Files
DSAI/05_ML/code/unsupervised_2_downprojection.ipynb
2025-05-01 19:31:40 +02:00

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967 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div style=\"\n",
" border: 2px solid #4CAF50; \n",
" padding: 15px; \n",
" background-color: #f4f4f4; \n",
" border-radius: 10px; \n",
" align-items: center;\">\n",
"\n",
"<h1 style=\"margin: 0; color: #4CAF50;\">Unsupervised ML Modelle: Dimensionsreduzierung (Downprojection)</h1>\n",
"<h2 style=\"margin: 5px 0; color: #555;\">DSAI</h2>\n",
"<h3 style=\"margin: 5px 0; color: #555;\">Jakob Eggl</h3>\n",
"\n",
"<div style=\"flex-shrink: 0;\">\n",
" <img src=\"https://www.htl-grieskirchen.at/wp/wp-content/uploads/2022/11/logo_bildschirm-1024x503.png\" alt=\"Logo\" style=\"width: 250px; height: auto;\"/>\n",
"</div>\n",
"<p1> © 2024/25 Jakob Eggl. Nutzung oder Verbreitung nur mit ausdrücklicher Genehmigung des Autors.</p1>\n",
"</div>\n",
"<div style=\"flex: 1;\">\n",
"</div> "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Downprojection von Daten"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die **Downprojection** (oder Dimensionalitätsreduktion) ist ein Verfahren, um hochdimensionale Daten in eine niedrigere Dimension zu verwandeln (zbsp durch eine Projektion), während wichtige Strukturen und Muster erhalten bleiben (sollen). Dies erleichtert Visualisierungen, reduziert Speicherbedarf und verbessert oft die Effizienz von Machine-Learning-Algorithmen."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Dim_Reduction_Cubes](../resources/Dim_Reduction_Cubes.jpeg)\n",
"\n",
"(von https://www.sc-best-practices.org/preprocessing_visualization/dimensionality_reduction.html)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Dim_Reduction_Points](../resources/Dim_Reduction_Points.png)\n",
"\n",
"(von https://blog.roboflow.com/what-is-dimensionality-reduction/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wir werden uns nun die beiden wichtigsten Methoden ansehen: **Principal Component Analysis (PCA)** und **t-Distributed Stochastic Neighbour Embedding (t-SNE)**. Neben diesen beiden gibt es noch weitere Methoden, welche auch ihre eigenen Vorteile/Nachteile und Anwendungsfälle besitzen. Darunter gehören zum Beispiel *UMAP (Uniform Manifold Approximation and Projection)*, *MDS (Multidmensional Scaling)* und *LLE (Locally Linear Embedding)*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Principal Component Analysis (PCA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die **Principal Component Analysis (PCA)** ist ein mathematisches Verfahren, das es uns möglich macht, die Dimension von Daten zu reduzieren. Einfach gesagt sucht man in *PCA* mehr oder weniger eine $n$-dimensionale \"Ansicht\" der Daten, bei der man möglichst viel sieht ($n$ ist für Visualisierungszwecke gleich 2). Sprich wir schauen uns an, in welche Richtungen die Daten besonders ausgebreitet sind und machen dies zu unseren neuen Achsen. Diese neuen Achsen nennen wir **Principal Components (Hauptkomponenten)**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Info:** Wenn wir für $d$-dimensionale Daten eine $d$-dimensionale \"Ansicht\" suchen, dann bekommen wir die exakt gleichen Daten wieder zurück, jedoch haben jetzt das Koordinatensystem geändert."