From 83f0161e9746e5cea0d4ecf983e9a3eea232f3e7 Mon Sep 17 00:00:00 2001 From: Elizaveta Semenova Date: Sat, 16 Mar 2024 12:52:44 +0000 Subject: [PATCH] improve acknowledgements --- 04_probability_distributions.ipynb | 316 ++++++++--------------------- 999_acknowledgements.md | 8 +- 2 files changed, 83 insertions(+), 241 deletions(-) diff --git a/04_probability_distributions.ipynb b/04_probability_distributions.ipynb index f5b56c8..27fe30c 100644 --- a/04_probability_distributions.ipynb +++ b/04_probability_distributions.ipynb @@ -130,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -178,18 +178,15 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'bernoulli' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m log_prob \u001b[38;5;241m=\u001b[39m \u001b[43mbernoulli\u001b[49m\u001b[38;5;241m.\u001b[39mlog_prob(sample)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlog p(X = \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msample\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) = \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlog_prob\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mp(X = \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msample\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) = \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mjnp\u001b[38;5;241m.\u001b[39mexp(log_prob)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'bernoulli' is not defined" + "name": "stdout", + "output_type": "stream", + "text": [ + "log p(X = 1) = -0.6931471824645996\n", + "p(X = 1) = 0.5\n" ] } ], @@ -221,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -249,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -286,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -313,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -348,17 +345,19 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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B5cBbgG8BcyRNl7RtP8VqZmY24BptUf4d+CNwMHB1RPRUV5C0AbAPME3SdyLijNaFaWZm1h6NJsoPRcTsogoRMQ+YIulEYIM+R2ZmZtYBGkqUvSXJqrrLgH+UjsjMzKyDND3qVdK3JQ2rUb6apAtaE5aZmVlnKHN4yH7AzZLeXCmQNB74K2kkrJmZ2aBRJlFuDswF7pT0WUknADOAs4EdWheamZlZ+zV1HCVARDwD7CXpOOCnwAukwT7Xtjo4MzOzdit1Zh5JXwS+DFwA/BM4RdI7WhmYmZlZJygzmOdK4Ghgv4jYF9gSuBG4VdIRLY7PzMysrcq0KFcGNo+IiwAi4vmIOASYRGplmpmZDRpl9lFOqFN+haS39z0kMzOzztHSq4dExMJWLs/MzKzdyg7muULS2tWPzczMBpuyLcr3AKvWeGxmZjao+MLNZmZmBZwozczMCjhRmpmZFXCiNDMzK+BEaWZmVqBsoow6j83MzAaVsolSdR6bmZkNKk2fwg4gIkbWemxmZjbYeB+lmZlZgYYTpaRjJdVtgUoaK2lma8IyMzPrDM20KPcH/lzrCiGSDgJmAy+0KC4zM7OO0EyifBvwV1KyPFLSSlkr8hrgeODwiPhQv0RpZmbWJg0P5omIxcB+kn4D/BTYExgH3AK8PSLm90+IZmZm7VNmMM8fSS3LzbP5j+9LkpQ0WdIcSUsk3S5px17qD5d0nKR5kpZKelDSAWXXb2ZmVqSpRClpb+CebL5NgZ8AV0o6WVLTl9qStCdwEnAcsCVwU7a8sQWzXQi8HzgQ2ATYG7i/2XWbmZk1oplRrxcBPwOOiYj3R8TfIuIIYDywM3CXpO2aXP/hwFkRcWZE3BcRhwHzgUPqxLAzsBOwS0RcExFzI+JPEfGHJtdrZmbWkGZOOLA2sGVEPJAvjIhbJL0D+D5wA7BKIwuTtAqwNfC9qkkzgO3rzPYx4DbgCEmfAv4NXAZ8MyKer7Oe4cDwXNFIgJ6eHnp6ehoJta6uPs09NHVV3Vtz+vqZtc5SeT/9vrZHo9u9mUS5Y0S8WGtCRCwBvpQN9GnUaGAYsKCqfAGwVp153gTsACwBdsuWcRqwBlBvP+WRwNHVhTNmzGDEiBFNhLuiT/dx/qFsH2+7UqZPn97uEKwfzJzpQ9Dbobu7u6F6zYx6rZkkq+rc2Ojy8rNVPVeNsoqVsmn7RsQzAJIOBy6S9Pk6rcopwNTc85HAwxMnTmTUqFElwn3Znhdd1Kf5h6IuUpI8v7sb/4du3rRJk9odgrVQT08PM2fOZMKECXR1uZ9loC1evLiheg0lSkmnA8c1Mro1G6CzckT8qpeqC4HlrNh6HMOKrcyKR4F/VZJk5j5Scl0P+Ef1DBGxFFiaiw+Arq6uPn8w/UNfXg/efmX4x3RwasXvkTWv0W3e6GCeJ4DZkq6UdIikd0paV9Kakt4i6WOSjpf0EHAYcHdvC4yIZcDtwISqSROAeoNzbgbWkfS6XNnGwIvAww2+FjMzs4Y1lCgj4pvARsCNwMHArcBDwOPA34BzSPsPPxMR20XEXxtc/1TgM5IOkLSppB8CY4HTASRNkXROrv75wJPALyRtJuk9wAnAz+sN5jEzM+uLZvZRPk7a3zdF0urABsCqpC7UByOi6Qs4R8Q0SWsCR5FG1c4mHfoxL6uyNilxVuo/J2kC8CPS6NcnScdVfqPZdZuZmTWi7PUonwaebkUAEXEaaeRqrWn71yi7nxW7a83MzPpFqUQp6fWkM+NsShqFej+p+3NRC2MzMzNru6bP9SppJ2AOcCjwetIxjF8E5mTTzMzMBo0yLcpTSfsFD4mI5QCShpG6T08lXY7LzMxsUChz9ZA3AydWkiRA9nhqNs3MzGzQKJMo/0LaN1ltU+DOPkVjZmbWYcp0vZ4CnCzpLaTjKQG2BT4P/I+kzSsVI6LXEw+YmZl1sjKJ8oLs/vg604KXz9c6rGRcZmZmHaFMohzX8ijMzMw6VNOJMnfWHDMzs0GvzGAeMzOzIcOJ0szMrIATpZmZWQEnSjMzswJlzvW6vqT1cs/fJekkSQe1NjQzM7P2K9OiPB94L4CktYCZwLuA70o6qoWxmZmZtV2ZRPk24E/Z4/8EZkfE9sA+wP4tisvMzKwjlEmUXcDS7PEHgMuyx/cDa7ciKDMzs05RJlHeAxwsaUdgAnBVVr4O8GSrAjMzM+sEZRLl14DPAbOACyLirqz8Y7zcJWtmZjYolDmF3SxJo4FREfFUbtLPgO6WRWZmZtYByhwesiowvJIkJW0g6TBgk4h4vMXxmZmZtVWZrtdLgf0AJK0O/BH4CnCJpENaF5qZmVn7lUmUWwE3ZY8nAQuADUjJ89AWxWVmZtYRyiTKEcCz2eOJwG8j4kXgVlLCNDMzGzTKJMoHgF0lrQ98EJiRlY8BFrcqMDMzs05QJlEeC/wAmAv8MSJuyconAne0KC4zM7OOUObwkIsk/Z50Fp67cpOuBS5uVWBmZmadoOlECRARjwGPVZX5ZANmZjbolEqUkt4J7AGMBVbJT4uI3VsQl5mZWUcoc8KBvYCbgc2A3UgnSd8MeB/wTEujMzMza7Myg3m+Dnw5Ij4CLAO+BGwKXAg81MLYzMzM2q5MonwzcEX2eCnw2ogI4IfAQa0KzMzMrBOUSZSLgJHZ43+RLuQMsDrpZARmZmaDRpnBPDeRrkP5V1J368mS3peVXdvC2MzMzNquTKL8AvCa7PEUoAfYAfgt8O0WxWVmZtYRypxwYFHu8YvA8dnNzMxs0Cmzj9LMzGzIaLhFKWl5I/UiYlj5cMzMzDpLM12vAuYBv8QnPzczsyGimUT5buAA0gkG5gA/B34VEU/1R2BmZmadoOF9lBHx54g4hHTVkKmk09c9LOnXkib0V4BmZmbt1PRgnohYEhHnRcT7SScbGANcJWmNlkdnZmbWZqVGvUpaT9I3gJnAJsAJwOKSy5osaY6kJZJul7Rjg/P9P0kvSLqzzHrNzMwa0XCilLSKpD0lzQD+AWwFHAasHxH/ExEvNLtySXsCJwHHAVuSzvpzpaSxvcy3GnAOPhOQmZn1s2YG8zwKPEsa9ToZeDwrf52klypFRDMty8OBsyLizOz5YZI+CBwCHFkw30+B84HlwK5NrM/MzKwpzXS9vp50oeZvAn8Dnqq6PZ3dN0TSKsDWwIyqSTOA7Qvm+y/SFUy+1XjoZmZm5TTTonxvi9c9GhgGLKgqXwCsVWsGSRsB3wN2jIgX8i3ZeiQNB4bnikYC9PT00NPTUyLsl3X1ae6hqavq3prT18+sdZbK++n3tT0a3e4NJ8qIuKF0NL0suuq5apQhaRipu/XoiPh7E8s/Eji6unDGjBmMGNG3q4J9uo/zD2X7eNuVMn369HaHYP1g5syZ7Q5hSOru7m6ontI1lwde1vXaDewRERfnyk8GtoiInarqr07q2s2fSm8lUmJdDkyMiOtqrKdWi/LhhQsXMmrUqD69hj0vuqhP8w9FXaQkeX53N/4P3bxpkya1OwRroZ6eHmbOnMmECRPo6nI/y0BbvHgxo0ePBlitaHxNmctstURELJN0O+k6lhfnJk0ALq0xy2Lg7VVlk4H3AZNIZwuqtZ6lwNLK80p3bVdXV58/mP6hL68Hb78y/GM6OLXi98ia1+g2b1uizEwFzpV0G3ALcBBpwNDpAJKmAOtGxH7ZJb1m52eW9DiwJCJmY2Zm1g/amigjYpqkNYGjSKfGmw3sEhHzsiprkxKnmZlZWzR9Zh5J+0tq2UiMiDgtIjaMiOERsXVE3Jibtn9EjC+Y95iI2KJVsZiZmVUrcwq7KcBjks6SVPd4RzMzs8GgTKJcD/gk6QQE10u6X9LXJNU89tHMzOzVrMzVQ5ZHxGURsTuwPvAzYF/gIUmXSfq4pFInWzczM+s0fUpoEfE4cDNpxOqLpMM3zgYelDS+j7GZmZm1XdnLbL1R0lcl3QPMAkYBH4mIccA6wG9JJ083MzN7VWv68BBJlwMfBP4OnAGcExGLKtMj4nlJJwJfblmUZmZmbVLmOMrHgZ0i4paCOo8C48qFZGZm1jnKdL3eAPylujC7sPN+AJHMW2FOMzOzV5kyifIXwGo1ykdm08zMzAaNMomy5mWwSMdXPtO3cMzMzDpLw/soJd1BSpABXCvphdzkYaR9kle1NjwzM7P2amYwzyXZ/RbA1cBzuWnLgLnAb1oRlJmZWadoOFFGxLcAJM0FpkXEkv4KyszMrFM0fXhIRPhEAmZmNmQ0lCglLQI2joiFkp6i9mAeACJijVYFZ2Zm1m6Ntii/DDybe1w3UZqZmQ0mDSXKfHdrRJzdb9GYmZl1mEa7Xkc1usCIWFw+HDMzs87SaNfr0/Te3Vo5EcGwvgRkZmbWSRpNlO/t1yjMzMw6VKP7KG/o70DMzMw6UaP7KDcHZkfEi9njuiLi7pZEZmZm1gEa7Xq9E1iLdC3KO0n7IlWjnvdRmpnZoNJoohwHPJF7bGZmNiQ0uo9yXq3HZmZmg13T53oFkLQJ8EVgU1J36/3AjyLiby2MzczMrO2avnCzpEnAbGBr4C7gbmArYLakPVobnpmZWXuVaVEeD0yJiKPyhZK+BXwf+L9WBGZmZtYJmm5Rkka/nlOj/LxsmpmZ2aBRJlHOAnasUb4DcFOfojEzM+swjZ5w4GO5p5cB35e0NXBrVrYtsAdwdGvDMzMza69G91FeUqNscnbLOxU4vS8BmZmZdZJGj6Ms00VrZmb2qucEaGZmVqDsCQdeC+wEjAVWyU+LiFNaEJeZmVlHaDpRStoSmA6MAF4LLAJGA92kk6Y7UZqZ2aBRpuv1h8DlwBrA86QRrxsAtwNfbV1oZmZm7VcmUW4BnBgRy4HlwPCImA8cAXy3hbGZmZm1XZlE2UM6ETrAAtJ+SoBnco/NzMwGhTKDee4AtgH+DlwPHCtpNPAp4K8tjM3MzKztyrQovw48mj3+JvAk8BNgDHBQi+IyMzPrCE23KCPittzjJ4BdWhqRmZlZByl1HCWApDHAJqT9lX/LkqaZmdmgUubCzaMknQv8C7gBuBF4RNJ5klYrsbzJkuZIWiLpdkm1rkxSqbu7pJmSnpC0WNItkj7Y7DrNzMwaVWYf5ZnAu4GPAKsDq2WPtwHOaGZBkvYETgKOA7YkXabrSkn1Rs++B5hJ6u7dmjSY6PLsJAhmZmYtV6br9cPAByPi97myqyV9FriqyWUdDpwVEWdmzw/LWoiHAEdWV46Iw6qKvi7p48BHSaNxzczMWqpMi/JJ0jGT1Z4Bnmp0IZJWIbUKZ1RNmgFs3+AyVgJGkk6jZ2Zm1nJlWpTfAaZK2i8iHgWQtBZwAvDtJpYzGhhGOmlB3gJgrQaX8RXS+WYvrFdB0nBgeK5oJEBPTw89PT0NB1tLV5/mHpq6qu6tOX39zFpnqbyffl/bo9Ht3lCilHQHL5+NB2AjYJ6kh7LnY4GlwBuAnzYeJlQtF0A1ymrFtDdwDPDxiHi8oOqRwNHVhTNmzGDEiBFNhLmiT/dx/qFsH2+7UqZPn97uEKwfzJw5s90hDEnd3d0N1Wu0RXlJ6UjqW0g6V2x163EMK7YyXyEbBHQWsEdEXNPLeqYAU3PPRwIPT5w4kVGjRjUXcZU9L7qoT/MPRV2kJHl+dzf+D928aZMmtTuEuvx9aJ6/D+W14ruwePHihuo1lCgj4lt9iqb2MpdJuh2YAFycmzQBuLTefFlL8ufA3hFxRQPrWUpq7VbmB6Crq4uurr51APqDXV4P3n5l9PUz25/8fpbn70PzWvFdaHQZfTnhwNbApqRu0nsjosyo06nAuZJuA24hnQJvLHB6to4pwLoRsV/2fG/gHOBLwK3ZvlGA5yOi1gAjMzOzPilz4eYxwK+B8cDTpH2Kq0m6HtirmTP0RMQ0SWsCRwFrA7OBXSJiXlZlbV55RZLPZTGfmt0qfgns3+xrMTMz602ZFuWPgFHAf0TEfQCSNiMlq1OAvZtZWEScBpxWZ9r+Vc/HNx+umZlZeWUS5c7ABypJEiAi7pX0eVY8JtLMzOxVrcwJB1ai9n7nnpLLMzMz61hlEtt1wMmS1qkUSFoX+CFwbasCMzMz6wRlEuUXSMcizpX0oKQHgDlZ2RdbGZyZmVm7lblw83xgK0kTgLeSRr3e28CB/2ZmZq86TSVKSSsDS4AtImIm6ZJXZmZmg1ZTXa8R8QIwj3QyczMzs0GvzD7K7wBTJK3R6mDMzMw6TZnjKA8F3gI8Imke8O/8xIjYqhWBmZmZdYIyifJSGrgMlpmZ2WBQZtTrMf0Qh5mZWUdqeB+lpBGSTpX0L0mPSzpf0uj+DM7MzKzdmhnM8y3SFTquIF09ZALwk36IyczMrGM00/W6O3BgRPwaQNJ5wM2ShkXE8n6JzszMrM2aaVGuD9xUeRIRfwJeANapO4eZmdmrXDOJchiwrKrsBcqNnDUzM3tVaCbJCThb0tJc2WuA0yW9dCxlROzequDMzMzarZlE+csaZee1KhAzM7NO1HCijIj/6s9AzMzMOlGZc72amZkNGU6UZmZmBZwozczMCjhRmpmZFXCiNDMzK+BEaWZmVsCJ0szMrIATpZmZWQEnSjMzswJOlGZmZgWcKM3MzAo4UZqZmRVwojQzMyvgRGlmZlbAidLMzKyAE6WZmVkBJ0ozM7MCTpRmZmYFnCjNzMwKOFGamZkVcKI0MzMr4ERpZmZWwInSzMysgBOlmZlZgbYnSkmTJc2RtETS7ZJ27KX+Tlm9JZL+KenggYrVzMyGnrYmSkl7AicBxwFbAjcBV0oaW6f+OGB6Vm9L4LvAKZI+MSABm5nZkNPuFuXhwFkRcWZE3BcRhwHzgUPq1D8YeCgiDsvqnwn8HPjqwIRrZmZDTdsSpaRVgK2BGVWTZgDb15ltuxr1rwa2kdTV2gjNzMxg5TauezQwDFhQVb4AWKvOPGvVqb9ytrxHq2eQNBwYnisaCbBo0SJ6enqajzqvu7tv8w9R3eBtV9KTTz7Z7hDq83tair8P5bTiu/Dss882VK+dibIiqp6rRllv9WuVVxwJHF1dOG7cuIaCs9a7uN0BvIqN/sxn2h2CtZi/D+W0+LswElhcb2I7E+VCYDkrth7HsGKrseKxOvVfAOr9vZgCTK0qWwNY1HCk1kojgYeB9YDG/s6ZDV7+PrTfSOCRogptS5QRsUzS7cAEXvmnagJwaZ3ZbgE+WlU2EbgtImr2o0bEUmBpVXHdfw7Wv6RKBwDPRoTfBxvS/H