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| Current File : /var/www/web-klick.de/dsh/50_dev2017/1310__algorithms/Julia/Notebooks/DataFrames.ipynb |
{
"metadata": {
"language": "Julia",
"name": "",
"signature": "sha256:f3fd78b70e36fdca0a2ca768c0ce0862469566e60e53a6eebb7c06f92dc01001"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"using DataFrames"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#df = readtable(\"/media/removable/DEVELOPMENT/Auswertung/measurementsInCoordinateSystem.csv\", separator='\\t');\n",
"df = readtable(\"/Volumes/DEVELOPMENT/IPython/TRAINING.csv\", separator=',');"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"const measures = array(df[1:5]);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"const labels = array(df[9]);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"using PyCall"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@pyimport sklearn.neighbors as nb"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"const n_neighbors = 5;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class = nb.KNeighborsClassifier(n_neighbors, weights=\"distance\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"PyObject KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" n_neighbors=5, p=2, weights='distance')"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class[:fit](measures, labels)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"PyObject KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" n_neighbors=5, p=2, weights='distance')"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class[:predict](measures[1000,:])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"PyObject array([u'ROOF'], \n",
" dtype='<U5')"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@pyimport sklearn.cross_validation as cv\n",
"@pyimport sklearn.metrics as m"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_train, X_test, y_train, y_test = cv.train_test_split(measures, labels, test_size=0.3);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class[:fit](X_train, y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"PyObject KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" n_neighbors=5, p=2, weights='distance')"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_pred = class[:predict](X_test);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"using PyPlot\n",
"\n",
"function plot_confusion_matrix(y_pred, y)\n",
" plt.imshow(m.confusion_matrix(y, y_pred),\n",
" cmap=plt.cm[:binary], interpolation=\"nearest\")\n",
" plt.colorbar()\n",
" plt.xlabel(\"true value\")\n",
" plt.ylabel(\"predicted value\")\n",
"end"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"INFO: Loading help data...\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"plot_confusion_matrix (generic function with 1 method)"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"println(\"accuracy : \", m.accuracy_score(y_test, y_pred))\n",
"println(\"precision: \", m.precision_score(y_test, y_pred))\n",
"println(\"recall : \", m.recall_score(y_test, y_pred))\n",
"println(\"f1 score : \", m.f1_score(y_test, y_pred))\n",
"\n",
"plot_confusion_matrix(y_test, y_pred)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"accuracy : 0."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"7764350453172205\n",
"precision: 0.7734175912831878\n",
"recall : 0.7764350453172205\n",
"f1 score : 0.772187849767935\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x114c66990>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"PyObject <matplotlib.text.Text object at 0x12007abd0>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"using DecisionTree"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"forest = build_forest(labels, measures, 2, 8);\n",
"[length(tree) for tree in forest.trees]'"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"1x8 Array{Any,2}:\n",
" 135 148 137 146 146 145 127 149"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"predictions = apply_forest(forest, measures);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nfoldCV_forest(labels, measures, 2, 10, 5)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Fold 1"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classes: {\""
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"DRD\",\"IR\",\"PSD\",\"ROOF\",\"TRUNK\",\"WDSHD\"}\n",
"Matrix: ["
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"23 4 0 2 0 2\n",
" 1 78 0 3 0 6\n",
" 2 2 30 1 1 1\n",
" 0 4 3 18 0 0\n",
" 2 1 0 4 21 0\n",
" 0 4 0 0 0 7]\n",
"Accuracy: 0.8045454545454546\n",
"Kappa: 0.741776989217961\n",
"\n",
"Fold "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2\n",
"Classes: {\"DRD\",\"IR\",\"PSD\",\"ROOF\",\"TRUNK\",\"WDSHD\"}\n",
"Matrix: [33 6 0 2 1 0\n",
" 2 76 0 2 0 0\n",
" 0 3 27 2 0 2\n",
" 2 2 1 11 2 0\n",
" 2 2 3 1 18 0\n",
" 0 9 0 0 0 11]\n",
"Accuracy: 0.8\n",
"Kappa: 0.736512602754641\n",
"\n",
"Fold "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"3\n",
"Classes: {\"DRD\",\"IR\",\"PSD\",\"ROOF\",\"TRUNK\",\"WDSHD\"}\n",
"Matrix: [14 3 1 1 2 1\n",
" 1 80 0 2 0 9\n",
" 0 5 26 0 4 1\n",
" 1 1 3 24 1 1\n",
" 1 2 1 1 16 0\n",
" 0 2 0 0 0 16]\n",
"Accuracy: 0.8\n",
"Kappa: 0.7347872544453273\n",
"\n",
"Fold "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"4\n",
"Classes: {\"DRD\",\"IR\",\"PSD\",\"ROOF\",\"TRUNK\",\"WDSHD\"}\n",
"Matrix: [16 2 1 1 5 1\n",
" 3 84 1 2 3 4\n",
" 0 0 22 0 0 0\n",
" 2 3 4 15 5 0\n",
" 2 0 5 2 18 0\n",
" 0 9 2 1 0 7]\n",
"Accuracy: 0.7363636363636363\n",
"Kappa: 0.6440923797835546\n",
"\n",
"Fold "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"5\n",
"Classes: {\"DRD\",\"IR\",\"PSD\",\"ROOF\",\"TRUNK\",\"WDSHD\"}\n",
"Matrix: [29 9 0 2 3 0\n",
" 3 70 3 1 1 2\n",
" 0 2 32 1 0 1\n",
" 1 3 2 14 3 0\n",
" 2 2 4 0 15 0\n",
" 0 6 0 0 0 9]\n",
"Accuracy: 0.7681818181818182\n",
"Kappa: 0.6964203576936605\n",
"\n",
"Mean Accuracy: 0.7818181818181817\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"5-element Array{Float64,1}:\n",
" 0.804545\n",
" 0.8 \n",
" 0.8 \n",
" 0.736364\n",
" 0.768182"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"apply_forest(forest, measures[1000,:])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": [
"1-element Array{Any,1}:\n",
" \"ROOF\""
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@pyimport sklearn.naive_bayes as naive"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class = naive.GaussianNB()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": [
"PyObject GaussianNB()"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class[:fit](X_train, y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 25,
"text": [
"PyObject GaussianNB()"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_pred = class[:predict](X_test);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"println(\"accuracy : \", m.accuracy_score(y_test, y_pred))\n",
"println(\"precision: \", m.precision_score(y_test, y_pred))\n",
"println(\"recall : \", m.recall_score(y_test, y_pred))\n",
"println(\"f1 score : \", m.f1_score(y_test, y_pred))\n",
"\n",
"plot_confusion_matrix(y_test, y_pred)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"accuracy : 0."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6706948640483383\n",
"precision: 0.7038309563045212\n",
"recall : 0.6706948640483383\n",
"f1 score : 0.668529244666238\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x10e323850>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 27,
"text": [
"PyObject <matplotlib.text.Text object at 0x12103f090>"
]
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@pyimport sklearn.svm as svm"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class = svm.SVC()[:fit](X_train, y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 29,
"text": [
"PyObject SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0, degree=3, gamma=0.0,\n",
" kernel='rbf', max_iter=-1, probability=False, random_state=None,\n",
" shrinking=True, tol=0.001, verbose=False)"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_pred = class[:predict](X_test);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"println(\"accuracy : \", m.accuracy_score(y_test, y_pred))\n",
"println(\"precision: \", m.precision_score(y_test, y_pred))\n",
"println(\"recall : \", m.recall_score(y_test, y_pred))\n",
"println(\"f1 score : \", m.f1_score(y_test, y_pred))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"accuracy : 0."
