmZWKU5M\n",
"ZmZWKU5MZmZWKU5MZmZWKU5MVkmS3iSpU9KXCuWnSLpb0iJJJ7crvv4m6ZuSfiJpgaR6v1w8KAyV\n",
"/VkzFPZrvfdud/dzVX9a3Wx3YBpwQq1AkoBLgVMAAf8JLGhLdP0vgAkR8Xi7A+kvQ2x/1gz6/Urh\n",
"vduT/ewRk1VSRMwH1heKDwceiogXImIz8Iik1+z86HYKMfjfn0Npf9YM+v1a573b7f3sEZO1laS3\n",
"AZ8i+ySp9PcTEXFfneojgP+WdHmq+9+p7JGdFG6fa/T8gY3ADZLWAR+LiP9qX5T9ZtDtzxKGwn4t\n",
"6vZ+dmKytoqIecC8ktXXAa8AziN7gc9IZQNWk+f/vwAkvR6YDrx7Z8a1kwy6/dlKRAyF/VrU7f08\n",
"qIeUNijkL2PyCNm0QK38NRExmD9dA7wA/L7dQfSTobg/awbzfq2pvXe7vZ89YrJKknQB8E7gjyS9\n",
"PCLOjYitki4Bfkw25XVJW4PsR5JuBA4km/o5v83h9IuhtD9rhsJ+rffelXQp3djPvlaemZlViqfy\n",
"zMysUpyYzMysUpyYzMysUpyYzMysUpyYzMysUpyYzMysUpyYzMysUpyYzMysUv4/mEp0voAGrVoA\n",
"AAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10e41ba58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#order = np.argsort(M.beta.stats()['mean'])[::-1]\n",
"Matplot.summary_plot([M_receptive_vocab.beta], rhat=False,\n",
" custom_labels=labels, main='Receptive Vocabulary', x_range=(-10,10))"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"beta:\n",
" \n",
"\tMean SD MC Error 95% HPD interval\n",
"\t------------------------------------------------------------------\n",
"\t-3.496 0.582 0.041 [-4.591 -2.317]\n",
"\t0.549 1.039 0.077 [-1.466 2.593]\n",
"\t2.375 1.271 0.103 [-0.181 4.735]\n",
"\t-1.439 2.046 0.182 [-5.365 2.937]\n",
"\t-4.668 0.567 0.04 [-5.715 -3.521]\n",
"\t-1.288 0.641 0.04 [-2.64 -0.143]\n",
"\t6.2 1.18 0.096 [ 4.156 8.845]\n",
"\t5.286 1.279 0.104 [ 2.847 7.767]\n",
"\t-6.816 1.149 0.088 [-8.899 -4.483]\n",
"\t\n",
"\t\n",
"\tPosterior quantiles:\n",
"\t\n",
"\t2.5 25 50 75 97.5\n",
"\t |---------------|===============|===============|---------------|\n",
"\t-4.62 -3.9 -3.502 -3.103 -2.333\n",
"\t-1.442 -0.134 0.491 1.188 2.636\n",
"\t-0.042 1.51 2.391 3.226 4.948\n",
"\t-5.3 -2.77 -1.454 -0.21 3.009\n",
"\t-5.699 -5.073 -4.675 -4.299 -3.489\n",
"\t-2.619 -1.694 -1.276 -0.828 -0.103\n",
"\t3.92 5.394 6.179 6.977 8.723\n",
"\t2.909 4.431 5.277 6.134 7.852\n",
"\t-9.075 -7.636 -6.799 -5.97 -4.567\n",
"\t\n"
]
}
],
"source": [
"M_receptive_vocab.beta.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Database queries"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import sqlite3"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"db_files = !ls *sqlite"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"articulation = sqlite3.connect(\"articulation.sqlite\")"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"c_artic = articulation.cursor()"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<sqlite3.Cursor at 0x10cad7500>"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c_artic.execute('SELECT v1 FROM sigma_school WHERE trace==0')"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sigma_school_artic = np.ravel(c_artic.fetchall())"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"6.1150142553000002"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sigma_school_artic.mean()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"articulation.sqlite\n",
"6.101879\n",
"[ 3.601835 8.942658]\n",
"\n",
"explang.sqlite\n",
"5.363171\n",
"[ 3.465128 7.299587]\n",
"\n",
"expressive_vocab.sqlite\n",
"8.680978\n",
"[ 6.714001 11.222219]\n",
"\n",
"receptive_vocab.sqlite\n",
"6.7558135\n",
"[ 5.057159 8.978382]\n",
"\n",
"reclang.sqlite\n",
"5.214563\n",
"[ 3.906563 7.246824]\n"
]
}
],
"source": [
"for dbname in db_files:\n",
" db = sqlite3.connect(dbname)\n",
" cur = db.cursor()\n",
" cur.execute('SELECT v1 FROM sigma_school WHERE trace==0')\n",
" trace = np.ravel(cur.fetchall())\n",
" trace.sort()\n",
" print('\\n'+dbname)\n",
" print(np.median(trace))\n",
" print(trace[[int(len(trace)*0.025), int(len(trace)*0.975)]])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment