diff --git a/requirements.txt b/requirements.txt index d4a1f56..fb6bd07 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,4 +4,5 @@ scipy>=1.11.4 astropy>=6.0.0 argparse statsmodels>=0.14.1 -matplotlib>=3.8.2 \ No newline at end of file +matplotlib>=3.8.2 +unittest \ No newline at end of file diff --git a/tests/unit_tests.py b/tests/unit_tests.py new file mode 100644 index 0000000..e69de29 diff --git a/vignettes/Binary Class Example.ipynb b/vignettes/Binary Class Example.ipynb index d3d122b..e65ab14 100644 --- a/vignettes/Binary Class Example.ipynb +++ b/vignettes/Binary Class Example.ipynb @@ -169,7 +169,15 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Matplotlib is building the font cache; this may take a moment.\n" + ] + } + ], "source": [ "from bmdrc.BinaryClass import BinaryClass\n", "\n", @@ -973,7 +981,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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22msfysyxrcatEInXxIkTmTFjRq/DkCRJGlBEtH1ElZcaJUmSamLiJUmSVBMTL0mSpJqsEPd4SZKkoe+ZZ55h9uzZPPXUU70OpRajRo1i3LhxjBw5suN5TLwkSdKgmD17NqNHj2bixIlERK/D6arMZP78+cyePZvNNtus4/m81ChJkgbFU089xfrrrz/sky6AiGD99ddf6t49Ey9JkjRoVoakq8+yrGvXEq+IOCEiHoyImxvKvh4Rt0fEjRFxRkSs2636JUnSymfttddeNHzuueey5ZZbcu+9bX9Wq3bdvMdrGnAs8JOGsguAz2XmsxHxVeBzwGe6GIMkSeqRd3/zAh55YuGgLW+9tVbjlE/u0dG0F110EYcccgi/+c1v2HTTTQcthuXVtR6vzLwMeLip7PzMfLa8vRIY1636JUlSbw1m0rU0y7vsssv44Ac/yDnnnMMWW2wBwIknnsj222/PpEmT+NCHPsRzzz0HwPnnn8+OO+7Ia17zGt75zneyYMECoHpqzmGHHcYrX/lKtt9+e+68885BWYde3uN1IPDrHtYvSZKGmaeffpp99tmHM888k6233hqA2267jenTp3P55Zczc+ZMVl11VU466SQeeughjj76aC688EKuu+46Jk+ezDe/+c1Fy1pnnXW46aab+OhHP8qhhx46KPH15OckIuI/gGeBk/qZ5iDgIIAJEyZ0PaaNx01gzv2zul7PimajTcbzwOz7eh2GJEkdGTlyJDvttBPHH388xxxzDFBddrz22mvZbrvtAHjyySd58YtfzJVXXsmtt97K61//egAWLlzIjjvuuGhZ+++//6K/n/jEJwYlvtoTr4iYCrwVmJKZ2W66zDwOOA5g8uTJbacbLHPun8WeR53T7WpWOOcf8dZehyBJUsdWWWUVTj31VKZMmcKXvvQlDj/8cDKTAw44gC9/+cuLTfvLX/6SPfbYg5NPPrnlshq/tThY39as9VJjRLwJOAzYOzP/VmfdkiRp5bDmmmvyq1/9ipNOOonjjz+eKVOmcNppp/Hggw8C8PDDD3Pvvfeyww47cPnlly+6f+uJJ57gj3/846LlTJ8+fdHfxp6w5dG1Hq+IOBnYFdggImYDX6T6FuPqwAUlc7wyMw/uVgySJGnlNGbMGM477zx22WUXjjnmGI4++mj23HNPnn/+eUaOHMl3v/tddthhB6ZNm8b+++/P008/DcDRRx/NlltuCcAjjzzCtttuy+qrr962V2xpdS3xysz9WxQf3636JEnS0LLeWqsN+s9JDKTvW4kA48eP5+677170fr/99lti+t12241rrrmm5bI+/elP89WvfnUZIm3PZzVKkqSu6PQ3t1YmJl6SJElN7rnnnq4s12c1SpIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSRo2Vl11VSZNmrTodc8997DTTjsB1Q3zr3jFKwCYOXMm5557bu3x+a1GSZLUFee/7nU8/dBDg7a81TfYgD2vuqrfadZYYw1mzpy5WNkf/vCHJaabOXMmM2bMYK+99uq4/meffZYRI5YvdbLHS5IkdcVgJl3Ls7y11157sfcLFy7kiCOOYPr06UyaNInp06fzxBNPcOCBB7L99tvz6le/mrPOOguAadOmsffee7PbbrsxZcqU5V4He7wkSdKw8eSTTzJp0iQANttsM84444wlpllttdU46qijmDFjBsceeywAhx9+OLvtthsnnHACjz76KNtvvz277747ANdddx033ngjY8aMWe74TLwkSdKw0epSYyfOP/98zj77bL7xjW8A8NRTT3HfffcBsMceewxK0gUmXpIkSWQmv/jFL9hqq60WK7/qqqtYa621Bq0e7/GSJEkrndGjR/P4448vev/GN76R73znO2QmANdff31X6jXxkiRJK503vOEN3HrrrYturv/CF77AM888w7bbbss222zDF77wha7U66VGSZLUFatvsMGg/5zEQBYsWNC2bOLEidx8880AjBkzhmuuuWax6X7wgx8sMe/UqVOZOnXqMkTbmomXJEnqioF+c2tl5KVGSZKkmtjjJa3gNh43gTn3z+p1GEPORpuM54HZ9/U6DElajImXtIKbc/8s9jzqnF6HMeScf8Rbex2CtFLKTCKi12HUou8bkEvDS42SJGlQjBo1ivnz5y9TQrKiyUzmz5/PqFGjlmo+e7wkSdKgGDduHLNnz2bevHm9DqUWo0aNYty4cUs1j4mXJEkaFCNHjmSzzTbrdRhDmpcaJUmSamLiJUmSVBMTL0mSpJqYeEmSJNXExEuSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJUmSVBMTL0mSpJqYeEmSJNWka4lXRJwQEQ9GxM0NZWMi4oKI+FP5u1636pckSRpqutnjNQ14U1PZZ4GLMvNlwEXlvSRJ0kqha4lXZl4GPNxU/Dbgx2X4x8A+3apfkiRpqKn7Hq8NM3NOGZ4LbFhz/ZIkST3Ts5vrMzOBbDc+Ig6KiBkRMWPevHk1RiZJktQddSdef4mIjQDK3wfbTZiZx2Xm5MycPHbs2NoClCRJ6pa6E6+zgQPK8AHAWTXXL0mS1DPd/DmJk4ErgK0iYnZE/CvwFWCPiPgTsHt5L0mStFIY0a0FZ+b+bUZN6VadkiRJQ5m/XC9JklQTEy9JkqSamHhJkiTVxMRLkiSpJiZekiRJNTHxkiRJqomJlyRJUk1MvCRJkmpi4iVJklQTEy9JkqSamHhJkiTVxMRLkiSpJiZekiRJNTHxkiRJqomJlyRJUk1MvCRJkmpi4iVJklQTEy9JkqSamHhJkiTVxMRLkiSpJiZekiRJNTHxkiRJqomJlyRJUk1MvCRJkmpi4iVJklQTEy9JkqSamHhJkiTVxMRLkiSpJiZekiRJNTHxkiRJqomJlyRJUk1MvCRJkmpi4iVJklQTEy9JkqSa9CTxiohPRMQtEXFzRJwcEaN6EYckSVKdak+8ImIT4BBgcma+AlgVeHfdcUiSJNWtV5caRwBrRMQIYE3ggR7FIUmSVJvaE6/MvB/4BnAfMAd4LDPPrzsOSZKkuvXiUuN6wNuAzYCNgbUi4r0tpjsoImZExIx58+bVHaYkSdKg68Wlxt2BuzNzXmY+A5wO7NQ8UWYel5mTM3Py2LFjaw9SkiRpsPUi8boP2CEi1oyIAKYAt/UgDkmSpFr14h6vq4DTgOuAm0oMx9UdhyRJUt1G9KLSzPwi8MVe1C1JktQr/nK9JElSTUy8JEmSamLiJUmSVBMTL0mSpJqYeEmSJNXExEuSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJUmSVBMTL0mSpJqYeEmSJNXExEuSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJUmSVJOOEq+IeH0nZZIkSWqv0x6v73RYJkmSpDZG9DcyInYEdgLGRsQnG0a9CFi1m4FJkiQNN/0mXsBqwNplutEN5X8F9u1WUJIkScNRv4lXZv4W+G1ETMvMe2uKSZIkaVgaqMerz+oRcRwwsXGezNytG0FJkiQNR50mXj8H/g/4IfBc98KRJEkavjpNvJ7NzO93NRJJkqRhrtOfk/hlRHwkIjaKiDF9r65GJkmSNMx02uN1QPn76YayBDYf3HAkSZKGr44Sr8zcrNuBSJIkDXcdJV4R8S+tyjPzJ4MbjiRJ0vDV6aXG7RqGRwFTgOsAEy9JkqQOdXqp8WON7yNiXeCUbgQkSZI0XHX6rcZmTwDe9yVJkrQUOr3H65dU32KE6uHYfwec2q2gJEmShqNO7/H6RsPws8C9mTl7WSstlyp/CLyCKqE7MDOvWNblSZIkrQg6utRYHpZ9OzAaWA9YuJz1HgOcl5lbA68CblvO5UmSJA15HSVeEfEu4GrgncC7gKsiYt9lqTAi1gF2AY4HyMyFmfnosixLkiRpRdLppcb/ALbLzAcBImIscCFw2jLUuRkwD/hRRLwKuBb4eGY+0ThRRBwEHAQwYcKEZahGkiRpaOn0W42r9CVdxfylmLfZCOA1wPcz89VU35D8bPNEmXlcZk7OzMljx45dxqokSZKGjk57vM6LiN8AJ5f3+wHnLmOds4HZmXlVeX8aLRIvSZKk4abfxCsiXgpsmJmfjoh3ADuXUVcAJy1LhZk5NyJmRcRWmXkH1a/g37osy5IkSVqRDNTj9S3gcwCZeTpwOkBEvLKM+8dlrPdjwEkRsRpwF/D+ZVyOJEnSCmOgxGvDzLypuTAzb4qIictaaWbOBCYv6/ySJEkrooFukF+3n3FrDGIckiRJw95AideMiPhgc2FEfIDqZyAkSZLUoYEuNR4KnBER7+GFRGsysBrw9i7GJUmSNOz0m3hl5l+AnSLiDVTPVQT4VWZe3PXIJEmShpmOfscrMy8BLulyLJIkScPasv76vCRJkpaSiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmph4SZIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmph4SZIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmph4SZIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmvQs8YqIVSPi+og4p1cxSJIk1amXPV4fB27rYf2SJEm16kniFRHjgLcAP+xF/ZIkSb3Qqx6vbwGHAc/3qH5JkqTa1Z54RcRbgQcz89oBpjsoImZExIx58+bVFJ0kLW7jcROICF9Nr43HTej1ppFWSCN6UOfrgb0jYi9gFPCiiDgxM9/bOFFmHgccBzB58uSsP0xJgjn3z2LPo/wOULPzj3hrr0OQVki193hl5ucyc1xmTgTeDVzcnHRJkiQNR/6OlyRJUk16calxkcy8FLi0lzFIkiTVxR4vSZKkmph4SZIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmph4SZIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmph4SZIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmph4SZIk1cTES5IkqSYmXpIkSTUx8ZIkSaqJiZckSVJNTLwkSZJqYuIlSZJUExMvSZKkmph4SZIk1aT2xCsixkfEJRFxa0TcEhEfrzsGSZKkXhjRgzqfBT6VmddFxGjg2oi4IDNv7UEskiRJtam9xysz52TmdWX4ceA2YJO645AkSapbT+/xioiJwKuBq3oZhyRJUh16cakRgIhYG/gFcGhm/rXF+IOAgwAmTJhQc3SSpG6bsNFGzJo7t9dhDDnjX/IS7pszp9dhqEt6knhFxEiqpOukzDy91TSZeRxwHMDkyZOzxvAkSTWYNXcuZ2++ea/DGHL2vuuuXoegLurFtxoDOB64LTO/WXf9kiRJvdKLe7xeD7wP2C0iZpbXXj2IQ5IkqVa1X2rMzN8DUXe9kiRJveYv10uSJNXExEuSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJUmSVBMTL0mSpJqYeEmSJNXExEuSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJUmSVBMTL0mSpJqM6HUAWjlsPG4Cc+6f1eswhpyNNhnPA7Pv63UYkoahCRttxKy5c3sdxpAz/iUv4b45c3pWv4mXajHn/lnsedQ5vQ5jyDn/iLf2OgRJw9SsuXM5e/PNex3GkLP3XXf1tH4vNUqSJNXExEuSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJUmSVBMTL0mSpJqYeEmSJNXExEuSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJUmSVBMTL0mSpJr0JPGKiDdFxB0RcWdEfLYXMUiSJNWt9sQrIlYFvgu8GXg5sH9EvLzuOCRJkurWix6v7YE7M/OuzFwInAK8rQdxSJIk1aoXidcmwKyG97NLmSRJ0rAWmVlvhRH7Am/KzA+U9+8DXpeZH22a7iDgoPJ2K+COWgPtrQ2Ah3odxDBm+3aPbdtdtm/32LbdtbK176aZObbViBF1RwLcD4xveD+ulC0mM48DjqsrqKEkImZk5uRexzFc2b7dY9t2l+3bPbZtd9m+L+jFpcZrgJdFxGYRsRrwbuDsHsQhSZJUq9p7vDLz2Yj4KPAbYFXghMy8pe44JEmS6taLS41k5rnAub2oewWxUl5irZHt2z22bXfZvt1j23aX7VvUfnO9JEnSyspHBkmSJNXExKuHBnp0UkSsHhHTy/irImJiD8IcciLiExFxS0TcHBEnR8SopvEHR8RNETEzIn7f92SEiNi+lM2MiBsi4u2lfFREXF3KbomI/2xY1vGl/MaIOC0i1q53bbsvIk6IiAcj4uam8o9FxO2lTb7WZt51S7vcHhG3RcSOA80fEdtGxBWl/KbS/qMbts3MiHgoIr7VtZWuSbt9q5P9ajD313bHxMoiIu5pWP8ZpWxMRFwQEX8qf9drM+8BZZo/RcQB9UbeW+2Ob88NyykzffXgRfXFgj8DmwOrATcAL2+a5iPA/5XhdwPTex13r19UP7Z7N7BGeX8qMLVpmhc1DO8NnFeG1wRGlOGNgAep7nMMYO1SPhK4CtihxbK+CXy2123QhTbdBXgNcHND2RuAC4HVy/sXt5n3x8AHyvBqwLr9zV/a+0bgVeX9+sCqLZZ7LbBLr9tmENq25b7VyX41mPtru2NiZXkB9wAbNJV9raF9Pgt8tcV8Y4C7yt/1yvB6vV6fGtttiePbc8Pyv+zx6p1OHp30NqqdF+A0YEpERI0xDlUjgDUiYgTVh9MDjSMz868Nb9cCspT/LTOfLeWjGsozMxeU8pHllY3LKu2+Rl/5cJKZlwEPNxV/GPhKZj5dpnmweb6IWIcqaTu+TLMwMx8dYP49gRsz84ZSPj8zn2ta7pbAi4HfLf/a9Va7fauT/Wow99d2x8RKrvH8+mNgnxbTvBG4IDMfzsxHgAuAN9UTXm/1c3x7blhOJl6908mjkxZNU07Aj1H9F7DSysz7gW8A9wFzgMcy8/zm6SLi3yLiz1T/1R7SUP66iLgFuAk4uO+DLSJWjYiZVL0KF2TmVQ3z/AiYC2wNfKdb6zbEbAn8fVSXuH8bEdu1mGYzYB7wo4i4PiJ+GBFrDTD/lkBGxG8i4rqIOKzFcvt6d4dFctBu3+pkvxrM/bXdMbGSSOD8iLg2qqeiAGyYmXPK8FxgwxbzrcyPuGt3fHtuWE4mXlqhlPsw3kZ1YG8MrBUR722eLjO/m5lbAJ8BPt9QflVmbgNsB3wuyv1hmflcZk6iepLC9hHxioZ53l/qug3Yr1vrNsSMoLq8sgPwaeDUFr2tI6guUX4/M18NPEF1yaa/+UcAOwPvKX/fHhFTmpb7buDkQV+jHmm3b3WyXw3m/trumFhJ7JyZrwHeDPxbROzSOLJ8kK/QH+Zd0O749tywnEy8eqeTRyctmqZcVlsHmF9LdEPX7sDdmTkvM58BTgd26mf6U2hxCSEzbwMWAK9oKn8UuISmywmly/sU4J+WI/YVyWzg9HJZ62rgeapnrTVPM7uht+U0qpNtf/PPBi7LzIcy829Uv+fXNw8R8Sqq+5qu7daK9UqrfavT/WqQ99eWx8RwVnrK+y5rnUF1q8dfImIjgPJ3iUtmdPiIu2Gq3fHtuWE5mXj1TiePTjob6PsWzb7AxSt6F+sguA/YISLWLP8lTaH6z36RiHhZw9u3AH8q5ZuVBJaI2JTqUsw9ETE2ItYt5WsAewC3R+WlpTyobkq+vZsrN4ScSXUTbN99FavR9IDbzJwLzIqIrUrRFODWAeb/DfDKsv1GAP/QMA/A/gyD/2j7tNm37uhkvxrM/bXdMbEyiIi1ImJ03zDVvUQ3s/j59QDgrBaz/wbYMyLWK73te5ayYa+f4/tMPDcsnxwCd/ivrC9gL+CPVN9u/I9SdhSwdxkeBfwcuBO4Gti81zEPhRfwn1QfKDcDPwVWb2q3Y4BbgJlUvQHblPL3NZRfB+xTyrcFrqf6Rs3NwBGlfBXgcqr7a24GTqLh22HD5UV1MpsDPEP1X+e/Up0MTyzrfR2wW5l2Y+DchnknATNK251J+cZXu/nLuPeW7XAz8LWmWO4Ctu51mwxi2y6xb/W3X1ElS0cN9v7a7phYGV5U3xy/obxuaTjXrg9cRJWEXgiMKeWTgR82zH8g1Tn4TuD9vV6fmttuiePbc8Pyv/zlekmSpJp4qVGSJKkmJl6SJEk1MfGSJEmqiYmXJElSTUy8JEmSamLiJXVRRDwXETMj4uaI+HlErFlz/Yc3vf9DF+qYFhH7DvZyey0iJkfEt3sdR7M6tumyioiJEfHPyzDf1Ig4thsxSUONiZfUXU9m5qTMfAWwEDi4cWTfD2QOtvJjmqsAi31IZ2Z/v/LfNd1az27KzBmZORSfaTgktmkbE4GWideKuA9I3WDiJdXnd8BLI2LXiPhdRJwN3BoRoyLiRxFxU3mgbN+vOk+NiLMi4tKI+FNEfLFvQRHxydKLdnNEHFrKJkbEHRHxE6ofIDweWKP0uJ1UpllQ/kZEfL3Mf1NE7FfKdy31nRYRt0fESeVX0ImIIyLimjLPcX3l7ZTlfCsiZgAfj4jXRvVQ3GujehBu3+NaDomIWyPixog4pZQdGRE/jYgryrp/cDni/krD8r9RysZGxC/K+lwTEa9vEf+uEXFOQzwnlDruioiWCVlELIiI/46IGyLiyojYsL/6SvkFEXFLVA8SvjciNijjzixtdUuUBztHxFf62aanRMRbGmKZFhH7RvVA7a+Xem+MiA+1if1fyvgbIuKnDfvUxaX8ooiY0LDsb0fEH0p79PV4foXqAcgzI+ITUe3DZ0fExcBFETGmrNeNpX22bRHHO8v2vSEiLmu5c0krsl7/gqsvX8P5BSwof0dQPZLkw8CuVA+N3ayM+xRwQhnemuqxSKOAqVS/KL8+sAZVMjUZeC3Vr5OvBaxN9UvPr6bqbXge2KG5/hbx/BNwAbAqsGGpc6MS22NUz6RbBbiC6gHDUH7Zuwz/FPjHMjwN2LfFul8KfK8MjwT+AIwt7/drWOcHgNXL8Lrl75FUvzS+BtVz3GZR/TL2UsVd2u4OWPRj0X3L/1nDek0AbmsR/67AOQ3x/IHqKQkbUD0zdWSLebKhXb4GfL6/+oBjgc+V4TeV+TdobO+Gbb/+ANv07cCPy/Bqpc3WAA5qiGN1ql8T36xpGdtQPUWjue5fAgeU4QOBMxu2+c9LW78cuLO5zcr7qVRPQ+hb3neAL5bh3YCZDdMdW4ZvAjZp3F6+fA2nl12/UnetEREzy/DvqHqhdgKuzsy7S/nOVB9IZObtEXEvsGUZd0FmzgeIiNPLtAmckZlPNJT/PdWz5+7NzCs7iGtn4OSsHqb8l4j4LbAd8NcS2+yy7JlUCd3vgTdExGHAmsAYqoTvlwPUM7383YrqAc8XlI6oVamSSqgeKXJSRJxJ9WiRPmdl5pPAkxFxCdWDjZc27iuBp4DjS+/VOWXZuwMvjxc67V4UEWtn5oJ+1uVXmfk08HREPEiV+M1ummZhQx3XUj1HsW19ZX3eDpCZ50XEIw3LOiQi3l6GxwMvo0r42vk1cExErE6VxF2WmU9GxJ7Atg29UuuUZd3dMO9uwM8z86ESy8OlfEfgHWX4p1TJZJ8zM/N5ql7bDfuJ64KG5e1MeXB3Zl4cEetHxIuapr8cmBYRpwKn97NcaYVk4iV115OZOamxoHz4PtHh/M3P9BroGV+dLrc/TzcMPweMiIhRwPeAyZk5KyKOpOqVG0hfPAHckpk7tpjmLcAuwD8C/xERryzlS7vuS8Sdmc9GxPZUD+ndF/goVZKxClXP4FMdrEPb5beY5pnMzBbTtKwv2lytjYhdqZK1HTPzbxFxKQO0d2Y+VaZ7I1WP4il9iwM+lpmD/XDnxvbo77LzUu2TmXlwRLyOar+4NiJe2/fPhzQceI+X1Hu/A94DEBFbUl2KuqOM26PcF7MGsA9Vb8DvgH0iYs2IWIuqx+R3bZb9TESMbFPnfuX+n7FUic/V/cTY96H/UOmpWdpvMd4BjI2IHQEiYmREbBPVFwDGZ+YlwGeoemPWLvO8Lar739anuoR1zdLGXWJdJzPPBT4BvKqMOh/4WMN0k5ZyfZZWu/ouB95VyvakeggxVO3wSEm6tgZ2aFhWu20KVQ/j+6l6QM8rZb8BPtw3T0RsWfabRhcD7yxtTUSMKeV/AN5dht9D+/2sz+PA6H7GN+7ruwIPZeZfGyeIiC0y86rMPAKYR9XbJw0b9nhJvfc94PsRcRPwLDA1M58uvSFXA7+gunfpxMycAdXNzbyQcPwwM6+PiIktln0ccGNEXJeZ72koP4PqMtINVD1Jh2Xm3PIhv4TMfDQi/h/VvUZzqZKgjmXmwnKp69sRsQ7VuedbVPcVnVjKAvh2qQuqS5CXUN1T9V+Z+UBELFXcVEnAWaXHLoBPlvJDgO9GxI0llsto+sbpIGtX338CJ0fE+6juS5tLlbycBxwcEbdRJa2Nl4/bbVOoEryfUl2mXVjKfkh12fW6qBp2HlUSv0hm3hIR/w38NiKeA66nuu/qY8CPIuLTZb73D7CeNwLPRcQNVPeBPdI0/kjghNIOfwMOaLGMr0fEy6i210VU21oaNuKFXnFJQ0lETKW6tPfRXsdSt3Ipc0FmfqPXsXRTuR/ruXJJdEfg+82XpiUNL/Z4SVLvTABOLZdcFwIf7HE8krrMHi9JkqSaeHO9JElSTUy8JEmSamLiJUmSVBMTL0mSpJqYeEmSJNXExEuSJKkm/x/d1VCaWkwJHwAAAABJRU5ErkJggg==", + "image/png": 