From 8e7aadb8fb968a9b1edf153d7fad560f96e9cecb Mon Sep 17 00:00:00 2001 From: Jingwen Jiang Date: Wed, 22 May 2019 17:17:29 -0500 Subject: [PATCH] modify lab7 --- labs/2019/lab7_clustering.ipynb | 549 ++++++++++++++++++++++++-------- 1 file changed, 418 insertions(+), 131 deletions(-) diff --git a/labs/2019/lab7_clustering.ipynb b/labs/2019/lab7_clustering.ipynb index 9c32b7c..c88743d 100644 --- a/labs/2019/lab7_clustering.ipynb +++ b/labs/2019/lab7_clustering.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -34,23 +34,223 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n" + "['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n", + "['setosa' 'versicolor' 'virginica']\n" ] } ], "source": [ "from sklearn.datasets import load_iris\n", "data = load_iris()\n", - "X = data.data\n", + "# x is a n*4 matrix\n", + "x = data.data\n", + "# y is a size-n vector\n", "y = data.target\n", - "print(data.feature_names)" + "print(data.feature_names)\n", + "print(data.target_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['target_names', 'data', 'target', 'DESCR', 'feature_names']" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "there are 150 samples\n", + "(array([[ 5.1, 3.5, 1.4, 0.2],\n", + " [ 4.9, 3. , 1.4, 0.2],\n", + " [ 4.7, 3.2, 1.3, 0.2],\n", + " [ 4.6, 3.1, 1.5, 0.2],\n", + " [ 5. , 3.6, 1.4, 0.2],\n", + " [ 5.4, 3.9, 1.7, 0.4],\n", + " [ 4.6, 3.4, 1.4, 0.3],\n", + " [ 5. , 3.4, 1.5, 0.2],\n", + " [ 4.4, 2.9, 1.4, 0.2],\n", + " [ 4.9, 3.1, 1.5, 0.1],\n", + " [ 5.4, 3.7, 1.5, 0.2],\n", + " [ 4.8, 3.4, 1.6, 0.2],\n", + " [ 4.8, 3. , 1.4, 0.1],\n", + " [ 4.3, 3. , 1.1, 0.1],\n", + " [ 5.8, 4. , 1.2, 0.2],\n", + " [ 5.7, 4.4, 1.5, 0.4],\n", + " [ 5.4, 3.9, 1.3, 0.4],\n", + " [ 5.1, 3.5, 1.4, 0.3],\n", + " [ 5.7, 3.8, 1.7, 0.3],\n", + " [ 5.1, 3.8, 1.5, 0.3],\n", + " [ 5.4, 3.4, 1.7, 0.2],\n", + " [ 5.1, 3.7, 1.5, 0.4],\n", + " [ 4.6, 3.6, 1. , 0.2],\n", + " [ 5.1, 3.3, 1.7, 0.5],\n", + " [ 4.8, 3.4, 1.9, 0.2],\n", + " [ 5. , 3. , 1.6, 0.2],\n", + " [ 5. , 3.4, 1.6, 0.4],\n", + " [ 5.2, 3.5, 1.5, 0.2],\n", + " [ 5.2, 3.4, 1.4, 0.2],\n", + " [ 4.7, 3.2, 1.6, 0.2],\n", + " [ 4.8, 3.1, 1.6, 0.2],\n", + " [ 5.4, 3.4, 1.5, 0.4],\n", + " [ 5.2, 4.1, 1.5, 0.1],\n", + " [ 5.5, 4.2, 1.4, 0.2],\n", + " [ 4.9, 3.1, 1.5, 0.1],\n", + " [ 5. , 3.2, 1.2, 0.2],\n", + " [ 5.5, 3.5, 1.3, 0.2],\n", + " [ 4.9, 3.1, 1.5, 0.1],\n", + " [ 4.4, 3. , 1.3, 0.2],\n", + " [ 5.1, 3.4, 1.5, 0.2],\n", + " [ 5. , 3.5, 1.3, 0.3],\n", + " [ 4.5, 2.3, 1.3, 0.3],\n", + " [ 4.4, 3.2, 1.3, 0.2],\n", + " [ 5. , 3.5, 1.6, 0.6],\n", + " [ 5.1, 3.8, 1.9, 0.4],\n", + " [ 4.8, 3. , 1.4, 0.3],\n", + " [ 5.1, 3.8, 1.6, 0.2],\n", + " [ 4.6, 3.2, 1.4, 0.2],\n", + " [ 5.3, 3.7, 1.5, 0.2],\n", + " [ 5. , 3.3, 1.4, 0.2],\n", + " [ 7. , 3.2, 4.7, 1.4],\n", + " [ 6.4, 3.2, 4.5, 1.5],\n", + " [ 6.9, 3.1, 4.9, 1.5],\n", + " [ 5.5, 2.3, 4. , 1.3],\n", + " [ 6.5, 2.8, 4.6, 1.5],\n", + " [ 5.7, 2.8, 4.5, 1.3],\n", + " [ 6.3, 3.3, 4.7, 1.6],\n", + " [ 4.9, 2.4, 3.3, 1. ],\n", + " [ 6.6, 2.9, 4.6, 1.3],\n", + " [ 5.2, 2.7, 3.9, 1.4],\n", + " [ 5. , 2. , 3.5, 1. ],\n", + " [ 5.9, 3. , 4.2, 1.5],\n", + " [ 6. , 2.2, 4. , 1. ],\n", + " [ 6.1, 2.9, 4.7, 1.4],\n", + " [ 5.6, 2.9, 3.6, 1.3],\n", + " [ 6.7, 3.1, 4.4, 1.4],\n", + " [ 5.6, 3. , 4.5, 1.5],\n", + " [ 5.8, 2.7, 4.1, 1. ],\n", + " [ 6.2, 2.2, 4.5, 1.5],\n", + " [ 5.6, 2.5, 3.9, 1.1],\n", + " [ 5.9, 3.2, 4.8, 1.8],\n", + " [ 6.1, 2.8, 4. , 1.3],\n", + " [ 6.3, 2.5, 4.9, 1.5],\n", + " [ 6.1, 2.8, 4.7, 1.2],\n", + " [ 6.4, 2.9, 4.3, 1.3],\n", + " [ 6.6, 3. , 4.4, 1.4],\n", + " [ 6.8, 2.8, 4.8, 1.4],\n", + " [ 6.7, 3. , 5. , 1.7],\n", + " [ 6. , 2.9, 4.5, 1.5],\n", + " [ 5.7, 2.6, 3.5, 1. ],\n", + " [ 5.5, 2.4, 3.8, 1.1],\n", + " [ 5.5, 2.4, 3.7, 1. ],\n", + " [ 5.8, 2.7, 3.9, 1.2],\n", + " [ 6. , 2.7, 5.1, 1.6],\n", + " [ 5.4, 3. , 4.5, 1.5],\n", + " [ 6. , 3.4, 4.5, 1.6],\n", + " [ 6.7, 3.1, 4.7, 1.5],\n", + " [ 6.3, 2.3, 4.4, 1.3],\n", + " [ 5.6, 3. , 4.1, 1.3],\n", + " [ 5.5, 2.5, 4. , 1.3],\n", + " [ 5.5, 2.6, 4.4, 1.2],\n", + " [ 6.1, 3. , 4.6, 1.4],\n", + " [ 5.8, 2.6, 4. , 1.2],\n", + " [ 5. , 2.3, 3.3, 1. ],\n", + " [ 