{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ✏️ Esercizi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Stiamo studiando la relazione tra la grandezza del cervello e il Quoziente d'Intelligenza (Full Scale Intelligence Quotient, FSIQ) in un gruppo di studenti universitari. I dati provengono da uno studio che ha utilizzato scansioni MRI per misurare la grandezza del cervello. \n",
"\n",
"Riporto qui sotto la descrizione del set di dati.\n",
"\n",
"> The data are based on a study by Willerman et al. (1991) of the relationships between brain size, gender, and intelligence. The research participants consisted of 40 right-handed introductory psychology students with no history of alcoholism, unconsciousness, brain damage, epilepsy, or heart disease who were selected from a larger pool of introductory psychology students with total Scholastic Aptitude Test Scores higher than 1350 or lower than 940. The students in the study took four subtests (Vocabulary, Similarities, Block Design, and Picture Completion) of the Wechsler (1981) Adult Intelligence Scale-Revised. Among the students with Wechsler full-scale IQ’s less than 103, 10 males and 10 females were randomly selected. Similarly, among the students with Wechsler full-scale IQ’s greater than 130, 10 males and 10 females were randomly selected, yielding a randomized blocks design. MRI scans were performed at the same facility for all 40 research participants to measure brain size. The scans consisted of 18 horizontal MRI images. The computer counted all pixels with non-zero gray scale in each of the 18 images, and the total count served as an index for brain size. The dataset and description are adapted from the Data and Story Library (DASL) website.\n",
"\n",
"In questa analisi, ci concentreremo sui dati relativi ai maschi, cercando di capire se vi è una associazione positiva tra la grandezza del cervello (MRI) e il FSIQ. Si usi un'analisi di regressione con FSIQ come variabile dipendente e MRI come predittore.\n",
"\n",
"Si trovi la distribuzione a posteriori del parametro $\\beta$. (a) Si trovi l'intervallo di credibilità a posteriodi HDI al 95% per $\\beta$. (b) Si trovi la probabilità a posteriori che $\\beta$ sia positivo. (c) Si interpretino i risultati.\n",
"\n",
"Prima di eseguire l'analisi di regressione, si standardizzino i dati.\n",
"\n",
"## Soluzione"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import pymc as pm\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import arviz as az\n",
"\n",
"# Impostazione del seme per la riproducibilità\n",
"np.random.seed(84735)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = 'retina'\n",
"%load_ext watermark\n",
"\n",
"RANDOM_SEED = 42\n",