3oCL1u93aPep0KfEbSAZI2lfRDYCxwOoCkKZLOydU/HdhA0tSs/gHAgcAPBjxyMzMbEtq6jzIipklaEzgKWBuYDewSEfOyKmuTEmel/hxJuwA/BD5Pai4fGhG/GdjIzcxsqFBE0bgZs9bKRiEfCUzJusXNhix/H14dnCjNzMwKtHsfpZmZWUdzojQzMyvgRGlmZlbAidLMzKyAE6UNqGavP2o2GEl6j6TLJT0iKSTt2u6YrD4nShswzV5/1GwQey1wF/CFdgdivfPhITZgJP0R+EtEHJIruw+4JCKObF9kZu0jKYDdIuKSdsditblFaQOi5PVHzczazonSBkqZ64+ambWdE6UNtGavP2pm1lZOlDZQylx/1Mys7ZwobUBExDKgcv3RvAnAHwY+IjOzxrT1Mls25EwFzpV0G+ki3AeRu/6o2VAh6XXAW3JF4yRtASyKiIfaE5XV48NDbEBJmgwcwcvXH/1yRNzY3qjMBpak8cD1NSb9MiL2H9BgrFdOlGZmZgW8j9LMzKyAE6WZmVkBJ0ozM7MCTpRmZmYFnCjNzMwKOFGamZkVcKI0MzMr4ERpZmZWwInSzPqdpAMlVV+LtKj+RyTdIcm/UdZ2/hCa9QNJ60s6S9IjkpZJmifpZElrNrmcDSVFdh7QVyVJw4FjgW83Ok9E/I50+bV9+isus0Y5UZq1mKQ3AbcBGwN7k05+fTDwfuAWSWu0Mbx2+ATwXETc1OR8vwC+2A/xmDXFidKs9U4FlgETI+KGiHgoIq4EPgCsCxxXqZi1FnfNzyzpaUn7Z0/nZPd3ZHVn5eodIOkeSUslPSrpx7lpYyVdKuk5SYslXSjpjbnpx0i6M1vGQ1m9n0gaJukISY9JelzS/1bFtpqkn2XTFku6TtI7etkeewGX5Zbxmizun+XKxkl6RtJnc/NdBrwr++Nh1jZOlGYtlLUWPwicFhHP56dFxGPAr4A9JanBRb4ru/8A6Yoru2frOYSUkH8GvB34GPBANk3AJcAawE6ka36+GZhWtew3Ax8Cdia1fA8ArgDWy+b7GvAdSdvmlnsF6eLbuwBbA38Bru2llbwjqYVd2Q5LgH2BT0vaVdIw4Fzg+og4I1dvHvB4Nr9Z2/h6lGattREg4L460+8DXg+8gZQEevNEdv9klmgrvgGcGBEn58r+nN1/ANgcGBcR8wEkfQq4R9I7I6JSbyXggIh4FrhX0vXAJsAuEfEi8DdJXwPGA7cC7yUl5TERsTRbxlezFvEkUtJ+BUmrA6sDj+TLI+JOSd8AzgAuICXtXWu8/n8BG9baMGYDxYnSbGBVWpKlr28naQywDnBtnSqbAvMrSRIgIu6V9HQ2rZIo52ZJsmIBsDxLkvmyMdnjrYHXAU9WNYhXJSW6WlbN7pfUmHYi8HHSfsgPRcTCGnWeB0bUWbbZgHCiNGutB0hJcDNS92e1twJPAZWkELycPCu6elnH871MF7UTcXV5T9X0qFNW2UWzEvAoqYVZ7ek6sTyZLeP1NaaNIbVgl5Na4lfVqLMGL7eqzdrC+yjNWigingRmApMlrZqfJmkt0r65afHyFdOfIO17rNTZiFe2oJZl98Ny63gWmEsaRVvLvcBYSevnlrsZsBr1u4Qb8RfS/skXIuKBqlut1iARsSyLZ7Mak38OzAb2A47PYnyJpNeQWqp39CFmsz5zojRrvS8Aw4GrJb0nO6ZyZ1IC/ReQH0l6HfAFSVtJ2gY4nVe26h4ntSB3lvRGSatl5ccAX5F0qKSNsvkrh1JcA9wN/CorfxdwDnBDRNxGedcAtwCXSPpgdozn9pK+k8Vez9XADvkCSZ8HtgP2i4jzgYuyeFfJVdsWWJqt06xtnCjNWiwi/gFsAzxIGmn6IGmgy/XAdhGxKFf9K8B84EbgfOAHQHduWS8AhwKfIw2IuTQr/yVwGDAZuAf4Han7kqy1uiupi/dGUoL7J7BnH19XkEa73khqDf4d+DVpsM2CglnPAHapJHlJbwVOACbn9qN+njToJ39Sgr2BX0VEN2ZtpJd7gMzM+oekC4E7ImJKg/XfANwPbBMRc3qrb9af3KI0s4Hw38BzTdQfR2pxOkla27lFaWZmVsAtSjMzswJOlGZmZgWcKM3MzAo4UZqZmRVwojQzMyvgRGlmZlbAidLMzKyAE6WZmVkBJ0ozM7MC/x9XjZqW8ndDyAAAAABJRU5ErkJggg==", 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oqChh48aNGqter1+/LgQFBQlWVlYCAFWfNf1MU1NThb59+wqNGzcWLC0thR49egg//fSTWp3qf5cnT55UK9f289JGqVQKrq6uGqtmq8//7rvvhPfee0+ws7MTpFKp0Lt3b+HUqVM62xTjypUrwrBhwwRra2uhUaNGQmBgoJCenq5Rz8XFReNnJAiPV3ebmJgIY8eO1dlPWVmZ0KhRI+GLL74wVOgNnkQQeKMNETUMX3zxBf7xj38gJydH9USolJQU9OnTBzt27MDbb79t5AhfXGxsLGbNmoXs7GyOKA2En1ESUYMxY8YMyOVyfP3118YOpVY8evQIn3/+OSIjI5kkDYiJkogaDJlMhu+++05t1e7LJDs7G2PGjMH7779v7FBeKpx6JSIi0oEjSiIiIh2YKImIiHRgoiQiItKhwT1woKqqCrm5ubCysjLYjcxERPS/RxAElJWVwcnJCSYmNY8bG1yizM3NhbOzs7HDICKieiI7O1vng/8bXKKsfkh3dnZ2nT3OjIiI6p/S0lI4OztrvLzhaQ0uUVZPt1pbWzNREhHRMz+G42IeIiIiHZgoiYiIdGCiJCIi0oGJkoiISAcmSiIiIh2YKImIiHRgoiQiItLB6IkyJiYGbm5ukMlk8PHxQWpqao11x48fD4lEorF5enrWYcRERNSQGPWBAwkJCZg9ezZiYmLQq1cvrF+/HsHBwbhw4QJat26tUX/VqlVYunSpav/Ro0fo3Lkz/va3v9Vl2ESkRVj8SWOHQA1I7PhuddaXUUeUK1asQFhYGMLDw+Hh4YGVK1fC2dkZa9eu1VpfLpejRYsWqu3UqVO4c+cOJkyYUMeRExFRQ2G0RFlZWYn09HQEBQWplQcFBSEtLU2vNmJjY9GvXz+4uLjUWKeiogKlpaVqGxERkb6MligLCwuhVCrh4OCgVu7g4ID8/Pxnnp+Xl4d9+/YhPDxcZ73o6GjI5XLVxjeHEBGRGEZfzPP0w2gFQdDrPZHx8fGwsbHBsGHDdNaLjIxESUmJasvOzn6RcImIqIEx2mIeW1tbmJqaaoweCwoKNEaZTxMEAXFxcQgNDYWFhYXOulKpFFKp9IXjJSKihsloI0oLCwv4+PggOTlZrTw5ORk9e/bUee7hw4dx5coVhIWF1WaIRERExr09JCIiAqGhofD19YWfnx82bNgAhUKBqVOnAng8bZqTk4PNmzernRcbG4vu3bvDy8vLGGETEVEDYtREGRISgqKiIixZsgR5eXnw8vJCUlKSahVrXl4eFAqF2jklJSXYuXMnVq1aZYyQiYiogZEIgiAYO4i6VFpaCrlcjpKSElhbWxs7HKKXBh84QHXJEA8c0DcfGH3VKxERUX3GRElERKQDEyUREZEOTJREREQ6MFESERHpwERJRESkAxMlERGRDkyUREREOjBREhER6cBESUREpAMTJRERkQ5MlERERDowURIREekg6jVbgiDg8OHDSE1NxfXr13H//n3Y2dnB29sb/fr1g7Ozc23FSUREZBR6jSjLy8vx2WefwdnZGcHBwdi7dy/u3r0LU1NTXLlyBVFRUXBzc8PAgQNx/Pjx2o6ZiIiozug1omzXrh26d++OdevWYcCAATA3N9eoc+PGDWzduhUhISGYP38+Jk2aZPBgiYiI6ppeiXLfvn3w8vLSWcfFxQWRkZF4//33cePGDYMER0REZGx6Tb0+K0k+ycLCAn/5y1+eOyAiIqL6RPSq1wULFkCpVGqUl5SUYNSoUQYJioiIqL4QnSg3b96MXr164erVq6qylJQUdOzYEdevXzdkbEREREYnOlGePXsWrq6u6NKlC7755ht8+OGHCAoKwvjx43H06FHRAcTExMDNzQ0ymQw+Pj5ITU3VWb+iogLz5s2Di4sLpFIp2rRpg7i4ONH9EhER6UPUfZQAIJfLsX37dsybNw9TpkyBmZkZ9u3bh8DAQNGdJyQkYPbs2YiJiUGvXr2wfv16BAcH48KFC2jdurXWc0aMGIFbt24hNjYWbdu2RUFBAR49eiS6byIiIn1IBEEQxJ60Zs0afPTRRxg+fDjS09NhamqKrVu3onPnzqLa6d69O7p27Yq1a9eqyjw8PDBs2DBER0dr1N+/fz9GjhyJa9euoVmzZmLDBgCUlpZCLpejpKQE1tbWz9UGEWkKiz9p7BCoAYkd3+2F29A3H4ieeg0ODsbixYuxefNmbNmyBRkZGXjttdfQo0cPLFu2TO92KisrkZ6ejqCgILXyoKAgpKWlaT1n9+7d8PX1xbJly9CyZUu0a9cOH3zwAcrLy2vsp6KiAqWlpWobERGRvkRPvT569Ahnz56Fk5MTAMDS0hJr167FG2+8gfDwcMydO1evdgoLC6FUKuHg4KBW7uDggPz8fK3nXLt2DUePHoVMJsOuXbtQWFiI6dOno7i4uMbPKaOjo7F48WIRV0hERPT/iR5RJicnq5LkkwYNGoRz586JDkAikajtC4KgUVatqqoKEokEW7ZswauvvoqBAwdixYoViI+Pr3FUGRkZiZKSEtWWnZ0tOkYiImq4RI8odbG1tRVV19TUVGP0WFBQoDHKrObo6IiWLVtCLperyjw8PCAIAm7evKn1QQdSqRRSqVTvuIiIiJ70XK/ZGjRoEPLy8jS+FsPCwgI+Pj5ITk5WK09OTkbPnj21ntOrVy/k5ubizz//VJVdunQJJiYmaNWqlegYiIiInuW5EuWRI0dUU51Pfi1WREQENm7ciLi4OGRmZmLOnDlQKBSYOnUqgMfTpmPHjlXVHz16NJo3b44JEybgwoULOHLkCD788ENMnDgRlpaWzxUDERGRLgadehUrJCQERUVFWLJkCfLy8uDl5YWkpCS4uLgAAPLy8qBQKFT1mzRpguTkZMycORO+vr5o3rw5RowYgU8//dRYl0BERC85oyZKAJg+fTqmT5+u9Vh8fLxGmbu7u8Z0LRERUW15rqlXIiKihoKJkoiISAcmSiIiIh2eK1E++UCAmh4OQERE9DJ4rkT55HPUn+OZ6kRERP8znmvVa1lZmdaviYiIXjb8jJKIiEgHvRPlwoULdb4gWaFQoH///gYJioiIqL7QO1HGx8ejW7duWt8QsmHDBnh5ecHMzOjPLyAiIjIovRPl+fPn0bFjR3Tr1g3R0dGoqqqCQqFAv379MHfuXKxYsQL79u2rzViJiIjqnN5DQGtra2zevBlvvfUWpkyZgoSEBGRlZcHPzw/nzp2Ds7NzbcZJRERkFKIX83Tv3h0dO3bE2bNnUVVVhblz5zJJEhHRS0tUoty2bRs8PT1RVVWFzMxMTJs2DcHBwZg1a9Zzv2qLiIioPtM7Ub799tuYPHkyFi1ahIMHD6J9+/ZYtmwZUlJSsH//fnTu3BnHjh2rzViJiIjqnN6fUebl5SEjIwNt27ZVK/fz88Nvv/2Gjz76CP7+/qisrDR4kERERMaid6JMTU2FiYn2AahMJsOqVavw1ltvGSwwIiKi+kDvqdeakuSTXnvttRcKhoiIqL7RK1FOnToV2dnZejWYkJCALVu2vFBQRERE9YVeU692dnbw8vJCz549MWTIEPj6+sLJyQkymQx37tzBhQsXcPToUWzfvh0tW7bEhg0bajtuIiKiOqFXovz73/+OmTNnIjY2FuvWrcP58+fVjltZWaFfv37YuHEjgoKCaiVQIiIiY9D7M0p7e3tERkbit99+Q1FREU6fPo3//ve/uHjxIu7cuYMffvjhuZJkTEwM3NzcIJPJ4OPjg9TU1BrrpqSkQCKRaGx//PGH6H6JiIj08VxPMbexsYGNjc0Ld56QkIDZs2cjJiYGvXr1wvr16xEcHIwLFy6gdevWNZ538eJFWFtbq/bt7OxeOBYiIiJtnitR3rlzB7GxscjMzIREIoG7uzsmTpyIZs2aiWpnxYoVCAsLQ3h4OABg5cqVOHDgANauXYvo6Ogaz7O3tzdIoiYiInoW0c96PXz4MNzc3LB69WrcuXMHxcXFWLNmDdzc3HD48GG926msrER6errGdG1QUBDS0tJ0nuvt7Q1HR0cEBgbi0KFDOutWVFSgtLRUbSMiItKX6EQ5Y8YMjBgxAllZWUhMTERiYiKuXbuGkSNHYsaMGXq3U1hYCKVSCQcHB7VyBwcH5Ofnaz3H0dERGzZswM6dO5GYmIj27dsjMDAQR44cqbGf6OhoyOVy1cYHuBMRkRiip16vXr2KnTt3wtTUVFVmamqKiIgIbN68WXQAEolEbV8QBI2yau3bt0f79u1V+35+fsjOzsby5ctrfNhBZGQkIiIiVPulpaVMlkREpDfRI8quXbsiMzNTozwzMxNdunTRux1bW1uYmppqjB4LCgo0Rpm69OjRA5cvX67xuFQqhbW1tdpGRESkL9Ejyvfeew+zZs3ClStX0KNHDwDA8ePH8fXXX2Pp0qU4e/asqm6nTp1qbMfCwgI+Pj5ITk7G8OHDVeXJyckYOnSo3vFkZGTA0dFR7GUQERHpRXSiHDVqFABg7ty5Wo9JJBLV9KlSqdTZVkREBEJDQ+Hr6ws/Pz9s2LABCoUCU6dOBfB42jQnJ0c1pbty5Uq4urrC09MTlZWV+P7777Fz507s3LlT7GUQERHpRXSizMrKMljnISEhKCoqwpIlS5CXlwcvLy8kJSXBxcUFwONXeykUClX9yspKfPDBB8jJyYGlpSU8PT2xd+9eDBw40GAxERERPUkiCIJg7CDqUmlpKeRyOUpKSvh5JZEBhcWfNHYI1IDEju/2wm3omw9EL+YhIiJqSJgoiYiIdGCiJCIi0oGJkoiISAfRiTI7Oxs3b95U7Z84cQKzZ8/my5qJiOilJDpRjh49WvUg8vz8fPTv3x8nTpzAJ598giVLlhg8QCIiImMSnSjPnz+PV199FQDwr3/9C15eXkhLS8PWrVsRHx9v6PiIiIiMSnSifPjwIaRSKQDgl19+wZAhQwAA7u7uyMvLM2x0RERERiY6UXp6emLdunVITU1FcnIyXn/9dQBAbm4umjdvbvAAiYiIjEl0ovz888+xfv16BAQEYNSoUejcuTMAYPfu3aopWSIiopeF6Ge9BgQEoLCwEKWlpWjatKmqfPLkyWjUqJFBgyMiIjI20SPK8vJyVFRUqJLkjRs3sHLlSly8eBH29vYGD5CIiMiYRCfKoUOHql57dffuXXTv3h1ffPEFhg0bhrVr1xo8QCIiImMSnShPnz6N3r17AwB++OEHODg44MaNG9i8eTNWr15t8ACJiIiMSXSivH//PqysrAAAP//8M958802YmJigR48euHHjhsEDJCIiMibRibJt27b48ccfkZ2djQMHDiAoKAgAUFBQwPc7EhHRS0d0oly4cCE++OADuLq6onv37vDz8wPweHTp7e1t8ACJiIiMSfTtIW+//Tb++te/Ii8vT3UPJQAEBgZi+PDhBg2OiIjI2EQnSgBo0aIFWrRooVbGhw0QEdHL6LkS5cmTJ7Fjxw4oFApUVlaqHUtMTDRIYERERPWB6M8ot2/fjl69euHChQvYtWsXHj58iAsXLuA///kP5HK56ABiYmLg5uYGmUwGHx8fpKam6nXef//7X5iZmaFLly6i+yQiItKX6ET52Wef4csvv8SePXtgYWGBVatWITMzEyNGjEDr1q1FtZWQkIDZs2dj3rx5yMjIQO/evREcHAyFQqHzvJKSEowdOxaBgYFiwyciIhJFdKK8evUqBg0aBACQSqW4d+8eJBIJ5syZgw0bNohqa8WKFQgLC0N4eDg8PDywcuVKODs7P/MJP1OmTMHo0aNVK26JiIhqi+hE2axZM5SVlQEAWrZsifPnzwN4/Di7+/fv691OZWUl0tPTVfdhVgsKCkJaWlqN523atAlXr15FVFSUXv1UVFSgtLRUbSMiItKX6ETZu3dvJCcnAwBGjBiBWbNmYdKkSRg1apSoqdDCwkIolUo4ODiolTs4OCA/P1/rOZcvX8bHH3+MLVu2wMxMv3VI0dHRkMvlqs3Z2VnvGImIiESvev3qq6/w4MEDAEBkZCTMzc1x9OhRvPnmm1iwYIHoACQSidq+IAgaZQCgVCoxevRoLF68GO3atdO7/cjISERERKj2S0tLmSyJiEhvohNls2bNVF+bmJhg7ty5mDt3ruiObW1tYWpqqjF6LCgo0BhlAkBZWRlOnTqFjIwMvPvuuwCAqqoqCIIAMzMz/Pzzz+jbt6/GeVKpFFKpVHR8REREwHNMvRqKhYUFfHx8VNO41ZKTk9GzZ0+N+tbW1jh37hzOnDmj2qZOnYr27dvjzJkz6N69e12FTkREDYjeI0pTU1O96imVSr07j4iIQGhoKHx9feHn54cNGzZAoVBg6tSpAB5Pm+bk5GDz5s0wMTGBl5eX2vn29vaQyWQa5URERIaid6IUBAEuLi4YN26cwR5+HhISgqKiIixZsgR5eXnw8vJCUlISXFxcAAB5eXnPvKeSiIioNkkEQRD0qXjy5EnExcVh+/btcHNzw8SJE/HOO++gadOmtR2jQZWWlkIul6OkpISvBSMyoLD4k8YOgRqQ2PHdXrgNffOB3p9RduvWDWvXrkVeXh4iIiKwa9cutGrVCiNHjtT4nJGIiOhlIXoxj0wmw5gxY3Dw4EGcP38eBQUFeP3111FcXFwb8RERERnVc7095ObNm4iPj0d8fDzKy8vx4YcfchqTiIheSnonysrKSuzatQuxsbFITU1FcHAwVq5ciYEDB8LExGh3mRAREdUqvROlo6MjrKysMG7cOMTExMDe3h4A8Oeff6rV48iSiIheJnonyjt37uDOnTv4+9//jk8//VTjePWj58TcR0lERFTf6Z0oDx06VJtxEBER1Ut6J0p/f//ajIOIiKhe4iocIiIiHZgoiYiIdGCiJCIi0oGJkoiISAfRiTI+Ph7379+vjViIiIjqHdGJMjIyEi1atEBYWBjS0tJqIyYiIqJ6Q3SivHnzJr7//nvcuXMHffr0gbu7Oz7//HPk5+fXRnxERERGJTpRmpqaYsiQIUhMTER2djYmT56MLVu2oHXr1hgyZAj+/e9/o6qqqjZiJSIiqnMvtJjH3t4evXr1gp+fH0xMTHDu3DmMHz8ebdq0QUpKioFCJCIiMp7nSpS3bt3C8uXL4enpiYCAAJSWlmLPnj3IyspCbm4u3nzzTYwbN87QsRIREdU50e+jHDx4MA4cOIB27dph0qRJGDt2LJo1a6Y6bmlpiffffx9ffvmlQQMlIiIyBtGJ0t7eHocPH4afn1+NdRwdHZGVlfVCgREREdUHoqde/f390bVrV43yyspKbN68GQAgkUjg4uKiV3sxMTFwc3ODTCaDj48PUlNTa6x79OhR9OrVC82bN4elpSXc3d05ciUiololOlFOmDABJSUlGuVlZWWYMGGCqLYSEhIwe/ZszJs3DxkZGejduzeCg4OhUCi01m/cuDHeffddHDlyBJmZmZg/fz7mz5+PDRs2iL0MIiIivYhOlNUvaH7azZs3IZfLRbW1YsUKhIWFITw8HB4eHli5ciWcnZ2xdu1arfW9vb0xatQoeHp6wtXVFWPGjMGAAQN0jkKJiIhehN6fUXp7e0MikUAikSAwMBBmZv//VKVSiaysLLz++ut6d1xZWYn09HR8/PHHauVBQUF6P/EnIyMDaWlp+PTTT2usU1FRgYqKCtV+aWmp3jESERHpnSiHDRsGADhz5gwGDBiAJk2aqI5ZWFjA1dUVb731lt4dFxYWQqlUwsHBQa3cwcHhmU/5adWqFW7fvo1Hjx5h0aJFCA8Pr7FudHQ0Fi9erHdcRERET9I7UUZFRQEAXF1dERISAplMZpAAnp7GrWlq90mpqan4888/cfz4cXz88cdo27YtRo0apbVuZGQkIiIiVPulpaVwdnZ+8cCJiKhBEH17iKEeJGBrawtTU1ON0WNBQYHGKPNpbm5uAICOHTvi1q1bWLRoUY2JUiqVQiqVGiRmIiJqePRKlM2aNcOlS5dga2uLpk2b6hzxFRcX69WxhYUFfHx8kJycjOHDh6vKk5OTMXToUL3aAB6PQJ/8DLIuhcWfNEq/1HDFju9m7BCIGhy9EuWXX34JKysr1dfPmhrVV0REBEJDQ+Hr6ws/Pz9s2LABCoUCU6dOBfB42jQnJ0d1f+bXX3+N1q1bw93dHcDj+yqXL1+OmTNnGiQeIiKip+mVKJ+cbh0/frzBOg8JCUFRURGWLFmCvLw8eHl5ISkpSfWwgry8PLV7KquqqhAZGYmsrCyYmZmhTZs2WLp0KaZMmWKwmIiIiJ4kEQRBeFYlMbdUWFtbv1BAta20tBRyuRwlJSUvHCunXqmu1eepV/4+UF0yxO+CvvlArxGljY3NM6dbq1erKpVKcZESERHVY3olykOHDtV2HERERPWSXonS39+/tuMgIiKql/RKlGfPnoWXlxdMTExw9uxZnXU7depkkMCIiIjqA70SZZcuXZCfnw97e3t06dIFEokE2tYA8TNKIiJ62eiVKLOysmBnZ6f6moiIqKHQK1E++RJmfV/ITERE9DIQ/axXALh48SLWrFmDzMxMSCQSuLu7Y+bMmWjfvr2h4yMiIjIq0S9u/uGHH+Dl5YX09HR07twZnTp1wunTp+Hl5YUdO3bURoxERERGI3pEOXfuXERGRmLJkiVq5VFRUfjoo4/wt7/9zWDBERERGZvoEWV+fj7Gjh2rUT5mzJhnvnCZiIjof43oRBkQEIDU1FSN8qNHj6J3794GCYqIiKi+0Gvqdffu3aqvhwwZgo8++gjp6eno0aMHAOD48ePYsWMHFi9eXDtREhERGYlebw8xMdFv4Pm/8MABvj2E/pfx7SFEj9W7t4dUVVW9cEBERET/i0R/RklERNSQPNcDB+7du4fDhw9DoVCgsrJS7dh7771nkMCIiIjqA9GJMiMjAwMHDsT9+/dx7949NGvWDIWFhWjUqBHs7e2ZKImI6KUieup1zpw5GDx4MIqLi2FpaYnjx4/jxo0b8PHxwfLly2sjRiIiIqMRnSjPnDmD999/H6ampjA1NUVFRQWcnZ2xbNkyfPLJJ7URIxERkdGITpTm5uaQSCQAAAcHBygUCgCAXC5XfS1GTEwM3NzcIJPJ4OPjo/VhBtUSExPRv39/2NnZwdraGn5+fjhw4IDoPomIiPQlOlF6e3vj1KlTAIA+ffpg4cKF2LJlC2bPno2OHTuKaishIQGzZ8/GvHnzkJGRgd69eyM4OLjGhHvkyBH0798fSUlJSE9PR58+fTB48GBkZGSIvQwiIiK96PXAgSedOnUKZWVl6NOnD27fvo1x48bh6NGjaNu2LTZt2oTOnTvr3Vb37t3RtWtXrF27VlXm4eGBYcOGITo6Wq82PD09ERISgoULF+pVnw8coP9lfOAA0WP17oEDT/L19VV9bWdnh6SkpOcKsLKyEunp6fj444/VyoOCgpCWlqZXG1VVVSgrK0OzZs1qrFNRUYGKigrVfmlp6XPFS0REDdNzP3CgoKAAqampOHr0KG7fvi36/MLCQiiVSjg4OKiVOzg46P0Wki+++AL37t3DiBEjaqwTHR0NuVyu2pydnUXHSkREDZfoRFlaWorQ0FC0bNkS/v7+eO211+Dk5IQxY8agpKREdADVC4OqCYKgUabNtm3bsGjRIiQkJMDe3r7GepGRkSgpKVFt2dnZomMkIqKGS3SiDA8Px6+//oo9e/bg7t27KCkpwZ49e3Dq1ClMmjRJ73ZsbW1hamqqMXosKCjQGGU+LSEhAWFhYfjXv/6Ffv366awrlUphbW2tthEREelLdKLcu3cv4uLiMGDAAFhbW8PKygoDBgzAN998g7179+rdjoWFBXx8fJCcnKxWnpycjJ49e9Z43rZt2zB+/Hhs3boVgwYNEhs+ERGRKKIX8zRv3hxyuVyjXC6Xo2nTpqLaioiIQGhoKHx9feHn54cNGzZAoVBg6tSpAB5Pm+bk5GDz5s0AHifJsWPHYtWqVejRo4dqNGppaak1JiIiohclekQ5f/58REREIC8vT1WWn5+PDz/8EAsWLBDVVkhICFauXIklS5agS5cuOHLkCJKSkuDi4gIAyMvLU7uncv369Xj06BFmzJgBR0dH1TZr1iyxl0FERKQXvUaU3t7eagtsLl++DBcXF7Ru3RoAoFAoIJVKcfv2bUyZMkVUANOnT8f06dO1HouPj1fbT0lJEdU2ERHRi9IrUQ4bNqyWwyAiIqqf9EqUUVFRtR0HERFRvfRcL24GgPT0dGRmZkIikaBDhw7w9vY2ZFxERET1guhEWVBQgJEjRyIlJQU2NjYQBAElJSXo06cPtm/fDjs7u9qIk4iIyChEr3qdOXMmSktL8fvvv6O4uBh37tzB+fPnUVpaivfee682YiQiIjIa0SPK/fv345dffoGHh4eqrEOHDvj6668RFBRk0OCIiIiMTfSIsqqqCubm5hrl5ubmqKqqMkhQRERE9YXoRNm3b1/MmjULubm5qrKcnBzMmTMHgYGBBg2OiIjI2EQnyq+++gplZWVwdXVFmzZt0LZtW7i5uaGsrAxr1qypjRiJiIiMRvRnlM7Ozjh9+jSSk5Pxxx9/QBAEdOjQ4Zlv8SAiIvpfJCpRPnr0CDKZDGfOnEH//v3Rv3//2oqLiIioXhA19WpmZgYXFxcolcraioeIiKheea63h0RGRqK4uLg24iEiIqpXRH9GuXr1aly5cgVOTk5wcXFB48aN1Y6fPn3aYMEREREZm+hEOXToULVXbhEREb3MRCfKRYsW1UIYRERE9ZPen1Hev38fM2bMQMuWLWFvb4/Ro0ejsLCwNmMjIiIyOr0TZVRUFOLj4zFo0CCMHDkSycnJmDZtWm3GRkREZHR6T70mJiYiNjYWI0eOBACMGTMGvXr1glKphKmpaa0FSEREZEx6jyizs7PRu3dv1f6rr74KMzMztWe+EhERvWz0TpRKpRIWFhZqZWZmZnj06NELBRATEwM3NzfIZDL4+PggNTW1xrp5eXkYPXo02rdvDxMTE8yePfuF+iYiInoWvadeBUHA+PHjIZVKVWUPHjzA1KlT1e6lTExM1LvzhIQEzJ49GzExMejVqxfWr1+P4OBgXLhwAa1bt9aoX1FRATs7O8ybNw9ffvml3v0QERE9L70T5bhx4zTKxowZ80Kdr1ixAmFhYQgPDwcArFy5EgcOHMDatWsRHR2tUd/V1RWrVq0CAMTFxb1Q30RERPrQO1Fu2rTJoB1XVlYiPT0dH3/8sVp5UFAQ0tLSDNZPRUUFKioqVPulpaUGa5uIiF5+op/1aiiFhYVQKpVwcHBQK3dwcEB+fr7B+omOjoZcLldtzs7OBmubiIhefkZLlNWefhyeIAgGfUReZGQkSkpKVFt2drbB2iYiopef6EfYGYqtrS1MTU01Ro8FBQUao8wXIZVK1RYgERERiWG0EaWFhQV8fHyQnJysVp6cnIyePXsaKSoiIiJ1RhtRAkBERARCQ0Ph6+sLPz8/bNiwAQqFAlOnTgXweNo0JycHmzdvVp1z5swZAMCff/6J27dv48yZM7CwsECHDh2McQlERPSSM2qiDAkJQVFREZYsWYK8vDx4eXkhKSkJLi4uAB4/YEChUKid4+3trfo6PT0dW7duhYuLC65fv16XoRMRUQNh1EQJANOnT8f06dO1HouPj9coEwShliMiIiL6/4y+6pWIiKg+Y6IkIiLSgYmSiIhIByZKIiIiHZgoiYiIdGCiJCIi0oGJkoiISAcmSiIiIh2YKImIiHRgoiQiItKBiZKIiEgHJkoiIiIdmCiJiIh0YKIkIiLSgYmSiIhIByZKIiIiHZgoiYiIdGCiJCIi0oGJkoiISAcmSiIiIh2MnihjYmLg5uYGmUwGHx8fpKam6qx/+PBh+Pj4QCaT4ZVXXsG6devqKFIiImqIjJooExISMHv2bMybNw8ZGRno3bs3goODoVAotNbPysrCwIED0bt3b2RkZOCTTz7Be++9h507d9Zx5ERE1FAYNVGuWLECYWFhCA8Ph4eHB1auXAlnZ2esXbtWa/1169ahdevWWLlyJTw8PBAeHo6JEydi+fLldRw5ERE1FGbG6riyshLp6en4+OOP1cqDgoKQlpam9Zxjx44hKChIrWzAgAGIjY3Fw4cPYW5urnFORUUFKioqVPslJSUAgNLS0he9BFSW//nCbRCJYYh/t7WFvw9Ulwzxu1DdhiAIOusZLVEWFhZCqVTCwcFBrdzBwQH5+flaz8nPz9da/9GjRygsLISjo6PGOdHR0Vi8eLFGubOz8wtET2Qc3083dgRE9YMhfxfKysogl8trPG60RFlNIpGo7QuCoFH2rPrayqtFRkYiIiJCtV9VVYXi4mI0b95cZz9UO0pLS+Hs7Izs7GxYW1sbOxwio+Lvg3EJgoCysjI4OTnprGe0RGlrawtTU1ON0WNBQYHGqLFaixYttNY3MzND8+bNtZ4jlUohlUrVymxsbJ4/cDIIa2tr/mEg+j/8fTAeXSPJakZbzGNhYQEfHx8kJyerlScnJ6Nnz55az/Hz89Oo//PPP8PX11fr55NEREQvyqirXiMiIrBx40bExcUhMzMTc+bMgUKhwNSpUwE8njYdO3asqv7UqVNx48YNREREIDMzE3FxcYiNjcUHH3xgrEsgIqKXnFE/owwJCUFRURGWLFmCvLw8eHl5ISkpCS4uLgCAvLw8tXsq3dzckJSUhDlz5uDrr7+Gk5MTVq9ejbfeestYl0AiSaVSREVFaUyHEzVE/H343yARnrUuloiIqAEz+iPsiIiI6jMmSiIiIh2YKImIiHRgoiQiItKBiZLqlNjXqhG9jI4cOYLBgwfDyckJEokEP/74o7FDIh2YKKnOiH2tGtHL6t69e+jcuTO++uorY4dCeuDtIVRnunfvjq5du6q9Rs3DwwPDhg1DdHS0ESMjMh6JRIJdu3Zh2LBhxg6FasARJdWJ6teqPf2aNF2vVSMiqg+YKKlOPM9r1YiI6gMmSqpTYl+rRkRkbEyUVCee57VqRET1ARMl1Ynnea0aEVF9YNS3h1DDEhERgdDQUPj6+sLPzw8bNmxQe60aUUPx559/4sqVK6r9rKwsnDlzBs2aNUPr1q2NGBlpw9tDqE7FxMRg2bJlqteqffnll3jttdeMHRZRnUpJSUGfPn00yseNG4f4+Pi6D4h0YqIkIiLSgZ9REhER6cBESUREpAMTJRERkQ5MlERERDowURIREenARElERKQDEyUREZEOTJREREQ6MFESUa2LjY3VeBepLnv27IG3tzeqqqpqMSoi/TBREtWC7OxshIWFwcnJCRYWFnBxccGsWbNQVFQkqp3r169DIpHgzJkztRNoHaioqMDChQuxYMECvc954403IJFIsHXr1lqMjEg/TJREBnbt2jX4+vri0qVL2LZtG65cuYJ169bh4MGD8PPzQ3FxsbFDrFM7d+5EkyZN0Lt3b1HnTZgwAWvWrKmlqIj0x0RJZGAzZsyAhYUFfv75Z/j7+6N169YIDg7GL7/8gpycHMybN09VVyKR4Mcff1Q738bGRvVgbDc3NwCAt7c3JBIJAgICVPXi4uLg6ekJqVQKR0dHvPvuu6pjCoUCQ4cORZMmTWBtbY0RI0bg1q1bquOLFi1Cly5dEBcXh9atW6NJkyaYNm0alEolli1bhhYtWsDe3h7/+Mc/1GIrKSnB5MmTYW9vD2tra/Tt2xe//fabzu/H9u3bMWTIENX+gwcP4OnpicmTJ6vKsrKyIJfL8c0336jKhgwZghMnTuDatWs62yeqbUyURAZUXFyMAwcOYPr06bC0tFQ71qJFC7zzzjtISEiAvu8iOHHiBADgl19+QV5eHhITEwEAa9euxYwZMzB58mScO3cOu3fvRtu2bQEAgiBg2LBhKC4uxuHDh5GcnIyrV68iJCREre2rV69i37592L9/P7Zt24a4uDgMGjQIN2/exOHDh/H5559j/vz5OH78uKrdQYMGIT8/H0lJSUhPT0fXrl0RGBioc5ScmpoKX19f1b5MJsOWLVvw7bff4scff4RSqURoaCj69OmDSZMmqeq5uLjA3t4eqampen2viGqNQEQGc/z4cQGAsGvXLq3HV6xYIQAQbt26JQiCoLWuXC4XNm3aJAiCIGRlZQkAhIyMDLU6Tk5Owrx587T28fPPPwumpqaCQqFQlf3+++8CAOHEiROCIAhCVFSU0KhRI6G0tFRVZ8CAAYKrq6ugVCpVZe3btxeio6MFQRCEgwcPCtbW1sKDBw/U+mvTpo2wfv16rbHcuXNHACAcOXJE49iyZcsEW1tbYebMmUKLFi2E27dva9Tx9vYWFi1apLVtorrCFzcT1SHh/0aSEonkudsoKChAbm4uAgMDtR7PzMyEs7MznJ2dVWUdOnSAjY0NMjMz0a1bNwCAq6srrKysVHUcHBxgamoKExMTtbKCggIAQHp6Ov788080b95crb/y8nJcvXpVayzl5eUAHo8in/b+++/j3//+N9asWYN9+/bB1tZWo46lpSXu37+vtW2iusJESWRAbdu2hUQiwYULFzBs2DCN43/88QeaNm2qSgoSiURjGvbhw4c6+3h6SvdpgiBoTcRPl5ubm6sdl0gkWsuqb9GoqqqCo6MjUlJSNNq2sbHRGkvz5s0hkUhw584djWMFBQW4ePEiTE1NcfnyZbz++usadYqLi2FnZ6e1baK6ws8oiQyoefPm6N+/P2JiYlSjqWr5+fnYsmULQkJCVAnLzs4OeXl5qjqXL19WG0FZWFgAAJRKparMysoKrq6uOHjwoNYYOnToAIVCgezsbFXZhQsXUFJSAg8Pj+e+tq5duyI/Px9mZmZo27at2qZtNFgdf4cOHXDhwgWNYxMnToSXlxc2b96MuXPnatR58OABrl69Cm9v7+eOmcgQmCiJDOyrr75CRUUFBgwYgCNHjiA7Oxv79+9H//790bJlS7WVpH379sVXX32F06dP49SpU5g6daraqM7e3h6WlpbYv38/bt26hZKSEgCPV61+8cUXWL16NS5fvozTp0+rbqXo168fOnXqhHfeeQenT5/GiRMnMHbsWPj7+6stqhGrX79+8PPzw7Bhw3DgwAFcv34daWlpmD9/Pk6dOlXjeQMGDMDRo0fVyr7++mscO3YMmzdvxujRo/H222/jnXfeQWVlparO8ePHIZVK4efn99wxExmEcT8iJXo5Xb9+XRg/frzQokULwdzcXHB2dhZmzpwpFBYWqtXLyckRgoKChMaNGwt/+ctfhKSkJLXFPIIgCN98843g7OwsmJiYCP7+/qrydevWCe3btxfMzc0FR0dHYebMmapjN27cEIYMGSI0btxYsLKyEv72t78J+fn5quNRUVFC586d1WIZN26cMHToULUyf39/YdasWar90tJSYebMmYKTk5Pqut555x21hUNPy8zMFCwtLYW7d++q7W/dulVVp6SkRHB1dRXmzp2rKps8ebIwZcqUGtslqisSQdBznToR0XMaMWIEvL29ERkZqVf927dvw93dHadOnVLdS0pkLJx6JaJa989//hNNmjTRu35WVhZiYmKYJKle4IiSiIhIB44oiYiIdGCiJCIi0oGJkoiISAcmSiIiIh2YKImIiHRgoiQiItKBiZKIiEgHJkoiIiIdmCiJiIh0+H/3RAyBv3BEAgAAAABJRU5ErkJggg==", + "image/png": 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -474,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -492,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -517,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -551,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -577,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -603,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -628,7 +629,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -657,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -679,17 +680,19 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -785,7 +788,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -802,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -820,7 +823,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -856,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -925,17 +928,19 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1042,17 +1049,19 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1102,19 +1111,20 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 28, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'dist' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[1], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m mu \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m \n\u001b[1;32m 2\u001b[0m sigma \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m \n\u001b[0;32m----> 4\u001b[0m normal \u001b[38;5;241m=\u001b[39m \u001b[43mdist\u001b[49m\u001b[38;5;241m.\u001b[39mNormal(loc\u001b[38;5;241m=\u001b[39mmu, scale\u001b[38;5;241m=\u001b[39msigma)\n\u001b[1;32m 5\u001b[0m samples \u001b[38;5;241m=\u001b[39m normal\u001b[38;5;241m.\u001b[39msample(key\u001b[38;5;241m=\u001b[39mrng, sample_shape\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10000\u001b[39m,))\n\u001b[1;32m 7\u001b[0m fig \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mfigure(dpi\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m, figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m5\u001b[39m, \u001b[38;5;241m3\u001b[39m))\n", - "\u001b[0;31mNameError\u001b[0m: name 'dist' is not defined" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -1146,7 +1156,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1160,7 +1170,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1238,185 +1248,11 @@ "**Group task:** Try to understand what this equation means. Discuss the following questions with your neighbors. \n", "\n", "1. If $\\rho = 0$, how does this two-dimensional case relate to the one-dimensional case above?\n", - "2. Now, think about what happens as $\\rho$ becomes larger? What if it becomes negative?" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "from matplotlib import gridspec\n", - "from scipy.stats import norm\n", - "\n", - "mu1 = -0.6 #@param {type:\"slider\", min:-5, max:5, step:0.1}\n", - "sigma1 = 1.2 #@param {type:\"slider\", min: 0.1, max:4, step:0.1}\n", - "mu2 = 1.4 #@param {type:\"slider\", min:-5, max:5, step:0.1}\n", - "sigma2 = 2.1 #@param {type:\"slider\", min: 0.1, max:4, step:0.1}\n", - "rho = 0 #@param {type:\"slider\", min: -1, max:1, step:0.1}\n", - "\n", - "mu = jnp.array([mu1, mu2])\n", - "Sigma = jnp.array([[sigma1**2, rho*sigma1*sigma2],[rho*sigma2*sigma1, sigma2**2]])\n", - "\n", - "fig = plt.figure(figsize=(10, 5))\n", - "\n", - "ax1 = fig.add_subplot(121, projection='3d')\n", - "\n", - "X1 = jnp.arange(-5, 5, 0.25)\n", - "X2 = jnp.arange(-5, 5, 0.25)\n", - "X1, X2 = jnp.meshgrid(X1, X2)\n", - "Xs = jnp.concatenate(\n", - " [X1.reshape(-1, 1), X2.reshape(-1, 1)], axis=1\n", - ")\n", - "Z = jax.vmap(\n", - " lambda x: jnp.exp(dist.MultivariateNormal(mu, Sigma).log_prob(x))\n", - ")(Xs).reshape(X1.shape)\n", - "\n", - "from matplotlib import cm\n", - "ax1.plot_surface(X1, X2, Z, cmap=cm.coolwarm,\n", - " linewidth=0, alpha=0.4, antialiased=False)\n", - "ax1.set_title('3D surface plot')\n", - "\n", - "\n", - "ax2 = fig.add_subplot(122)\n", - "ax2.contourf(X1, X2, Z, cmap=cm.coolwarm,\n", - " alpha=0.4, antialiased=False)\n", - "ax2.set_title('2D contour plot')\n", + "2. Now, think about what happens as $\\rho$ becomes larger? What if it becomes negative?\n", "\n", - "\n", - "ax2.grid(alpha=0.3)\n", - "plt.show()" + "We will come back to this distribution later in the course." ] }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "# @title Helper Functions. (Run Cell)\n", - "\n", - "def Gaussian_conditional(mean, cov, x=None,y=None):\n", - " assert not (x is None and y is None) and not (x is not None and y is not None)\n", - " if x is not None:\n", - " var = cov[1,1] - cov[1,0] * cov[0,0] ** (-1) * cov[0,1]\n", - " mu = mean[1] + cov[1,0] * cov[0,0] ** (-1) * (x - mean[0])\n", - " else:\n", - " var = cov[0,0] - cov[0,1] * cov[1,1] ** (-1) * cov[1,0]\n", - " mu = mean[0] + cov[0,1] * cov[1,1] ** (-1) * (y - mean[1])\n", - " return mu, var**0.5\n", - "\n", - "def plot_log_gaussian_ellipse(ax, mean, cov, color='b', alpha=1, lw=1, label=None, MAP_size=5, std_levels=[1, 