From c8312be10a474bf5f0e83c42a968e76db4c7f70d Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Mon, 1 Jun 2026 16:26:04 -0700 Subject: [PATCH 1/4] better alt text ch11.1 --- chapters/11/1/Assessing_a_Model.ipynb | 11 ++--------- 1 file changed, 2 insertions(+), 9 deletions(-) diff --git a/chapters/11/1/Assessing_a_Model.ipynb b/chapters/11/1/Assessing_a_Model.ipynb index 263faf108..21f23d3bd 100644 --- a/chapters/11/1/Assessing_a_Model.ipynb +++ b/chapters/11/1/Assessing_a_Model.ipynb @@ -179,7 +179,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram with 'Count in a Random Sample' on the x-axis and 'Percent per unit' on the y-axis. The data is centered below 30 and has a bell shape that extends from approx 15 to 40." ] }, "metadata": {}, @@ -218,7 +218,7 @@ "data": { "image/png": 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+Suveffdd2Nvb48MPP9ToqoqIiFoewQFVWFiI4OBg7N+/H9XV1TXa5XI5JBIJCgoKBO1PKpXWGLXXrl07mJubw9nZWWhZRETUQgkOqA8++AAHDx6En58f3NzcOCSciJRIJI9vqapjaW4GayvzJqqImjvBAfXjjz/C398fq1evbrRiDh061Gj7JqLGVVzyENE79qvdZvkCXwYUCSb4i7oGBgawt7dvzFqIiIgUBAfUhAkTcPTo0cashYiISEFwQL333nu4d+8e5s6di7Nnz+LevXu4f/9+jf+IiIi0QfAzqJdffhkSiQQZGRlITExUuZ3QUXxERETqCA6oxYsXq50sloiISJsEB1RoaGhj1kFERKRE45kkgMdTEhUXF8PMzAz6+vXaBVGD5d4vRF7hA8VyaVllje/hVFRWNnVZRKQlGqXLhQsXEB4ejlOnTuF///sf9u/fj6FDhyI/Px/z5s3Du+++i6FDhzZWrURK8gofIHxjgmL56bnjACBw1mtNXRYRaYngUXxnzpzB2LFj8eeff2L69OlK8/BZWFigtLQU8fHxjVIkERG1PoIDatWqVbC3t8cvv/yC5cuX12j/17/+hXPnzmm1OCIiar0EB9SFCxfw+uuvw9DQsNbRfJ06dVJ6uSEREVFDCA6oNm3aoE0b1Zvn5ubCyMhIK0UREREJDqg+ffogJSWl1rbKykp8/fXXGDBggNYKIyKi1k1wQH344Yf4z3/+g/nz5+PSpUsAgHv37uHHH3/E+PHj8eeff2LhwoWNVigREbUugoeZu7u7Y+vWrQgKCsLu3bsBAPPmzYNcLsezzz6L2NhY9O/fv9EKJSKi1kWj70FNmTIFY8eOxbFjx/DHH39AJpPBzs4Ow4cPh4mJSWPVSERErZDG00C0a9cOnp6ejVELERGRguBnUIcPH0ZQUJDK9qCgIJWDKIiIiDQlOKA2bdqEhw8fqmx/9OgRNmzYoJWiiIiIBAfU1atX0adPH5XtvXv3xrVr17RSFBERkeCAqqqqQnl5ucr28vJyVFRUaKUoIiIiwQHl7OyM5ORkyGSyGm0ymQzJyclwcnLSanFERNR6CQ6ouXPn4vz585gxYwYyMjJQUVGBiooKZGRkwMfHB+fPn4e/v39j1kpERK2I4GHmkydPxp9//omIiAgcPXoUACCRSCCXyyGRSBAcHAxvb+9GK5SIiFoXjb4HtWjRIkyZMgUHDhxAdnY25HI57Ozs4OXlha5duzZSiURE1BoJCqjy8nJMmzYN3t7eeP311/Hee+81dl1ERNTKCXoGZWRkhP/+97+orq5u7HqIiIgAaDBIYvDgwUhPT2/MWoiIiBQEB1RkZCQuXLiAZcuWITs7u9bh5kRERNoieJBE//79IZfLERMTg5iYGLRp0wbPPPOM0jYSiQR37tzRepHUOuXeL0Re4QOV7RWVlU1YDRE1NcEB9dprr0EikTRmLURK8gofIHxjgsr2wFmvNWE1RNTUBAfUli1bGrMOIiIiJYKfQRERETUljQLq5s2bWLBgAfr06QMbGxucPHkSAJCfn4+FCxciIyOjUYokIqLWR/Atvt9//x0eHh6QyWTo168fbt68qfhelIWFBc6ePYuKigp89tlnjVYsETVvEglw5XqOynZLczNYW5k3YUUkZoIDKiwsDKampvjxxx+hp6cHBwcHpfZRo0bh22+/1XqBRNRyFJc8RPSO/Srbly/wZUCRguBbfOnp6Zg9ezY6dOhQ62g+Gxsb3L17V6vFERFR66XRCwuNjY1VthcWFkJPT08rRREREWn0wsLU1NRa2+RyOQ4cOKD2lfBERESaEBxQ8+bNw3fffYe1a9eioKAAwOM36V6/fh2zZs3Cr7/+ylnOiYhIazR6YeGtW7ewevVqrFmzRrEOAPT09PDRRx9h5MiRgg+8fv16HDhwAFlZWTAwMEC/fv0QFhYGZ2dnDU+BiIhaIo1eWBgYGIgpU6YgOTkZN27cgEwmg52dHcaPH48uXbpodOCTJ0/inXfewUsvvQS5XI6PP/4YEydOxC+//AJzc47iISJq7eoMqIqKChw+fBjZ2dlo3749Ro8ejYCAgAYfeN++fUrLW7duha2tLU6fPo0xY8Y0eP9ERNS8qQ2o3NxcjB07Fn/++SfkcjkAwNjYGHv37oWbm5tWCyktLYVMJoNUKtXqfomIqHlSO0jio48+QnZ2NgICArB3715ERESgbdu2WLx4sdYLCQkJQa9evTBgwACt75uIiJoftVdQP//8M2bMmIGPPvpIsa5Dhw6YPXs2/vrrL3Tq1EkrRSxZsgSnT59GSkpKnd+lyszM1MoxxaQlnpM2lJZVoqysTGV7VXVVjfanl2vbRpvtLf0Y/1xuivMoLSttsX8fWup5NYSjo6Pa9jpv8Q0cOFBpnaurK+RyOW7fvq2VgAoNDcW+fftw4MABdO3atc7t6zqh5iYzM7PFnZO2XLmeo/bL4fp6+krtZWVlNbZ/epu69qFpe0s+xtP92RTnYWJsAkdHzQZcNQf8e14/agOquroahoaGSuueLD969KjBBw8ODsa+fftw8OBBvPDCCw3eHxERtRx1juLLzs7G+fPnFcsPHjx+BXdmZiZMTExqbP/yyy8LOvCiRYuwd+9e7Nq1C1KpFLm5uQAeD8Kobb/U8vCV7kSkTp0BFRERgYiIiBrrnx4oIZfLIZFIFLNM1CU2NhYAMGHCBKX1wcHBCA0NFbQPat74SnciUkdtQMXExDTagYuKihpt30TUPPF9UfRPagPKx8enqeogIuL7okiJRq98JyIiaioMKCIiEiUGFBERiRIDioiIRIkBRUREosSAIiIiUWJAERGRKDGgiIhIlBhQREQkSgwoIiISJQYUERGJUp2zmRMRiUVdk8kCnFC2JWFAEVGzUddksgAnlG1JeIuPiIhEiQFFRESixIAiIiJRYkAREZEocZAENYrc+4XIK3ygdpuKysomqoaImiMGFDWKvMIHCN+YoHabwFmvNVE1RNQc8RYfERGJEgOKiIhEiQFFRESixIAiIiJRYkAREZEocRQfEbUodU0oy8lkmw8GFNVLXd9z4necSFfqmlCWk8k2Hwwoqpe6vufE7zgRUUPxGRQREYkSA4qIiESJAUVERKLEgCIiIlHiIAkialU4DL35YEARUavCYejNB2/xERGRKDGgiIhIlHiLj2rFmSKISNcYUFQrzhRBRLrGgCIi+oe6RvkBHOnXVBhQRET/UNcoP4Aj/ZqKzgdJxMbG4sUXX4S1tTWGDh2K9PR0XZdEREQioNMrqH379iEkJATr1q2Dq6srYmNjMXXqVJw+fRo2Nja6LE09mQz6Bw5A//hxVL36Kqq8vIA2Os96weoaAAFwEASROvyyb9PQaUDFxMTAx8cHb775JgAgKioKP/30E3bs2IGwsDBdlqaaTIZ206ZB/+RJSB49gsGePaiKj8fDxMRmE1J1DYAAOAiCSJ26bgOGve+r9I/A0rJKpUBjgAmjs4CqrKxERkYG3nvvPaX1w4YNwy+//KKjquqmf+CAIpwAQPLoEfRPnoT+wYOoGj9ex9U9xiHiRLr1dICVlZXB2NhYsfx0gNWmrhCr6+95SwhBSVFRkVwXB7579y569OiBQ4cOwc3NTbE+MjISX3/9Nc6dO1fr5zIzM+t9TCMjIxgZGalsl8lkaKPmKkgmk8E8PR3Gv/1Wo62sRw8UDx4saB8NaReyTdGDh8grUv2D+6yJCYpLS9Ueo65tGtrOY/AYPIb6Yzxv1R7GRgYq2+v6e17X54GG/z4qLy9HeXm52mOo4+joqLZd56P4JBKJ0rJcLq+x7p/qOqHGpg+gbXS04goKAOSGhqjetg36FhYa7y8zM1Pr52RhYQF7re6xeWiMvmzN2J/aw7/n9aOzhyYWFhbQ09PD33//rbQ+Ly8PVlZWOqqqblVeXqgaPBhyQ0MAj8OpavBgVI0bp+PKiIhaFp0FlIGBAfr06YNjx44prT927BgGDhyoo6oEaNMGDxMT8XDbNlTMmoWH27Y1qwESRETNhc6eQQGPh5n7+/tj3bp1GDhwIHbs2IFdu3bh1KlTsLW11VVZREQkAjp9BjVp0iQUFBQgKioKubm56NGjBxITExlORESk2ysoIiIiVfjghIiIRIkBRUREosSAIiIiUWJANYG0tDRMnz4dPXr0gFQqRUKC8jx4crkcERERcHJywnPPPQdPT0/8VstsFQSsX78e7u7usLGxgb29Pby9vXH16lWlbdifwnzxxRd45ZVXYGNjAxsbG4wcORJHjhxRtLMf62/dunWQSqUICgpSrGN/ao4B1QTKysrg7OyMNWvW1DrV0oYNGxATE4PIyEj8/PPPsLKywmuvvYaSkhIdVCtuJ0+exDvvvIMjR44gOTkZ+vr6mDhxIgoLCxXbsD+F6dixI1auXIkTJ07g2LFjGDJkCHx9fXH58mUA7Mf6Onv2LHbu3AkXFxel9exPzXEUXxPr1KkT1q5dC19fXwCP/1Xl5OQEPz8/LFq0CMDj+a0cHR2xatUqvP3227osV/RKS0tha2uLhIQEjBkzhv3ZQF27dkVYWBjeeust9mM9FBcXY+jQodiwYQPWrl0LZ2dnREVF8eeynngFpWM5OTnIzc3FsGHDFOuMjIzwyiuviHpWd7EoLS2FTCaDVCoFwP6sr+rqaiQlJaGsrAwDBgxgP9ZTYGAgJkyYgKFDhyqtZ3/Wj84ni23tcnNzAaDG/INWVla4e/euLkpqVkJCQtCrVy8MGDAAAPtTU1euXMGoUaPw6NEjGBsbY9euXXBxcVH80mQ/Crdz507cuHEDW7durdHGn8v6YUCJhKazuhOwZMkSnD59GikpKdDT01NqY38K4+joiNTUVBQXFyM5ORnz5s3DwYMHFe3sR2EyMzMRHh6O77//HgYGql9xwf7UDG/x6Zi1tTUANLtZ3XUtNDQUSUlJSE5ORteuXRXr2Z+aMTAwQLdu3dC3b1+EhYWhV69e2Lx5M/tRQ2fOnEF+fj4GDRoECwsLWFhYIC0tDbGxsbCwsED79u0BsD81xYDSsS5dusDa2lppVvdHjx7h1KlT4p7VXYeCg4PxzTffIDk5GS+88IJSG/uzYWQyGSorK9mPGvL09ER6ejpSU1MV//Xt2xeTJ09GamoqHBwc2J/1wFt8TaC0tBQ3btwA8PgXwO3bt3Hx4kWYm5vDxsYG8+bNw7p16+Do6AgHBwd88sknMDY2xpQpU3RcufgsWrQIe/fuxa5duyCVShX39o2NjWFiYgKJRML+FGjFihUYNWoUOnXqhNLSUnzzzTc4efIkEhMT2Y8akkqlioE6T7Rr1w7m5uZwdnYGAPZnPTCgmsCvv/4KLy8vxXJERAQiIiIwY8YMbNmyBe+//z7Ky8sRFBSEoqIivPzyy9i3bx9MTU11WLU4xcbGAgAmTJigtD44OBihoaEAwP4UKDc3F3PmzMHff/8NMzMzuLi44JtvvsHw4cMBsB+1jf2pOX4PioiIRInPoIiISJQYUEREJEoMKCIiEiUGFBERiRIDioiIRIkBRUREosSAakXOnDmjeI2ClZUV7OzsMHHiROzevRvV1dU6rS0nJwcRERHIzs4WtL2npyc8PT0btyiBPD09FV/UlEql6Ny5M0aPHo3Dhw/rpJ7U1FRIpVKkpqbq5PhPu3jxImbOnImePXuiQ4cO6N69O8aNG4fPP/9c16WplJCQAKlUipycHF2X0qoxoFqJzZs3Y/To0SgsLMSKFSvw7bff4rPPPoODgwMWLlyIlJQUndZ38+ZNREZGCg6odevWYd26dY1blAZcXFxw9OhRHD16FJs2bUJZWRlmzpyJc+fO6bo0nbpw4QJGjhyJ/Px8rFy5EklJSQgPD4ejo6PSpLREteFMEq1AWloali5dCj8/P6xdu1apzdPTE++++y7Kysp0VF39ODk56boEJaampujfvz8AoH///hgwYAB69uyJhIQE9OvXT8fV6c7WrVvx7LPPYv/+/Wjbtq1ivbe3N2QymQ4ro+aAV1CtQHR0NMzNzREeHl5ru52dHXr27KlYPn/+PCZMmIBOnTqhY8eOGD9+PM6fP6/0GVW32Hr16oV58+Yplp/cKjl79iz8/PxgY2MDJycnLF68GI8ePbbSEV8AAAsnSURBVALw+JbUk6mgJk6cqLhVpu4W1dPHf3Jb6/DhwwgKCkK3bt1gb2+POXPmoKioqM4+SkpKgpeXF+zt7dGpUyf861//wu7du+v8nCqdOnWCpaUlbt++rbT+448/xpAhQ2Bra4tu3brBy8sLZ8+eVdpGk3PJy8vD7NmzYWNjA1tbW/j7+6O4uLhGPXK5HDExMejXrx+srKzQvXt3BAUF4cGDB0rbSaVSfPTRR9i0aRN69uyJjh07Ytq0abh//z7u37+Pt956C7a2tnBxcUF0dHSd/VBUVASpVKoUTk+0aaP860eTvjl48CACAwPRtWtXdOnSBaGhoaiursaFCxfg4eGBjh07wtXVFT/99JPS5+fNmwdnZ2f88ssvcHd3h7W1NXr16lXrO5xqs3PnTri5ucHa2hrdunXD/PnzUVhYKOizpDkGVAtXXV2NkydPYtiwYTA0NKxz+8uXL8PT0xNFRUXYvHkztmzZgpKSEnh6euLSpUv1rsPf3x9du3ZFfHw8Zs2ahdjYWKxfvx4A0Lt3b3zyyScAgMjISMWtst69e2t8nJCQEACP5+xbvHgxkpOTFevUyc7OxoQJE/DFF18gISEBHh4eWLBgAXbs2KFxDQBQUlKCgoICpVeBAMDdu3cREBCAXbt2YfPmzbCyssLYsWNx+fLlep3LzJkzceTIESxbtgxffvkl9PX1ERwcXGNfq1atwtKlS+Hu7o6vvvoKCxYswO7du2u9kvnqq6+QmpqKdevWITIyEqdOncLcuXPx+uuvw8XFBXFxcRg5ciRWrFiBH374QW0/vPTSS7h+/To++OADnD9/HlVVVSq31aRvQkND0a5dO3z55Zfw8/PDli1bEBISgrlz58LX1xfx8fEwNzfHzJkzkZ+fr/TZkpISzJo1CzNmzEBCQgIGDx6M4OBgJCQkqD2XFStWYOHChXj11VexZ88ehIeH46effsKUKVN0/gy3peItvhYuPz8f5eXlsLGxEbT92rVrYWBggO+++04xO7O7uztefPFFREZGYteuXfWqY8qUKViyZAkA4NVXX8X58+eRlJSEJUuWwMzMDN27dwcAdO/eXXGrrD5eeeUVREVFAQCGDRuGrKwsxMXFYcuWLWpfDLdw4ULF/8tkMgwePBi5ubnYvn07Zs2aJejYT3753r59G2FhYTA3N8e7776rtM2mTZsU/19dXY0RI0bA1dUV8fHxiIyM1Ohcjh07hlOnTmH79u2YPHkyAGD48OGYMmUK/vrrL8V+CgsLERMTgxkzZij2N3z4cFhaWsLf3x8pKSkYO3asYvu2bdti9+7d0Nd//Ovht99+w+bNm7F06VIEBQUBAAYPHoyDBw/i22+/xahRo1T2yYIFC3Dx4kV8+eWX+PLLL2FkZARXV1dMnDgRr7/+utKLJjXpmyFDhuDjjz8G8Pjn84cffsAXX3yB77//HoMGDQLw+N1ggwcPxpEjR+Dj46P4bElJCaKjoxV9NmLECNy9excRERHw8fGp9eckJycHGzduRHBwsNI/ABwcHODh4YHvv/8e48aNU9kPVD+8giIl6enp8PDwUHp1gJmZGcaMGYO0tLR673f06NFKy87OzjVuf2lDbcepqKio8aK4p/3xxx9455130KNHD1haWsLS0hJxcXHIysoSdNzTp08rPtenTx+kpKQgLi6uxhXU8ePHMW7cONjZ2cHCwgKWlpbIysqq9Th1ncuZM2egp6eH8ePHK203adIkpeWzZ8+ioqIC3t7eSusnT54MfX39Gn+u7u7uinACoHjn1pNZzgFAX18f3bp1UwrC2hgZGSEhIQGnT5/GqlWrMGLECPz66694//33MXXqVMjl/z9XtSZ9M3LkSKXlF154AcbGxopw+mfdT9eoqs9u376NO3fu1Hoex48fh0wmw7Rp01BVVaX4r1+/fjAzM0N6errafqD64RVUC9e+fXsYGRnh1q1bgrYvLCxUvE31n6ytrQU9y1HF3NxcadnAwAAVFRX13p8mxwGgeN5Vm9LSUkycOBHt2rVDWFgY7OzsYGBggO3btwu+YuzZsyc2bdqE6upq/Pbbb1ixYgXeeustpKenw9LSEgCQkZGBqVOnYtiwYdi0aROee+456Onp4b333qu1vrrOJTc3F1KpFM8884zSdh06dFBafvKM5Ok/V319fbRv377GM5Sn32v0ZP+1rRf6Z+jk5KQY2PLo0SMsWLAAiYmJOHLkCDw8PDTum9pqefbZZ5XWPemvp2tU12d3795Fp06dahzv/v37AIC+ffvWen4FBQUqz53qjwHVwunr62Pw4ME4duwYKioqan1Y/U/m5uaKlwD+U25urtIvTENDQ5SUlNTYriEhpitnz57FrVu3lG4PAVD7vORpJiYmil9e/fr1Q5cuXTB+/HisWbNG8XztwIED0NfXx65du5R+QRYVFdX45SrEk380/O9//1Pa39NXi0/+3P7++2/06NFD6fwKCgoUryNvKoaGhoqA+v333+Hh4aH1vlFHXZ89//zztX7mSR/t37+/RjgCNf8xQdrBW3ytQGBgIAoKCrBs2bJa27OzsxUPot3c3PDDDz8ohU9JSQlSUlLg5uamWGdjY4OsrCxUVlYq1qWlpdUaWkI8Cc7y8vJ6fb4hHj58CAA1fjE25Iu2Q4YMwbhx4xAXF6e4xfTw4UPo6ekpPeM4ceJEvW91DhgwANXV1UhOTlZav2/fPqXl/v37o23btkhKSqqxXVVVldKfq7apugWYmZkJ4P+v6rTdN+qo6rPOnTujY8eOtX7G3d0dbdq0wa1bt9C3b98a/z19K5e0g1dQrYCbmxtWr16NpUuX4vr16/Dx8UHnzp1RVFSEEydOID4+Hl988QV69uyJoKAgHDlyBBMmTMD7778PiUSCDRs2oLy8HIsXL1bsc9KkSfj3v/+N+fPnw8fHBzk5OYiJiYGZmVm9anRwcFD8C9rc3Bxt27aFg4NDk7xtdODAgTAzM8OiRYsQGhqKhw8fIioqChYWFjWGYWtiyZIlOHz4MKKjoxEVFYURI0Zgy5YtCAgIgK+vL7KyshAVFaXyl2Jd3N3dMWjQIHzwwQfIz8+Hvb099u3bh99++01puyeDNdavX4927dph1KhR+P3337F69WoMGjSoxrMubfrwww/x999/w9vbGz169IBMJsOFCxewYcMG2NnZKQYWaLtv1DE1NUVYWJiiz7755hscP34cmzdvVjmQxs7ODoGBgVi8eDGysrLg5uYGQ0ND3L59G8ePH8fMmTMxZMgQrdfa2vEKqpUICAhASkoKnn32WSxbtgzjx49HQEAArl+/jk8//RRjxowB8PhZysGDB2FqaoqAgADMnTsXxsbGOHToEHr16qXY35AhQ/Dpp5/i3LlzmD59OhISErBt27Z6345p3749oqKiFMPc3d3dkZGRoZVzr4ulpSXi4+NRXV2NN998EytXrsQbb7yBadOmNWi/zs7OmDRpEuLj43Hv3j0MHz4ckZGROH36NLy9vbFr1y58/vnnsLOzq/cx4uPjMXLkSISHh+Ptt99GVVVVjS9jA8CyZcuwevVq/Pjjj/D29kZ0dDSmT5+OvXv31vg+kjbNmTMH3bt3R2xsLHx9feHt7Y34+Hh4e3vjyJEjMDExAYBG6RtVTE1NsX37duzZswc+Pj5ITU3FmjVrlEb61Wb58uWIjo5Geno63n77bfj4+GDDhg2QSqWwt7fXep3EV74TUSsyb948nDhxAlevXtV1KSQAr6CIiEiUGFBERCRKvMVHRESixCsoIiISJQYUERGJEgOKiIhEiQFFRESixIAiIiJRYkAREZEo/R+Fj1zo0y/uPQAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "Histogram with 'Count in a Random Sample' on the x-axis and 'Percent per unit' on the y-axis. The data is the same as in the previous histogram, bell shaped and centered around 26. A red dot has been added at x=8 and does not overlap with any of the bars of the histogram." ] }, "metadata": {}, @@ -306,13 +306,6 @@ "\n", "The U.S. Supreme Court [judgment](https://supreme.justia.com/cases/federal/us/380/202/) in the case Swain v. Alabama can be distressing to read. We have included it because some excerpts are quoted in the section. " ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 5b0c922a48af095a8a4336fa7e58e671fd908076 Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Mon, 1 Jun 2026 16:34:56 -0700 Subject: [PATCH 2/4] better alt text ch11.2 --- chapters/11/2/Multiple_Categories.ipynb | 15 ++++----------- 1 file changed, 4 insertions(+), 11 deletions(-) diff --git a/chapters/11/2/Multiple_Categories.ipynb b/chapters/11/2/Multiple_Categories.ipynb index 5d746acf0..14712174f 100644 --- a/chapters/11/2/Multiple_Categories.ipynb +++ b/chapters/11/2/Multiple_Categories.ipynb @@ -130,7 +130,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Bar chart with 'Ethnicity' on the y-axis. Each category has two bars, one dark blue for 'Eligible' and one gold for 'Panels.' Caucasion has the longest bars which are both above 0.5. The next longest bar is gold for Asian/PI at approx 0.25. The reamining bars are all below 0.2 with the smallest being for the 'Other' catgeory." ] }, "metadata": {}, @@ -225,7 +225,7 @@ "data": { "image/png": 