"rng = np.random.default_rng(RANDOM_SEED)\n",
"\n",
"plt.style.use(\"https://raw.githubusercontent.com/NeuromatchAcademy/course-content/main/nma.mplstyle\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
ID
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GENDER
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FSIQ
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PIQ
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MRI
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IQDI
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\n",
"
"
],
"text/plain": [
" ID GENDER FSIQ VIQ PIQ MRI IQDI\n",
"0 2 Male 140 150 124 1001121 Higher IQ\n",
"1 3 Male 139 123 150 1038437 Higher IQ\n",
"2 4 Male 133 129 128 965353 Higher IQ\n",
"3 9 Male 89 93 84 904858 Lower IQ\n",
"4 10 Male 133 114 147 955466 Higher IQ"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"brain_data = pd.read_csv(\"../data/brain_data.csv\")\n",
"brain_data.head()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(20, 7)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Filtraggio dei dati per i maschi\n",
"males = brain_data[brain_data['GENDER'] == 'Male']\n",
"males.shape"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/hl/dt523djx7_q7xjrthzjpdvc40000gn/T/ipykernel_61586/2956472145.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" males['fsiq'] = (males['FSIQ'] - males['FSIQ'].mean()) / males['FSIQ'].std()\n",
"/var/folders/hl/dt523djx7_q7xjrthzjpdvc40000gn/T/ipykernel_61586/2956472145.py:3: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" males['mri'] = (males['MRI'] - males['MRI'].mean()) / males['MRI'].std()\n"
]
}
],
"source": [
"# Standardizzazione di MRI e FSIQ\n",
"males['fsiq'] = (males['FSIQ'] - males['FSIQ'].mean()) / males['FSIQ'].std()\n",
"males['mri'] = (males['MRI'] - males['MRI'].mean()) / males['MRI'].std()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"
\n",
" \n",
" "
],
"text/plain": [
"Inference data with groups:\n",
"\t> posterior\n",
"\t> sample_stats\n",
"\t> observed_data"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"idata"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Probabilità che beta sia maggiore di 0: \n",
"array(0.98475)\n"
]
}
],
"source": [
"# Probabilità che beta sia maggiore di 0\n",
"prob_beta_positive = (idata.posterior[\"beta\"] > 0).mean()\n",
"print(\"Probabilità che beta sia maggiore di 0:\", prob_beta_positive)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([,\n",
" ,\n",
