diff --git a/03-Gaussians.ipynb b/03-Gaussians.ipynb index 9bf1e30..ad8e8a8 100644 --- a/03-Gaussians.ipynb +++ b/03-Gaussians.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -255,7 +255,7 @@ "" ] }, - "execution_count": 1, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -373,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 37, "metadata": { "scrolled": true }, @@ -405,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -462,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -480,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -531,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -570,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -600,16 +600,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 43, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -635,14 +635,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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kJSIiiaGkJSIiiaGkJSIiiaGkJSIiiaGkJVl04lhEKpWSloiIJIaSloiIJIaSloiIJEbBO2KYWT9gKvBxYCTB7ZZeBh5x91fiD09EROSAvEnLzK4HzgH+H/A0sBHoB3wI+G6Y0K5195fiD1NERKTwntaz7n59nrKbzGwY8IHuD0lERCS3vEnL3R8pVNHdNxLsfYmIiJRF0bu8m1kr8A/A6HB6A9zdj4s5NhERkQ5KeTTJr4CvA8uA9+MNR0REJL9SktYmd18QeyQiIiJFlJK0rjOznwOLgN3pke4+P7aoREREciglaV0KjAN6c+DwoANKWiIiUlalJK0J7n5s7JGIiIgUUcptnJ4ys/GxRyIiIlJEKXtapwAXm9mfCc5p6ZJ3ERHpEaUkrTNjj0JERKQEhe49ONDdt7v72mLTxBOaiIhIR4XOaf3WzP6PmZ1qZvXpkWZ2pJl9wcx+h/bCRESkjArde3CKmZ0NXAFMNrMhwD7gNeAR4GJ3/2t5whQRESlyTsvdFwILyxSLiIhIQXpysYiIJIaSloiIJIaSloiIJEbRpGVm95QyTkREJG6l7GkdHR0ws17AxHjCERERyS9v0jKzOWa2DTjOzN4N/7YBG4Hfli1CERGRUN6k5e5z3X0Q8AN3Hxz+DXL3Q919ThljFBERAUq496C7zzGzUcDo6PTu/nicgYmIiGQqmrTM7LvATGA5sD8c7YCSloiIlFUpd3k/H/iwu++OOxgREZFCSrl6cA3QO+5AREREiin0aJKfEBwG3Am8YGaLCB4CCYC7X1VoxmZ2BzAV2Ojux+QoN+BHwNnhMi5x9+e6shIiIlIbCh0ebAv/LwUWdGHedwK3AHfnKT8LaAn/PgrcGv4XERHJqdCjSe46mBm7++Nm1lxgkvOAu93dgafMrNHMRrj7hmLzbmtr6/JwXNP2VF0tp3pjVFuoLap9OS0tLXRWKVcPLiM4TBiVItgT+9/u/nanlxoYBbwZGV4XjiuatEREpDZZsKNTYAKz7xNc6v7P4aiZgBEkrlPc/ZwCdZuBh/Oc03oEmOvuT4bDi4BvuPvS6HSpVKo9wMbGRgDSMQenxUobjmvanqqr5VRvjGoLtUUtLAcglUqR1tDQYJSglEveJ7v75MjwMjP7k7tPNrPZpSwkj3XAEZHhw4H1BzE/ERGpcqVc8j7QzNovkDCzScDAcHDfQSx7AXCRBU4CUqWczxIRkdpVyp7WZcAdZjaQ4LDgu8BlZlYPzM1XyczuA04DmsxsHXAd4e+93P02YCHB5e6rCC55v7TrqyEiIrWglHsPPgsca2YNBOfAtkaKf1Og3qwi83XgK6UGKiIiUujHxbPd/V4z+28Z4wFw95tijk1ERKSDQnta9eH/QeUIREREpJhCPy6eF/6/oXzhiIiI5Ff06kEz+5CZLTKzl8Ph48zsf8YfmoiISEelXPL+M2AOsBfA3V8i+IGxiIhIWZWStAa4+zMZ4w7m91kiIiJdUkrS2mxmYwnvP2hm09D9AUVEpAeU8uPirwC3A+PM7C3gz8DB3L5JRESkS0r5cfEa4IzwDhiHuPu2+MMSERHJVsqjSfoCnwGagbrIj4tvjDUyERGRDKUcHvwtwWNIlgK74w1HREQkv1KS1uHufmbskYiIiBRRytWD/2lmx8YeiYiISBGFbpi7jOAy9zrgUjNbQ3B40Ahu0n5ceUIUEREJFDo8OLVsUYiIiJSg0A1z15YzEBERkWJKOaclIiJSEZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMZS0REQkMWJNWmZ2ppm9ZmarzOybOcovMbNNZvZC+HdZnPGIiEiy1cU1YzPrBfwU+C/AOuBZM1vg7sszJr3f3a+MKw4REakesSUtYBKwyt3XAJjZr4HzgMyk1WltbW1dHo5r2p6qq+VUb4xqC7VFtS+npaWFzorz8OAo4M3I8LpwXKbPmNlLZvagmR0RYzwiIpJw5u7xzNhsOvApd78sHL4QmOTuX41Mcyiw3d13m9mXgM+6++nR+aRSqfYAGxsbAUjHbGYlD8c1bU/V1XKqN0a1hdqiFpYDkEqlSGtoaDBKEOee1joguud0OLA+OoG7v+3uu8PBnwETY4xHREQSLs6k9SzQYmZjzKwPMBNYEJ3AzEZEBs8FVsQYj4iIJFxsF2K4+z4zuxL4HdALuMPdXzGzG4E2d18AXGVm5wL7gC3AJXHFIyIiyRfn1YO4+0JgYca4b0dezwHmxBmDiIhUD90RQ0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEkNJS0REEiPWpGVmZ5rZa2a2ysy+maO8r5ndH5Y/bWbNccYjIiLJFlvSMrNewE+Bs4DxwCwzG58x2ReAd9z9g8DNwPfiikdERJKvLsZ5TwJWufsaADP7NXAesDwyzXnA9eHrB4FbzMzc3QvNuK2trcvDcU3bU3W1nOqNUW2htqj25bS0tNBZViQ/dJmZTQPOdPfLwuELgY+6+5WRaV4Op1kXDq8Op9mcniaVSrUHuHLlylhiFRGR8osmrYaGBiulTpx7WrkCyMyQpUzTrrW19aACqmbpby5qo+LUVqVRO5VG7VS6zLZKpVKdnkecF2KsA46IDB8OrM83jZnVAQ3AlhhjEhGRBIszaT0LtJjZGDPrA8wEFmRMswC4OHw9DfhjsfNZIiJSu2I7POju+8zsSuB3QC/gDnd/xcxuBNrcfQHwC+AeM1tFsIc1M654REQk+eI8p4W7LwQWZoz7duT1e8D0OGMQEZHqoTtiiIhIYihpiYhIYihpiYhIYsT24+LuEv1xsYiIVKdSf1ysPS0REUkMJS0REUmMij88KCIikqY9LRERSYyKTlrFHiJZy8zsCDN7zMxWmNkrZnZ1OH6omf2Hma0M/w/p6VgrgZn1MrPnzezhcHhM+ODRleGDSPv0dIw9zcwazexBM3s17Fcnqz/lZmZfC993L5vZfWbWT30qYGZ3mNnG8Cke6XE5+5EFfhx+xr9kZicUm3/FJq0SHyJZy/YB17r7UcBJwFfC9vkmsMjdW4BF4bDA1cCKyPD3gJvDdnqH4IGkte5HwKPuPg6YQNBe6k8ZzGwUcBXQ6u7HENymbibqU2l3AmdmjMvXj84CWsK/y4Fbi828YpMWkYdIuvseIP0QSQHcfYO7Pxe+3kbwATOKoI3uCie7C/h0z0RYOczscOC/Aj8Phw04neDBo6B2wswGA6cS3A8Ud9/j7ltRf8qnDugfPp1iALAB9SkA3P1xsp/Wka8fnQfc7YGngEYzG1Fo/pWctEYBb0aG14XjJIOZNQPHA08Dw919AwSJDRjWc5FVjB8C3wDeD4cPBba6+75wWH0LjgQ2Ab8MD6P+3MzqUX/K4u5vAf8E/IUgWaWApahPFZKvH3X6c76Sk1anHhBZq8xsIPAvwDXu/m5Px1NpzGwqsNHdl0ZH55i01vtWHXACcKu7Hw/sQIcCcwrPx5wHjAFGAvUEh7ky1XqfKkWn34uVnLRKeYhkTTOz3gQJ61fuPj8c/bf07nX4f2NPxVchJgPnmtkbBIeYTyfY82oMD+2A+hYE77d17v50OPwgQRJTf8p2BvBnd9/k7nuB+cDHUJ8qJF8/6vTnfCUnrVIeIlmzwvMyvwBWuPtNkaLogzUvBn5b7tgqibvPcffD3b2ZoA/90d0/BzxG8OBRUDvh7n8F3jSzD4ejpgDLUX/K5S/ASWY2IHwfpttKfSq/fP1oAXBReBXhSUAqfRgxn4r+cbGZnU3wrTj9EMl/7OGQKoaZnQI8ASzjwLmabxGc1/oN8AGCN9d0d888KVqTzOw04L+7+1QzO5Jgz2so8Dww291392R8Pc3MPkJwsUofYA1wKcEXW/WnDGZ2AzCD4Cre54HLCM7F1HyfMrP7gNOAJuBvwHXAv5GjH4VJ/xaCqw13Ape6e1vB+Vdy0hIREYmq5MODIiIiHShpiYhIYihpiYhIYihpiYhIYihpiYhIYihpicTEzK4xswFdqLf9IJZ5iZmN7Gp9kUqnpCUSn2sIbqZaTpcQ3FpIpCopaYl0AzOrN7NHzOzF8BlL1xEkj8fM7LFwmu2R6aeZ2Z3h6zFmtsTMnjWz/5Ux36+H418Kf9CKmTWHz7v6WfhMp9+bWX8zmwa0Ar8ysxfMrH+ZVl+kbJS0RLrHmcB6d58QPmPphwT3UPt7d//7InV/RHCj2hOBv6ZHmtknCZ4zNAn4CDDRzE4Ni1uAn7r70cBW4DPu/iDQBnzO3T/i7ru6cf1EKoKSlkj3WAacYWbfM7OPu3uqE3UnA/eFr++JjP9k+Pc88BwwjiBZQXDD1hfC10uB5q4GLpIkdcUnEZFi3P11M5sInA3MNbPf55os8rpfgbI0A+a6+7wOI4Pnp0Xvabcf0KFAqQna0xLpBuEVezvd/V6CBwSeAGwDBkUm+5uZHWVmhwDnR8b/ieAO9ACfi4z/HfD58JlpmNkoMyv2EMbMZYpUFe1piXSPY4EfmNn7wF7gy8DJwL+b2YbwvNY3gYcJntT6MjAwrHs18M9mdjXB89EAcPffm9lRwJLgZthsB2YT7Fnlcydwm5ntAk7WeS2pNrrLu4iIJIYOD4qISGIoaYmISGIoaYmISGIoaYmISGIoaYmISGIoaYmISGIoaYm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\n", 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" ] }, "metadata": {}, @@ -652,8 +652,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "mean = 1.776\n", - "std = 0.147\n" + "mean = 1.783\n", + "std = 0.143\n" ] } ], @@ -689,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -759,14 +759,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -780,7 +780,7 @@ " plt.plot([i ,i], [mean, X[i]], color='k')\n", "plt.axhline(mean)\n", "plt.xlim(-1, len(X))\n", - "plt.tick_params(axis='x', labelbottom='off')" + "plt.tick_params(axis='x', labelbottom=False)" ] }, { @@ -800,7 +800,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -838,14 +838,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -877,14 +877,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -915,14 +915,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -979,16 +979,16 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 52, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -1030,7 +1030,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -1076,7 +1076,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -1102,16 +1102,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -1157,14 +1157,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1187,33 +1187,18 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9fd4281843f941b8a16ca99c17362120", + "model_id": "eeeb2de72db747209765963d4fd91912", "version_major": 2, "version_minor": 0 }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], "text/plain": [ - "interactive(children=(FloatSlider(value=5.0, description='mu', max=10.0), FloatSlider(value=0.6000000000000001, description='variance', max=1.0, min=0.2), Output()), _dom_classes=('widget-interact',))" + "interactive(children=(FloatSlider(value=5.0, description='mu', max=10.0), FloatSlider(value=0.6000000000000001…" ] }, "metadata": {}, @@ -1399,7 +1384,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 58, "metadata": { "scrolled": true }, @@ -1429,7 +1414,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -1458,16 +1443,16 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ 1.77 3.378 -3.014 5.337 4.285 4.797 1.477\n", - " 1.351 5.739 4.075 -1.575 0.681 0.202 -0.747\n", - " 1.392]\n" + "[ 6.617 5.3 3.104 5.279 7.17 3.813 -0.221\n", + " 1.413 -0.555 -2.062 0.492 -1.039 5.578 -3.175\n", + " 0.609]\n" ] } ], @@ -1485,7 +1470,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -1510,7 +1495,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -1548,14 +1533,14 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1693,16 +1678,16 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "DescribeResult(nobs=5000, minmax=(1.3813891957392315, 19.42199152705908), mean=10.007529817656724, variance=2.7772693671119986, skewness=-0.07073510230931251, kurtosis=1.4943039523916015)" + "DescribeResult(nobs=5000, minmax=(-3.3558882657362066, 24.02783608230256), mean=10.036498244806243, variance=2.96816439267424, skewness=-0.035679621633594914, kurtosis=3.8111268433571883)" ] }, - "execution_count": 33, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -1721,16 +1706,16 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "DescribeResult(nobs=10, minmax=(-0.8175084513413164, 1.1865956580866834), mean=0.2940337215902996, variance=0.6230354047551284, skewness=-0.41279400723365806, kurtosis=-1.3123468690692666)\n", + "DescribeResult(nobs=10, minmax=(-0.04693943665506825, 0.6562007196788996), mean=0.34537366184107265, variance=0.0613118821936125, skewness=-0.21435079986652267, kurtosis=-1.2763449406970233)\n", "\n", - "DescribeResult(nobs=300000, minmax=(-4.7480566375065525, 4.550774022502299), mean=0.0005748027839955969, variance=1.0005892638782288, skewness=6.280909739979528e-05, kurtosis=0.006885785867941863)\n" + "DescribeResult(nobs=300000, minmax=(-4.742809555723424, 4.672447921701554), mean=0.002356925171581094, variance=0.9970954717330218, skewness=0.007232863756995517, kurtosis=-0.0030043672414206135)\n" ] } ], @@ -1844,7 +1829,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.5" }, "widgets": { "application/vnd.jupyter.widget-state+json": {