5.6, 2.7, 4.2, 1.3],\n", + " [ 5.7, 3. , 4.2, 1.2],\n", + " [ 5.7, 2.9, 4.2, 1.3],\n", + " [ 6.2, 2.9, 4.3, 1.3],\n", + " [ 5.1, 2.5, 3. , 1.1],\n", + " [ 5.7, 2.8, 4.1, 1.3],\n", + " [ 6.3, 3.3, 6. , 2.5],\n", + " [ 5.8, 2.7, 5.1, 1.9],\n", + " [ 7.1, 3. , 5.9, 2.1],\n", + " [ 6.3, 2.9, 5.6, 1.8],\n", + " [ 6.5, 3. , 5.8, 2.2],\n", + " [ 7.6, 3. , 6.6, 2.1],\n", + " [ 4.9, 2.5, 4.5, 1.7],\n", + " [ 7.3, 2.9, 6.3, 1.8],\n", + " [ 6.7, 2.5, 5.8, 1.8],\n", + " [ 7.2, 3.6, 6.1, 2.5],\n", + " [ 6.5, 3.2, 5.1, 2. ],\n", + " [ 6.4, 2.7, 5.3, 1.9],\n", + " [ 6.8, 3. , 5.5, 2.1],\n", + " [ 5.7, 2.5, 5. , 2. ],\n", + " [ 5.8, 2.8, 5.1, 2.4],\n", + " [ 6.4, 3.2, 5.3, 2.3],\n", + " [ 6.5, 3. , 5.5, 1.8],\n", + " [ 7.7, 3.8, 6.7, 2.2],\n", + " [ 7.7, 2.6, 6.9, 2.3],\n", + " [ 6. , 2.2, 5. , 1.5],\n", + " [ 6.9, 3.2, 5.7, 2.3],\n", + " [ 5.6, 2.8, 4.9, 2. ],\n", + " [ 7.7, 2.8, 6.7, 2. ],\n", + " [ 6.3, 2.7, 4.9, 1.8],\n", + " [ 6.7, 3.3, 5.7, 2.1],\n", + " [ 7.2, 3.2, 6. , 1.8],\n", + " [ 6.2, 2.8, 4.8, 1.8],\n", + " [ 6.1, 3. , 4.9, 1.8],\n", + " [ 6.4, 2.8, 5.6, 2.1],\n", + " [ 7.2, 3. , 5.8, 1.6],\n", + " [ 7.4, 2.8, 6.1, 1.9],\n", + " [ 7.9, 3.8, 6.4, 2. ],\n", + " [ 6.4, 2.8, 5.6, 2.2],\n", + " [ 6.3, 2.8, 5.1, 1.5],\n", + " [ 6.1, 2.6, 5.6, 1.4],\n", + " [ 7.7, 3. , 6.1, 2.3],\n", + " [ 6.3, 3.4, 5.6, 2.4],\n", + " [ 6.4, 3.1, 5.5, 1.8],\n", + " [ 6. , 3. , 4.8, 1.8],\n", + " [ 6.9, 3.1, 5.4, 2.1],\n", + " [ 6.7, 3.1, 5.6, 2.4],\n", + " [ 6.9, 3.1, 5.1, 2.3],\n", + " [ 5.8, 2.7, 5.1, 1.9],\n", + " [ 6.8, 3.2, 5.9, 2.3],\n", + " [ 6.7, 3.3, 5.7, 2.5],\n", + " [ 6.7, 3. , 5.2, 2.3],\n", + " [ 6.3, 2.5, 5. , 1.9],\n", + " [ 6.5, 3. , 5.2, 2. ],\n", + " [ 6.2, 3.4, 5.4, 2.3],\n", + " [ 5.9, 3. , 5.1, 1.8]]), array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]))\n" + ] + } + ], + "source": [ + "print(\"there are {} samples\".format(len(x)))\n", + "print(x,y)" ] }, { @@ -62,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": null, "metadata": { "collapsed": true }, @@ -80,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 29, "metadata": { "collapsed": true }, @@ -95,24 +295,24 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5,1,u'sepal length vs sepal width')" ] }, - "execution_count": 81, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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G8eXH4XtOQr38qOh0/4zLR54UzH7owan33G8/wVJEuVJlbnG5qSOhXKkyu9B8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\ncG4sXw/04ejsVjx/gjMWfq+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -127,24 +327,24 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5,1,u'petal length vs petal width')" ] }, - "execution_count": 82, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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XWjdsFjzsskZ109/aau2L5shVV1tOXjkog16e5U6kkhTzhcAsd738eth1g9pd\nvkzn9VZhaSFXq1JpzmzbthbmzH7wsZOAl+XOpBPM5gscPu6dLZVnuYO2DVqv0XXDtDHstmp10TFy\nteoEZdDDZrkbya83k3XXeb1VI7SQq1UnKIMeNsvdSH69may7zuutGqFDK2rVCcqgh81yN5Jfbybr\n3uqcvOpuekauVp2gDHrYLHcj+fVmsu46r7dqhJ6Rq1WplM8uT4Ts2bWJUmolmyvWzHIHbVsr893I\nuq3cVq0umiPvoG7qS6Ho0D+4hpmpC5E9Www7/3fYvjSS72511r1R3fS3tlr7ojlytWLKs87V2euo\nZJ2DM+OL5wQvz3cP9KaZn80uud9G8uvNzM2t83qrerSQq6aUZ52Xyl53UnBm/ATgZcY1o63iTj/m\n1bLFIescmBkPmBMcotVupRqhhVwtWxyyzsGZ8cVzgpdEpd1KNUKHVtSyxSHrHJwZXzwneElU2q1U\nI/SMXC1bHLLOgZnxgDnBIVrtVqoRekaumlKedV4qe91JwZnxzVSnVqLWbqXC0kKummJbFrt3jnDV\n2MZl58iDstzNrAeLs9elNlbnsZ/9tOD5v6fnchSKTkvnBFdqpYQq5CJyJfAl4MPGmI9VvfZC4D1A\nEbjfGHNny1upIi9s9rpcwXHYf2Cc8YkpsnmHTMpmbHSQfXvHSJY9zT7setC6+b9LmfjyOcp1TnAV\nVXVPLUSkD/gL4Bs1VvkocBvwfOAWEdnVuuapbrb/wDiHjk7iwsIFyUNHJ9l/YHxZ68HFzLgLFfnw\ng4+frtue8m0z6cTCHOUPPnZiWftTql3CfEfMAi8FJqpfEJHtwFljzBFjjAPcD9zc2iaqbjSfKzA+\nMRWYQR+fmGI+V2hoPWj9/N9h5yhXqtPqDq0YYwpAQUSCXt4MlJ+anALGltrfunW9JJPNxbuGhwea\n2j5KuqkvEL4/x8/M4OA9kb5aNl8kmUkxvLE/9HoA03M5EqkkmYD4YDZXpH9wDQO96UWv1do23ZMi\nYXtn4elMqqIN9fYXRd30t6Z9qdTqi511Bw3PnZtr6gCrdcKcOGikP4VcARuXXL6w6DUbKGTznD49\nHXo98B8OkS8wG7CuBcxMXag5hl+9bV9fhtx8nqLjPdE+l81TKDv7r7e/qOmmv7XV2pelCn6zl98n\n8M7KSy4hYAhGqWo96SRjo4OBGfSx0cGFVErY9aD183+HnaNcqU5r6i/RGHMYGBSRbSKSBF4GPNCK\nhqnut2+qBSK6AAAOOUlEQVTvGDu3DnlnvHnvzHfn1iH27R1b1nrgZca3bRnAAvL+uo3M/13atpSJ\n37NrE3t2bV7W/pRql7rzkYvINcCHgG1AHjgG3Af81Bhzr4jcALzPX/0LxpgPLrU/nY/8om7qCyy/\nP+3IkTciaD7yuOfIu+lvbbX2pan5yI0xDwM3LvH6t4HrQrVEqQA96WTdwtzIetD8/N/VmXidE1xF\nmf5lKqVUzGkhV0qpmNNCrpRSMaeFXCmlYk4LuVJKxZwWcqWUijkt5EopFXNayJVSKua0kCulVMxp\nIVdKqZjTQq6UUjGnhVwppWJOC7lSSsWcFnKllIo5LeRKKRVzWsiVUirmtJArpVTMaSFXSqmY00Ku\nlFIxp4VcKaViTgu5UkrFnBZypZSKOS3kSikVc1rIQyoUHWYu5CkUnU43RSmlKiQ73YCoc1yXg4+f\n5sjJGXJ5h3TK5tJN/Vy9YxjbsjrdPKWU0jPyeg4+fprDx6dxgVTKxgUOH5/m4OOnO900pZQCtJAv\nqVB0OHJyBtuuPPO2bYsjJ2d0mEUpFQlayJcwnyuSywcX61zeYT5XbHOLlFJqMS3kS+hJJ0ingt+i\ndMqmJ51oc4uUUmoxLeRLSCa8C5uO41YsdxyXSzf1k0zo26eU6jytRHVcvWOYbVsGsIB83sECtm0Z\n4Oodw51umlJKARo/rMu2LHbvHOGqsY3M54r0pBMLZ+KForNomVJKtVuoQi4iHwb2AC7wFmPM98pe\nOwwcAUpX/m43xhxrbTM7L5mw6V/jFWvNliuloqRuIReRvcAOY8x1IvIM4JPAdVWr3WqMmVmJBkZR\nKVtu21ZFthxg986RzjZOKbXqhBkPuBnYD2CM+TGwTkQGV7RVEabZcqVU1IQZWtkMPFz2+2l/2VTZ\nsrtEZBvwz8DbjTGVMY8y69b1kkw2F9sbHh5oavtmTM/lSKSSZAKih9lckf7BNQz0pkPvr5N9WQnd\n1J9u6gt0V3+0L5WWc7GzehD4XcBXgbN4Z+63AffU2vjcubllHPKi4eEBTp+ebmofzSgUHYr5ArP5\nwqLXLGBm6gLzs9lQ++p0X1qtm/rTTX2B7urPau3LUgU/zNDKBN4ZeMkocLz0izHm08aYU8aYAnA/\n8KxQrYopzZYrpaImTNV5AHg1gIjsBiaMMdP+70Mi8jURKY0l7AUeXZGWRohmy5VSUVJ3aMUY8x0R\neVhEvgM4wO+IyOuBSWPMvSJyP/CgiFwAHmGJYZVOaiTzPXshx6nz84ys7aFvTTpw+907R9i1bT2T\nszmG+tL0pGu/lZo3V0qtpFBj5MaY/1S16Adlr30E+EgrG9VKjWS+c8Uid+9/lMMnpykUXJJJi8tH\nBnjeMzdx/MzcwvZbR/oBl6OnZpfcp+bNlVLt0PV3djaS+b57/6M8eXwK27ZJJr1Ca46cZ+KpWZ63\na/PC9g8+dgKASzb2L7lPzZsrpdqhq7/nN5L5nr2Q4/DJaWy77C1xXRzXZWo2Ty7v3bjquC4zc3mm\n5/IVFzyr96l5c6VUu3R1IW9kPvFT5+cpFCqTKK4LuFB0XOayXtywUHQp+v+rLsbl+9S5zJVS7dLV\nQyul+cSD7k6qnk98ZG3PwnBKiWUBFiQsi96M91YlExaJhIULiy5clu+zkWMrpVQzuvqMvJHMd9+a\nNNs2DeA4ZWfRloVtWQz2pUinvMJrWxb9vSkGelMVwybV+9S8uVKqXbq+mjSS+X7jvivZvmUQcCkU\nHMBFLl3LK2/YXrH9nl2b2bNrU919at5cKdUOXT20AhfnE5dL1y7KhsPizPibb3s2UzPzHD0zx9aN\nvQz29wDBWfBnXlFYMke+1FzmSinVKl1fyAuOw/4D44xPTJHNO2RSNmOjg7z0Bdv45H2PLZkZf/zI\n+YXcdzPzkZdvq5RSrdb1hXz/gXEOHZ3Etq2Fi4+Hjk7y8McfIlt06mbGNR+ulIq6rj5NnM8VGJ+Y\nWpTldl2XM9NZrPKz54DMOGg+XCkVfV1dyCdnc2QDstz5oovrUpEoCcqMl2g+XCkVZV1dyIf60mRS\ni7uYSlhYFhVn1QuZcftiZrwkKB8eRPPhSqlO6OpC3pNOMjY6uCjLbVkWGwcyuK5bvnBRZhw0H66U\nir6urzr79o6xc+sQFt7QhwXs3DrEO++4NlRmXPPhSqmoi1VqpVB0mJ7LUSg6S575zucq892vvmkH\nZ87OYI5NIZcMsnF9PwBvvu3ZjB99igcfO82eXcOMbd0AwMkzU/zo3yZ55uVDbNroPWf63OQcT56Y\nYfvmftYN9ep85EqpyIhFIS/PbSdSSYr5QmBuOygzfvmmPh4/OsXxs3M4jottW4yu7+WOV+/iT/7y\nIUoBlW98f4KEBZm0xVz24rBJX49NJpVkcjaH63pj6RsGMrzyhis4cXZe5yNXSnVcLE4PS7ltF8ik\nEwu57YOPn65Yr5QZd2EhM/6tgxMcPjEDWP4UtRZHz8zynz92sYiXFF2Yy7r41z2xgNl5h7PTOcDy\n44oWpyazfPqBQ7hQkSOvbk95u5daTymlmhH5Qh42tx2UGS8UihQWkoTlUcOgOQkvcqv+H8Atu7hp\nAReyDnMX8jXbo3lzpVS7RL6Qh81tB2XG5wvuxaJcVpWdZdRQN+Cn87O5mu3RvLlSql0iX8jD5raD\nMuM9SYvS+XD5kLS9jF5bAT+t7UtXrKN5c6VUJ0S+kIfNbQdlxpPJBMmFy7nlN/8sfaHRqvp/AKts\niMQF1mRsetekarZH8+ZKqXaJRTUpz21nc8Waue2gzPhNV4+ybbP31HvvoREuWzf28Z43X0uq6qQ4\nYUFvxnv6T+l/fT026wfSgOuPrbuMDGV43S07NW+ulIoEq96Fv1Y7fXp62QcsFB36B9cwM3WhoRw5\nEDjHOMDEqfP84MnzPHv7WkZH1gIEZs6rc+Sl9oTJh9dab3h4gNOnp5f7dkRON/Wnm/oC3dWf1dqX\n4eGBmkMJsciRlyQTNgO9aeZnswvLgopkTzq56Aadwf4edpUV8JKRDYNcP9BXMWadTidZN9BDumwf\n64Z6ucYv4OXtCTPPuM5HrpRaSbEq5OWavdkmaPstG9bwtYeOLLp56G2v3U1PMrZvlVKqy8X2NLHZ\nm22Ctv/sNx7nZ6cW3zz0wc98f8X6oZRSzYplIW/2Zpug7eezBWYuFKjMqoBt20ycnWNqZr5l7VdK\nqVaKZSFv9maboO2nLuT9m4bcyruH8CKDR8/MNdNkpZRaMbEs5M3ebBO0/eCalH/TkFV59xDemf7W\njZUXOpVSKipiWcibvdkmaPueTJL+NUkqZ1gBx3EYXV8ZWVRKqSiJZSGH5m+2Cdr+V2/ewWUji28e\nettrd69YP5RSqlmxzdTZlsXunSNcNbZxWQ9tqLX9tbu21Lx5SCmloihUIReRDwN78MYd3mKM+V7Z\nay8E3gMUgfuNMXeuRENrafZmm6Dta908pJRSUVS3AorIXmCHMeY64A3AR6tW+ShwG/B84BYR2dXy\nViqllKopzKnszcB+AGPMj4F1IjIIICLbgbPGmCPGGAe4319fKaVUm4QZWtkMPFz2+2l/2ZT//+W3\nUp4Cxpba2bp1vSSTzc3FPTw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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -166,7 +366,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": { "collapsed": true }, @@ -174,19 +374,21 @@ "source": [ "# Write a function to plot a scatter plot of two columns of a dataframe that color points\n", "# according to their class.