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"//anaconda/lib/python2.7/site-packages/sklearn/metrics/metrics.py:1734: UserWarning: The sum of true positives and false positives are equal to zero for some labels. Precision is ill defined for those labels [u'DRD' u'PSD' u'ROOF' u'TRUNK' u'WDSHD']. The precision and recall are equal to zero for some labels. fbeta_score is ill defined for those labels [u'DRD' u'PSD' u'ROOF' u'TRUNK' u'WDSHD']. \n",
" average=average)\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"3957703927492447\n",
"precision: 0.1566342037768914\n",
"recall : 0.3957703927492447\n",
"f1 score : 0.2244412183989223\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"//anaconda/lib/python2.7/site-packages/sklearn/metrics/metrics.py:1809: UserWarning: The sum of true positives and false positives are equal to zero for some labels. Precision is ill defined for those labels [u'DRD' u'PSD' u'ROOF' u'TRUNK' u'WDSHD']. The precision and recall are equal to zero for some labels. fbeta_score is ill defined for those labels [u'DRD' u'PSD' u'ROOF' u'TRUNK' u'WDSHD']. \n",
" average=average)\n",
"//anaconda/lib/python2.7/site-packages/sklearn/metrics/metrics.py:1249: UserWarning: The sum of true positives and false positives are equal to zero for some labels. Precision is ill defined for those labels [u'DRD' u'PSD' u'ROOF' u'TRUNK' u'WDSHD']. The precision and recall are equal to zero for some labels. fbeta_score is ill defined for those labels [u'DRD' u'PSD' u'ROOF' u'TRUNK' u'WDSHD']. \n",
" average=average)\n"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class = svm.SVC(degree=4, coef0=0.0, gamma=0.00001, kernel=\"rbf\", tol=0.01)[:fit](X_train, y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": [
"PyObject SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0, degree=4,\n",
" gamma=1e-05, kernel='rbf', max_iter=-1, probability=False,\n",
" random_state=None, shrinking=True, tol=0.01, verbose=False)"
]
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_pred = class[:predict](X_test);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"println(\"accuracy : \", m.accuracy_score(y_test, y_pred))\n",
"println(\"precision: \", m.precision_score(y_test, y_pred))\n",
"println(\"recall : \", m.recall_score(y_test, y_pred))\n",
"println(\"f1 score : \", m.f1_score(y_test, y_pred))\n",
"\n",
"plot_confusion_matrix(y_test, y_pred)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"accuracy : 0."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"8036253776435045\n",
"precision: 0.8022651627095504\n",
"recall : 0.8036253776435045\n",
"f1 score : 0.7998337139936833\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x121a916d0>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 34,
"text": [
"PyObject <matplotlib.text.Text object at 0x121ab8bd0>"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@pyimport sklearn.tree as tree"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class = tree.DecisionTreeClassifier()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 44,
"text": [
"PyObject DecisionTreeClassifier(compute_importances=None, criterion='gini',\n",
" max_depth=None, max_features=None, min_density=None,\n",
" min_samples_leaf=1, min_samples_split=2, random_state=None,\n",
" splitter='best')"
]
}
],
"prompt_number": 44
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class[:fit](X_train, y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 45,
"text": [
"PyObject DecisionTreeClassifier(compute_importances=None, criterion='gini',\n",
" max_depth=None, max_features=None, min_density=None,\n",
" min_samples_leaf=1, min_samples_split=2, random_state=None,\n",
" splitter='best')"
]
}
],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_pred = class[:predict](X_test);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"println(\"accuracy : \", m.accuracy_score(y_test, y_pred))\n",
"println(\"precision: \", m.precision_score(y_test, y_pred))\n",
"println(\"recall : \", m.recall_score(y_test, y_pred))\n",
"println(\"f1 score : \", m.f1_score(y_test, y_pred))\n",
"\n",
"plot_confusion_matrix(y_test, y_pred)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"accuracy : 0."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"7613293051359517\n",
"precision: 0.7728735709610529\n",
"recall : 0.7613293051359517\n",
"f1 score : 0.764838079083552\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x7f78ee3c4550>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 48,
"text": [
"PyObject <matplotlib.text.Text object at 0x7f78ee33d7d0>"
]
}
],
"prompt_number": 48