2, 4, 6]):\n", - "\n", - " eigenvalues, eigenvectors = jnp.linalg.eigh(cov)\n", - " theta = jnp.linspace(0, 2*jnp.pi, 1200);\n", - " std_ellipsis = (jnp.sqrt(eigenvalues[None,:]) * eigenvectors) @ jnp.stack([jnp.sin(theta), jnp.cos(theta)])\n", - "\n", - " artists = []\n", - "\n", - " for level in std_levels:\n", - " artists.append(ax.plot(mean[0] + level*std_ellipsis[0,:],\n", - " mean[1] + level*std_ellipsis[1,:], c=color,\n", - " alpha=alpha, lw=lw))\n", - "\n", - " artists.append(ax.scatter([mean[0]], [mean[1]], MAP_size, color=color,\n", - " label=label, alpha=alpha, marker='x'))\n", - "\n", - " return artists" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "from matplotlib import gridspec\n", - "from scipy.stats import norm\n", - "\n", - "μ1 = 0.7 #@param {type:\"slider\", min:-5, max:5, step:0.1}\n", - "σ1 = 1.8 #@param {type:\"slider\", min: 0.1, max:4, step:0.1}\n", - "μ2 = 1.6 #@param {type:\"slider\", min:-5, max:5, step:0.1}\n", - "σ2 = 1.7 #@param {type:\"slider\", min: 0.1, max:4, step:0.1}\n", - "ρ = 0.529 #@param {type:\"slider\", min: -0.999, max:0.999, step:0.001}\n", - "x1 = -0.4 #@param {type:\"slider\", min:-5, max:5, step:0.1}\n", - "x2 = 2.2 #@param {type:\"slider\", min:-5, max:5, step:0.1}\n", - "\n", - "μ = jnp.array([μ1, μ2])\n", - "Σ = jnp.array([[σ1**2, ρ*σ1*σ2],[ρ*σ2*σ1, σ2**2]])\n", - "\n", - "cond_μ_x1, cond_σ_x1 = Gaussian_conditional(μ, Σ, x=None, y=x2)\n", - "cond_μ_x2, cond_σ_x2 = Gaussian_conditional(μ, Σ, x=x1, y=None)\n", - "\n", - "xrange = jnp.linspace(-10, 10, 300)\n", - "density_x1 = norm.pdf(xrange, μ1, σ1)\n", - "density_x2 = norm.pdf(xrange, μ2, σ2)\n", - "\n", - "cond_density_x1 = norm.pdf(xrange, cond_μ_x1, cond_σ_x1)\n", - "cond_density_x2 = norm.pdf(xrange, cond_μ_x2, cond_σ_x2)\n", - "\n", - "plt.figure(dpi=140)\n", - "gs = gridspec.GridSpec(2, 2, width_ratios=[1,3], height_ratios=[3,1])\n", - "ax = plt.subplot(gs[0,1])\n", - "axl = plt.subplot(gs[0,0], sharey=ax)\n", - "axb = plt.subplot(gs[1,1], sharex=ax)\n", - "\n", - "plot_log_gaussian_ellipse(ax, μ, Σ, color='C0', alpha=1, lw=1, label=None, MAP_size=5, std_levels=[0.7, 1.5, 2.3])\n", - "ax.set_title('joint distribution $p(X_1, X_2)$')\n", - "ax.axvline(x1, lw=1, c='C1')\n", - "ax.axhline(x2, lw=1, c='C2')\n", - "\n", - "axb.plot(xrange, density_x1, c='C0', lw=1, label='marginal $p(X_1=x_1)$')\n", - "axb.plot(xrange, cond_density_x1, '--', c='C2', lw=1, label=f'conditional $p(X_1=x_1 | X_2={x2})$')\n", - "axb.set_xlabel('$X_1$')\n", - "axb.set_xlim([-3,4])\n", - "axb.legend(bbox_to_anchor=[0.5, -1.1],\n", - " loc='center')\n", - "\n", - "axl.plot(density_x2, xrange, c='C0', lw=1, label='marginal $p(X_2 = x_2)$')\n", - "axl.plot(cond_density_x2, xrange, '--', c='C1', lw=1, label=f'conditional $p(X_2 = x_2 | X_1={x1})$')\n", - "axl.set_ylabel('$X_2$')\n", - "axl.set_ylim([-1.5,7.5])\n", - "axl.invert_xaxis()\n", - "axl.legend(bbox_to_anchor=[-0.15, -0.3],\n", - " loc='center')\n", - "\n", - "ax.grid(alpha=0.3)\n", - "axl.grid(alpha=0.3)\n", - "axb.grid(alpha=0.3)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -1430,7 +1266,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1464,7 +1300,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1472,7 +1308,13 @@ "output_type": "stream", "text": [ "event_shape = ()\n", - "batch_shape = (2,)\n", + "batch_shape = (2,)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "[p(X_1 = 1.0), p(X_2 = 2.0)] = [0.24197073 0.17603266]\n", "p(X_1 = 1.0, X_2 = 2.0) = 0.042594753205776215\n" ] @@ -1501,7 +1343,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 33, "metadata": {}, "outputs": [ { diff --git a/999_acknowledgements.md b/999_acknowledgements.md index 9cd1203..840779f 100644 --- a/999_acknowledgements.md +++ b/999_acknowledgements.md @@ -1,9 +1,9 @@ # Acknowledgements and links -- AIMS and Ulrich for the invitation +- AIMS and Ulrich personally for the invitation - Kira and James for writing together the DLI-23 practical -- 2021 Statistical Rethinking (with Numpyro) reading group at Imperial: Swapnil, Iwona, Tim (Theo? Giovanni?) -- Stan ODE co-authors +- 2021 Statistical Rethinking (with Numpyro) reading group at Imperial: Swapnil, Iwona, Tim, Theo? Giovanni +- Stan-ODE paper co-authors - Lorenzo Ciardo for telling me about the Buffon's needle problem - Richard McEarlth for posting the prior-likelihood conflict example: https://twitter.com/rlmcelreath/status/1701165075493470644 -- Darren Wilkinson for GP visualisation idea +- Darren Wilkinson for the brilliant GP visualisation idea which he's been presenting for years at GPSS