\n", - "# YOUR CODE HERE" + "# YOUR CODE HERE\n" ] }, { "cell_type": "code", - "execution_count": 94, - "metadata": {}, + "execution_count": 55, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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3QS4BCUoY1ftYZo8l5At5TCpN+8gXypS6nXUzUmFRCmJVW2o8HqNc/XclBYdH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\nrMwg5ZWnU1x/HtTFB7ei0zR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pS5+n/vgmN7FL7rnWf/t5fT76nFsdexYC6NeeD1518PnoBx9IX/o89cc3uYnd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\nADeo6keps9O8ZI+OZKr6oKo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TvLc/wXhm5jnyoCx3o20rs9fV5i0PmhM8h8sIGXK4Mie4iIxQhVxr/SrgG8B1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\n7M9D7d5dtT/y4JAQolU6fow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ly5fzne98h29+85vMmTOHGTNmcPvtt1NeXo6ZMXr0aP793/+dUaNGMXToUIYPH84777zD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\nrkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -227,25 +429,26 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": 92, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "from sklearn.cluster import KMeans, MeanShift, DBSCAN" + "from sklearn.cluster import KMeans, MeanShift, DBSCAN\n", + "X = df[['pet_len','pet_wid']]" ] }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 78, "metadata": {}, "outputs": [ { "data": { - "image/png": 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MwRJ10PdYMFEduaKUmalW2UuHXqHxhhIpIt5a7qk07H7z1bO7Ml3jeis+UEeu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\nAABJRU5ErkJggg==\n", 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sRtXm3pA6kZXZBf7dk7goq1iZXcCG1IkT9ud96VeyJrOwZN01mYW8L/3Kls6C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\n6lPG32al+xZCTIqHZUt8O9u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a3CLlVOcuQyoPtdhRMUbNqZ61uEUGQsldEpGHWuxGa9pF8kTJXRKRh1rsRmva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\n", 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ClyMo3w3eWfVh2RML0itBtcJNokxyZmG58YHcd1A+PNdmWLLgoat7PoHIQC4m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\nytiOlXIG8juBCwGUUscBO7T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iVMvcA4wHBgNvAdcADQDufquZXQL8I7AZ2Ahc7u5Pd7VjVcuIiBSvZHXu7n5O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\nXtYDd7v7o5UNKZF/An4WDmc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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -273,7 +476,7 @@ } ], "source": [ - "# This is what the output should look like:" + "# YOUR CODE HERE" ] }, { @@ -286,14 +489,14 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 98, "metadata": {}, "outputs": [ { "data": { - "image/png": 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rWKLHXYK561lEx1sQ78Y1LGJTziA243yMjrcQsS5cM0B8yhmeakUYPWOxx81C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\nP/OfO5q2bQdOOtTBOjpG0d7e2gD48eOPbun3hxL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asmlNhT1hR8MOpi2b5q+4pxb2dBrrWrYlcu5Jxb121uPey7uFvUl9Pak31kzk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\nY7Ldp7YQkYPcn0fi60sRuSb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YceSCUOeUouUeCTET5k2ysXNCNXbKLY/JvuSoIY5cEMYApWi5R8LKOUnmH2hh4NBrg4HD\n/AMtVs4pU/xG8EW+IwVhDJDWY582xc7Sd4O/trzQslzMEHxzbpK4lSxoHD8K1ronndrXkVfIRnHk\ngjAG8NORHzveXY0/s2fkZcNp0GMmHN6af2y/9gVr3VMO0bV7CG+q4XzkFbZRHLkgjAH8coLftdnd\n5VTjUyMuKzSfeL6x/doXWi+6do+bf9yrWIv5yCtto8TIBaHO8dOR2w7s6oNdfUZ/Xu+U477e1Uf/\nxqhfPShcg16ohr1grXvScfOO+1SsmXzkVbBRHLkg1Dl+OvKEDYmUQTLl/p0uS6bc8syy3HppCtGg\nF6phL7Se0W1j5KloxG2M7vJu3hZDNWyU0Iog1DlpHXnmOjAahmjIAQyi4YEyd3PRySrLrZemEA26\n39h+7Qut57SEcWJuqCIXJxZ2NxWrTDVslBW5INQ5fjrysAETG2Big9O/9xYy3NcTGwaiAn71oHAN\neqEa9oK17hHDzTvuU7Fm8pFXwUZZkQvCGCCtF89UhJwz3Y1XZKpRCi0biQbdb2y/9oXWS+cdz1KE\n1Fg+8krbaDhOZTcHOjr2lTxgtR9fVS7qZR4gc6lVcudSimZ8JLnMR2OcQe9LNXXkhY6dp16Rj3rL\nO5CsyAVhDOGXE7yUslyG0oJnti+03tCTqUI+8pHqwytko8TIBUEoG4XmPa9UfvRyk9aHG57haX14\ndO2eqtoljlwQhLJQds14rVHDGnZx5IIglIVya8ZrjVrWsIsjFwShLBSa97xS+dHLTVof7nusyhp2\nceSCIJSFsmvGa40a1rDX6ikTBCGAFJr3vFL50ctNYul4rDkxHM9wxwCrBjTsIj8UBKEg8um7c8sL\nzXu+7BCbRVPtkvTqFSFHC55Y1gaLxtdULnRx5IIgDEk+zffiqTb3bC0ux/lIteVVSTM+lGa8Ghr2\nIagdSwRBqEny5QlfvzOEGTKKynFeSj7yShGEvOdpauHGRRCEGiWf5tsA1u/MVmkUmuMcAqAtr2HN\nuB/iyAVByEs+zXfChh7byMpRXmiO8zS1rC2vZc24HxJaEQQhL/nyhEfD0BR2snKUF5rjPE0x+cgr\nRRDynmciK3JBEPKST/PtAPMmZa9KC81xDgHQltewZtwPWZELgjAk+fKE+6lWSslnXmg+8koRhLzn\naSQfeRWpl3mAzKXqJC2M7v04Lc0QcddnyRQ0jmult2tfWfKMF6ojH61xyvq+jCSXuV/dEnOhVyUf\nuVLqCmCBV3+V1vrOjGMLge8BNrBGa335iKwTBKF4Uimia+8nvOk5jHgvTqyR5Iyj+f2s09nUZUIU\nSERHrO/2Ta2dJ094OfOZj6ReUYw0nzhka8aLaV8Bho08KaVOB2ZprU8ClgI/zKlyHXAecDKwWCk1\no+xWCoLgS3Tt/ZgbnvXyYzdiOHD38xZPPboVB/dXlWkt912bI1n5v/3KgpATvBRKzSce5Hzk9wHv\n9v7eAzQrpcIASqkjgN1a69e01ilgDfCOUbFUEIRskhbhTc9BeOBjnCTExoZ2Ijt3ge2Kr/203H6a\nbwhATvBSKFUbXsPa8mFDK1prG9jvvbwQN3yS3n2YDHRkVH8DOHKo/traYphm6d/47e2tJfdRC9TL\nPEDmUnF27wFS0Nw4UGQ0kIw0ErP6iJquwzEbGiAMOBBpgCYTeizcZZwBZoNJU4YniFvQOK6BCY3U\nHCW9L7uTgAnNPuvXeIqWxiaYMITOsdT2OZTzGitYtaKUOgvXkS8eotqwQaLOznihQ+YlkJtRPtTL\nPEDmUhWSDk2EMPYn+otCWERae0kYIZKWQzNg9fWB7XryZF+KVMJbmadcT2712WR0gQH0diWotVNQ\n8vuSdGjCwtg/+JBjQE9vD3T0jl77DIrc7Mx7rCB1plJqCfAN4AytdVfGoW24q/I0U70yQRBGm4iJ\nPfPo/hAKQIQUs/s6SE6a2B9y8dNy+2m+IQA5wUuhVG14DWvLh12RK6XGAVcCC7XWuzOPaa03K6UO\nUEpNB7YAZwIfGA1DBUEYTGLpAoAs1cqSo0z6Zk1lU5cbJjEoTd9dT5SqDa9VbXkhoZULgEnAbUqp\ndNlfgI1a67uATwO/9Mp/rbV+ruxWCoLgTyhEYtmpsOjkLB35MlKcZiWwmhowexL9OcEXTLZ5eR8c\n3grjom7ZkmkByAnuRzFa7lCJ+cRLbT9KFLLZeRNw0xDH7wNOKqdRgiCMkIiJ0zYOyM7rndaRHzPO\n5oldIR7fFabHNmgKO8ybZLNyTrK2c4L7UQ4td6n5xGssH3mtftcKglAk6bzemTryG56JsnaLiYNB\nYxgcDB5+w2TVhkjetrWqLa9VLXc1EUcuCHWEX17vZApe7zHotXM04yE3p3jcyt8WakxbXsNa7moi\njlwQ6gi/vN77k2A5BjaDBRc9tsGOnvxt01QjJ7gfQcsTXinEkQtCHZHO651JcwRMwyHM4IVsU9jh\noKb8bdNUIye4H+k84b7HajBPeKUQRy4IdYRfXu9ICCY3OTSGczTjKTeneFrRUnM5wf2oYS13NamF\nt0YQhDKydJrNnAk2BgM68k8fm2DpNAsDh14bDBzmH2ixck4yb9se221ba9ryxNLxWHNiOJ6RjgFW\nDWi5q0nt6GcEQSiMrm7CL7+KffihMK4FcB32jh44qMlVqiw7xGbRVJvGcQ30diWIhGD5YTZdieQg\nHXkmIWOgbaE68tyxofTc44MrOm6uk6QDkRFquUvMHR4ExJELQlBIJGi56JuYG5/B6LVwGk16Z8/k\nGyuuYH1nxFcfPqEROvaNXB9eSE5wKwWrNkRYv3NAm378RJvjJqbQXUOPU7A9GZpxMGnCGtCMD6fl\nrtHc4aOBhFYEISC0XPRNok88TcgxMBoihByD77bM57EHt1ZFH75qQ4SH38jWpt+9JcKNzwyf47xQ\ne7I047HQiDTjY0lvLo5cEIJAVzfmxmeyco/HzSgPT52FuX8/WAMx7Erow+OWO0aGOThOWs4YIpHR\nZ+44BdtTimZ8jOnNxZELQgAIv/wqRq+VVba9eSL7zShGysHo7cs6Ntr68B097hiZ2I4bMkk4rnY9\n3ziF2lOKZnys6c3FkQtCALAPPxSnMTsePGX/LpqtBE7IwGnMDmiPtj78oCZ3jEzChht6jhqudj3f\nOIXaU4pmfKzpzcWRC0IQGNeCNfvYrNzjMSvB/K1PYTU3Q8ZTtyqhD4+Z7hgZ5mAY6S+QFNGMPnPH\nKdieUjTjY0xvLo5cEAJC902Xk5g7g5Th4PQlSRkOl3Y/zAknTa2KPnzlnCTzD8zWpi+ZluRTxyaH\nHadQe7I04/HUiDTjY0lvbjhOZYP+HR37Sh4wMI/iGoZ6mQfIXEZM0srKHz4iCtCRg7up2Diuld6u\nfaOaZ7xSOvL2xiY6entGvpquQR15kY96y2u86MgFoZKkUkTX3p/1RB975tHuk35CBXrWcS3Yx83I\nKoqZ7o98wD8feVqjXYg+fKRkjp2m0HEKtidiuA82LvCZmLltayl3+GggoRVBqCDRtfdjbnjW0zY3\netrmZ4muvb9sY/jlI6+1nOJCeRFHLgiVImkR3vRclhYcgHDILU9a/u1GMkQQcooLZUccuSBUCKN7\nP0bcPzRgxHsxuveXPEYQcooL5UccuSBUCKelGSfW6H8s1uhufJZIEHKKC+VHHLkgVIqIiT3z6Cwt\nOAB2yi0fqXrFb4gg5BQXyo68rYJQQRJLF2DNOcbTNvd62uZjXNVKmfDLR15rOcWF8lLfmhxBqDVC\nIRLLToXT5hPa0UHqoHbIE24BitKbZ+YUz8xHDqOjIy+FWrMnqIgjF4RKUqiOvAx681LykY82tWZP\n0JHvQEGoIIXqyMutNx+NfOSlUGv2BB1x5IJQKQrVkZdZb15r2vJas6ceEEcuCBWiUB15ufXmtaYt\nrzV76gFx5IJQIQrVkZdbb15r2vJas6ceEEcuCJWiUB15mfXmtaYtrzV76gE5ZYJQQQrVkZdbbz4a\n+chLodbsCTqSj7yK1Ms8YAzOpZR84gCvvk70wfUkTpoHh07O32e8tyC9ebLPYv+eOM3jY0QazP7+\n2hsNOnqd/v78codXk5HoyMfcNTa4TWn5yJVSs4DfAddorVfnHNsMvAakv0o/oLXeOiILBSEolKrv\njscZ//YPE97yuhs6CYewp00m/uULCb+8ZaDPY98EQPiZF4YcJ2WnuPcPz/H09gRxK0TMTDHjIJNl\nkR1Enn0BSNFEiOSMo/n9rNPZ1GXWlG57NPKjj0WGdeRKqWbgeuDPQ1Q7Q2vdXTarBKFGSeu7CYey\n9N2A+4vNYRj/9g9jvrrNdcaevNDcvIXYyqtIfOK9/X1G7/oTBg62OmLIce79w3P8c5tF2AjRZIJD\niI1P7yaybzvvnAg0N2LsT3D38xZP9WyFow/L0m2D+ytQIdgUEiPvA5YB20bZFkGobUrVd2/f6a7E\nB63cDcL79sPeuPvSThHetZvQrk5IZWx45oyT7LN4ensiW4/tOETicTaGJvbrsZOE2NjQTmTnrqwN\nVNFt1w/Drsi11hZgKaWGqnajUmo68ACwUmudNw7e1hbDNEv/9VZ7e+vwlQJAvcwDxsBcdu8BUtDs\nE6uO99LSaMCEIc7B3x92HXPmF4H3STEch+Y9u2HKeOjp7T8QNYGmqO84u7d3kTQixDLlep6Tj4ej\npCJuu1RLM8lIIzGrj6hpQNNALCNuQeO4BiYMke6llqj7a6xIyrHd8S1gLbAb+C1wHnBHvsqdnfGS\nB6yXTY96mQeMkbkkHZoIYexPDDrkGCF6eh03sUk+jjiSiaGQ+7P7Qe0NesZPgP0JsCGCu8xOWrhl\nPuMk7RQRJ0kikf3FEAYa7AShZAIao4S69xNp7SVhhEhaDsT7+qsbQG9XYkiza4UxcY0N0yYfJcsP\ntda3aK3f8Fbua4DZpfYpCDVJqfruKZOwp03ODpcA4GC3NsMBMfdlOIQ9cQKpiW3ZYZiccSINJjOm