" ], dtype=object)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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348uIESMMZcYWBIJusWQGxib4Q7DH0vLly+XUqVP2cs+ePaVp06YB6QugE9ZMAMxCDhVwTrf5NnMEWI1uMUauFVaiW3yZgTEMZgn2+CInC7iPNRjgX6zBgODGGAaz6bgW+/vf/y6FhYX28vTp070a3wCz6BZHmZmZhnK3bt3cqnfLLbcYyllZWT7pDxCMzMhdAP6wcOFC2bJli/zjH/+Q0aNHy4033ihhYYHZzmTFihXy9NNPS+XKld06v1OnTvLUU08ZjvGdZgSCTnHkzPjx4+1j1eOPP+72nA8IVeQagIoh14BgpdvnpuQbABH9VlcWVlRUJCtWrLCXGzVqJF27dnVZr2HDhpKUlGQvb9q0yfDLq7SffvrJMFG44447JCoqymUbQ4YMMXyQ8vXXX7usg9Bw8uRJ2bJli718yy23SIMGDVzW69atmyQkJNjLy5Ytk6KiIr/00ZXs7GxZtmyZvRwTEyP33XdfQPqC0GaFePIGYxN8zUqx1Lx5c0P5t99+C1BPEMyWLFliKN97771u1St93qVLl+Tbb78NaH/Kzs+c/d4v3UalSpXkrrvucnn9qKgoueOOO+zljIwM2b59u1t9Q+jQLZ68wdgCHVghljzF2AR/CPZY+vjjjw1lHoIEXMGaCYAZyKECruk232aOAKvRLca8wRgEXVkhvjzFGAazBHt8kZMF3McaDNAPazBAH4xhMJtua7Hc3Fz597//bS936NBBunfv7pNrA/6iWxyVlJQYyjExMW7Vq1KliqFss9l80h8gGJmRuwCsTrfNjQArWblypXzyySciIlK/fn157bXXAtwjQG/kGoCKI9eAUOLPz03JNwBsumqqXbt2yblz5+zlsruhO1P63OLiYtm4cWO5523YsMFhPWeio6OlY8eO9vLOnTsNfUXo2rhxo2Hy6e19e+bMGdmzZ49P++auTz/91PDUj2HDhknVqlUD0heENivEkzcYm+BrVoqlCxcuGMquniYMlOf777+3/7tevXrStGlTt+qVjZ3169f7pD+lf++Hh4e79aAJT/pz9uxZQ+x27NjRrc28PWkDoUu3ePIGYwt0YIVY8gRjE/wlmGPp9OnT1zwEyd0P4QCrY80EwAzkUAHXdJtvM0eA1egWY95gDIKurBBfnmAMg5mCOb7IyQKeYQ0G6Ic1GKAHxjAEgm5rsaVLl0pubq69/MADD/jkuoA/6RZHTZo0MZSPHj3qVr0jR44YymU3mABCib9zFwDKx0NhANcuXrwof/zjH+3ld955R2JjYwPXISAIkGsAKo5cA0KJPz83Jd8AsOmqqfbt22col95IzpWy55a9lj/a2L9/v9t1YV1m3Lf+NmfOHEN59OjRAekHYIV48gZjE3zNSrG0c+dOQzkhISFAPUGwysrKkpycHHs50PFQUlIiv/zyi73cokULtze7v+GGGyQ6Otplf6z0OwB60S2evMXYgkCzSix5grEJ/hDssVTeQ5CqVatmej8A3bBmAmAWK/0uYJ0Lf9Btvs0cAVajW4x5izEIOrJKfHmCMQxmCfb4IicLuI81GKAn1mCAHhjDYDYd12I//PCDodyzZ0+fXBfwFx3jaMCAAYbyZ5995la9f//73/Z/V6lSRW699Vaf9AcINmbkLgCUj4fCAK699NJL9g3sbrvtNhkxYkRgOwQEAXINQMWRa0Ao8dfnpuQbgCvYdNVEZTeKu+6669yuW/ZcR5vOmdEGQkuw31O7d++W1NRUe7lx48ZeT4KnTp0q3bt3lwYNGkhMTIzEx8dLu3bt5NFHH5V58+ZJfn6+r7oNiwqWeFq0aJEMHDhQGjduLFWqVJHatWtLy5Yt5Z577pHp06fL8ePHPbpesLxvBA+r3FMXL16Ur776yl4OCwuT3r17e3QNxiZUJB7q1asnlSpVcngtbxw5ckQuXbrkVX9sNpsh6ZOWlmb4UthVVvkdAP3oFk/emj9/vqHcp08fj+qvWbNG7r77bmnatKlUq1ZN4uLipEWLFjJo0CCZNm2apKWl+bK7sKBgiKWjR4/K6NGj5cYbb5SaNWtKtWrVJDExUXr06CHPP/+8bNy40aPrMTbBH4Ihlpz5+OOPDWVvH4LEuASrYc0EwCxW+V1ADhX+ott8mzkCrEa3GPMWuVboKBjii/wrglUwxJcz5GQB97EGA/TEGgzwDmswBDsd12I//vij/d8RERHSoUMHEbmyseXrr78ut9xyizRo0ECqVKkijRs3lt69e8vUqVMlPT3dJ+0DntIxjtq1ayeDBw+2l7/77juZOXOm0zrTp0+X//73v/byhAkTpEaNGj7pDxBszMhdACgfD4UBnNu2bZu8//77IiISFRUlM2bMCHCPgODNHwDuAAAr/0lEQVRArgGoOHINCCUV/dzUEfINwBVsumqizMxMQ7lRo0Zu1y2blDl27JjLNiIiIqR+/fo+bwOhxYz71p/K/jHxqFGjxGazeXWtWbNmyaZNm+T48eOSn58vJ06ckF27dsns2bNl1KhRkpiYKNOnTxellA96DisKlnhatmyZfPPNN3L06FHJy8uT06dPyy+//CKLFy+W8ePHS5MmTWTs2LGSm5vr1vUYm+BrwRJLrrz11luGOOrdu7fUqVPHo2swNqEi8WCz2aRhw4YOr2V2f0SMMVpUVCS//fabT9uoX7++RERE2MuMKyhNt3jyxsGDB+XTTz+1l8PDw+Wee+7x6Brr16+Xr776StLT0yU3N1fOnTsnhw4dkhUrVsjEiROlZcuWMnLkSDl58qSvuw+LCIZYSk9Plzlz5sjevXvl7NmzkpubK7/++qts3LhRXn/9denRo4d0797d8KG2M4xN8IdgiCVHfPkQJMYlWA1rJgBmIYf6f8ihojy6zbeZI8BqdIsxb5Brha6CIb7IvyJYBUN8OUJOFvAMazBAP6zBAO+xBkOw03EttnfvXvu/4+PjJTo6Wj744AO5/vrr5fnnn5fNmzfL8ePHJS8vT44ePSrr1q2Tl19+WVq2bCnjxo2Ty5cv+6QfgLt0jCMRkX/+85/StGlTe3nMmDHywAMPyNq1a+X8+fOilJKcnBxZvXq1DBs2TMaPH28/94477pCXXnrJZ30Bgo0ZuQsA5fPX5kaAFRQVFckf/vAHKS4uFhGRl156SZo1axbgXgHBgVwD4BvkGhAK1q1bJ2vXrrWXa9SoIbfffrtPrk2+AbiCTVdNVHZzuqpVq7pdt1q1ak6vVd7xKlWqeLS5pLttILSYcd/6S3FxsXzyySeGYykpKX5r7+TJkzJ+/HgZMmSI5OXl+a0dBK9gjqfSLl++LDNmzJAuXbrIoUOHXJ7P2ARfs0Is7dmzR1577TXDscmTJ/u8HcYm66tIPIgYY6KoqMjwdJpA96e861W0jbCwMImJiXF6fYQu3eLJUyUlJfL73/9eCgoK7MdSUlKkSZMmPm2nuLhYFixYIB07dpStW7f69NqwhmCPpas2bdok3bt3l1mzZrk8l7EJ/hDMsTRnzhxDuSIPQXKFcQnBhjUTALOQQ3UfOdTQpNt8mzkCrEa3GPMUuVboLNjj6yryr9BRMMcXOVnAM6zBAL2wBgP8jzUYdKbbWqykpERycnLs5fj4eHn55ZfliSeekIsXLzqtW1hYKO+//7707dtXLly4UKF+AJ7QLY6uio+Pl82bNxs201+4cKHceuutUqNGDQkLC5PY2Fjp16+ffPnllyIiUr16dZk6dap89dVXEhkZ6ZN+AMHIjNwFgGv54qEwgJW98cYbsmPHDhERadWqlTz77LMB7hEQHMg1AL5DrgFWl5eXJ4899pjh2IQJEzzOCzhCvgG4gk1XTVT2F0VUVJTbdcue686mq55c35M2EFrMuG/95ZtvvpETJ07Yyz179vT4iTlhYWHSr18/effdd2XTpk1y6tQpKSgokJycHNmzZ4/MmDFD2rRpY6izdOlSefjhh0Up5ZP3AevQPZ7atWsnkyZNkm+//VaOHTsm+fn5kpeXJ+np6bJgwQIZOHCg4fz9+/fLwIED5fTp006vy9gEX9M9lly5ePGiDB8+3PBkqZSUFOnVq5db9RmbUFpF4qG88ysaE2b0x5dtMK6gNN3iyVNTpkyR9evX28t16tSR119/3e36zZs3l2eeeUaWLVsmR44ckYsXL8qlS5ckIyNDFi9eLCNGjJDw8HD7+VlZWTJ48GBJS0vz6ftA8NM5lmrVqiWPPPKILFy4UPbt2yc5OTlSWFgoJ0+elDVr1sgzzzwj1atXt59fUFAgjz32mCxevNjpdRmb4A86x5IzvnoIEuMSrIo1EwCzkEMlhwrndJtvM0eA1egWY54i1wqd6Rxf5F8R7HSOL2fIyQKeYw0G6IU1GOAd1mCwCt3WYjk5OYbPig4cOCBTp04VEZGIiAgZO3asbN26VS5cuCC5ubny448/yp///GeJiIiw19m4caP87ne/q1A/AE/oFkel1a1bV7744gtZtmyZJCQkOD23WbNm8tlnn8mLL75omL8BoUjnuAasyqyHwgDB6uDBg/K3v/1NRERsNpvMnDlTKlWqFOBeAcGBXAPgW+QaYGVPPPGE/PLLL/byDTfc4NON7sk3AFdEuD4FvlL2KW+eLCQrV65sKOfn57tsw9OFqrttILSYcd/6y5w5cwzl0aNHe1Q/KSlJ0tLSJDEx8ZqfRUZGSuvWraV169byxz/+UaZNmyYvvPCCfcH75Zdfyr/+9S/5wx/+4G33YUG6xlPNmjVl06ZNkpSUVO7PExMTJTExUUaMGCErVqyQBx98UM6ePSsiIocOHZJx48Zd88f7pTE2wdd0jSV3KKUkJSVF9uzZYz/WrFkzmT59ulv1GZtQVkXiQcT3MWFGf3zZBuMKStMtnjzx1VdfyZQpU+xlm80ms2bNkjp16rhVf+XKldK/f3+x2WzX/CwhIUESEhJk6NCh8vTTT8uwYcMkIyNDRESys7Nl1KhRsnHjRt+8EViCrrH017/+VW6++eZyPwioU6eO9O7dW3r37i3PPPOMDB8+XNatWyciV/6AavTo0dKrVy+pVatWuddmbII/6BpLrqxcuVKOHz9uL3vzECTGJVgZayYAZiGHSg4Vzuk232aOAKvRLcY8Qa4VutM1vsi/wgp0jS9XyMkCnmMNBuiDNRjgHdZgsBLd1mJlvySek5MjIle+TL5kyRLp37+/4eedO3eWzp07y9ChQ+WOO+6wt//555/L0qVL5c4776xQfwB36BZHpWVlZclTTz0ln3/+ucuHX6alpcmAAQMkKSlJ/vWvf0nr1q191g8g2Ogc14BVVfShMICVKaXkscces49PjzzyiNsPTwdArgHwNXINsKrp06cb9kmrXLmyzJ8/3+ONUZ0h3wBcEebvBhITE8Vms/ntFUwJi7K/xEo/7caVy5cvG8rR0dEu2/Dk+p60gcAIVCyZcd/6w7lz52TJkiX2ckxMjNx3330eXaNly5blfiGzLJvNJhMnTpT/+Z//MRyfMmWKx3EIcxBPRtWrV3e44WpZAwcOlK+//trwdJwFCxbI7t27HdZhbLIuYslz48ePly+++MJerlGjhixevFhq1KjhVn3GJpRVkXgQ8X1MmNEfX7bBuILSdIsnd23cuFFGjhxp+IDglVde8egDtNtuu63cL6CU1aVLF/nuu+8M49amTZtk+fLlnnUalqZrLCUnJ7v1AUO9evVk+fLl0rFjR/ux8+fPy7Rp0xzWYWyCP+gaS65U9CFIIoxLsDbWTEDoIYfqOXKoMINu823mCLAa3WLMXeRaEQx0jS/yr7ACXePLFXKygOdYgwF6YA0GeI81GKxEt7WYo9iaOnXqNZuglNanTx957bXXDMfefPPNCvUFcJducXTVjh07pH379vLZZ5+JUkpsNps8+OCD8t1338mpU6ekoKBATp06JStXrpSRI0fa53WbN2+WLl26GDa+A0KNrnENWFVFHwoDWN2sWbNk7dq1IiJSu3ZteeONNwLbISDIkGsAfIdcA6xq0aJF8vTTTxuOffjhh9K5c2eftkO+AbjC75uu4v9UrVrVUC67+7MzZc8te63yjntyfU/aQGgx4771hwULFhgG62HDhkm1atX82uZf/vIXw5MNjh07Jt9//71f20RwCdZ4Kqtnz57yu9/9zl5WSslnn33m8HzGJvhasMbS1KlT5b333rOXo6Ki5Ouvv5a2bdv6rU3GJuurSDyUd35FY8KM/viyDcYVlKZbPLlj165dhicWioiMGTNGJk2a5Lc2W7ZsKRMnTjQcW7hwod/aQ/AJxlgqKyYmRmbMmGE45uw+Z2yCPwRjLPniIUieYlxCsGHNBMAs5FDdRw41NOk232aOAKvRLcbcQa4VwSIY46ss8q/QVTDGFzlZwDuswYDAYw0GmIc1GHSn21qsvPpxcXEyduxYl3XHjBlj2Jjr+++/lzNnzlSoP4A7dIsjEZGzZ8/KoEGDJDs7W0REIiMjZcmSJTJ//nzp16+f1K5dWyIjI6V27dpy2223ySeffCJff/21REZGiohIXl6e3H333XLixIkK9wUIRjrGNWBVvngoDGBlJ06ckGeffdZefuutt6RWrVoB7BEQfMg1AL5BrgFWtXr1annooYekpKTEfuz111+XlJQUn7dFvgG4gk1XTVT2F8WFCxfcrlv2XHc2Xb148aLhF6qv2kBoMeO+9Yc5c+YYyqNHj/Z7m2FhYde0s3r1ar+3i+ARrPFUntKbroo4v9cZm+BrwRhLM2bMkJdfftlejoiIkH//+9+SnJzs13YZm6yvIvFQ9vyIiAiHT00LRH/Ku15F2ygpKZGLFy86vT5Cl27x5EpaWprcdtttcu7cOfux4cOHyz/+8Q+/tisi8uijj9qf8ibC2AKjYIslR7p162bYeCkjI0MOHjxY7rmMTfCHYIylhQsXGj48M+MhSCKMSwgurJkAmIUcqvvIoYYm3ebbzBFgNbrFmCvkWhFMgi2+HCH/Ch0FY3yRkwW8wxoMCCzWYID5WINBZ7qtxaKjoyUiIsJwrH///m5dt1KlSnL77bfby0op2bRpU4X6A7hDtzgSEXn11VclKyvLUL7jjjuc1rnzzjtl6tSp9vKZM2cMZSCUmJG7ABCYh8IAweZPf/qTPY/Xu3dvv2z+BVgduQbAN8g1wIq2bt0qQ4cOlcuXL9uPPfvss/Lcc8/5pT3yDcAVEa5PqZhFixZ5vKuxJxITE/12bV9r2LChoXzs2DG362ZkZBjKCQkJDts4fPiwiIgUFRXJb7/9JvHx8T5tA4ERqFgq775t1KiRW9cM1D114MAB2bJli7183XXXya233mpK20lJSYbyr7/+akq78AzxVHGdO3eWSpUqSUFBgYg4v9cZm6yLWHLP/Pnz5U9/+pO9bLPZZNasWXLXXXf5vW0Rxiarq8gaQyklmZmZDq9ldn9EjDEaEREh9erV82kbx48fl+LiYnuZcQWl6RZPzmRmZkq/fv0MT1UbMGCAzJs3T8LC/P98nbp160rTpk0lLS1NRESysrKksLDQ/tQ3hLZgiiVXkpKSZO/evfbyr7/+Ki1atLjmPMYm+EMwxlIgHoIkwriE4MKaCQg95FDdQw4VZtNtvs0cAVajW4w5Q64VwSaY4ssV8q/QTTDGFzlZwDuswYDAYQ0GBA5rMOhKx7VYw4YNDZ8VtWnTxu26bdu2NZRL9w/wF93iSCklc+fOtZerVKli+CzYmT//+c8yZcoU+yben3zyibz33numzBUBnZiRuwBCXSAfCgMEiyVLlsgXX3whIlc2fpw5c2aAewQEL3INQMWQa4AV7d69WwYOHCi5ubn2Y7///e/ljTfe8Fub5BuAK/y+6epNN93k7yaCRqtWrQxlT76sVfbLbWWvVfr4hg0bDG14u7GdozYQGIGKpfLu27JfPHQkUPfUxx9/bCiPGjXK8FRqf6pbt66hnJ2dbUq78AzxVHFhYWFSq1YtOX78uIg4v9cZm6yLWHJtyZIl8sgjj4hSyn7svffek1GjRvm13dIYm6ytImuM3377zb55dnnX8kZiYqJER0fbn/LpSX+UUobkTPPmzcv9g3Yz1lUITbrFkyPZ2dnSv39/OXLkiP1Yz5495csvvzT1SyB169a1fwlFROT06dNSv35909qHvoIlltzh7jyKsQn+EGyxdODAAfnhhx/sZTMfgiTCuITgwZoJCD3kUF0jh4pA0G2+zRwBVqNbjDlCrhXBKFjiyx3kX6GbYIsvcrKA91iDAYHBGgwILNZg0JWOa7HWrVsb+hEXF+d23bLnnjlzxid9ApzRLY7S0tLk1KlT9vLNN98s0dHRbtWNjo6Wrl27ypo1a0RE5Ny5c3Lo0CG5/vrrK9wvIJiYkbsAQlmgHwoDBIunn37a/u+JEydKy5YtA9gbILiRawAqhlwDrObqQyBK/06/77775MMPP/Rru+QbgCtY+Zuo7IcO27dvd7tuamqqoXzDDTcErA2ElmC7p0pKSmT+/PmGYykpKX5v96q8vDxDOSoqyrS2ob9giydXSt/vzu51q71vBF6w3FP//e9/5f7775eioiL7salTp7r95BxfYWyytvj4eKlRo4a9HOh4CAsLMyQaDx06ZHjCjjP79u2TS5cuuexPsPwOQPDRLZ7Kc/78eRkwYIDs27fPfqxz587yn//8x+0PCXyF8QWOBEMsucvd+5yxCf4QbLE0Z84cQ9nMhyCJMC4heLBmAmCWYPldQA4VgaLbfJs5AqxGtxgrD7lWBKtgiC93kX+FboItvsjJAt5jDQaYjzUYEHiswaArHddiN954o6F8+fJlt+uWPZdxBmbQLY5OnjxpKHu6wX3Z83lgJkKRGbkLIFTp8lAYIBiUnoe9+uqrEhER4fTVvHlzQ/1169YZft63b1+z3wKgDXINQMWQa4CVXH0IxPHjx+3HBg0aJJ988onfHwJBvgG4gk1XTdSmTRuJjY21lzdv3ux23U2bNtn/HR4eLt27dy/3vB49ejis50x+fr78/PPP9nK7du0MH7YgdN1yyy2GQdnde0rEeI/XrFnzmsWgP6xevdqwM3qPHj2uSdL40+HDhw3lsk8ERmgLtnhy5vTp05KTk2MvO7vXGZvga8EQS1u2bJEhQ4YYkpl/+ctf5MUXX/RLe84wNllf6d+zJ0+elLS0NLfqlY2dXr16+bw/xcXFsmXLFp/2JzY21hC727dvtz9Rx1dtIHTpFk+l5efnyx133CE//fST/Vjr1q3lm2++kerVq/u8PWdKSkoMT7CKjIw05DsAnWPJE+7Ooxib4C/BEkuBfggS4xKCDWsmAGYgh+oZcqihSbf5NnMEWI1uMVYauVYEO53jyxPkX6GjYIkvcrJAxbEGA8zDGgzQA2sw6Ey3tVhycrKhnJmZ6Xbd0t9nExGpU6eOT/oEuKJTHJXdAMjdceSqshuFV6lSpcJ9AoKRv3MXQCjS6aEwQLApLi526+WqHhCqyDUAFUOuAVaRnZ0t/fr1MzwEIjk5WRYtWmTaQyDINwBsumqqiIgIGTRokL2ckZHh1i+ezMxM+eGHH+zlW265RWrXrl3uuZ07d5aGDRvay//5z38Mu0Q78tVXX0lhYaG9PGTIEJd1EBrq1q0r3bp1s5c3b94sWVlZLutt3rzZsIAbPHiwRERE+KWPpX388ceG8ujRo/3eZmnLly83lDt06GBq+9BbsMWTMytWrDCUnd3rjE3wNd1jaffu3TJw4EDDUz3GjBkj06ZN83lb7mBssr6yvx8XLVrkVr3S50VFRcltt90W0P58/vnnTq/j6GeFhYWyZMkSl9e/dOmSLFu2zF5u1KiRdOzY0a2+IXToFk9XFRYWyr333isbNmywH2vWrJl89913DvMD/rRp0yY5d+6cvczYgrJ0jSVP5OXlybp16+zliIgIp5tNMTbBH4IlllavXi0ZGRn2stkPQWJcQrBhzQTADORQPUMONTTpNt9mjgCr0S3GriLXCivQNb48Qf4VugqW+CInC1QcazDAHKzBAD2wBoPudFuL9e/fX6pWrWovb9y40e26Zb94ThzALDrFUdmNvUtvbOeOvXv3Or0eECrMyF0AoUSnh8IAAEIPuQagYsg1wAquPgRi//799mNdu3aVpUuXmvoQCPINAJuumu6+++4zlGfMmOGyzocffmh4ckfZa5Rms9nk3nvvtZfPnTsnCxYscNnGzJkzDeXS1wBK33PFxcXy4YcfuqzzwQcfOLyGv1y4cEEWL15sL8fExMj999/v93avSk9Pl/nz5xuO3X777aa1j+AQLPHkTGFhobz++uuGY87udcYm+IOusZSWlib9+/eXs2fP2o89/PDD8r//+78+b8sdjE2h4a677pJKlSrZy//85z8Nm1aX57///a8cOHDAXh40aJDPnszUu3dvw9PSFixYYPhj9fIcOnRIVq1aZS936tRJmjZt6vD8smOCO+uqTz/91NCPQI+n0JNu8SQiUlJSIqNGjTJsAJOQkCCrVq2SBg0a+KwdT/ztb38zlBlbUJaOseSpd999V86fP28vd+vWTWrUqOHwfMYm+EOwxNKcOXMMZbMfgsS4hGDDmgmAWcihuoccaujSbb7NHAFWo1uMiZBrhXXoGF+eIv8KXQVLfJGTBSqONRjgf6zBAH2wBoPudFuLVa5cWYYOHWovb926VXbv3u2y3v79++X777+3lxs0aOB0g2PAl3SKo4SEBMN8b//+/bJjxw636v74449y8OBBe7lx48YSHx9f4T4BwciM3AUQKnR7KAwQLM6dOydKKbdf6enphvrJycmGn69duzYwbwTQALkGoGLINSDY5efny5133ml4CETbtm3lm2++kWrVqpnaF/INgIioELVmzRolIvbX5MmTvbrO5MmTPbpOSUmJatu2rf18m82m1q1b5/D8AwcOqKioKPv58fHxKi8vz2kbGRkZqnLlyvY6devWVdnZ2Q7PnzNnjuE9DBkyxOn1EXpyc3NV3bp17fdIVFSUOnDggMPz165dq2w2m/38Dh06qJKSEqdteBpL5fnXv/5luMZDDz3k8TWu2rdvnyooKHD7/DNnzqj27dsb2r/zzju9bh/WpVs8HTt2TJ0+fdrt/hcXF6tHHnnEcP369eur3Nxcp/UYm+BrusWSUkplZmaqJk2aGOrcc889qqioyJu3eA3GJjgzduxYw//rKVOmODw3Pz9ftW7d2rAmSU1NdXh+enq64dqNGzd22Z8333zTUOfRRx91eG5xcbHq27ev4fzFixe7bGPw4MGGOnPnznV47qlTpwy/M6Kjo1VWVpbLNhCadIunxx9/3FCnbt26av/+/d68tWucPn1aHTt2zKM6kyZNMvQnKirK42sgNOgUSzt37vSo7ytXrlSRkZGGNr744guX9Rib4A86xVJ5zp8/r2JiYuzXiImJUefPn/f4OkoxLiFwGjduXKE4YM0EQFfkUF0jhwrd5tvMEWA1usUYuVZYiU7xRf4VVqNTfJWHnCysijwt4xf8KxAxxhoMocLs+GINBqvSbS124MABFRERYa/To0cPp59BFRYWquTkZEM7r732mst2AF/SKY7KzgVvueUWdfnyZad18vPzVZcuXQz1/vznPzutA5jJqrkLwEwVjSNvFBcXqxEjRhhiIyEhQaWnp5vSPuBrgYgjd5Ud65KTkwPdJcChQMztyDXAasyOI3INCFaFhYXXfOZy/fXXqxMnTvjk+uQbAM+x6aq49wUwR7zZKHLp0qWGOrGxsWrVqlXXnJeamqoSEhIM586cOdOtfk2YMMFQr23btuUmgObPn68qVapkPy8yMtLjD+ERGt5//33DPdWoUSO1ffv2a8777rvvVI0aNQznrlixwuX1fbHpao8ePQzXKC+u3PXkk0+qxMRE9dZbb6mMjAyH55WUlKglS5aoxMREQ9sxMTFqz549XrcPa9MpnhYvXqyqVaumJkyY4PQDcqWU+vnnn9Wtt95quLaIqNmzZ7vsk1KMTfA9nWLpzJkzqk2bNobzBwwY4DJZ4wnGJjiTmZmpqlWrZv//bbPZ1Ntvv62Ki4sN5508eVL17t3bcG+MGDHC6bW9Sbbk5eWpRo0aGepNmDDhmpg4f/68Gj58uOG8pKQkt97z9u3bDR8yVK5cWX366afXnHf48OFr4nPixIlutYHQpFM8Pf/884bz4+Li1M8//1zRt2i3fft2VblyZfXYY4+pDRs2ON1M59ChQ+q+++67Zi7obT4F1qdTLMXGxqpBgwapL7/8UuXn5zs87+zZs2rSpEmG8UVEVO/evd16z4xN8AedYqk8vnwIEuMSAiUQfzTFmgmAWcihlo8cKq7Sbb7NHAFWo1OMkWuF1egUX+RfYTU6xVd5yMnCqsjTMn7Bv8yOMdZgCCVmxxdrMFiVjmuxshtYDhgwoNwNhY8fP37Nl+YTExO9fkAG4C2d4ig9Pd3wvTCRK5tuHTp0qNzz9+/fr5KSkgznR0VFOf3MFzCbVXMXgJms9lAYIBACEUfeXptNV6GzQMUSuQZYidlxRK4BwaikpEQ9+OCD19zrR48e9Vkb5BsAz9mUUkosbMqUKTJlypRrjiulpKSkxF622WwSFhZ2zXmJiYly6NAhh9d/5ZVX5K9//au9PHnyZHnllVdc9mvixIkybdo0w7Hu3btL165dJTw8XHbs2CGrVq2S0v97HnroIZk3b57La4uIFBQUSL9+/WTDhg32Y5GRkTJ48GC54YYbJDc3V9avXy87d+401PvnP/8pv//9791qA6HngQcekIULF9rLNptN+vfvL+3bt5fCwkLZunWrbNq0yVDnxRdflKlTp7q8trexdNXhw4elWbNm9vJ1110nR44cEZvN5vY1Shs/frxMnz5dRK68zxYtWkiHDh2kQYMGUr16dbl8+bJkZGTIhg0bJCMjw1A3PDxcFi9eLHfeeadXbSM06BJPX331ldx99932cnx8vHTs2FGaNm0qsbGxopSSkydPypYtW64ZM0REnn32WXnjjTdc9kmEsQn+oUsszZkzR0aPHm04FhYW5vE4lJKSIrNmzSr3Z4xNcGXZsmVy1113GdY5LVq0kL59+0rNmjXl0KFDsnTpUsnPz7f/vHXr1rJ582apXr26w+seOXJEmjRpYi83btxYjhw54rI/qamp0rNnT8nLy7Mfa9CggQwaNEjq1asnGRkZsmTJEjl37pz95/Xr15dt27ZJQkKCW+955syZMmbMGMOxDh06SM+ePSUmJkb27dsny5cvl6KiIvvPe/fuLd9++61ERka61QZCky7xVHYccZS7cKV0DJT2888/S8eOHe3lWrVqSceOHeX666+X2NhYCQ8Pl+zsbPnpp5/kxx9/NPz3EBG5//77ZeHChV6vu2B9usRSbGys5OTkiIhITEyMtGvXTm688UapVauWREdHS05OjuzZs0c2btxoGLdERFq2bCmbNm2SmjVruvWeGZvgD7rEUnl69eplWOevWrVK+vbt69E1rmJcgj/9+uuvhvxxacXFxYZyeHh4ueetXr1akpOTrznOmgmA7sihkkOFc7rNt5kjwGp0iTFyrbAiXeKL/CusSJf4Kg85WQQz8rT/h/EL/qBTjLEGg9XoFF+swWBluq3FLl++LP369ZPvv//efiw6Olpuu+02adWqlYiI7N+/X7799ltDvMXExMiGDRukU6dObr1vwJd0iqP/9//+nzz++OOGY+Hh4dKjRw/p1KmTVK9eXXJycuSnn36SjRs3XjNnmzNnjowaNcqdtw34jE7zvqvMyF0AZklMTJRff/1VRLzLj3saRy+88IK89tpr9nJcXJysWbNG2rdv71G7gE7MjqOKXDs5