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Wichtig:** Die Daten werden beim verwenden von PCA nicht verändert, es wird nur das Koordinatensystem gedreht."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Info:** Wenn wir für $d$-dimensionale Daten zum Beispiel die beste \"Ansicht\" mit Dimension $2$ finden wollen, dann passiert dies, indem wir zuerst PCA anwenden, um $d$ neue Achsen zu bekommen. Anschließend wählen wir die ersten beiden Achsen aus."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Info:** Die neuen Richtungen, in welche sich die Daten am meisten Ausbreiten sind orthogonal (=rechtwinklig) zueinander."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Wichtig:** Bei jeder Dimensionsreduzierung gehen auch Daten verloren. Also die von uns betrachteten Methoden sind (normalerweise) nicht **verlustfrei**, auch *lossless* genannt."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![PCA_2_Plots](../resources/PCA_2_Datasets.png)\n",
"\n",
"(von Unsupervised Techniques, Prof. Hochreiter; JKU)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Beschreibung des Algorithmus"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Der *PCA* Algorithmus arbeitet folgende Schritt ab."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. **Zentrieren der Daten:** Subtrahiere den Mittelwert jeder Dimension. Somit ist der Mittelwert des Datasets $0$ in jeder Dimension.\n",
"2. **Bestimmen der Principal Components:** Bestimme die Richtungen/Achsen, in welche die Daten sich am meisten Ausbreiten und ordne diese absteigend.\n",
"3. **Hauptkomponentenauswahl:** Wähle die wichtigsten $n$ Richtungen (somit die ersten $n$ Richtungen der Daten mit neuem Koordinatensystem) aus.\n",
"4. **Transformation:** Projiziere die Daten auf diese Richtungen."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Infos:** Der Beitrag pro Richtung zu einem Sample nimmt mit jeder Richtung ab, sprich die letzten Richtungen tragen nur mehr ganz wenig zum Datenpunkt bei im Vergleich zu den anderen Datenpunkten (siehe Referat: Kompression von Daten)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Hyperparameter von PCA"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* **Anzahl der Hauptkomponenten:** Entscheidet, wie viele Dimensionen behalten werden. Kann wie vorher beschrieben auch gleich viele wie vorher sein, dies bedeutet, dass wir nur das Koordinatensystem ändern."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Vorteile und Nachteile von PCA"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Vorteile:**\n",
"* Sehr schnell und effizient für große Datensätze\n",
"* Kann auch zur Datenkompression verwendet werden (Beitrag der einzelnen zu einem Datenpunkt absteigend)\n",
"* Kann auch verwendet werden, um die Anzahl der Features für ein Model zu verringern. Bsp: Statt 100 Features werden nur 10 Eingangsvariablen (*wichtig:* Hier sind mehrere Features \"vermischt\"!)\n",
"\n",
"**Nachteile:**\n",
"* Nur für lineare Zusammenhänge geeignet\n",
"* Die neuen Achsen können schwer interpretierbar sein\n",
"* Variablen müssen standardisiert werden, da sonst Achsen mit großer Skalierung dominieren"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## PCA in Python"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.datasets import load_wine, load_iris\n",
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data = load_iris()\n",
"X = data.data\n",
