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@SirmaXX
Last active August 29, 2023 23:50
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fonksiyonel veri analizi için hazırlanmış bir örnek
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/SirmaXX/71330c5899cadfda7dd313642d619417/audionot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "LnIcIWjqEU80",
"outputId": "77e495fd-f61e-42f1-c42f-c0bfc57a9bb9"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting scikit-fda\n",
" Downloading scikit_fda-0.8.1-py3-none-any.whl (398 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m398.3/398.3 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting dcor (from scikit-fda)\n",
" Downloading dcor-0.6-py3-none-any.whl (55 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m55.5/55.5 kB\u001b[0m \u001b[31m6.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting fdasrsf>=2.2.0 (from scikit-fda)\n",
" Downloading fdasrsf-2.4.3.tar.gz (4.6 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.6/4.6 MB\u001b[0m \u001b[31m12.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting findiff (from scikit-fda)\n",
" Downloading findiff-0.10.0-py3-none-any.whl (33 kB)\n",
"Requirement already satisfied: lazy-loader in /usr/local/lib/python3.10/dist-packages (from scikit-fda) (0.3)\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from scikit-fda) (3.7.1)\n",
"Collecting multimethod>=1.5 (from scikit-fda)\n",
" Downloading multimethod-1.9.1-py3-none-any.whl (10 kB)\n",
"Requirement already satisfied: numpy>=1.16 in /usr/local/lib/python3.10/dist-packages (from scikit-fda) (1.23.5)\n",
"Requirement already satisfied: pandas>=1.0 in /usr/local/lib/python3.10/dist-packages (from scikit-fda) (1.5.3)\n",
"Collecting rdata (from scikit-fda)\n",
" Downloading rdata-0.9-py3-none-any.whl (19 kB)\n",
"Collecting scikit-datasets[cran]>=0.1.24 (from scikit-fda)\n",
" Downloading scikit_datasets-0.2.4-py3-none-any.whl (50 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.4/50.4 kB\u001b[0m \u001b[31m4.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: scikit-learn>=0.20 in /usr/local/lib/python3.10/dist-packages (from scikit-fda) (1.2.2)\n",
"Requirement already satisfied: scipy>=1.3.0 in /usr/local/lib/python3.10/dist-packages (from scikit-fda) (1.10.1)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from scikit-fda) (4.7.1)\n",
"Requirement already satisfied: Cython in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (0.29.36)\n",
"Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (1.3.2)\n",
"Requirement already satisfied: patsy in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (0.5.3)\n",
"Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (4.66.1)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (1.16.0)\n",
"Requirement already satisfied: numba in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (0.56.4)\n",
"Requirement already satisfied: cffi>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (1.15.1)\n",
"Requirement already satisfied: pyparsing in /usr/local/lib/python3.10/dist-packages (from fdasrsf>=2.2.0->scikit-fda) (3.1.1)\n",
"Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0->scikit-fda) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0->scikit-fda) (2023.3)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.20->scikit-fda) (3.2.0)\n",
"Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from findiff->scikit-fda) (1.12)\n",
"Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->scikit-fda) (1.1.0)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->scikit-fda) (0.11.0)\n",
"Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->scikit-fda) (4.42.1)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->scikit-fda) (1.4.4)\n",
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->scikit-fda) (23.1)\n",
"Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->scikit-fda) (9.4.0)\n",
"Requirement already satisfied: xarray in /usr/local/lib/python3.10/dist-packages (from rdata->scikit-fda) (2023.7.0)\n",
"Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0.0->fdasrsf>=2.2.0->scikit-fda) (2.21)\n",
"Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba->fdasrsf>=2.2.0->scikit-fda) (0.39.1)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from numba->fdasrsf>=2.2.0->scikit-fda) (67.7.2)\n",
"Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->findiff->scikit-fda) (1.3.0)\n",
"Building wheels for collected packages: fdasrsf\n",
" Building wheel for fdasrsf (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for fdasrsf: filename=fdasrsf-2.4.3-cp310-cp310-linux_x86_64.whl size=2142776 sha256=905bc81abb5d07bd163bd67821170831b4598dcb61ef9292eba2b082bef3a532\n",