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bt3H8+HFcvXoVLi4u9b0kegnvnBIREZFWadGiBb7++mssWLAAGzZsgJubGxYtWoThw4fL1Y+7uzsOHDiAhQsX4s0330RJSQns7e0xePDgKtubmJjg999/x/vvv4/s7GxYWlpi5MiR1RazVDdcvlSLBB67r+4Q1KqwsFAtK4JEuArhbdlI5ed9FS7RWIZ5KMM8VGAuqlbVUpHasEIUNVxcvrSBiHAVqjsEtcrNBczMVJ8DsQnnryOihkdiZF2nFZuIlI3FqRbRtLt3qpaem482lvxFSkRE1JBxQBQRERERaQwWp0RERESkMVicEhEREZHGYHFKRERERBqDxSkRERERaQwWp0RERESkMVicEhEREZHG4DynWuSXi9fVHYJa5ebmIrugWN1hKJzYqgXsbCzUHQYREf1DYGAgmjdvjq+//lrdoWiUzMxMeHh4IDExEZ06dVJ4/yxOtchXG/eqOwS1UtfypcoWETKUxSkRqVxWwQvceVKisvOJTfRh18RQrmPCwsKwbds2AIC+vj5EIhH69++POXPmQChs2Ksm/vjjj1ixYgVSU1NRUlICGxsbeHt7Y9WqVeoOTelYnBIREemgO09K8NW1HJWdL8JVKHdxCgB9+vTBunXrUFxcjNTUVEycOBG5ubnYuHGjEqLUDElJSXj//fcRFRWF1atXQ19fH2lpadi/f7+6Q1MJvnNKREREGsvY2BhWVlYQi8Xo168fhg4diqNHj0r3l5SUYOLEiejQoQOsra3RuXNnrFixAqWlpdI2YWFhCAwMxNdff4127dqhVatWCA8Px5MnT6Rtnjx5grCwMIjFYrRp0wZLly6tFEtOTg7Gjx+PVq1awdraGkOGDMH16xWv3G3duhVisRiHDx9G165dIRKJMGrUKOTm5iI+Ph6dO3dGy5YtERoaiqdPn1Z7zQcPHkSXLl3w4YcfwtnZGY6OjvDz80NMTIy0zaNHjxASEgJXV1dYW1vD29sbW7Zskeln8ODBmDZtGmbNmgV7e3s4Ojri66+/xvPnzzF9+nS0bNkS7u7u2L59u/SYzMxMCIVC7Nq1CwMHDoSVlRW6du0qk/Oq3LhxA2+//TZsbW3h5OSEkJAQPHjw4JXHVIfFKREREWmFjIwMHDlyBIaGFXdgS0tLIRKJsGnTJpw5cwaffPIJli5dWqlQO336NK5fv459+/bhf//7H3788UesXbtWuv+TTz7BsWPHEBcXh/j4eFy5cgWnTp2S6SMsLAznz5/Ht99+iyNHjqBx48YYMWKETKH5/PlzxMTEYP369YiPj8elS5fw3nvv4dtvv0VcXBy2bNmCQ4cOYcOGDdVep5WVFdLS0pCSklJtm2fPnsHDwwPbt2/HL7/8gvHjxyMiIgJJSUky7Xbt2oUmTZrgyJEjmDp1KqKiovDvf/8bjo6OOHbsGEaNGoXJkyfj3r17MsfNnTsX48aNQ3JyMvr06YPg4GDcvXu3ylju37+PQYMGoV27djhy5Aj27duHgoICBAUFyfwjobZYnBIREZHGSkhIgFgshrW1NTp27IgbN25gypQp0v2GhoaYNWsWOnfujFatWmHo0KEYO3Ysdu/eLdNP06ZNsWzZMri4uKBfv34ICAiQFnIFBQXYvHkz5s+fD19fX7i6umL16tUQCATS4//44w8cPHgQy5cvR48ePeDm5oZ169YhPz8fu3btkrYrLi7Gl19+iY4dO8LLywsjRozA8ePHsWbNGri7u6NXr14YNGgQTpw4Ue01h4aGokuXLnjttdfg5uaG0aNHIzY2FgUFBdI2NjY2mDx5Mjp06AB7e3u8//778Pf3x3fffSfTV9u2bREVFQVHR0dMnDgR5ubmMDAwQFhYGBwcHPDRRx9BIpHg119/lTlu7NixGDp0KJydnREdHQ2xWIzY2Ngq4924cSPc3d0xf/58uLi4wN3dHevWrcOFCxdw8eLFaq+zOnznlIiIiDSWj48PVqxYgadPn+Kbb75BRkYGxo8fL9MmNjYWcXFxyMrKwrNnz/DixQvY2dnJtHFxcYGBQUXZY21tjXPnzgEAbt26haKiInh5eUn3N2nSBG5ubtLvqamp0NPTk2ljZmYGV1dX3LhxQ7rN2NgYbdq0kX63tLSElZUVzM3NZbalpqZWe82mpqbYuXMnbt26heTkZJw9exbz58/HsmXLcPToUVhaWqKkpARfffUV9uzZg3v37qGoqAhFRUXo2bOnTF8vX4NAIICFhYXMNkNDQwiFQjx8+FDmuK5du0p/1tPTg6enp8x1vuzy5cs4deoUxGJxpX23bt2Cp6dntddaFd45JSIiIo1lYmICBwcHuLm5YcmSJXjy5AmWLFki3b9nzx5ERUUhODgYu3fvRnJyMkJCQlBUVCTTz8uvAgBlhZpEIgEA6f++yqvavHyH9eUCuHxfVdtq87i7devWGD16NFatWoWkpCTcv39fOhBs1apViImJweTJkxEfH4/k5GQMHjy4Vtdd13iqU1paiv79+yM5OVnmc+HCBQwYMEDu/licEhERkdb46KOPsGLFCuk7kqdPn4anpydCQ0PRsWNHODg44NatW3L16eDgAENDQ5w9e1a6rbCwENeuXZN+b9u2LUpLS2Uef+fl5eHatWtwcXGp51XVrFWrVjAxMUFhYSGAsuseOHAgRo0ahQ4dOqB169b4/fffFXa+8rvKQFlhfuHChWqv08PDAzdu3ICdnR0cHBxkPk2bNpX73CxOiYiISGu89tpraNu2Lb788ksAgJOTE65cuYLDhw/jjz/+wJIlSyoNZKpJkyZN8O6772LevHlITEzE9evXMXHiRJm7iY6Ojhg0aBAiIiJw6tQpXL16FaGhoWjatClGjhyp0GtcvHgx5syZg+TkZGRkZODy5cuYMGECCgoK4OfnJ73u48eP4/Tp00hLS8OMGTNw+/ZthcUQGxuL+Ph4pKen4+OPP0ZWVhbGjh1bZdsPPvgAeXl5GDNmDM6dO4eMjAwcO3YMU6ZMQX5+vtznZnFKREREWmXChAnYvHkzbt++jTFjxiAgIAAffPAB+vbti9u3b2PChAly9/npp5+iZ8+eeOedd+Dv74927drBx8dHps2aNWvQuXNnBAUFwdfXF0+fPsV3332Hxo0bK+rSAAA9evRAZmYmwsLC0K1bNwwfPhy3b9/Gtm3b0KNHDwDAjBkz0LlzZ4wcORKDBg2CiYmJQovkuXPnYvXq1ejZsyeOHDmCLVu2VPlOKQCIRCIcOnQIenp6GD58OLy9vTF9+nQYGRnB2NhY7nMLcnJyan7RgjRC4MTP1B2CWjXkFaK8O7WT65j09HSZF+51FfNQhnmowFxULTc3F2ZmZjLbtGGFKFI9ZS9NWq6qP5PlOFpfi8TM6KHuEBTmaakQd3OM5DrmVX+QtZnYqoW6QyAiHWTXxJDFImmkBlOcCoVCfPPNNxgyZIhC+mvfvj1CQ0MxadIkhfSnCK30Gs6yZc8t3kHL1rxbSERERLK04p3TsLAwCIVC6cfBwQGBgYFIS0tTd2iIiIhAVFSUzLaYmBg0b94cn3766SuPrW07IiIiIlVo1aoVcnJylPpIvyZaUZwCQJ8+fZCamorU1FTs2bMHT58+xTvvvKPWmCQSCX766ScMGjRIZvuWLVsQERGBb7/9FiUl1b/PU9t2RERERLpCa4pTY2NjWFlZwcrKCh07dkR4eDjS0tJk1rN92bx589ClSxdYW1ujffv2mDNnDp49eybT5tChQ/D19YW1tTVat26NwMDASm3K7dixA3Z2djhw4IB024ULF/Ds2TN0795duu3XX39FdnY2Pv74YzRq1AiHDx+usr/atiMiIiLSJVr5zml+fj727NkDV1fXaqdvMDExQUxMDEQiEVJTUzFt2jQYGRlh9uzZAMrW6g0ODkZERARWr16N4uJiJCYmVrlCwtq1a7F48WJs375dOoUDAOzfvx/9+/eXWWkhLi4Ow4YNg6GhId5++23ExcVh4MCBlfqsbbuXlU+82xAU6Ofi/p10uY9LT5f/mIaKuSjDPJRhHipoSy5U/Q69RCKRWcmISF1qWpFLK6aSCgsLw86dO9GoUSMAZUWara0tdu7cCVdXVwA1D4iKjY3FqlWrcPHiRQDAgAEDIBaLERsbW2X78gFReXl52LRpE7777jt4eHjItPH29sbMmTPx1ltvAQAKCgrQtm1b/PDDD+jUqRMyMjLQtWtX/Pbbb7CyspIeV9t2/2SSFVnLjGm+5+bvoMSkg1zHcEBUBeaiDPNQhnmowFxUrbi4GPn5+RAKhSxQSe0KCwthYGBQ7RyoWnPn1MfHBytWrAAAPH78GBs2bMCwYcOQkJAAW1vbSu3j4+Px9ddf4+bNmygsLERJSYnMe51XrlxBcHDwK8+5du1a5OfnIzExEY6OjjL7bt68iYyMDPj6+kq37dmzBzY2NtKXiO3t7dG5c2ds27YNU6dOlbsdERGRIhgYGKBp06bIy8tTdyhEryxMAS0qTk1MTODg4CD93rFjR7Rs2RKbNm2SPqovd/bsWYwdOxYfffQRPvvsM5iZmeHAgQP45JNP5Dqnt7c3EhIS8N133+Gjjz6S2bd//3707t1bZlL4uLg4pKenw9zcXLqttLQUf//9t0zRWdt2REREimJgYNAg54qmhkdritN/EggE0NPTq3JA1C+//AKRSITIyIrH4FlZWTJtOnTogKSkJLz33nvVnqNjx46YMGECAgICIBAIZPo7cOAAgoKCpN+vX7+Oc+fOYd++fbC0tJRuf/bsGQYMGICTJ0+iR48etW5HREREpIu0pjh9/vw5Hjx4AADIycnB+vXrUVBQUOUgIicnJ9y7dw87d+6El5cXjhw5gt27d8u0+fDDDzFq1Cg4ODhgxIgRkEgkOHr0KMaMGQMTExNpu86dO2Pv3r0YOnQoBAIBZsyYgb///htnz57FN998I20XFxeHDh06oE+fPpXi6d27N+Li4tCjR49atyMiIiLSRVpTnB47dgwuLi4AgKZNm6JNmzbYtGkTXnvttUpt/fz8MHnyZERFReHZs2fo27cvZs6ciQ8//FDapn///tiyZQuio6OxcuVKNGnSBF5eXggJCanUn6enp7RABQBra2t07txZeuezqKgIO3fuRHh4eJWxDxkyBJGRkViyZEmt21X16OWY/uQasqQ9JHmNISmoetqu6uSiKbL/ku8YdeEa0kRERHWjFaP1NU1QUBC8vb0xZcoUlZ438Nh9lZ5P0xQWFsq846vJIlyF8LZspLT+OSK5DPNQhnmowFwQaT+tmYRfk3h7e2P48OHqDoOIiIiowdGax/qaRNV3TImIiIh0Be+cEhEREZHGkLs4rWp5TyIiIiIiRZC7OHV1dcXs2bNx5coVZcRDRERERDpM7uK0W7du2LhxI/r06QMfHx+sXLkSd+/eVUZsRERERKRj5C5Ov/nmG6SmpmL58uVo3rw55s2bh/bt22PIkCHYvn07CgsLlREnEREREemAOg2I+te//oXRo0fjxx9/REpKCmbPno2HDx8iPDwczs7OCA0NxdGjRyGRcApVIiIiIqq9eo/WF4vFiIiIwK5duxAQEIAnT55g165dGDFiBNzc3LBq1SoUFxcrIlYiIiIiauDqNc9pfn4+4uPjsXPnTpw8eRIGBgZ46623EBQUBCMjI2zatAlz587FjRs3sHr1akXFTEREREQNlNzFaUlJCQ4fPoydO3fip59+wtOnT+Hp6YklS5Zg+PDhEAqF0rb9+vXDokWLsHbtWhanChDhKqy5UQOWmwuYmWlHDsQm+uoOgYiISCvJXZw6Ozvj8ePHsLGxwfjx4xEUFPTKdYzbtm2LgoKCegVJZZS5Vrs2SM/NRxtLa3WHQUREREokd3Hq6+uL4OBg9O7dGwKBoMb2w4cP5zr0RERERFQrcg+Ieu+99+Du7l5tYZqdnY2TJ0/WOzAiIiIi0j1yF6f+/v5ITEysdn9SUhL8/f3rFRQRERER6Sa5i9Oa5i4tKiqCnl69Z6giIiIiIh1Uq3dO8/LykJubK/3+6NEjZGVlVWqXk5OD3bt3QyQSKS5CIiIiItIZtSpO16xZgyVLlgAABAIBoqKiEBUVVWVbiUSCTz75RHEREhEREZHOqFVx2qdPHzRq1AgSiQQLFtI95jYAAB28SURBVCzAsGHD0L59e5k2AoEAJiYm6NSpE7p06aKUYImIiIioYatVcert7Q1vb28AwPPnz+Hv7w83NzelBkaV/XLxurpDUKvc3FxkF3ApXIC5KMc8lGEeKqgqF2KrFrCzsVD6eYh0kSAnJ+fVI5xIYwRO/EzdIahVYWEhTE1N1R2GRmAuyjAPZZiHCqrKRUTIUHh3aqf08xDpohrvnG7btg0AMGrUKAgEAun3mgQFBdUvMiIiIiLSOTUWp+Hh4RAIBBg+fDiMjIwQHh5eY6cCgYDFKRERERHJrcbi9PLlywAAIyMjme9ERERERIpWY3HasmXLV34nIiIiIlIUuZdyun//Pk6dOlXt/lOnTuHBgwf1CoqIiIiIdFOtppJ62SeffII///wTBw8erHL/okWLYGtri3Xr1tU7OCIiIiLSLXLfOT158iTeeOONave//vrrOHnyZL2CIiIiIiLdJHdxmp2djWbNmlW7XygU4uHDh/UKioiIiIh0k9zFqUgkwsWLF6vdf+HCBVhYcNUMIiIiIpKf3MWpv78/vv32W+zevbvSvr1792Lbtm3w9/dXSHBEREREpFvkXr40Ly8PgwYNwrVr19C2bVu0a9cOAoEA165dw40bN9C2bVscPHgQZmZmyopZ44SFheHRo0fYsWOHUs/zMDNJqf1ruqKiIul8u7qOuSjDPJRhHiqoKhdGprYwa+Go9PMQ6SK5i1MAePLkCVasWIEffvgBt27dAgC0bt0ab731FiZPngwTE5Na9/XXX39h6dKlOHToEO7evQtzc3O4ubkhNDQU/fv3lzc0tcjNzYVEIoFQKFTqeUyyIpXav6bj+uEVmIsyzEMZ5qGCqnLx3PwdlJh0UPp5iHRRnYpTRcnMzMTAgQPRpEkTzJw5E+7u7igtLUVSUhJWrlyJ3377TV2haSQWp/wLuBxzUYZ5KMM8VGBxSqT95H7nVJGmT58OiUSCxMREDB06FG3atIGLiwtCQ0Nx4sQJAEBMTAx8fHxgY2ODdu3aYdKkScjJyZH2sXXrVojFYpl+k5OTIRQKkZ2dLd129uxZ+Pv7w8bGBi1btsRbb72Fe/fuAQASEhLg5+eHVq1awd7eHsOGDUNqaqpMn9HR0XB3d4elpSWcnZ0xbtw46b6wsDAEBgZKv9fUX2ZmJoRCIeLj4xEQEACRSIRu3bohMTFRAVklIiIi0l41TsIfHR0NgUCA6dOnQ09PD9HR0TV2KhAIEBn56rt8jx8/RkJCAmbPno0mTZpU2l/+iFxPTw+LFy+Gvb09srKyEBkZicjISPz3v/+tMY5yKSkp8Pf3R2BgIBYtWgRjY2OcOnUKxcXFAMr+pT1+/Hi4u7vj6dOn+PLLLzFq1CicOXMGRkZGiI+PR0xMDDZs2ABXV1f8/fffOHv2bLXnq6m/cgsXLsSCBQuwdOlSfPHFFxg7dixSUlKqzAcRERGRLqixOP38888hEAgwdepUGBkZ4fPPP6+x09oUpzdv3oREIoGzs/Mr24WHh0t/btWqFRYsWIDg4GCsXbsWenq1u/G7cuVKuLu7Y8WKFdJtLi4u0p+HDBki03716tWws7PD+fPn0b17d2RlZcHKygr9+vWDoaEh7Ozs0KlTp2rPV1N/L1+bn58fAGDOnDnYvn07UlJSZNoQERER6ZIai9PHjx+/8ntdSSS1e9U1KSkJX331FdLS0pCXl4eSkhIUFRXhwYMHEIlEterjypUrePPNN6vdf+vWLSxatAjnzp1DdnY2SktLUVpaij///BMAEBAQgLVr18LDwwP9+vXD66+/Dj8/PxgbG9epv3Jubm7Sn8uv5VULGBQWFtbqehsy5qACc1GGeSjDPFRQRS4K9HNx/056vfpo06aNgqIhalhqLE6VxdHREQKBAGlpadW2uX37NgIDAzF69GjMnDkTzZs3x+XLlxESEoKioiIAZY/9/1nolj+uL1dTITxq1CiIRCIsX74cIpEIBgYG6Natm/Qctra2OHfuHJKSknDs2DHMnj0b0dHRSEhIqPLF+5r6K2doaCj9WSAQ1Birrg944KCPCsxFGeahDPNQQVW5MBCaoakNi0siZVDbgKhmzZrB19cX69evR0FBQaX9OTk5uHjxIoqKirB48WJ4eXnByclJOoipXIsWLfDkyRPk5eVJt6WkpMi08fDwwPHjx6uM49GjR0hNTcW0adPQp08fuLi4ID8/v1KB26hRIwwYMACLFy/G0aNHcf36dZw5c6bO/RERERFRZXUqTuPi4uDr6wtHR0c0b9680sfc3LxW/Xz55ZeQSCTo27cv9u3bh/T0dKSlpWHjxo3o2bMnHB0dUVpaijVr1iAjIwPfffcd1q5dK9NHly5dYGpqigULFuDmzZuIj4/Hhg0bZNpMmjQJV65cwZQpU5CSkoL09HTExcUhKysLQqEQ5ubmiIuLw82bN3HixAlMmzYNBgYVN5W3bt2KuLg4XL16FRkZGdi6dSsMDQ3h4OBQ6Zpq0x8RERERVU3uimnBggVYvnw53NzcMHLkyHpNPG9vb4+kpCQsXboUc+fOxb1799C8eXO4u7vjq6++gru7Oz7//HOsWLECixYtgpeXFz799FOMGTNG2kezZs3w3//+F3PmzMGWLVvg