"y = data.target"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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"metadata": {},
"output_type": "execute_result"
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"X"
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"metadata": {},
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"source": [
"X = StandardScaler().fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
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{
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]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1058.88x1000 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pairplot\n",
"\n",
"df = pd.DataFrame(X, columns=data.feature_names)\n",
"df['Target'] = data.target\n",
"\n",
"sns.pairplot(df, hue='Target')\n",
"plt.suptitle('Pairplot')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Anwenden von PCA\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"df_pca = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])\n",
"df_pca['Target'] = y"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='PC1', y='PC2', hue=df_pca['Target'], palette='viridis', data=df_pca)\n",
"plt.title(f'PCA Visualization of the Dataset')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Hinzufügen eines neuen Datenpunktes in PCA"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hat man nun einen neuen Datenpunkt, so kann dieser auch ganz einfach downprojected werden.\n",
"\n",
"Dafür muss $\\ldots$\n",
"* $\\ldots$ der Datenpunkt die die gleiche Anzahl der Features haben wie die Datenpunkte im Dataset\n",
"* $\\ldots$ der Datenpunkt auf die gelernten *Principal Components* projeziert werden\n",
"\n",
"In Python funktioniert dies recht einfach"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# hinzufügen von einem neuen Punkt in PCA\n",
"new_point = [[-2, 0, 1.5, 0.5]]\t# 4 features (funktioniert also für Iris dataset)\n",
"new_point_pca = pca.transform(new_point)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.11091608, -0.68462682]])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_point_pca"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## t-Distributed Stochastic Neighbour Embedding (t-SNE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**t-SNE** ist ein Algorithmus zur Reduktion der Dimensionalität, ähnlich wie PCA, aber mit einem anderen Ansatz. Während PCA versucht, die gesamte Struktur der Daten zu erhalten, fokussiert sich t-SNE darauf, die lokalen Zusammenhänge zwischen Datenpunkten beizubehalten. Das bedeutet, dass Punkte, die in der hohen Dimension nah beieinander liegen, auch in der niedrigeren Dimension (z. B. 2d oder 3d) nah beieinander bleiben sollen. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![tSNE_Example](../resources/tSNE_Example.png)\n",
"\n",
"(von https://rpubs.com/marwahsi/tnse)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Beschreibung des Algorithmus"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1. Ähnlichkeit in hoher Dimension berechnen** \n",
"t-SNE beginnt damit, Ähnlichkeiten zwischen allen Punkten im hochdimensionalen Raum zu berechnen. Es versucht herauszufinden, welche Punkte „Nachbarn“ sind, also welche Punkte in einem bestimmten Umkreis besonders nahe an einem anderen Punkt liegen. \n",
"\n",
"**2. Punkte in niedriger Dimension platzieren** \n",