" Stored in directory: /root/.cache/pip/wheels/d5/ab/a1/f9c1d7c5182773a848997fb86666bb56a7d33b18ada95c36e9\n",
"Successfully built fdasrsf\n",
"Installing collected packages: multimethod, findiff, dcor, scikit-datasets, fdasrsf, rdata, scikit-fda\n",
"Successfully installed dcor-0.6 fdasrsf-2.4.3 findiff-0.10.0 multimethod-1.9.1 rdata-0.9 scikit-datasets-0.2.4 scikit-fda-0.8.1\n"
]
}
],
"source": [
"pip install scikit-fda"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "6HdPoOX4EU9A"
},
"outputs": [],
"source": [
"# License: MIT\n",
"\n",
"\n",
"# sphinx_gallery_thumbnail_number = 3\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.model_selection import GridSearchCV, train_test_split\n",
"from sklearn.pipeline import Pipeline\n",
"\n",
"from skfda.datasets import fetch_phoneme\n",
"from skfda.misc.hat_matrix import NadarayaWatsonHatMatrix\n",
"from skfda.misc.kernels import normal\n",
"from skfda.misc.metrics import MahalanobisDistance\n",
"from skfda.ml.classification import KNeighborsClassifier\n",
"from skfda.preprocessing.registration import FisherRaoElasticRegistration\n",
"from skfda.preprocessing.smoothing import KernelSmoother\n",
"\n",
"from skfda.misc.hat_matrix import (\n",
" KNeighborsHatMatrix,\n",
" LocalLinearRegressionHatMatrix,\n",
" NadarayaWatsonHatMatrix,\n",
")\n",
"from skfda.ml.regression._kernel_regression import KernelRegression\n",
"\n"
]
},
{
"cell_type": "markdown",
"source": [
"Öncelikle ilk 150 değişkenle sınırlı olan (ikili) Fonem veri kümesini yükleyeceğiz ve ilk 20 fonksiyonun grafiğini çiziliyor"
],
"metadata": {
"id": "Nk9Ut-nuNciV"
}
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 497
},
"id": "DRkX58v7EU9C",
"outputId": "d60b9ff2-eb2f-49b9-bcbd-dc3d0d3a7c24"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"X, y = fetch_phoneme(return_X_y=True)\n",
"\n",
"X = X[(y == 0) | (y == 1)]\n",
"y = y[(y == 0) | (y == 1)]\n",
"\n",
"n_points = 150\n",
"\n",
"new_points = X.grid_points[0][:n_points]\n",
"new_data = X.data_matrix[:, :n_points]\n",
"\n",
"X = X.copy(\n",
" grid_points=new_points,\n",
" data_matrix=new_data,\n",
" domain_range=(np.min(new_points), np.max(new_points)),\n",
")\n",
"\n",
"n_plot = 20\n",
"X[:n_plot].plot(group=y)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"source": [
"Yukarıdaki Periodogram verilerini incelediğimizde periodları rahatlıkla inceleyemiyoruz ve kirli bir veri yapısı karşımıza çıkıyor.Bu yapıyı temizlemek için kernel smoother kullanıldı."
],
"metadata": {
"id": "wo95yv9qOmHg"
}
},
{
"cell_type": "code",
"source": [
"smoother = KernelSmoother(\n",
" NadarayaWatsonHatMatrix(\n",
" bandwidth=0.1,\n",
" kernel=normal,\n",
" ),\n",
")\n",
"X_smooth = smoother.fit_transform(X)\n",
"\n",
"fig = X_smooth[:n_plot].plot(group=y)\n",
"\n",
"X_smooth_aa = X_smooth[:n_plot][y[:n_plot] == 0]\n",
"X_smooth_ao = X_smooth[:n_plot][y[:n_plot] == 1]\n",
"\n",
"X_smooth_aa.mean().plot(fig=fig, color=\"blue\", linewidth=3)\n",
"X_smooth_ao.mean().plot(fig=fig, color=\"red\", linewidth=3)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 497
},
"id": "Gh552LmLG_A3",
"outputId": "c1f668e5-490c-47de-f559-90e1ed2c2d13"
},
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"FisherRaoElasticRegistration, iki 2D veya 3D görüntüyü eşleştirmek için kullanılan bir algoritmadır. Bu algoritma, görüntülerin yerel özelliklerini korurken, görüntülerin genel şeklini ve konumunu eşleştirir. FisherRaoElasticRegistration, ismini Fisher-Rao metriğinden alır, bu da görüntülerin arasındaki benzerliği ölçmek için kullanılan bir metriktir.\n",
"\n",
"Fisher-Rao elastik kaydı çok yavaş olduğundan, çizilen eğrileri yalnızca bir yaklaşım olarak kaydediliyor"
],
"metadata": {
"id": "45E-Ip0IbDaT"
}
},
{
"cell_type": "code",
"source": [
"reg = FisherRaoElasticRegistration(\n",
" penalty=0.01,\n",
")\n",
"\n",
"X_reg_aa = reg.fit_transform(X_smooth[:n_plot][y[:n_plot] == 0])\n",
"fig = X_reg_aa.plot(color=\"C0\")\n",
"\n",
"X_reg_ao = reg.fit_transform(X_smooth[:n_plot][y[:n_plot] == 1])\n",
"X_reg_ao.plot(fig=fig, color=\"C1\")\n",
"\n",
"X_reg_aa.mean().plot(fig=fig, color=\"blue\", linewidth=3)\n",
"X_reg_ao.mean().plot(fig=fig, color=\"red\", linewidth=3)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 478
},
"id": "6pPHHL32Ue9X",
"outputId": "739ebaa1-1b49-4c3e-fe33-b91e2dd22588"
},
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Burada ise Test ve eğitim verisetleri %75 25 olarak ayrılıyor.Not:normalde test verisini ayırmadan önce ön işleme yapmak gerekiyor burada veri sızıntısı olmadığından bu aşamayı atlamışlardır."