OVnWrl3rk2sD3tBxbkeuAcFGtzgi14Bg8+uvv0piYqLhmDefmzrb/5B8A+CFgG75aoLJkydf81RaT16udm8ue313n3hbXFysxo0b53Y/hg8f7vQppOU5derUNU+dc/SKiIhQb7zxhkfXR+jJz88v90nP5b1sNpsaP3680ydHl+ZtLF01adIkQ/2XXnrJi3f4f5588kmvfmdcd911av369RVqG6FBl3havHixV/d6dHS0+uCDDzx+34xN8DVdYmn27NkVmnNefaWkpDhsg7EJ7pg7d66KiYlx697o0KGDSk9Pd3nNijzB8JtvvlG1atVyqz9NmjRRqampHr/n119/XUVERLjVRp8+fdTp06c9bgOhSYd48sXYIuI49bN9+3avrhceHq5eeeUVVVRU5OF/VYQiHWKpRo0aXt3rw4YN82rcYGyCP+gQS2WlpaUpm81mWHu4u94qD+MS/Kns/e7Na82aNW5dmzUTAN2QQ3X9IocK3ebbzBFgNTrEmC/GIBFyrdCPDvFF/hVWpUN8lUVOFsGOPC3jF/xLpxiraD+uvhxhDIPZdIov1mCwOt3WYqdPn1b9+/d3O9bi4+PVtm3bvP8PAPiATnH04YcfqujoaI/GrCpVqqjZs2dX6L8B4C2d5n2lmZG7AHzlyJEjKjw8vNxXeev08l5r164t99oVzU/YbDaHbTp7AWbTKY48UfbaycnJPrs24A1d53bkGhBMdIwjcg0IJr6IIVfxQb4B8Jznj4uFT4SFhcn06dNl+fLl0q1bN4fntW3bVubNmycLFy6UqKgoj9qoXbu2rF69Wt555x1p2rSpw37069dPNm7cKM8++6xH10foiYqKks8++0zmzp0rbdu2dXhet27dZPny5fLOO++Y8gRopZTMmzfPcCwlJaVC1xw6dKiMHDnS7d3V27RpI++//77s2bNHevbsWaG2ERp0iaf27dvLE088Ia1bt3braQjx8fEyceJE+eWXX+SPf/yjx+0xNsHXdIklMzA2wR0PP/ywpKamytChQyUyMrLcc+Lj42XSpEmyZcuWa56O42u333677Nq1S0aNGiUxMTHlnhMXFyfjxo2Tn3/+WTp27OhxG88995x8//330q9fP4djWdOmTeXdd9+VVatWSc2aNT1uA6FJt3jyh0aNGsnTTz8tnTp1koiICJfnx8XFyRNPPCF79uyRyZMnO3z6HFCaDrH0wgsvyK233ipVq1Z1eW7lypVlyJAhsnr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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 665,
"width": 2734
}
},
"output_type": "display_data"
}
],
"source": [
"# Grafico della distribuzione a posteriori dei parametri\n",
"az.plot_posterior(idata, round_to=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusioni\n",
"\n",
"Analizzando i dati, troviamo evidenze che, nei maschi, la grandezza del cervello, così come indicizzata dagli scan MRI, è positivamente associata al FSIQ. In particolare, un aumento di una deviazione standard nella grandezza del cervello, così com'è stata misurata nel presente studio, corrisponde a un aumento medio nel FSIQ di un valore proporzionale alla stima del parametro $\\beta$. Gli intervalli di credibilità possono essere utilizzati per quantificare l'incertezza associata a questa stima.\n",
"\n",
"Questi risultati supportano l'idea che vi sia una relazione positiva tra la grandezza del cervello e l'intelligenza, almeno in questo specifico campione di maschi. Tuttavia, è importante notare che questi risultati non dimostrano una relazione causale, e ulteriori ricerche potrebbero essere necessarie per comprendere pienamente la natura di questa associazione."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "pymc5_env",
"language": "python",
"name": "python3"
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"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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