4+ODWbNmyUz11KFDB+zbtw8LFizAG2+8ASMjI3Tq1An9+/eHnp4eYmNj8fHHH6N79+5wcHDAwoULMXr0aOnxZmZmWLFiBWbPno3i4mK4uLhg8+bNsLe3r3RNtemPiIiIiKom9yT8zs7O8PLywpYtW5QVE1WDk/DzvbpyzEUZ5qEM81CBk/ATaT+575wWFhbi9ddfV0YsVINj+pPVHYJaPW9UBGN9rh8OMBflmIcyzEMFVeRC3LgUtgbMN5GyyF2cent74+rVq8qIhWqwNE2331stLHwOU1PdzkE55qIM81CGeaigilxEuAohNmqk1HMQ6TK5B0R98cUXOHToELZs2VLruUqJiIiIiGpD7n9eBgUFoaioCJMnT0ZkZCRsbGygr68v00YgEOCXX35RWJBEREREpBvkLk5btGgBCwsLODk5KSMeIiIiItJhchen+/fvV0YcRERERETqWyGKiIiIiOif6jykMTU1FRkZGXj8+HGVA6OCgoLqFRgRERER6R65i9PMzEyMGzcOv/76a7Wj9QUCAYtTIiIiIpKb3MVpREQErly5gkWLFqFHjx71Wr6UiIiIiOhlchenp0+fxuTJkxEWFqaMeIiIiIhIh8ldnJqZmcHc3FwZsVANIlx1+y51bi5gZqbbOSjHXJRhHsowDxVUkQuxiX7NjYiozuQuToODg7Fv3z6EhoYqIx56BW9L3V4uLz03H20srdUdhkZgLsowD2WYhwrMBZH2q7E4PX/+vMz3/v37IzExEf7+/hgzZgxsbW0rrRAFAJ6enoqLkoiIiIh0Qo3F6euvvw6BQCCzrXyU/smTJyu1l0gkEAgEePTokYJCJCIiIiJdUWNxunr1alXEQURERERUc3EaHBysijiIiIiIiORfvtTf3x9JSUnV7j9+/Dj8/f3rFRQRERER6Sa5i9MTJ07gr7/+qnb/33//XeW7qERERERENZG7OK3JnTt3YGpqquhuiYiIiEgH1Gqe0/379+PAgQPS75s2bcKxY8cqtcvJyUFSUhKnkVKSXy5eV3cIapWbm4vsgmK5jxNbtYCdjYUSIiIiIiJFq1Vxev36dezevRsAIBAIcPbs2UrznwoEApiYmMDb2xuff/654iMlfLVxr7pDUKvCwsI63ZWPCBnK4pSIiEhL1Ko4nT59OqZPnw4AaNasGVavXo2RI0cqNTAiIiIi0j21euf0559/xv379wEAjx8/xsiRI/HkyRPpZPwvS0tLQ0xMjGKjJCIiIiKdUKvidNSoUUhOTpZ+f/ToEWxtbXH8+PFKbS9duoQ5c+YoLkIiIiIi0hm1Kk6rukNa1TYiIiIiovpQ+FRSRERERER1xeKUiIiIiDQGi1MiIiIi0hi1mkoKADIyMqRzm+bl5QEA0tPT0aRJE5l2t27dUmB4RERERKRLal2cLl68GIsXL5bZFhkZWamdRCKBQCCof2REREREpHNqVZyuXr1a2XEQEREREdWuOA0ODlZ2HFQLMTN6qDsEhXlaKsTdHCO5jsnNzYWZmZnc5xJbtZD7GCIiIlKPWj/W1xaZmZnw8PBAYmIiOnXqpO5wpLZu3YrIyEjcuXOnzn200tuvwIjU67nFO2jZup1cx6Snp6NNmzZKioiIiIg0gVaN1g8LC0NgYGCl7RcvXoRQKERmZiZsbW2RmpqK9u3bqyHC6g0bNgyXLl1SdxhEREREGq3B3TnV19eHlZWVusOopHHjxmjcuLG6wyAiIiLSaFp157Q2MjMzIRQKcfHiRQDAixcvEBkZibZt28LS0hJubm6YN2+etH379u2xePFihIaGQiwWw9nZGatWrZLpMyYmBj4+PrCxsUG7du0wadIk5OTkSPdv3boVYrEYSUlJ6N69O2xsbPDmm28iIyOjUpuXHTp0CL6+vrC2tkbr1q0RGBiIZ8+eKT4pRERERFqiwRWn/7R27Vrs378fGzduxPnz5xEbGwsnJyeZNmvWrIGzszOSkpIQFRWFBQsW4Pvvv5fu19PTw+LFi3H69GmsX78e58+frzSN1vPnz7Fs2TLExMTg559/Rm5uLqZNm1ZtXAkJCQgODkbfvn1x7Ngx/PDDD+jZsydKS0sVmwAiIiIiLaJ1j/UTEhIq3YF8VUGXlZUFR0dH+Pj4QCAQwM7ODt26dZNp4+npienTpwMAnJyccOHCBaxZswZvvfUWACA8PFzatlWrVliwYAGCg4Oxdu1a6OmV1ffFxcX48ssvpQN2Jk2ahAkTJqC0tFTa5mVffPEFhgwZgtmzZ0u3ubu7v/LaCwsLX7lfmxTo5+L+nXS5j0tPl/+Yhoq5KMM8lGEeKmhLLjjAk6hqWlec+vj4YMWKFTLbrl27hnfeeafK9sHBwRg6dCg8PT3Rr18/vPHGG3jjjTdkCsauXbvKHNO1a1f88MMP0u9JSUn46quvkJaWhry8PJSUlKCoqAgPHjyASCQCABgbG8v8orG2tsaLFy+Qm5uLZs2aVYrrypUrck/RZWpqKld7TWYgNENTG/l+MXO0fgXmogzzUIZ5qMBcEGk/rXusb2JiAgcHB5nPP++kvqxjx464cuUK5syZg9LSUoSFhSEgIKDWj89v376NwMBAODs7Y9OmTTh27BhiYmIAAEVFRdJ2BgaydX75Kll8TE9ERERUe1pXnNZF06ZNERAQgGXLlmHnzp04fvw4bt68Kd1/7tw5mfbnzp2Di4sLgLJpqoqKirB48WJ4eXnByckJ9+7dq3dMHTp0QFJSUr37ISIiImpItO6xvrxiYmJgbW2N9u3bw9DQELt27cK//vUv2NjYSNucO3cOy5Ytw5AhQ3DixAls374d69evBwA4OjqitLQUa9asgb+/P86dO4e1a9fWO64PP/wQo0aNgoODA0aMGAGJRIKjR49izJgxMDExqXf/RERERNqowd85bdq0KVauXAlfX1/07t0bKSkp2LVrl0wBGB4ejqtXr6JXr15YuHAhZs6ciSFDhgAoG6T0+eefY82aNfD29kZcXBw+/fTTesfVv39/bNmyBYcPH0avXr0wePBgJCcnVzl4ioiIiEhXCHJyciTqDkKd2rdvj9DQUEyaNEndodTo17t/qjsEhZHoNYZET74BXrm5OTAzEyopoqqJTfRh18RQpeesDQ76KMM8lGEeKjAXRNqvwT/Wb0iWpjWk/1wvAOTU2OplhYWFUPWEBRGuQo0sTomIiBoqPkMmIiIiIo3RkG7F1UlKSoq6QyAiIiKi/8c7p0RERESkMVicEhEREZHGYHFKRERERBqDxSkRERERaQwWp0RERESkMVicEhEREZHGYHFKRERERBqDxSkRERERaQydn4Rfm0S4qnZdeU2TmwuYmak2B2ITfZWej4iISNexONUi3paN1B2CWqXn5qONpbW6wyAiIiIl4mN9IiIiItIYLE6JiIiISGOwOCUiIiIijcHilIiIiIg0BotTIiIiItIYLE6JiIiISGNwKikt8svF65W2ia1awM7GQg3REBERESkei1Mt8tXGvZW2RYQMZXFKREREDQYf6xMRERGRxmBxSkREREQag8UpEREREWkMFqdEREREpDFYnBIRERGRxmBxSkREREQag8UpEREREWkMFqdEREREpDFYnBIRERGRxmBxSkREREQag8uXapGYGT0qbTM1yYf+kysKO0epgSUkRtYK64+IiIhIHixO6yE5ORn+/v74448/YG5urvTztdLbX3njs///KMhz83dQwuKUiIiI1ISP9QHcvXsXU6ZMgaurKywsLNCuXTtMnjwZd+7ckbYZPHgwZsyYocYoiYiIiBo+nS9OMzIy0LdvX1y/fh1ff/01Lly4gHXr1uHGjRvo168fMjMzVR5TUVGRys9JREREpAl0vjidMWMG9PT0sG/fPvTu3Rt2dnbo1asX9u3bBz09PcyYMQNhYWE4efIk1q9fD6FQCKFQKFO0/vbbb/D19YVIJEKfPn1w6dIlmXOcOXMGgwYNgkgkQrt27TBt2jTk5eVJ9w8ePBjTpk3D7Nmz4ejoiAEDBqjs+omIiIg0iU4Xp48fP0ZCQgI++OADmJiYyOwzMTFBSEgIDh8+jKioKHh5eeHf//43UlNTkZqaCltbW2nb+fPnY+7cuUhKSkLz5s0RGhoKiUQCALh69SqGDRsGPz8/nDhxAps3b0ZKSgomTpwoc76dO3dCIpHg4MGDWLt2rfIvnoiIiEgD6fSAqD/++AMSiQTOzs5V7ndxcYFEIsHDhw9haGgIExMTWFlZVWo3a9Ys9OrVCwAQGRmJgQMH4u7duxCLxVi5ciWGDh2KSZMmSdsvXboUvXr1wsOHD2FhYQEAaNmyJRYtWvTKeAsLC+t6qbVWoJ+L+3fSlX6eukpP19zYVI25KMM8lGEeKmhLLtq0aaPuEIg0kk4Xp+UEAkGV28vvfla3v5ybm5v0Z2vrspHuDx8+hFgsxuXLl3Hz5k3s3bu3Ur+3bt2SFqcdO3asMU5TU9Ma29SXgdAMTW008xdmeno6f5n/P+aiDPNQhnmowFwQaT+dLk4dHR0hEAhw48YNvPnmm5X2p6WlQSAQoHXr1q/sx9DQUPpzeSFbXoCWlpZi9OjRCA8Pr3ScSCSS/qyKwpOIiIhI0+l0cdqsWTP4+vpi48aNCA8Pl3nv9MmTJ9iwYQPeeOMNNGvWDEZGRigpKZH7HB4eHrh+/TocHBwUGToRERFRg6TTA6IA4IsvvkBxcTECAgKQlJSEP//8E8nJyRg6dCgkEgmWLFkCoOyd0PPnzyMzMxPZ2dkoLS2tVf9TpkzBhQsXEBERIX3E/9NPP2Hq1KnKvCwiIiIiraTzxWnr1q2RmJiItm3bYvz48ejYsSP+85//wNnZGUePHoW9vT0AYNKkSTAyMoK3tzccHR2RlZVVq/7d3d1x4MAB3L59G2+++SZ69uyJBQsWSN81JSIiIqIKgpycHIm6g6Da+fXun5W2iRuXoqVxjsLOUWpgCYmGLl/KgQ4VmIsyzEMZ5qECc0Gk/XT6nVNtszSt8n+uCFchxM1aqiEaIiIiIsXT+cf6RERERKQ5WJwSERERkcZgcUpEREREGoPFKRERERFpDBanRERERKQxWJwSERERkcZgcUpEREREGoPFKRERERFpDBanRERERKQxWJwSERERkcbg8qVaJMJVWGmb2ERfDZEQERERKQeLUy3ibdlI3SEQERERKRUf6xMRERGRxmBxSkREREQag8UpEREREWkMFqdEREREpDFYnBIRERGRxmBxSkREREQag8UpEREREWkMQU5OjkTdQRARERERAbxzSkREREQahMUpEREREWkMFqdEREREpDFYnBIRERGRxmBxSkREREQag8WpBtiwYQM6dOgAKysr9O7dG6dOnXpl+6tXr2LQoEGwtrZGu3btEB0dDYlE+yddkCcPz549Q1hYGHx8fNCiRQsMHjxYhZEqnzy5SE5ORlBQEFxcXCASieDj44PNmzerMFrlkScPN27cwJtvvok2bdrAysoKHh4eWLBgAYqKilQYsXLI+zui3B9//AFbW1uIxWIlR6ga8uQhMzMTQqGw0ichIUGFERNRXbA4VbM9e/bg448/xocffojjx4/Dy8sLI0eORFZWVpXt8/LyMHToUFhaWuLo0aP4/PPPsWrVKsTExKg4csWSNw8lJSVo1KgRQkND0b9/fxVHq1zy5uLXX3+Fm5sbvvnmG5w+fRohISGYOnUqdu3apeLIFUvePBgZGSEoKAh79uzB2bNnsXjxYmzevBkLFy5UceSKJW8eyhUVFWHs2LHw8fFRUaTKVdc87N69G6mpqdJPr169VBQxEdUV5zlVM19fX7i5uWHlypXSbZ07d8aQIUMwd+7cSu03btyIefPmIS0tDY0bNwYAfPHFF4iNjcW1a9cgEAhUFrsiyZuHl82YMQPXrl3D/v37lR2mStQnF+Xef/99lJSUaPUdVEXkYebMmTh79iwOHz6srDCVrq55iIqKQm5uLnr06IHIyEjcuXNHFeEqjbx5yMzMhIeHBxITE9GpUydVhkpE9cQ7p2pUVFSES5cuoV+/fjLb+/XrhzNnzlR5zK+//oru3btLC1Og7Jf2vXv3kJmZqdR4laUueWioFJWL/Px8CIVCRYenMorIw82bN3HkyBH06NFDGSGqRF3zcOjQIRw6dAjR0dHKDlEl6vPn4d1334WTkxMGDBiA+Ph4ZYZJRArC4lSNsrOzUVJSAgsLC5ntFhYW+Ouvv6o85q+//qqyffk+bVSXPDRUisjFTz/9hKSkJLz//vtKiFA16pOH/v37w8rKCp07d4a3tzfmzJmjzFCVqi55uH//PqZMmYJ169ahadOmqghT6eqShyZNmuDTTz/F//73P+zatQu9evXCmDFjsGPHDlWETET1YKDuAAiVHsVLJJJXPp6vqn1V27WNvHloyOqai19++QX/+c9/EB0dDU9PT2WFpzJ1yUNsbCwKCgrw22+/Yc6cOVi+fDmmTZumzDCVTp48hIaGYuzYsejatasqQlMpefJgbm6OSZMmSb936tQJjx49wooVKxAYGKjUOImoflicqpG5uTn09fUr/cv/77//rnSHoJylpWWV7QFUe4ymq0seGqr65OL06dN4++23ERUVhZCQEGWGqXT1yYOtrS0AoG3btigpKcHkyZMxefJkGBho36+7uuTh+PHjOHnypPSRvkQiQWlpKczNzbF06VKtvKOuqN8Rnp6e2Lp1q6LDIyIF42N9NTIyMkLHjh2RmJgosz0xMRHdunWr8hgvLy+cPn0az549k2kvEonQqlUrpcarLHXJQ0NV11ycPHkSI0eORGRkJMLDw5UdptIp6s9EaWkpiouLUVJSougQVaIueTh16hSSk5Oln5kzZ6Jx48ZITk5GQECAKsJWOEX9eUhJSYGVlZWiwyMiBdO+WwkNzIQJEzBu3Dh4enqiW7duiI2Nxf379zFmzBgAwPz583H+/Hl8//33AIARI0YgOjoa4eHhmD59On7//XcsX74ckZGRWv0IXN48AGXzWhYVFSE7OxuFhYW4cuUKAKBDhw5quQZFkTcXycnJCAwMREhICN5++208ePAAAKCvr48WLVqo7TrqS948bN++HY0aNYKrqyuMjIxw8eJFLFiwAEOGDIGxsbE6L6Ve5M2Dq6urzPEXL16Enp5epe3aRt48fPvttzA0NESHDh2gp6eHn376CRs2bMC8efPUeBVEVBssTtVs2LBhePToEb744gs8ePAA7dq1w86dO9GyZUsAZYMbbt26JW1vZmaGvXv3Yvr06ejbty+EQiEmTJiAiRMnqusSFELePACoNMdh+fyFOTk5qgtcCeTNxbfffosnT55g1apVWLVqlXS7nZ0dUlJSVB6/osibBwMDAyxbtgw3b96ERCKBnZ0dPvjgA62/k1yX/280RHXJw5dffomsrCzo6+vD0dERMTExfN+USAtwnlMiIiIi0hh855SIiIiINAaLUyIiIiLSGCxOiYiIiEhjsDglIiIiIo3B4pSIiIiINAaLUyIiIiLSGCxOiYiIiEhjsDglIiIiIo3B4pSIiIiINMb/AaeYQANtbGdHAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "Bar chart with 'Ethnicity' on the y-axis. Each category has three bars, a dark blue bar for 'Eligible,' a gold bar for 'Panels,' and a light blue bar for 'Random Sample.' Other than in the case of 'Caucasian,' where all the bars have the same length, the three bars are notably differnt lengths. For Black/AA and Hispanic, the light blue bar is longer than the gold bar. For Asian/PI and Other the gold bar is longer than the light blue bar." ] }, "metadata": {}, @@ -267,7 +267,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Bar chart with 'Ethnicity' on the y-axis. Each category has two bars, one dark blue for 'Eligible' and one gold for 'Panels.' Caucasion has the longest bars which are both above 0.5. The next longest bar is gold for Asian/PI at approx 0.25. The reamining bars are all below 0.2 with the smallest being for the 'Other' catgeory." ] }, "metadata": {}, @@ -603,7 +603,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram titled 'Prediction Assuming Random Selection' with 'TVD' on the x-axis and 'Percent per unit' on the y-axis. The histogram is bell shaped, ranging from 0 to about 0.04 and centered around 0.02. There is a red dot at x=0.14 that does not overlap with any of the bars of the histogram." ] }, "metadata": {}, @@ -685,13 +685,6 @@ "\n", "Our discussion, like the discussion in the ACLU report, sets out reasons for some of the differences observed between the two distributions and for why summoned panelists might nor report. Almost all the reasons have their roots in historical racial bias in society, and are examples of the lasting negative consequences of that bias." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 95b29528a4277a83e30c95195595c212b01f4e6d Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Mon, 1 Jun 2026 16:43:27 -0700 Subject: [PATCH 3/4] better alt text ch11.3 --- chapters/11/3/Decisions_and_Uncertainty.ipynb | 13 +++---------- 1 file changed, 3 insertions(+), 10 deletions(-) diff --git a/chapters/11/3/Decisions_and_Uncertainty.ipynb b/chapters/11/3/Decisions_and_Uncertainty.ipynb index 84a238778..7d122a008 100644 --- a/chapters/11/3/Decisions_and_Uncertainty.ipynb +++ b/chapters/11/3/Decisions_and_Uncertainty.ipynb @@ -217,7 +217,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram titled 'Prediction Made by the Null Hypothesis' with 'Distance between Sample % and 75%' on the x-axis and 'Percent per unit' on the y-axis. The bars are tallest on the left close to 0 and progressively get shorter as you move to the right. Bars are not visible after 4." ] }, "metadata": {}, @@ -266,7 +266,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "The same histogram as before is shown, this time with a red dot just below x=1. This red dot is well within the data shown by the histogram. Previous description of the histogram: Histogram titled 'Prediction Made by the Null Hypothesis' with 'Distance between Sample % and 75%' on the x-axis and 'Percent per unit' on the y-axis. The bars are tallest on the left close to 0 and progressively get shorter as you move to the right. Bars are not visible after 4." ] }, "metadata": {}, @@ -320,7 +320,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "The same histogram as before is shown, this time with a red dot just above x=3. This red dot does overlap with some of the data shown by the histogram, but is aligned with a short bar (y<10) and there isn't much data to its right. Previous description of the histogram: Histogram titled 'Prediction Made by the Null Hypothesis' with 'Distance between Sample % and 75%' on the x-axis and 'Percent per unit' on the y-axis. The bars are tallest on the left close to 0 and progressively get shorter as you move to the right. Bars are not visible after 4." ] }, "metadata": {}, @@ -427,13 +427,6 @@ "- Don't look to defy convention only when the conventionally derived result is not to your liking.\n", "- Even if a test concludes that the data don't support the chance model in the null hypothesis, it typically doesn't explain *why* the model doesn't work. Don't make causal conclusions without further analysis, unless you are running a randomized controlled trial. We will analyze those in a later section." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From fe3bf3c6472b59f6c13011479d62662ab516c33b Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Mon, 1 Jun 2026 16:45:55 -0700 Subject: [PATCH 4/4] better alt text ch11.4 --- chapters/11/4/Error_Probabilities.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/chapters/11/4/Error_Probabilities.ipynb b/chapters/11/4/Error_Probabilities.ipynb index 254259d4c..49e6fe9dd 100644 --- a/chapters/11/4/Error_Probabilities.ipynb +++ b/chapters/11/4/Error_Probabilities.ipynb @@ -79,7 +79,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram titled '2000 Tosses' with the absolute value of 'Number of Heads - 1000' on the x-axis and 'Percent per unit on the y-axis. The bars are tallest on the left and progressively get shorter as the x value increases. Bars below 45 are colored blue and bars above 45 are colored gold. The gold bars are the shortest bars." ] }, "metadata": {},