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", 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", 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", 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" ] @@ -1204,12 +1212,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1236,12 +1244,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1259,7 +1267,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1367,7 +1375,7 @@ "9 2 SM24 0.753702 Keep" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1379,12 +1387,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1418,7 +1426,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1429,7 +1437,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1587,7 +1595,7 @@ "7 49.583333 0.0 100.0 0.495833 " ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1599,7 +1607,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1687,7 +1695,7 @@ "2 0.558333 " ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1699,12 +1707,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1722,7 +1730,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -2135,7 +2143,7 @@ "182 Keep 0.500000 0.187616 0.812384 " ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2146,7 +2154,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -2185,7 +2193,7 @@ " \n", " 0\n", " 0.999672\n", - " 0.952962\n", + " 0.952669\n", " 1.000000\n", " 0.994574\n", " 1.000000\n", @@ -2270,7 +2278,7 @@ " 7\n", " 0.774814\n", " 0.567656\n", - " 0.749483\n", + " 0.804126\n", " 0.347094\n", " 0.781150\n", " 0.347309\n", @@ -2284,14 +2292,14 @@ ], "text/plain": [ " Logistic Gamma Weibull Log Logistic Probit Log Probit \\\n", - "0 0.999672 0.952962 1.000000 0.994574 1.000000 0.671334 \n", + "0 0.999672 0.952669 1.000000 0.994574 1.000000 0.671334 \n", "1 0.999625 0.949753 1.000000 0.980660 1.000000 0.707346 \n", "2 0.530946 0.411125 0.404720 0.302883 0.730981 0.276280 \n", "3 0.995756 0.934188 1.000000 0.337791 NaN NaN \n", "4 0.995756 0.934188 1.000000 0.337791 NaN NaN \n", "5 0.875330 0.341951 0.322965 0.276100 0.999989 0.270076 \n", "6 0.857556 0.695214 0.685198 0.673304 0.999887 0.669159 \n", - "7 0.774814 0.567656 0.749483 0.347094 0.781150 0.347309 \n", + "7 0.774814 0.567656 0.804126 0.347094 0.781150 0.347309 \n", "\n", " Multistage2 Quantal Linear bmdrc.Endpoint.ID \n", "0 1.000000 0.999840 1 ANY \n", @@ -2304,7 +2312,7 @@ "7 0.785259 0.938041 2 SM24 " ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -2316,7 +2324,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -2355,7 +2363,7 @@ " \n", " 0\n", " 77.632543\n", - " 67.519436\n", + " 65.977218\n", " NaN\n", " 68.392880\n", " 129.431126\n", @@ -2440,7 +2448,7 @@ " 7\n", " 108.071025\n", " 107.131519\n", - " 108.745261\n", + " 109.395939\n", " 105.933951\n", " 108.082124\n", " 105.934963\n", @@ -2454,14 +2462,14 @@ ], "text/plain": [ " Logistic Gamma Weibull Log Logistic Probit Log Probit \\\n", - "0 77.632543 67.519436 NaN 68.392880 129.431126 63.302153 \n", + "0 77.632543 65.977218 NaN 68.392880 129.431126 63.302153 \n", "1 76.855413 65.448837 NaN 68.457571 126.526706 62.958403 \n", "2 86.471958 86.862896 86.841449 86.361957 87.879481 86.250852 \n", "3 103.456849 97.664892 NaN 89.307264 NaN NaN \n", "4 103.456849 97.664892 NaN 89.307264 NaN NaN \n", "5 125.709901 121.733128 121.653766 121.457702 138.795561 121.437530 \n", "6 137.328336 135.908417 135.828771 135.736550 150.061355 