"Dann erzeugt t-SNE eine zufällige Anordnung der Punkte in einem niedrigdimensionalen Raum (zum Beispiel 2d). Anschließend beginnt der eigentliche Optimierungsprozess: \n",
"\n",
"**3. Anordnung verbessern** \n",
"t-SNE vergleicht die Abstände der Punkte in der niedrigen Dimension mit denen in der hohen Dimension. Falls zwei Punkte in der niedrigen Dimension zu weit voneinander entfernt sind, obwohl sie eigentlich Nachbarn sein sollten, werden sie näher zusammengezogen. Falls zwei Punkte zu nah sind, obwohl sie keine echten Nachbarn waren, werden sie auseinander gedrückt. Das passiert iterativ, bis eine möglichst gute Darstellung entsteht. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Info:** Nachdem dieser Vorgang iterativ ist, bricht der Algorithmus nach den gegebenen Iterationen ab. Die Anzahl der Iterationen kann im Konstruktor mitgegeben werden."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Hyperparameter von t-SNE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. **Perplexity:**\n",
" * Dieser Wert bestimmt, wie viele Nachbarn t-SNE für jeden Punkt betrachtet. \n",
" * Eine niedrige Perplexity (z. B. 5) fokussiert stark auf lokale Strukturen. Eine hohe Perplexity (z. B. 50) betrachtet größere Zusammenhänge. \n",
" * Es gibt leider keinen Wert, der immer funktioniert $\\rightarrow$ probieren!\n",
"\n",
"2. **Anzahl der Iterationen**\n",
" * Je länger man t-SNE laufen lässt, desto besser wird die Struktur.\n",
" * Mehr Iterationen benötigen aber auch mehr Rechenleistung und dauern dementsprechend auch länger "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Vorteile und Nachteile von t-SNE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Vorteile:**\n",
"* Besonders gut für Datenvisualisierung geeignet\n",
"* Erhält lokale Strukturen sehr gut\n",
"* Kann komplexe nicht-lineare Muster erkennen, zum Beispiel welche, die PCA nicht erkennen kann\n",
"\n",
"**Nachteile:**\n",
"* Sehr rechenintensiv im Vergleich zu PCA\n",
"* Keine eindeutige Rekonstruktion der Daten möglich\n",
"* Sensitiv gegenüber der Wahl der Hyperparameter\n",
"* Keine neuen Daten können hinzugefügt werden"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### t-SNE in Python"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from sklearn.manifold import TSNE\n",
"from sklearn.datasets import load_wine, load_iris\n",
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"data = load_iris()\n",
"X = data.data\n",
"y = data.target"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"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, 0.2],\n",
" [5. , 3.2, 1.2, 0.2],\n",
" [5.5, 3.5, 1.3, 0.2],\n",
" [4.9, 3.6, 1.4, 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]])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([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,\n",
" 0, 0, 0, 0, 0, 0, 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,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 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,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"X = StandardScaler().fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1058.88x1000 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pairplot\n",
"\n",
"df = pd.DataFrame(X, columns=data.feature_names)\n",
"df['Target'] = data.target\n",
"\n",
"sns.pairplot(df, hue='Target')\n",