\nRLP12IZBMhZjdmpXvwokQorZfR0kJ03MuhsQ3Xb9UNJbqJQap5S6WymVvvc7FXiqdLMEoTYpVd+9\n5y+3YB16MA7g2CkcwJo+jfiqL2f1mThnEX3nLB52nIXLj+bNB5sYpOixwCDF7BkTWPS2KW7buNt2\nyVEms06cKrrtOmVYHblSah5wNTAdSAJbgd8DL2ut71JKfR74CNADPAFcPFSMXHTkA9TLPCCgc8mj\nBS+7jtxPC759J5HHN5I8fjZMmZS/Xlc34ZdfxT78UBjXknfsQnXklcr/PRrjBPIay0O5deTyg6Aq\nUi/zgIDNZRgteNnmYlnEVv0Yc/1GjJ4+nKYGrHmzia/8JJgZzt/PnmOOxHziaczHnxpoe/wsrLkz\nCD/7YsEa9kq/L6OZZzxQ19gwlNuRS3RMGHOUO9d3PmKrfkzk4Q3uOI0NGA5EHt5AbNWPh7Wn6Yb/\nIbr2vqy20bX30XTD/4y63aUgecargzhyYWxR5lzfeYn3Yq7f6DuOuX4jpNPU+tmTtAi93oHR2+su\ncQFSDkZvL6HXO7JtLLfdJSB5xquHOHJhTFHuXN/5CO3owOjp8z1m9PQR2tGR1x5j/34My3LVMba3\nGWnbYKcwLAtjf7aN5bS7FCTPePWogbQ5glA50rm+fbXcReT6zkfqoHacpgb/cZoa3A3NPPY4zc04\npokrCvdCEuEwhEM4GDjN2TaW0+5SSOcZ99sEkzzjo4usyIWxRZlzfecl1og1b7bvONa82QOqFD97\nIiapye04jY307xCGDJzGRlKT27NtLLfdJSB5xquHnFphzFHuXN/5iK/8JMn5c9xxevtwDEjOn+Oq\nVoaxp+fT7yex9JSstomlp9Dz6fePut2lIHnGq4PID6tIvcwDqjiXUvKC+7Xt6qa9azcd4yYM6Lb9\n9N358oSXoAUveJwRzLla74voyIemKvnIBaHmKDUvOEDExGkb5/6dSNBy0TcxNz4DCZvx0TDWLEXq\n8EMwn3x6QMs9dwZgYD6xKVsb/m8XErvyp9ma8eNnYR13LGH90tB5xofKPR5rJHX4IfntrlEkz3hl\nkRV5FamXeUDl5xJds24gL3gaO+WGGgrIC55Ly79+legTT7tyvrCBbTuwuwuiZr+jBQi9vAVwsp2r\nncKxLAwavUO+AAAbj0lEQVTTzLLH2NmJM66F5Glv6S8L65dwMEipwwf61C8P5B4vw1wykWusNpEf\nBAlCubXgXd3uSjyzv1QKI2m50kArLQFMEYrHCe3vGbSJab6wObtPxyHU44ZF+u1JpQjt6iS8a/dA\n+wJzjwvCUIgjFwJHubXg4ZdfxejNcZh2CnAwUg5Gr6cHTybd8pSDkRxILWskE5C03eP97V3dNwm7\nX/dtJBKuY05YkPDaJxLu66TlHi9xLsLYRGLkQuAotxbcPvxQnEYzu79wCDBwQuA0esHeSMQtd8CJ\nDDzswYlEIRJ2j/e3d3XfmAO6bycaHdicjEYH/o2aA8dLnIswNpEVuRA8yq0FH9eCNfvY7P5CIZyI\niRNrhPQTrcIhUrEYqeamQWEd603Ts/s0DFJNja7aJG1PKERqYhv2xAkD7QvMPS4IQyGOXAgk5daC\nd990OYm5M0gZDvQmSRkOiVNPpPf978rScvedt5i+85YO0obv/e2PBmnGE0sW0POpbN133zmLSZyz\nqKjc44KQD1GtVJF6mQfUkY585x7at2+lY8pUmDTeLStUG56vbqFa8ELLRoBcY7WJ6MgFIZNiNNV+\nGvQMLTekaCLkr+UeTr9eaF0/uzPLyqGTF8YM4siFMUc6/zfhUH9e7+hdfxrQcjc3YuxPuHUgS8vt\n19av3kjrFmJjoW2FsYd8tQtjCz8NeqFa7pHo10vRulcqZ7pQN4gjF8YUvhr0ArXcI9Gvl6J1r1TO\ndKF+kNCKMKbw1aAXqOUeiX69FK17pXKmC/WDrMiFsYWfBr1QLfdI9OulaN0rlTNdqBvkihDGHGl9\ndqYiJHHOIrfsmRcg3otjhLB9tNx+bf3qjbRuOdsKYw/RkVeRepkHSYv2RoOOXqd2V4uF5v8udC4j\n0XeXW+s+AurmGkPmIjpyYXTI0DoP0l7XitZ5GM24n76bCa0w3IdsJPr1UvKHByD3uFB9xJELRZOl\ndR5Ce11N/PTYDXfdM5ATXDTaQh1QI8smIXAEQevsZ6NfTnCoLbsFYYSIIxeKIghaZz8bfXOCp4/V\niN2CMFIktCIURRC0zn42+uYETx+rEbsFYaTIilwojiBonf1s9MsJDrVltyCMELlqhaLJ1DoPpb2u\nJn567L5zFrtlmaqVGrNbEEaCOHKheEIhV+Wx6GRaGg16itWR++m5S6mXo71O2zhIj71kgW/+b3bv\ngaRTtpzggjDaFHRVKqVmAb8DrtFar845thD4HmADa7TWl5fdSqG2KVR7nYtlEVv1Y8z1GzF6+nCa\nGrDmzSa+8pNgmiOvV6b83/2a+KH05rWikxcECoiRK6WageuBP+epch1wHnAysFgpNaN85gn1TGzV\nj4k8vMHdjGxswHAg8vAGYqt+XFS9tGbccMjSh0fX3j+sLVltYwM5yhvuuqeo/gShkhSyrOgDlgHb\ncg8opY4AdmutX9Nap4A1wDvKa6JQl8R7Mddv9NWhm+s3Qlo2WGi9cuf/LjRHuSDUAMOGVrTWFmAp\npfwOTwY6Ml6/ARw5VH9tbTHM9FPJS6C9vbXkPmqBepkHjHAuL3ZCMukf64730m71QHt74fV27wFS\n0Oxfr6XRcMM/fvi0bY4AuLrFqAk0ZUgVh+uvxhiz11iNU865lHvnJm9SlzSdnfGSB6mX5Dn1Mg8o\nYi5mEwdEIhgJe9AhJxJhr9nkxtwLrZd0aCKEsT8xuJ4Rcjdi89mX07a5Ocr+JES8yzlpARn9Dttf\nDTGmr7EapsikWXmPlbpjsw13VZ5mKj4hGEEYRKwRa95sXx26NW/2wAq80Hrlzv9daI5yQagBSnLk\nWuvNwAFKqelKKRM4E7inHIYJ9U985SdJzp+DYwC9fTgGJOfPcdUoRdRLLF2ANecYt15PL44B1gjy\nf/e3jbttE+csou+cxUX1JwiVZNh85EqpecDVwHQgCWwFfg+8rLW+Syl1CvB9r/pvtNZXDdWf5CMf\noF7mASXOZZR15CPCLx95gHXkco3VJhXPR661Xg+cNsTx+4CTRmSRIGQSayR1+CHlq1di/u9BmnjJ\nCS7UOPKrBkEQhIAjjlwQBCHgiCMXBEEIOOLIBUEQAo44ckEQhIAjjlwQBCHgiCMXBEEIOOLIBUEQ\nAo44ckEQhIAjjlwQBCHgiCMXBEEIOOLIBUEQAo44ckEQhIAjjlwQBCHgiCMXBEEIOMHKki8IgpDJ\nKD/0Y82aP/DSSy+yYsUlZevz+eef4+KLr8SybI488ii+/OWVJfcpjlwQhOCRShFdez/hTc9hxHtx\nYo3YM492H8MXqu1Aw3XXXc3Xv/51pkw5nMsu+wYPPvh3Tjrp5JL6FEcuCELgiK69H3PDsxAOQVMj\nhoP7GkgsO7WoPi3L4rvf/TY7dmwnGm3g0ku/k3X8+ut/wNNPbyKRSHD22eexfPnZPPLIQ/zXf/2I\nhoZG2tom8O1vf5fHH39sUJlpuq42mUyyffs23vzmN9PRsY+TT17AY489Io5cEIQxRtIivOk514ln\nEg655YtOLirM8v/+3x+ZOHEil13279x779088MB9NDQ0ANDX18fkyQdz8cVfpK+vl/e852yWLz+b\n3/zm16xY8QXmzJnLunV/oatrj2/ZxImTAOjq2kNra2v/mG1tE9i1a2fx58JDHLkgCIHC6N6PEe+F\npsEP4DbivW7MvIhnrGr9LCeccCIACxcuAdwYOUBDQwN793bxqU99DNM02bOnE4DTT1/IlVeuYvHi\npSxcuISJEyf5luXDcUp+Fj0gqhVBEAKG09KMExvsxAGcWKO78VkE4XCIVMrfsT7xxHoef/wxVq++\nidWrbyIajQKwdOk7uf76Gxk3bjxf/eoXeOWVzb5lacaPb6Orq6v/9c6dHUya1F6UvZmIIxcEIVhE\nTOyZR4Odyi63U255keqVY46ZweOPPwrA3/9+P7fc8rP+Y11dezjwwIMwTZMHHliHbadIJpPcfPNP\nCIdNzjrrXN7xjsVs3vySb1ka0zQ57LDpPPbYYwCsW/cX5s8/qSh7M5HQSoHYJOk19tHotBImUm1z\nBGFMk1i6ACBbtTLnmP7yYli4cAmPPfYIK1ZcRDhscumll/Hoow8DcMIJ8/nFL37OihUXsWDBqbz1\nrW/jqqtWcdxxx3PJJZ+htfUAWltbee97P0g8Hh9UlsnnPvclfvCD75NIJJkxYxYnnji/+BPhYZQr\nRlMoHR37Sh6wvb2Vjo595TBnWFKk2BRdw9bwRhJGnKgTY6o9m5mJZYRKvKGp5DxGG5lLbVL3cxll\nHfloUcz70t7eauQ7FpyZV4lN0TW8Zj5BiDBRmsBweM18AoDZiTOrbJ0gjHEiZlEbm/WGxMiHwCbJ\n1vBGQoSzykOE2RreiE2ySpYJgiAMII58CHqNfSSMuO+xhBGn16iPW1ZBEIKNOPIhaHRaiTox32NR\nJ0aj0+p7TBAEoZKIIx+CMBGm2rNJYWeVp7CZas8W9YogCDWBOPJhmJlYxiHWXHAMEvSAY3CINZeZ\niWXVNk0QBAEQ1cqwhAgxO3EmM1gySEcu2nJBqC6j/RkcjTS2qVSKq666ittvv50//vHesvRZkCNX\nSl0DvAVwgM9rrR/NOLYZeA3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5YpDGvPyeZ3h5/SZGjxjMl4/bf/vwJKZNm8a0adMSL0ckjZLmzeOYs2QONz9z8/bn23zb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\n+BMww92XlV+yNLS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q+gjk+umOqZV0jPzKgck5coBEDDdtp0kmFidLm38WlW3+Abt5Z0V6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\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -321,8 +524,7 @@ } ], "source": [ - "# YOUR CODE HERE\n", - "# Sample output:" + "# YOUR CODE HERE" ] }, { @@ -349,32 +551,32 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "PersonID 150000\n", - "SeriousDlqin2yrs 150000\n", - "RevolvingUtilizationOfUnsecuredLines 150000\n", - "age 150000\n", - "zipcode 150000\n", - "NumberOfTime30-59DaysPastDueNotWorse 150000\n", - "DebtRatio 150000\n", - "MonthlyIncome 120269\n", - "NumberOfOpenCreditLinesAndLoans 150000\n", - "NumberOfTimes90DaysLate 150000\n", - "NumberRealEstateLoansOrLines 150000\n", - "NumberOfTime60-89DaysPastDueNotWorse 150000\n", - "NumberOfDependents 146076\n", + "PersonID 41016\n", + "SeriousDlqin2yrs 41016\n", + "RevolvingUtilizationOfUnsecuredLines 41016\n", + "age 41016\n", + "zipcode 41016\n", + "NumberOfTime30-59DaysPastDueNotWorse 41016\n", + "DebtRatio 41016\n", + "MonthlyIncome 33042\n", + "NumberOfOpenCreditLinesAndLoans 41016\n", + "NumberOfTimes90DaysLate 41016\n", + "NumberRealEstateLoansOrLines 41016\n", + "NumberOfTime60-89DaysPastDueNotWorse 41016\n", + "NumberOfDependents 39979\n", "dtype: int64\n" ] } ], "source": [ - "loan_df = pd.read_csv('credit-data.csv')\n", + "loan_df = pd.read_csv('../data/credit-data.csv')\n", "print(loan_df.count())" ] }, @@ -388,13 +590,142 @@ }, { "cell_type": "code", - "execution_count": 223, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorse
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" + ], + "text/plain": [ + " RevolvingUtilizationOfUnsecuredLines age \\\n", + "0 1.000000 55 \n", + "1 0.547745 71 \n", + "2 0.044280 51 \n", + "3 0.914249 55 \n", + "4 0.026599 45 \n", + "\n", + " NumberOfTime30-59DaysPastDueNotWorse DebtRatio \\\n", + "0 0 505.000000 \n", + "1 0 0.459565 \n", + "2 0 0.014520 \n", + "3 4 0.794875 \n", + "4 0 0.049966 \n", + "\n", + " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", + "0 2 0 \n", + "1 7 0 \n", + "2 5 0 \n", + "3 12 0 \n", + "4 4 0 \n", + "\n", + " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \n", + "0 0 0 \n", + "1 2 0 \n", + "2 0 0 \n", + "3 3 0 \n", + "4 0 0 " + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Do any necessary preprocessing: fill nans, drop rows if needed, etc" + "# Do any necessary preprocessing: fill nans, drop rows if needed, etc\n", + "# For simplicity, simply drop PersonID, zipcode, MonthlyIncome and NumberOfDependents. \n", + "# also remember to drop the label SeriousDlqin2yrs \n", + "df = loan_df.drop(['PersonID', 'zipcode', 'MonthlyIncome','NumberOfDependents', 'SeriousDlqin2yrs'], axis=1)\n", + "df.dropna()\n", + "df.head()" ] }, { @@ -406,25 +737,25 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 123, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# Do some clustering with kmeans/meanshift/dbscan" + "# Do some clustering with kmeans/meanshift/dbscan\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We'd like to visualize the clusters just as we did for the Iris Dataset, but