135.705915 \n", - "7 108.071025 107.131519 108.745261 105.933951 108.082124 105.934963 \n", + "7 108.071025 107.131519 109.395939 105.933951 108.082124 105.934963 \n", "\n", " Multistage2 Quantal Linear bmdrc.Endpoint.ID \n", "0 NaN 75.749863 1 ANY \n", @@ -2474,7 +2482,7 @@ "7 109.040748 112.185783 2 SM24 " ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -2486,7 +2494,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -2525,7 +2533,7 @@ " \n", " 0\n", " 0.836095\n", - " NaN\n", + " 0.000075\n", " 0.550000\n", " NaN\n", " NaN\n", @@ -2610,7 +2618,7 @@ " 7\n", " 13.718414\n", " 24.330544\n", - " 15.075554\n", + " 13.170678\n", " 51.680453\n", " 13.115241\n", " 65.310932\n", @@ -2624,14 +2632,14 @@ ], "text/plain": [ " Logistic Gamma Weibull Log Logistic Probit Log Probit \\\n", - "0 0.836095 NaN 0.550000 NaN NaN NaN \n", + "0 0.836095 0.000075 0.550000 NaN NaN NaN \n", "1 0.843053 0.000076 0.550000 NaN NaN NaN \n", "2 2.883928 NaN 0.184012 0.355818 2.702677 NaN \n", "3 3.029032 NaN 0.550000 7.262204 0.000000 0.000000 \n", "4 3.029032 NaN 0.550000 7.262204 0.000000 0.000000 \n", "5 19.985842 NaN NaN 0.797269 13.805274 NaN \n", "6 18.982997 NaN NaN NaN 13.099766 2.390934 \n", - "7 13.718414 24.330544 15.075554 51.680453 13.115241 65.310932 \n", + "7 13.718414 24.330544 13.170678 51.680453 13.115241 65.310932 \n", "\n", " Multistage2 Quantal Linear bmdrc.Endpoint.ID \n", "0 NaN 0.457716 1 ANY \n", @@ -2644,7 +2652,7 @@ "7 21.803398 6.399155 2 SM24 " ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -2656,12 +2664,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2689,7 +2697,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -2974,7 +2982,7 @@ "2 0 0 1 SM24 " ] }, - "execution_count": 31, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } diff --git a/vignettes/LPR Class Example.ipynb b/vignettes/LPR Class Example.ipynb index 5c4c0e4..8634ebd 100644 --- a/vignettes/LPR Class Example.ipynb +++ b/vignettes/LPR Class Example.ipynb @@ -340,7 +340,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -369,7 +369,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -398,7 +398,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -513,7 +513,7 @@ " 0\n", " 2 AUC1\n", " Quantal Linear\n", - " 500.725341\n", + " 500.725340\n", " 53.510742\n", " 3.294179e+03\n", " 24.6575\n", @@ -527,7 +527,7 @@ " Log Probit\n", " 0.002998\n", " NaN\n", - " 5.564171e+17\n", + " 5.564220e+17\n", " 15.5375\n", " 0.0\n", " 100.0\n", @@ -539,8 +539,8 @@ ], "text/plain": [ " bmdrc.Endpoint.ID Model BMD10 BMDL BMD50 \\\n", - "0 2 AUC1 Quantal Linear 500.725341 53.510742 3.294179e+03 \n", - "1 2 AUC4 Log Probit 0.002998 NaN 5.564171e+17 \n", + "0 2 AUC1 Quantal Linear 500.725340 53.510742 3.294179e+03 \n", + "1 2 AUC4 Log Probit 0.002998 NaN 5.564220e+17 \n", "\n", " AUC Min_Dose Max_Dose AUC_Norm \n", "0 24.6575 0.0 100.0 0.246575 \n", @@ -564,7 +564,7 @@ "outputs": [ { "data": { - "image/png": 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S1MYGbAnrJwHbrTqSJEna1YAtYRGxCciBlmfm9EoikiRJGgcGTMIyc3+AiPgocCdwARBAJ8X4MEmSJO2mVi5RcVJmfjYzN2Xmg5n5OeDkqgOTJElqZ60kYQ9HRGdEdETEPhHRCTxcdWCSJEntrJUk7LXAa4D15fTqskySJEm7adCLtQJk5q3Y/ShJkrRXDdkSFhFPjIifRsS15fyxEfGB6kOTJElqX610Ry4D3g9sBcjMq4HTqgxKkiSp3bWShE3LzCuayrZVEYwkSdJ40UoSdk9EPIHywq0RcSrFdcMkSZK0m4YcmA+8DVgK/ElE3A7cQnHBVkmSJO2mVpKwzMzjI2JfYJ/M3BQRR1UdmCRJUjtrpTvyOwCZ+XBmbirLLqouJI0VCxcuZOHChXWHIUnSmDTYDbz/BPhT4ICIeFXDounAlKoD0+i3evXqukOQJGnMGqw78knAy4EDgRMbyjcBb64wJkmSpLY3YBKWmd8Hvh8Rz8nMX49gTJIkSW2vlTFhb42IA/tmIuKgiPhSdSFJkiS1v1aSsGMz84G+mcy8H3h6ZRFJkiSNA60kYftExEF9MxFxMK1d2kKSJEkDaCWZ+gTw64i4sJx/NbC4upAkSZLa35BJWGZ+NSJWAX9RFr0qM6+vNixJkqT21kp3JMDBwMOZ+Rlgg1fMlyRJ2jNDJmER8SHgvcD7y6KJwNeqDEqSJKndtdIS9krgJOBhgMy8A9i/yqAkSZLaXStJ2JbMTCAByht5S5IkaQ+0koR9OyI+DxwYEW8G/h+wrNqwJEmS2ttgN/CenJk9mfnxiPhL4EGK+0mek5mXjFiEkiRJbWiwS1T8GjguIi7IzNcBJl6SJEl7yWBJ2KSIeC3w3Ih4VfPCzPxudWFJkiS1t8GSsLcCncCBwIlNyxIwCZOkvWDhwoUALFmypNY4JI2swZKwx2Xm30TEbzJz6YhFJEnjzOrVq+sOQVINBjs7su/irG8diUAkSZLGk8Fawu6NiJ8AR0XE8uaFmXlSdWFJkiS1t8GSsJcBxwEXAJ9oWpaVRSRJkjQODNgdmZlbMnMl8NzMvDQzLwVWAbMo7iUpaS/r7u5m5cqVXHrppcyZM4fu7u66Q5IkVaSVK+ZvjIhXRsSFwJ3AXwD/Vm1Y0vjT3d1NV1cXPT09AKxZs4auri4TMUlqUwMmYRHx4oj4MnALcArwVeC+zDwrM3/Qysoj4qURcUNE3BQR7+tn+Vsj4pqIWB0Rv4iIY3b3jUhj3aJFi9i8efNOZZs3b2bRokU1RSRJqtJgLWH/CRwNPC8zzygTr95WVxwRHcB5wAnAMcDp/SRZX8/Mp2bmPOCfgU8OJ3ipnaxdu3ZY5ZKksW2wJOw4ilsX/b+IuCQi3gh0DGPdzwRuysybM3ML8E3g5MYKmflgw+y+OOBf49isWbOGVS5JGtsGG5i/OjPfl5lPAD4EzAMmRsSPIqKrhXUfAdzWML+uLNtJRLwtIv5A0RL29uEEL7WTxYsXM23atJ3Kpk2bxuLFi2uKSJJUpVYG5pOZv8rMvwWOBP4FePbeCiAzzysTvfcCH+ivTkR0RcSqiFi1YcOGvbVpaVTp7Oxk6dKlTJ48GYDZs2ezdOlSOjs7a45MklSFwa4TtovM7AV+Uk5DuR2Y2TB/ZFk2kG8Cnxtgu0uBpQDz58+3y1Jtq7Ozk2XLlgGwYsWKeoORJFWqpZaw3XQlMDcijoqIScBpwE5X3o+IuQ2zLwNurDAeSZKkUWNYLWHDkZnbIuJs4McUA/q/lJnXRcS5wKrMXA6cHRHHA1uB+4Ezq4pHkiRpNGkpCSsvN3FYY/3MHPK8+cy8GLi4qeychufvaDlSSZKkNjJkEhYRf0txduR6HrtOWALHVhiXJElSW2ulJewdwJMy896qg5EkSRovWhmYfxuwsepAJEmSxpNWWsJuBlZExA+Bnr7CzPQWQ5IkSbuplSRsbTlNKidJkiTtoSGTsMz8CEBE7FfOP1R1UJIkSe1uyDFhEfGUiPgNcB1wXURcFRF/Wn1okiRJ7auVgflLgb/LzNmZORt4J7Cs2rAkSZLaWytJ2L6Z+bO+mcxcAexbWUSSJEnjQEtnR0bEB4ELyvkzKM6YlCRJ0m5qpSXsr4EZwHfLaUZZJkmSpN3UytmR9wNvH4FYJEmSxo0Bk7CIWJKZCyPiBxT3itxJZp5UaWSSJEltbLCWsL4xYB8fiUAkSZLGkwGTsMy8qnw6LzM/1bgsIt4BXFplYJIkSe2slYH5Z/ZT9oa9HIckSdK4MtiYsNOB1wJHR8TyhkX7A/dVHZgkSVI7G2xM2K+AO4FDgU80lG8Crq4yKEmSpHY32JiwNRGxDng0Mx3/JUmStBcNOiYsM7cDvRFxwAjFI0mSNC60ctuih4BrIuIS4OG+wswc9xdwXbhwIQBLliwZk+uXpPHO79nxazTs+1aSsL7bFanJ6tWrx/T6JWm883t2/BoN+76V2xadHxGTgCeWRTdk5tZqw5IkSWpvQyZhEbEAOB+4FQhgZkScmZk/rzQySZKkNtZKd+QngBdn5g0AEfFE4BvAn1UZmCRJUjtr5Yr5E/sSMIDM/B9gYnUhSZIktb9WWsJWRcQXgK+V853AqupCkiRJan+tJGF/A7wN6LskxWXAZyuLSJIkaRxo5ezInoj4DPBToJfi7MgtlUcmSZLUxlo5O/JlwL8Bf6A4O/KoiHhLZv6o6uAkSZLaVatnR74wM28CiIgnAD8ETMIkSZJ2UytnR27qS8BKNwObKopHkiRpXGj17MiLgW8DCbwauDIiXgWQmd7SSJIkaZhaScKmAOuBF5TzG4CpwIkUSZlJmCRJ0jC1cnbkWSMRiCRJ0ngy5JiwiDgyIr4XEXeX03ci4siRCE6SJKldtTIw/8vAcuDx5fSDskySJEm7qZUkbEZmfjkzt5XTV4AZFcclSZLU1lpJwu6NiDMioqOczgDurTowSZKkdtZKEvbXwGuAu4A7gVMBB+tLkiTtgUHPjoyIDuAfM/OkEYpHkiRpXBi0JSwztwOzI2LSCMUjSZI0LrRysdabgV9GxHLg4b7CzPxkZVFJkiS1uVaSsD+U0z7A/tWGI0mSND4MNSZsHnAdcF1m/m5EIpIkSRoHBhwTFhHnUNy0+xTghxHx5hGLSpIkqc0NNjD/r4B5mXk68Ayga7grj4iXRsQNEXFTRLyvn+V/FxHXR8TVEfHTiJg93G1IkiSNRYMlYT2ZuRkgM+8dou4uystbnAecABwDnB4RxzRV+w0wPzOPBS4C/nk425AkSRqrBhsTdnR5RiRAAE9omKeFa4c9E7gpM28GiIhvAicD1zes42cN9VcCZwwjdkmSpDFrsCTs5Kb5jw9z3UcAtzXMrwOeNUj9NwI/GuY2JEmSxqQBk7DMvHSkgijvRzkfeMEAy7sox6TNmjVrpMLSILq7u1m5ciU9PT3MmTOHxYsX09nZWXdYkiSNGYOdHfmDiDgxIib2s+zoiDg3Iv56kHXfDsxsmD+yLGte1/HAIuCkzOzpb0WZuTQz52fm/BkzZgyySY2E7u5uurq66OkpdteaNWvo6uqiu7u75sgkSRo7Bhts/2bg+cDvI+LKiLg4Iv4rIm4GPg9clZlfGuT1VwJzI+Ko8rZHpwHLGytExNPLdZ2UmXfv0TvRiFm0aBGbN2/eqWzz5s0sWrSopogkSRp7BuuOvAt4D/CeiJgDPA54BPifvrMmB5OZ2yLibODHQAfwpcy8LiLOBVZl5nLg/wL7ARdGBMBabxY++q1du3ZY5ZIkaVet3LaIzLwVuHW4K8/Mi4GLm8rOaXh+/HDXqfrNmjWLNWvW9FsuSZJaM6xrf0kAixcvZtq0aTuVTZs2jcWLF9cUkSRJY49JmIats7OTpUuXMnnyZABmz57N0qVLPTtSkqRhaKk7MiKmArMy84aK49EY0dnZybJlywBYsWJFvcFIkjQGDdkSFhEnAquB/yzn5zVeOV+SJEnD10p35IcpbkH0AEBmrgaOqiyimi1cuJCFCxfWHYYkSWpzrXRHbs3MjeUlJPpkRfHUbvXq1XWHIEmSxoFWkrDrIuK1QEdEzAXeDvyq2rCk8WvevHl1hyBJGgGtJGF/S3FboR7gGxQXX/1olUFJ49mSJUvqDkGSNAKGTMLKq+MvAhZFRAewb2Y+WnlkkiRJbayVsyO/HhHTI2Jf4Brg+oh4d/WhSZIkta9Wzo48JjMfBF4B/IjizMjXVRmUJI0X3d3drFy5kksvvZQ5c+bQ3d1dd0iSRkgrY8ImRsREiiTsM5m5NSLa9uxISRop3d3ddHV10dPTA8CaNWvo6uoC8A4UIjPp7e3dZdq+fXu/5a0u39P6w1nPQO+hv2k4dYeqP9CyxvJrr72Www8/vNZ93EoS9nmKm3f/Fvh5RMwGHqwyKEkaDxYtWsTmzZt3Ktu8eTOLFi0asSQsM8lMtm/fvsvU98M6WHlznYGWDfW8+XGwZXtStzlhuP766wE49dRT+13eX1l/Ccdg80PVHSyBGc/22WefAaeI2Ol5R0dHv8sGes0+++zDo48+yrZt22p9j60MzP808OmGojUR8cLqQpKk3dPb28u2bdvYvn0727Zt2zE1zvc9H25Z4+NgyxrrDDW/Zs2aft/HmjVrOPnkk3d5bRVTb2/vCO+lva/xR7jxx7ijo2PA8r7Hhx56iIjg97///YD1Gtc1ceLEftc51PxQdVspG+h99jcN9LpWXzOc1zWvY6AkaKikqnF