"plt.suptitle('Pairplot')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"# Anwenden von t-SNE\n",
"tsne = TSNE(n_components=2, random_state=42, perplexity=25) # Standard Wert für Perplexity ist 30\n",
"X_tsne = tsne.fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"df_tsne = pd.DataFrame(X_tsne, columns=['TSNE1', 'TSNE2'])\n",
"df_tsne['Target'] = y"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='TSNE1', y='TSNE2', hue=df_tsne['Target'], palette='viridis', data=df_tsne)\n",
"plt.title(f't-SNE Visualization of the Dataset')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tipps und Tricks zur Dimensions-Reduzierung"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* **PCA vor t-SNE:** Eine Voranwendung von PCA kann Rauschen reduzieren und t-SNE effizienter machen.\n",
"* **Hyperparameter optimieren:** Die richtige Wahl der Perplexity in t-SNE kann entscheidend sein.\n",
"* **Normalisieren/Standardisieren**: Vor allem für PCA sollen die einzelnen Features in der gleichen Größenordnung sein. Ist dies nicht der Fall, kann standardisieren helfen."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Weitere Methoden (kurzer Überblick)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* **UMAP (Uniform Manifold Approximation and Projection):** Eine moderne Alternative zu t-SNE, die schneller ist und oft besser zwischen globalen und lokalen Strukturen balanciert.\n",
"* **MDS (Multidimensional Scaling):** Eine Technik, die Distanzen zwischen Punkten in eine niedrigere Dimension überträgt.\n",
"* **LLE (Locally Linear Embedding):** Eine Methode zur Erhaltung lokaler Beziehungen zwischen Datenpunkten."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aufgabe 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Versuche die Aufgabe von letzer Woche zu lösen bzw. die Lösung zu verbessern, indem du zum Beispiel $\\ldots$\n",
"* $\\ldots$ zuerst eine Dimensionsreduzierung anwedest um die Anzahl der Features zu reduzieren\n",
"* $\\ldots$ danach Dimensionsreduzierung verwendest um die Ergebnisse zu visualisieren\n",
"* $\\ldots$ nur Dimensionsreduzierungstechniken (auch vielleicht in Kombination -> welche Kombinationen machen zbsp keinen Sinn?) anwendest und dir ansiehst, welche Datenunkte sich ähnlich sein dürften."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Bisherige Aufgabe:**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Verwende nun die folgenden Datasets und versuche die Aufgabenstellungen zu beantworten.\n",
"* Lade dazu das Dataset mit den bekannten Methoden (Laden mit Hilfe von `pd.read_csv`)\n",
"* Verwende für jede Aufgabe eigene Code-Zellen und dokumentiere für die verschiedenen Durchläufe die Ergebnisse\n",
"\n",
"\n",
"1) HELP International konnte rund 10 Millionen Dollar aufbringen. Nun muss der Geschäftsführer der NRO entscheiden, wie er dieses Geld strategisch und effektiv einsetzen will. Der CEO muss also entscheiden, welche Länder die Hilfe am dringendsten benötigen. Ihre Aufgabe als Datenwissenschaftler besteht also darin, die Länder anhand einiger sozioökonomischer und gesundheitlicher Faktoren zu kategorisieren, die die Gesamtentwicklung des Landes bestimmen. Sie müssen also Länder vorschlagen, auf die sich der CEO am meisten konzentrieren soll.\n",
"\n",
" *Dataset:* Country `country.csv` (verwendet von https://www.kaggle.com/datasets/rohan0301/unsupervised-learning-on-country-data?select=Country-data.csv)\n",