],
"metadata": {
"id": "bSOWVBxMbcxs"
}
},
{
"cell_type": "code",
"source": [
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X_smooth,\n",
" y,\n",
" test_size=0.25,\n",
" random_state=0,\n",
" stratify=y,\n",
")"
],
"metadata": {
"id": "UNP87fJbJrB-"
},
"execution_count": 7,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Şimdi ise örnekten farklı olarak birçok sınıflandırma uygulamasının implementasyonunu sizlere açıklayacağım."
],
"metadata": {
"id": "xaKgk8YSbnaP"
}
},
{
"cell_type": "code",
"source": [
"n_neighbors = int(np.sqrt(X_smooth.n_samples))\n",
"n_neighbors += n_neighbors % 2 - 1 # Round to an odd integer\n",
"\n",
"classifier = KNeighborsClassifier(\n",
" n_neighbors=n_neighbors,\n",
" metric=MahalanobisDistance(\n",
" alpha=0.001,\n",
" ),\n",
")\n",
"\n",
"classifier.fit(X_train, y_train)\n",
"y_pred = classifier.predict(X_test)\n",
"score = accuracy_score(y_test, y_pred)\n",
"print(score)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-sbtSg5uHrK0",
"outputId": "f6954841-040f-474a-937d-6f1b51863224"
},
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.8046511627906977\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Bu algoritma, bir örnek, verilen bir sınıfa ait olma olasılığını tahmin etmek için, bu örneğin yakınındaki örneklerin sınıflarına bakar.\n",
"\n",
"RadiusNeighborsClassifier, k-nearest neighbors (kNN) algoritmasına benzer. Ancak, kNN algoritması, sadece en yakın k örneği kullanır. RadiusNeighborsClassifier ise, verilen yarıçap içinde bulunan tüm örnekleri kullanır."
],
"metadata": {
"id": "2DHm6zT1sEQW"
}
},
{
"cell_type": "code",
"source": [
"from skfda.ml.clustering import NearestNeighbors\n",
"from skfda.ml.classification import RadiusNeighborsClassifier\n",
"neigh = RadiusNeighborsClassifier(radius=4)\n",
"neigh.fit(X_train, y_train)\n",
"y_pred1 = neigh.predict(X_test)\n",
"score1 = accuracy_score(y_test, y_pred1)\n",
"print(score1)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mG2cms1DZX2r",
"outputId": "c2dc97ac-65a9-4449-c235-28321b11155b"
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.8069767441860465\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"NearestCentroid, k-nearest neighbors (kNN) algoritmasına benzer. Ancak, kNN algoritması, sadece en yakın k örneği kullanır. NearestCentroid ise, sadece en yakın bir örneği kullanır."
],
"metadata": {
"id": "TWHV3TmysS6u"
}
},
{
"cell_type": "code",
"source": [
"from skfda.ml.classification import NearestCentroid\n",
"neigh1 = NearestCentroid()\n",
"neigh1.fit(X_train, y_train)\n",
"y_pred2 = neigh1.predict(X_test)\n",
"score2 = accuracy_score(y_test, y_pred2)\n",
"print(score2)\n",
"\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "QKg3-UIlj-4e",
"outputId": "3eefb346-0dd6-43cb-c499-6455b6d1dde4"
},
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.7511627906976744\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"MaximumDepthClassifier, karar ağaçlarının bir türüdür. Bu algoritma, karar ağacının maksimum derinliğini sınırlayarak, ağacın karmaşıklığını sınırlar. Bu, ağacın eğitilmesini ve tahminlerinin yorumlanmasını kolaylaştırır."
],
"metadata": {
"id": "vSJuPmqwsdYT"
}
},
{
"cell_type": "code",
"source": [
"from skfda.ml.classification import MaximumDepthClassifier\n",
"clf = MaximumDepthClassifier()\n",
"clf.fit(X_train, y_train)\n",
"new_pred=clf.predict(X_test)\n",
"score_clf=accuracy_score(y_test, new_pred)\n",
"print(score_clf)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "VDIqj36OkNTN",
"outputId": "5148ff2e-9dad-4e3a-decc-c4e714e86939"
},
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.7651162790697674\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"DTMClassifier, karar ağaçların bir başka türüdür. Bu algoritma, decision stumps adı verilen basit karar ağaçları kullanır. Decision stumps, sadece bir özellik ve bir threshold kullanır. Bu, DTMClassifier'ı, diğer karar ağacı algoritmalarına göre daha hızlı ve daha basit hale getirir."
],
"metadata": {
"id": "gyO6qgy7sfyp"
}
},
{
"cell_type": "code",
"source": [
"from skfda.ml.classification import DTMClassifier\n",
"clft = DTMClassifier(proportiontocut=0.25)\n",
"clft.fit(X_train, y_train)\n",
"new_pred_1=clft.predict(X_test)\n",
"score_clft=accuracy_score(y_test,new_pred_1)\n",
"print(score_clft)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "SzdPhtU4k0DD",
"outputId": "fd3c1d98-4bc4-498d-dc07-129039b2d805"
},
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.7511627906976744\n"
]
}
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
},
"colab": {
"provenance": [],
"include_colab_link": true
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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