7TdcmrcSCBQsq38ZQhkzCImIycAowp6n+uRXFJGkv2r59O1u3bt1p2rZt24Bljcv6e97f4+483xtTc7I1GlsO+n68Ozo6mDBhwk7zHR0dbN++fZfXTJw4kbVr1+5St6Ojg8mTJ/dbvidTY5LRyrLmssHmh/O8+bHVxGpPfrD7foi9B67q0Ep35PeBjcBVFNcKk8at3t5eenp62LJly06Pfc+HM23dunXQ5/09DrWsv2mkE5O+ZGPixIlMmDBhl+f9zfdNkyZNYtq0af0u62uFaJzvr04r843lrZQ1J1Gt1GklQegbE9bYJTlt2jSWLl3qmDBpHGglCTsyM19aeSTSIHp7e3nkkUd49NFHd0zN881lPT09uzzv73GoqTHhqmL8QEQwadIkJk2axMSJE5k4cWK/832PU6dO5YADDthl2XCmvkRooPLG5QOV9Tc/YcKEEelGaBd9idYb3/hGenp6mD17NosXLzYBk8aJVpKwX0XEUzPzmsqj0Zj06KOP8vDDDw84bd68ueXpkUce6XfasmXLHsUYEUyZMoXJkyczZcqUHc8bp6lTp3LggQfuUt43TZo0acDHwZ43ThMnTmTy5Mk7JVodHR17aU9oLOrs7GTZsmWAXWLSeNNKEvY84A0RcQtFd2QAmZnHVhqZKtPb28tDDz3Exo0b2bhxIw8++OCOxwcffJBNmzbteGycHnroIR566KEdz9evX8/27duZOnXqsLbf1+XUPE2dOpXp06czdepUpk6dypQpU3Y8b576Eqm+qbmsL6nqS7psoZEkjTatJGEnVB6FdktPTw8bNmzg3nvv3Wm67777uO+++7j//vt3TA888MCO6cEHH2zpjKj99tuP/ffff6fHww8/nLlz57Lffvvxox/9iI6ODt761rey7777Djn1JVq2/EiS1NolKtZExNOA55dFl2Xmb6sNa/zasmULd955J3fccQf33HMPPT09nHPOOaxfv5677rqLu+++m7vvvpsNGzawadOmAdczdepUDjrooB3TzJkzeepTn8qBBx7IgQceyAEHHLBjmj59+o7Hvmm//fZjn30Gv6FC31lF73//+/fmRyBJ0rjQyiUq3gG8GfhuWfS1iFiamf9aaWRt6pFHHuEPf/gDN998M7fccgu33nora9asYe3ataxbt47169fv8prFixczY8YMDjvsMA477DCOPvpoZsyYsWM65JBDdpoOPvhgpkyZUsO7kyRJrWqlO/KNwLMy82GAiPgY8GvAJGwQmzZt4uqrr+bqq6/m+uuv53e/+x033HAD69at26netGnTmD17NrNmzeLpT386Rx55JEcccQRHHHEEH/zgB5k0aRKXXXaZXXiSJLWZVpKwABqvJri9LFOpt7eXa665hl/84hesXLmSyy+/nBtvvHHH8v32248nP/nJvPCFL2Tu3LnMnTuXo48+mqOPPppDDjlkwAHjH/vYxwBMwCRJakOtJGFfBi6PiO9RJF8nA1+sNKoxYOPGjaxfv557772Xww8/nA0bNgBw+OGH8+xnP5vXv/71zJs3j2OPPZaZM2d6Zp4kSdpJKwPzPxkRKyguVZHAWZn5m6oDG40ykxUrVvC5z32O5cuX09PTw8SJEznttNM4/vjjecELXsCsWbNMuCRJ0pBaaQnrExRJ2LjMMC699FLe/e53c+WVV3LwwQfzlre8hcsuu4zp06fz1a9+te7wJEnSGDP4NQiAiDgHOB84CDgU+HJEfKDqwEaLzZs309XVxYIFC1i/fj2f//znuf322/nUpz7F9OnT6w5PkiSNUa20hHUCT8vMRwEi4p+A1cA/VBjXqLBp0yZe8pKX8Otf/5r3vve9fOhDHxr21eElSZL600oSdgcwBXi0nJ8M3F5ZRKNEZnLKKadwxRVXcNFFF3HKKafUHZIkSWojrSRhG4HrIuISijFhfwlcERGfBsjMt1cYX22+9a1vcckll3DeeeeZgEmSpL2ulSTse+XUZ0U1oYwemcl73vMejjvuON7ylrfUHY4kSWpDrVyi4vy+5xFxEDAzM6+uNKqabdmyhdtuu41FixZ5oVRJklSJVs6OXBER0yPiYOC/gWUR8cnqQ6tPb28vAPvuu2/NkUiSpHY1ZBIGHJCZDwKvAr6amc8Cjq82rHr1JWGTJ0+uORJJktSuWknCJkTE44DXAP9RcTyjQl8SNmXKlJojkSRJ7aqVJOxc4MfAHzLzyog4GrhxiNeMaZkJ2BImSZKq08rA/AuBCxvmbwba+poNtoRJkqSqtTIw/4kR8dOIuLacP7bdb1vkmDBJklS1VrojlwHvB7YClJenOK3KoOpmEiZJkqrWShI2LTOvaCrbVkUwo0Ur3ZHd3d2sXLmSSy+9lDlz5tDd3b1XY6h6/ZI03vk9O36Nln3fShJ2T0Q8geKWRUTEqcCdlUZVs6Fawrq7u+nq6qKnpweANWvW0NXVtdd2YtXrl6Txzu/Z8Ws07fvoOxNwwArF2ZBLgecC9wO3AJ2Zuab68HY1f/78XLVqVWXrX7BgAXfccQc33ngjd9xxB4973ON2qTNnzhzWrNn17c+ePZtbb711j2Ooev17y4IFCwBYsWJFrXFIY53H0sgbK9+z2vtGet9HxFWZOb+/Za2cHXkzcHxE7EvRcraZYkxYLUnYSBiqJWzt2rXDKh+uqtcvSeOd37Pj12ja9wN2R5a3Knp/RHwmIv6SIvk6E7iJ4sKtbauvdXCgMWGzZs0aVvlwVb1+SRrv/J4dv0bTvh9sTNgFwJOAa4A3Az8DXg28MjNPHoHYajNUS9jixYuZNm3aTmXTpk1j8eLFe2X7Va9fksY7v2fHr9G07wdLwo7OzDdk5ueB04FjgJdk5upWVx4RL42IGyLipoh4Xz/L/zwi/jsitpUD/keF3t5eJkyYQEdHR7/LOzs7Wbp06Y4kbfbs2SxdupTOzs69sv2q1y9J453fs+PXaNr3g40J29r3JDO3R8S6zHy01RVHRAdwHvCXwDrgyohYnpnXN1RbC7wBeNewoq5Yb2/vkNcI6+zsZNmyZUA1g2mrXr8kjXd+z45fo2XfD5aEPS0iHiyfBzC1nA8gM3P6EOt+JnBTObCfiPgmcDKwIwnLzFvLZb27F341WknCJEmS9sSASVhm9t8X17ojgNsa5tcBz9qdFUVEF9AFIzNwrre31/tGSpKkSrVysdbaZebSzJyfmfNnzJhR+fZsCZMkSVUb8jphe+B2YGbD/JFl2aiXmbaEtWDevHl1hyBJ0phVZRJ2JTA3Io6iSL5OA15b4fb2GlvCWrNkyZK6Q5AkacyqrDsyM7cBZwM/Bn4HfDszr4uIcyPiJICIeEZErKO4/tjnI+K6quIZDseESZKkqlXZEkZmXgxc3FR2TsPzKym6KUcVW8IkSVLVxsTA/JFmS5gkSaqaSVg/bAmTJElVMwnrh0mYJEmqmklYP+yOlCRJVTMJ60dm2hImSZIqZRLWD1vCJElS1Sq9RMVY5ZgwSSPJu09I45NJWD9sCZM0krz7hDQ+2R3ZJDMBbAmTJEmVMglr0tvbC2BLmCRJqpRJWJO+JMyWMEmSVCWTsCZ2R0qSpJFgEtbE7khJkjQSTMKa2B0pSZJGgklYE1vCJEnSSDAJa2JLmCRJGgkmYQ26u7u59tprATjrrLPo7u6uOSJJktSuTMJK3d3ddHV1sXXrVgDWr19PV1eXiZgkSaqESVhp0aJFbN68eaeyzZs3s2jRopoikiRJ7cwkrLR27dphlUuSJO0Jk7DSrFmzhlUuSZK0J0zCSosXL2batGk7lU2bNo3FixfXFJEkSWpnJmGlzs5Oli5duuPSFLNnz2bp0qV0dnbWHJkkSWpHE+oOYDTp7Oxk2bJlAKxYsaLeYCRJUluzJUySJKkGtoTtgXnz5o3p9UvSeOf37Pg1GvZ9ZGbdMQzL/Pnzc9WqVZWtf8GCBYDdkZIkac9FxFWZOb+/ZXZHSpIk1cAkTJIkqQYmYZIkSTUwCZMkSaqBSZgkSVINTMIkSZJqYBImSZJUA5MwSZKkGpiESZIk1cAkTJIkqQYmYZIkSTUwCZMkSaqBSZgkSVINJtQdwGgzb968ukOQJEnjgElYkyVLltQdgiRJGgfsjpQkSaqBSZgkSVINTMIkSZJqUGkSFhEvjYgbIuKmiHhfP8snR8S3yuWXR8ScKuORJEkaLSpLwiKiAzgPOAE4Bjg9Io5pqvZG4P7M/GPgX4CPVRWPJEnSaFJlS9gzgZsy8+bM3AJ8Ezi5qc7JwPnl84uAF0VEVBiTJEnSqFBlEnYEcFvD/LqyrN86mbkN2AgcUmFMkiRJo8KYGJgfEV0RsSoiVm3YsKHucCRJkvZYlUnY7cDMhvkjy7J+60TEBOAA4N7mFWXm0sycn5nzZ8yYUVG4kiRJI6fKJOxKYG5EHBURk4DTgOVNdZYDZ5bPTwX+KzOzwpgkSZJGhcpuW5SZ2yLibODHQAfwpcy8LiLOBVZl5nLgi8AFEXETcB9FoiZJktT2Yqw1PEXEBmBNxZs5FLin4m1o+Nwvo4/7ZHRyv4w+7pPRaST2y+zM7Hcs1ZhLwkZCRKzKzPl1x6GduV9GH/fJ6OR+GX3cJ6NT3ftlTJwdKUmS1G5MwiRJkmpgEta/pXUHoH65X0Yf98no5H4Zfdwno1Ot+8UxYZIkSTWwJUySJKkGJmFNIuKlEXFDRNwUEe+rO57xKCJmRsTPIuL6iLguIt5Rlh8cEZdExI3l40F1xzoeRURHRPwmIv6jnD8qIi4vj5lvlRdn1giJiAMj4qKI+H1E/C4inuOxUr+I+D/l99e1EfGNiJjisTKyIuJLEXF3RFzbUNbvsRGFT5f75uqIOG4kYjQJaxARHcB5wAnAMcDpEXFMvVGNS9uAd2bmMcCzgbeV++F9wE8zcy7w03JeI+8dwO8a5j8G/Etm/jFwP/DGWqIavz4F/Gdm/gnwNIp947FSo4g4Ang7MD8zn0JxwfLT8FgZaV8BXtpUNtCxcQIwt5y6gM+NRIAmYTt7JnBTZt6cmVuAbwIn1xzTuJOZd2bmf5fPN1H8qBxBsS/OL6udD7yilgDHsYg4EngZ8IVyPoC/AC4qq7hfRlBEHAD8OcXdR8jMLZn5AB4ro8EEYGp5X+RpwJ14rIyozPw5xd14Gg10bJwMfDULK4EDI+JxVcdoErazI4DbGubXlWWqSUTMAZ4OXA4clpl3lovuAg6rK65xbAnwHqC3nD8EeCAzt5XzHjMj6yhgA/Dlsov4CxGxLx4rtcrM24GPA2spkq+NwFV4rIwGAx0btfz+m4Rp1IqI/YDvAAsz88HGZeWN3j21dwRFxMuBuzPzqrpj0Q4TgOOAz2Xm04GHaep69FgZeeU4o5MpkuTHA/uya7eYajYajg2TsJ3dDsxsmD+yLNMIi4iJFAlYd2Z+tyxe39c8XD7eXVd849T/Ak6KiFspuur/gmI80oFllwt4zIy0dcC6zLy8nL+IIinzWKnX8cAtmbkhM7cC36U4fjxW6jfQsVHL779J2M6uBOaWZ7BMohhIubzmmMadcpzRF4HfZeYnGxYtB84sn58JfH+kYxvPMvP9mXlkZs6hODb+KzM7gZ8Bp5bV3C8jKDPvAm6LiCeVRS8CrsdjpW5rgWdHxLTy+6xvv3is1G+gY2M58PryLMlnAxsbui0r48Vam0TE/6YY99IBfCkzF9cb0fgTEc8DLgOu4bGxR39PMS7s28AsYA3wmsxsHnSpERARC4B3ZebLI+Joipaxg4HfAGdkZk+N4Y0rETGP4kSJScDNwFkU/2B7rNQoIj4C/BXF2d6/Ad5EMcbIY2WERMQ3gAXAocB64EPAv9PPsVEmy5+h6DbeDJyVmasqj9EkTJIkaeTZHSlJklQDkzBJkqQamIRJkiTVwCRMkiSpBiZhkiRJNTAJkzRqRcT2iFgdEddFxG8j4p0RUdn3Vnnbn2P20royIr7WMD8hIjZExH/sjfVLGvsmDF1FkmrzSGbOA4iIPwK+DkynuN7PXpeZb9qLq3sYeEpETM3MR4C/xCukS2pgS5ikMSEz7wa6gLPLq1pPiYgvR8Q15c2rXwgQEX8aEVeULWhXR8TcsvyMhvLPR0RH8zYiYkVEzC+fPxQRi8sWuJURsctNsCPiwxHxrob5a8ubzve5GHhZ+fx04Bt76eOQ1AZMwiSNGZl5M8XdLP4IeFtRlE+lSHDOj4gpwFuBT5UtaPOBdRHxZIqrl/+vsnw70DnE5vYFVmbm04CfA2/ejZC/CZxWxnUsxV0fJAmwO1LS2PU84F8BMvP3EbEGeCLwa2BRRBwJfDczb4yIFwF/BlxZ3J2EqQx9U+stQN/4rasouhOHJTOvLlvGTqdoFZOkHUzCJI0Z5X0qtzNIApWZX4+Iyym6AS+OiLcAAZyfme8fxua25mP3ddtO/9+X29i5R2FKP3WWAx+nuIfdIcPYvqQ2Z3ekpDEhImYA/wZ8pkyOLqPsUoyIJ1LckPeGMlG7OTM/DXyfohvwp8Cp5eB+IuLgiJi9F8K6FTiuXOdxwFH91PkS8JHMvGYvbE9SG7ElTNJoNjUiVgMTKVqdLgA+WS77LPC5iLimXPaGzOyJiNcAr4uIrcBdwD9m5n0R8QHgJ+UlLrZSjClbs4fxfQd4fURcRzHe63+aK2TmOuDTe7gdSW0oHmttlyRJ0kixO1KSJKkGJmGSJEk1MAmTJEmqgUmYJElSDUzCJEmSamASJkmSVAOTMEmSpBqYhEmSJNXg/weQRuYpzdL9TQAAAABJRU5ErkJggg==", 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", 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", 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", 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" ] @@ -665,7 +665,7 @@ " Log Probit\n", " 0.002998\n", " NaN\n", - " 5.564171e+17\n", + " 5.564220e+17\n", " 15.537500\n", " 0.0\n", " 100.0\n", @@ -681,7 +681,7 @@ " 2\n", " AUC1\n", " Quantal Linear\n", - " 500.725341\n", + " 500.725340\n", " 53.510742\n", " 3.294179e+03\n", " 24.657500\n", @@ -844,8 +844,8 @@ ], "text/plain": [ " Chemical_ID End_Point Model BMD10 BMDL BMD50 \\\n", - "1 2 AUC4 Log Probit 0.002998 NaN 5.564171e+17 \n", - "0 2 AUC1 Quantal Linear 500.725341 53.510742 3.294179e+03 \n", + "1 2 AUC4 Log Probit 0.002998 NaN 5.564220e+17 \n", + "0 2 AUC1 Quantal Linear 500.725340 53.510742 3.294179e+03 \n", "0 2 ANY_AUC NaN NaN NaN NaN \n", "1 2 ANY_MOV NaN NaN NaN NaN \n", "2 2 AUC2 NaN NaN NaN NaN \n",