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"srand(0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"using Distributions"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 42
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"proj = rand(Normal(), (64, 2))#reshape(rand(Normal(), 128),64,2);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 156
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@pyimport sklearn.datasets as ds"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 51
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"digits = ds.load_digits();"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"digits"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 54,
"text": [
"Dict{Any,Any} with 5 entries:\n",
" \"images\" => [0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0\u2026\n",
" \"target_names\" => [0,1,2,3,4,5,6,7,8,9]\n",
" \"data\" => [0.0 0.0 5.0 13.0 9.0 1.0 0.0 0.0 0.0 0.0 13.0 15.0 10.0 15\u2026\n",
" \"DESCR\" => \" Optical Recognition of Handwritten Digits Data Set\\n\\nNot\u2026\n",
" \"target\" => [0,1,2,3,4,5,6,7,8,9,0,1,2,3,4,5,6,7,8,9,0,1,2,3,4,5,6,7,8,\u2026"
]
}
],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = digits[\"data\"];\n",
"y = digits[\"target\"];"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_rand = hcat([dot(vec(X[i,:]), proj[:,1]) for i = 1:size(X)[1]], \n",
" [ dot(vec(X[i,:]), proj[:,2]) for i = 1:size(X)[1]]);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 158
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"im = ax[:scatter](X_rand[:, 1], X_rand[:, 2], c=y)\n",
"fig[:colorbar](im)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x7f77ffdecb50>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 159,
"text": [
"PyObject <matplotlib.colorbar.Colorbar instance at 0x7f77ff96bb48>"
]
}
],
"prompt_number": 159
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@pyimport sklearn.decomposition as decomp"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model = decomp.PCA(n_components=2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 104,
"text": [
"PyObject PCA(copy=True, n_components=2, whiten=False)"
]
}
],
"prompt_number": 104
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model[:fit](X)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 105,
"text": [
"PyObject PCA(copy=True, n_components=2, whiten=False)"
]
}
],
"prompt_number": 105
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_PCA = model[:transform](X);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 107
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"im = ax[:scatter](X_PCA[:, 1], X_PCA[:, 2], c=y)\n",
"fig[:colorbar](im)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x7f780415a410>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 108,
"text": [
"PyObject <matplotlib.colorbar.Colorbar instance at 0x7f78005345a8>"
]
}
],
"prompt_number": 108
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model[:fit](measures)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 110,
"text": [
"PyObject PCA(copy=True, n_components=2, whiten=False)"
]
}
],
"prompt_number": 110
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"meas_PCA = model[:transform](measures);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 111
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"arr = Int64[]\n",
"for i in labels\n",
" if i == \"DRD\"\n",
" push!(arr, 1)\n",
" elseif i == \"PSD\"\n",
" push!(arr, 2)\n",
" elseif i == \"TRUNK\"\n",
" push!(arr, 3)\n",
" end\n",
"end"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 177
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"im = ax[:scatter](meas_PCA[:, 1], meas_PCA[:, 2], c=arr)\n",
"fig[:colorbar](im)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x7f78000bca10>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 174,
"text": [
"PyObject <matplotlib.colorbar.Colorbar instance at 0x7f7800493bd8>"
]
}
],
"prompt_number": 174
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"im = ax[:scatter](measures[:, 1], measures[:, 2], c=arr)\n",
"ax[:scatter](measures[:, 4], measures[:, 5], c=arr)\n",
"fig[:colorbar](im)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x7f780030b850>)"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 180,
"text": [
"PyObject <matplotlib.colorbar.Colorbar instance at 0x7f77fff8c6c8>"
]
}
],
"prompt_number": 180
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"help(counts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"counts (generic function with 12 methods)\n"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sum([135 , 148 , 137 , 146 ,146 ,145 , 127 , 149])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": [
"1133"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}