"\n",
"2) Nach der HTL-Karriere beschließen Sie, für eine gewisse Zeit ins Ausland zu gehen. Dabei wollen Sie in ein Land ziehen, in welchem die Länder besonders glücklich sind. Versuchen Sie nun das nachfolgende Dataset zu gruppieren und herauszufinden, in welchen Ländern (Gruppen) die Menschen ähnlich glücklick zu sein scheinen.\n",
"\n",
" *Dataset:* Happiness 2017 `happiness_2017.csv` (verwendet von https://www.kaggle.com/datasets/unsdsn/world-happiness?select=2017.csv)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aufgabe 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Verwende Methoden zur Dimensionsreduzierung um die Performance eines Supervised Machine Learning Modells (Lineare/Logistische Regression, kNN, (Kernel) SVM, Decision Tree bzw. Random Forest) zu verbessern. Verwende dazu ein beliebiges Dataset von den Aufgaben der Supervised-Notebooks (idealerweise eines, bei dem die Performance nicht besonders gut war bisher). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_11706/3980436391.py:17: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
" sns.scatterplot(x='PC1', y='PC2', palette='viridis', data=df_pca)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import load_iris, load_wine\n",
"from sklearn.cluster import AffinityPropagation\n",
"from sklearn.preprocessing import StandardScaler\n",
"import pandas as pd\n",
"import numpy as np\n",
"ds = pd.read_csv(\"../../_data/country.csv\") # ggf. etwas anders als unser bisheriges Dataset\n",
"ds = ds.dropna()\n",
"X = ds.select_dtypes(include=[np.number])\n",
"\n",
"X = StandardScaler().fit_transform(X)\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X)\n",
"df_pca = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='PC1', y='PC2', data=df_pca)\n",
"plt.title(f'PCA Visualization of the Dataset')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Anwenden von t-SNE\n",
"tsne = TSNE(n_components=2, random_state=42, perplexity=40) # Standard Wert für Perplexity ist 30\n",
"X_tsne = tsne.fit_transform(X)\n",
"df_tsne = pd.DataFrame(X_tsne, columns=['TSNE1', 'TSNE2'])\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='TSNE1', y='TSNE2', data=df_tsne)\n",
"plt.title(f't-SNE Visualization of the Dataset')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import load_iris, load_wine\n",
"from sklearn.cluster import AffinityPropagation\n",
"from sklearn.preprocessing import StandardScaler\n",
"import pandas as pd\n",
"import numpy as np\n",
"ds = pd.read_csv(\"../../_data/happiness_2017.csv\") # ggf. etwas anders als unser bisheriges Dataset\n",
"ds = ds.dropna()\n",
"X = ds.select_dtypes(include=[np.number])\n",
"\n",
"X = StandardScaler().fit_transform(X)\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X)\n",
"df_pca = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='PC1', y='PC2', data=df_pca)\n",