we can't realy visualize 10 dimensions. So instead, we'll use PCA to project our data onto a 2-dimensional subspace and then plot our 2-d points. Before we do PCA, also make sure to normalize the columns! If we don't normalize, a column like MonthlyIncome will completely drown out all the other columns which almost all have values in the range 0-10." + "We'd like to visualize the clusters just as we did for the Iris Dataset, but we can't realy visualize 9 dimensions. So instead, we'll use PCA to project our data onto a 2-dimensional subspace and then plot our 2-d points. Before we do PCA, also make sure to normalize the columns! If we don't normalize, a column like MonthlyIncome will completely drown out all the other columns which almost all have values in the range 0-10." ] }, { "cell_type": "code", - "execution_count": 201, + "execution_count": null, "metadata": { "collapsed": true }, @@ -435,37 +766,24 @@ }, { "cell_type": "code", - "execution_count": 202, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from sklearn.decomposition import PCA\n", - "# Run PCA to get a 2-dimensional projection of the data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Scatter the 2-dimensional projected datapoints color coded by cluster value and then do the same plot except color coded by their SeriousDlqin2yrs value. Try to reuse some of the functions you've written for the previous part of of the lab.\n", - "\n", - "It can be hard to see any coherent pattern when there is so much data. Here are some ways around this:\n", - "- Plot a smaller subset of the data\n", - "- Plot different classes/clusters of the data separately(but using shared axes) " - ] - }, - { - "cell_type": "code", - "execution_count": 213, + "execution_count": 144, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Ie90qZnYX8HrgLcVxrwGuN7O7gQfdffcqPi8RkZNHpUJMFm6OY0igsrIpHSJycmpnWPMI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\nkjMRERGRElFyJiIiIlIi/z+PJzDAGASqHAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" ] }, "metadata": {}, @@ -473,49 +791,18 @@ } ], "source": [ - "delinqs = small_df[small_df['SeriousDlqin2yrs'] == 1]\n", - "nondelinqs = small_df[small_df['SeriousDlqin2yrs'] == 0]\n", - "\n", - "f, (ax1, ax2) = plt.subplots(1, 2, sharey=True, figsize=(10,4))\n", - "ax1.scatter(delinqs[0], delinqs[1], alpha=0.1)\n", - "ax1.set_title('Delinquents')\n", - "ax2.set_title('Non Delinquents')\n", - "ax2.scatter(nondelinqs[0], nondelinqs[1], alpha=0.1, c='r')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can sort of see that the datapoints that have SeriousDlinq2yrs = 0 are slightly more localized around the origin, than the ones datapoints with SeriousDlinq2yrs = 1 which are more spread out along the y-axis. This suggests that this spatial information might be useful for classification." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Using cluster centers as an extra feature" + "# Your code here\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To see if cluster centers are in fact a useful feature, split the data into a training set and a testing set. Run RandomForestClassifier on the training set, and evaluate it(with w/e scoring criteria you want - AUC might be good) on the testing set. Then repeat it with the cluster centers added as an extra feature. Does the added feature improve the classification?\n", + "Scatter the 2-dimensional projected datapoints color coded by cluster value and then do the same plot except color coded by their SeriousDlqin2yrs value. Try to reuse some of the functions you've written for the previous part of of the lab.\n", "\n", - "Feel free to use the parameters you found in HW2 to save time." - ] - }, - { - "cell_type": "code", - "execution_count": 215, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from sklearn.ensemble import RandomForestClassifier\n" + "It can be hard to see any coherent pattern when there is so much data. Here are some ways around this:\n", + "- Plot a smaller subset of the data\n", + "- Plot different classes/clusters of the data separately(but using shared axes) " ] }, {