"plt.title(f'PCA Visualization of the Dataset')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mnJwc7x9vf6ZOnarevXvrb3/7W/CDDdDNN9+sRx55RJs3b9aiRYvUoUMHXXLJJQG9tmfPnurZs6cef/xxLVq0SDfffLNef/11/eEPf/BmKKsurlE143j06FGtWrVK06ZN0+TJk73bd+7cGfJneuKJJ/TOO+/orbfeUqdOnao9/uabb2rEiBF6+umnvdtOnjxZbazBTIJr27atNm/erIqKCp+s7vbt272Pm6Ft27basWNHte31eZ9gPqc/OTk5+vjjj3X55ZcH1BYvWJUTyQYMGCBJ+u677/Tvf/9bCxcu9Jlsd3ZXhkr+Pt+yZcuUmJiojz76yKdH9Pz586s9t0GDBurbt6/69u2rWbNm6a9//aseeughrV69Wv369VNOTo6+/fZb9e3bt87v04zvG7AqShcAG2vcuLGk6sFb9+7dfcoGOnfuLEn69ttva+yI8MMPP2jbtm01XoI+W69evdS7d289+eSTOnnypDkfoorK7O3kyZO1adOmOrO50pngtGrmsWvXrpLkLV9o27atGjZsqLVr1/o8b+7cuT73K7OFVfcXynK1kvTxxx/r4Ycf1kMPPeS3IX/Dhg2rvd/s2bOrZZv9He+aXHvttSooKNCSJUu8206dOqXZs2crJSXFe0m9vq699lp9+eWX2rBhg3fb8ePH9dJLL6ldu3be314wkpOTJQX2Of357W9/q9OnT9dYjnPq1Kl67XvRokX67//+b+Xm5nprx2v63RiGoeeee67a6/0dx4YNGyouLs7nuO/du7faqmVHjhypts+qv/ff/va3OnDggP7+979Xe+6JEyd0/Phxn/HU5/sArIyMLmBj3bt3lyQ99NBDGjZsmBo1aqTf/OY33j+kVa1cuVJTpkzRwIED1bNnT6WkpOj777/XK6+8orKysoBWapoyZUqtE8v+/e9/63/+53+qbc/MzPS2YapNdna2LrvsMr377ruSFFCgu3DhQs2dO1eDBg1STk6Ojh07pr///e9KTU3VtddeK+lMbfLQoUM1e/ZsxcXFKScnR8uXL69Wq5iamqq8vDzNmDFD5eXl+sUvfqEVK1Zoz549dY6jJsOHD1d6ero6dOhQ7Xu5+uqrlZmZqeuvv16vvvqqXC6XOnfurA0bNujjjz/2th+r1LVrVzVs2FBPPvmk3G63EhISdNVVVykjI6Pa+95xxx3629/+ppEjR+rrr79Wu3bt9Oabb+qzzz7Ts88+61NbWh8TJ07U4sWL9etf/1p33323mjdvroULF2rPnj1atmxZtRrhQCQlJalz585asmSJfvnLX6p58+a68MILdeGFFwa8j169eunOO+/U9OnTtWnTJvXv31+NGjXSzp07tXTpUj333HO66aab6tzPm2++qZSUFHk8Hu/KaJ999pkuvvhib8swSerUqZNycnL05z//WQcOHFBqaqqWLVtWY41z5X+3d999twYMGOCdiHnddddp1qxZuuaaa/T73/9eBw8e1Jw5c9S+fXtt3rzZ+/pHH31Ua9eu1XXXXae2bdvq4MGDmjt3rs4991zvpMBbbrlFb7zxhv70pz9p9erVuvzyy3X69Glt375db7zxhj766CP96le/8o7n448/1qxZs9SqVStlZ2fr0ksvDfi7Biwteg0fAJjhv/7rv4xf/OIXRoMGDepsNfb9998bkydPNnr27GlkZGQY55xzjpGenm5cd911xieffOLz3NraK/Xq1cuQFFR7sdpablU1Z84cQ5LRo0ePGh+v2tbrm2++MYYPH260adPGSEhIMDIyMozrr7/e+Ne//uXzukOHDhlDhgwxkpOTjWbNmhl33nmnsWXLlmrtxX788Udj0KBBRtOmTQ2Xy2UMHTrUyM/Pr9byKpD2YrV9J5Vtwo4ePWrcdtttRlpampGSkmIMGDDA2L59u9G2bdtqbZ/+/ve/G+edd57RsGFDn33U1NassLDQu9/4+Hjjoosu8vmchvFze7GZM2dW+56rfl5/du/ebdx0001G06ZNjcTERKNHjx7G8uXLa9xfIO3FDMMw1q9fb3Tv3t2Ij4/3GceIESOMxo0bV3t+5e+1qpdeesno3r27kZSUZDRp0sS46KKLjL/85S9Gfn5+re9fub/KW2JionHuueca119/vfHKK68YJ0+erPaabdu2Gf369TNSUlKMtLQ0449//KPx7bffVvt9nTp1yhg3bpyRnp5uxMXF+Yz75ZdfNjp06GAkJCQYnTp1MubPn1/ts61atcq44YYbjFatWhnx8fFGq1atjOHDhxv//ve/fcbj8XiMJ5980rjggguMhIQEo1mzZkb37t2NadOmGW632/u87du3G3l5eUZSUpIhiVZjcJQ4w7DgTAMAAACgnqjRBQAAgCMR6AIAAMCRCHQBAADgSAS6AAAAcCQCXQAAADgSgS4AAAAciQUjqqioqFB+fr6aNGnCsogAAAAWZBiGjh07platWtW6MA2BbhX5+flq3bp1tIcBAACAOuzfv1/nnnuu38cJdKuoXBZz//79Sk1NjfJoAAAAUFVxcbFat25d53LmBLpVVJYrpKamEugCAABYWF1lpkxGAwAAgCMR6AIAAMCRCHQBAADgSAS6AAAAcCQCXQAAADgSgS4AAAAciUAXAAAAjkSgCwAAAEci0AUAAIAjEegCAADAkQh0AQAA4EgEugAAAHAkAl0AAAA4EoEuAAAAHOmcaA8AAADELnepR4dLPCo+Wa7UpEZKaxwvV3K8498bkUGgCwAAoiK/6IQmLNusdTsPe7fldUjTE0O6qFXTJMe+NyKH0gUAABBx7lJPtUBTktbuPKyJyzbLXepx5Hsjsgh0AQBAxB0u8VQLNCut3XlYh0vCF2xG870RWQS6AAAg4opPltf6+LE6HrfreyOyqNEFAAARl5rYqPbHkxqFbbJYXe/dpI7HYR8EugAAwFSBBKhpKfHK65CmtTWUEFx9fobiGzbQ2MUbwzJZrLb3zuuQprQUOi84RZxhGEa0B2ElxcXFcrlccrvdSk1NjfZwAACwlWC6GeQXndDEZZt9As68DmmaPvgiTXzruxrraPM6pGn28G71zuz6e+8nh3RRS7ouWF6g8RqBbhUEugAAhMZd6qmWha3kL0CtzP4eO1muJomNlJYSr8MlHvWdtcbv+6wa30s5GSmmjLfqe9NH1x4CjdcoXQAAAKYIpJtB1UDSlVw9uPz+8PFa38esyWI1vTecha4LAADAFGZ1M2CyGMxCoAsAAExhVoBaOVmsJkwWQzAIdAEAgCnMClBdyfF6YkiXavuqnCxGuQECxWS0KpiMBgBA6MzsZsBkMfjDZDQAQNSEq9E/rK9V0yTNHt7NlACVyWKoLwJdAICpgumjCmciQIVVUKMLADCNu9RTLciVzrSWmrhss9ylniiNDLA+d6lHuw+WaOO+o9p9qIT/XkxARhcAYJpQ+qgC4EpIuJDRBQCYxqw+qkAs4UpI+BDoAgBMQ6N/IHiBXAlBaAh0AQCmodE/EDyuhISPbQLdefPmqUuXLkpNTVVqaqpyc3P14Ycfeh8/efKkxowZoxYtWiglJUVDhgxRYWFhFEcMAM7lb9IMjf6B4HElJHxsMxnt3HPP1RNPPKEOHTrIMAwtXLhQN9xwgzZu3KgLLrhA9913n95//30tXbpULpdLY8eO1eDBg/XZZ59Fe+gA4Ch1TZoxs48qEAsqr4SsraF8gSsh9WPrldGaN2+umTNn6qabblJ6eroWLVqkm266SZK0fft2nX/++dqwYYN69uwZ8D5ZGQ0A/HOXejR28cYa6wnzOqRp9vBuBLRACMxcUS4WOHpltNOnT2vp0qU6fvy4cnNz9fXXX6u8vFz9+vXzPqdTp05q06ZNnYFuWVmZysrKvPeLi4vDOnYAsDPahwHhwZWQ8LBVoPvdd98pNzdXJ0+eVEpKit5++2117txZmzZtUnx8vJo2berz/MzMTBUUFNS6z+nTp2vatGlhHDUAOAeTZoDwYUU589lmMpokdezYUZs2bdIXX3yh0aNHa8SIEdq2bVu99jlp0iS53W7vbf/+/SaNFgCch0kzAOzEVhnd+Ph4tW/fXpLUvXt3ffXVV3ruuef0u9/9Th6PR0VFRT5Z3cLCQmVlZdW6z4SEBCUkJIRz2ADgGGkp8bqyQ1qN5QtXMmkGgMXYKqNbVUVFhcrKytS9e3c1atRIq1at8j62Y8cO7du3T7m5uVEcIQA4z5g+7XV5+xY+2y5v30Jj+rSP0ogA5/DXug+hsU1Gd9KkSfr1r3+tNm3a6NixY1q0aJE+/fRTffTRR3K5XLr99ts1fvx4NW/eXKmpqRo3bpxyc3OD6rgAAKjd4RKPRi34SqOuyNaoy7NVdqpCCec00Mb9RRq14Cu9N/YKagyBENXVug/Bs02ge/DgQd166636z3/+I5fLpS5duuijjz7S1VdfLUl65pln1KBBAw0ZMkRlZWUaMGCA5s6dG+VRA4CzFJ8sV6nntF74ZFeNjzMZDQiNu9RTLciVznQzmbhsM637QmSbQPfll1+u9fHExETNmTNHc+bMidCIACD2MBktutylHh0u8aj4ZLlSkxoprTGz9J2C1n3hYZtAFwAQfazgFD1c1nY2WveFh60nowEAIsuVHK8nhnRRXoc0n+2VKziRcQqPui5rM2HJ/rhaEh5kdAEAQWEFp8jjsrYznV2KkpJwjqYPvkj/tXybSj2nfZ4XjqslsVIGQ6ALAAgaKzhFFpe1naemUpQrO6TplZGXaNSCr7zBbjiulsRSGQyBLgAAFhfJy9qxkumLJn+lKOt2HlacpA/vvlJHSz1huVoSa90dCHQBALC4SE0CjKVMXzTVVYpyqsJQ1zbNovLewZbBWP3EiEAXAACLq5wEOHHZZp9gN69DmmYM6SJJ2n2wpF7BhtMzfVYKyKJZimLme9vhxIhAFwAAG/A3CfC457TGLt5Y72DDyRPerBaQRbPDglnvbZcTI9qLAQBgE67keOVkpKhrm2bKyUiRJNPajjl1wpsVW7NVlqLUJNz9qM1670BOjKyAQBcAAJsyM9hwah9XKwZk0exHbdZ72+XEiNIFAABsysxgw6mr3lk1IKssRSkqLddxzykd95xW06RGSo5vGLH3rk8vbLucGBHoAgBgU2YGG7VNeIvWqndmTCCzckB23HNaD7+7JSq1w/XthW2XEyMCXQAAbMrsYMNKq96ZNYHMqgGZXSZz+WPFE6OaxBmGYUR7EFZSXFwsl8slt9ut1NTUaA8HAIBa5Red8BtstLRIi6dguUs91TpJVMrrkBZ0EGjF72j3wRL1nbXG7+OrxvfyTji0ssqse6RPjAKN18joAgBgY1bKwprF7FZnVvyOrFo7HCyrLwdOoAsAgM1ZPdgIVjiCQKt9R1auHXYS2osBAABLiYUgMJq9dGMJgS4AALCUWAgCo9lLN5YwGa0KJqMBABB9VpxAFg7Rmsxld0xGAwAAtmXFCWThYLXaYach0AUAAJZEEIj6ItAFAMBkZqzoBaD+CHQBADCRWSt6Aag/ui4AAGCSupZ1dZd6Qt7v7oMl2rjvqHYfKgl5P0CsIaMLAIBJzF7RSyJDDNQHGV0AAExi9ope4coQA7GCQBcAAJOYvaJXIBliAP4R6AIAYBKzV/QyO0MMxBoCXQAATGL2sq5mZ4iBWMNkNAAATGTmil6VGeK1NZQvhJIhrkSfX8QKAl0AAExm1opelRniics2+wS7oWaIJft0cSAYhxniDMMwoj0IKykuLpbL5ZLb7VZqamq0hwMAgDfoq2+G2F3q0djFG2uc4JbXIU2zh3ezRDBZn2CcADk2BBqvkdEFAMDizMoQh6PPr9nqaqlWWzBul2w1IofJaAAAxAg7dHEItaUaPYdREzK6AADEiHB0cTC7VCDUYNwO2WpEHoEuAAAxwuwuDuEoFQg1GLdDthqRR+kCAAAxwsw+v+EqFQh10Q16DqMmZHQBAIghZvX5DVepQKgt1cLVcxj2RqALAECMMaOLQzhLBUIJxsPRcxj2R6ALAACCFu5SgVCCcTNXpfOHPr32QqALAACCZtVSAbN6DteEPr32w2Q0AAAQtFAmtrlLPdp9sEQb9x3V7kMltuptS59eeyKjCwAAQhJMqYDds6H06bUnMroAACBkruR45WSkqGubZsrJSPGbybV7NpQ+vfZEoAsAAMIq1GV9rYQ+vfZEoAsAAMLKCdnQUBeyQHQR6AIAgLByQjbUzFXlEDlMRgMAwMKc0LfVqq3IglU5+e6n4x6drjB0usJQqeeUSstPy13KZDQrsk1Gd/r06brkkkvUpEkTZWRk6MYbb9SOHTt8nnPy5EmNGTNGLVq0UEpKioYMGaLCwsIojRgAgPrJLzqhsYs3qu+sNRo0d736Pr1G4xZvVH7RiWgPLSj+sqFXn5+h6YMv0uESj21ajrmS45XYqKEeXb5N1zy3ToPnbbDtcYkFcYZhGNEeRCCuueYaDRs2TJdccolOnTqlBx98UFu2bNG2bdvUuHFjSdLo0aP1/vvva8GCBXK5XBo7dqwaNGigzz77LOD3KS4ulsvlktvtVmpqarg+DgAAtXKXejR28cYaJ3HldUjT7OHdbJdBrMxOH/v/s9PxDRto0tvf2arlmBOPix0FGq/ZJtCt6tChQ8rIyNCaNWuUl5cnt9ut9PR0LVq0SDfddJMkafv27Tr//PO1YcMG9ezZM6D9EugCAKxg98ES9Z21xu/jq8b3Uk5GSgRHZC67BoxOPy52EWi8ZpvSharcbrckqXnz5pKkr7/+WuXl5erXr5/3OZ06dVKbNm20YcMGv/spKytTcXGxzw0AgGhzQqeC2ti15ZjTj4vT2DLQraio0L333qvLL79cF154oSSpoKBA8fHxatq0qc9zMzMzVVBQ4Hdf06dPl8vl8t5at24dzqEDABAQJ3QqqI1dA0anHxensWWgO2bMGG3ZskWvv/56vfc1adIkud1u723//v0mjBAAgPpxet9WuwaMTj8uTmO7QHfs2LFavny5Vq9erXPPPde7PSsrSx6PR0VFRT7PLywsVFZWlt/9JSQkKDU11ecGAEC0Ob1vq10DRqcfF6exzWQ0wzA0btw4vf322/r000/VoUMHn8crJ6MtXrxYQ4YMkSTt2LFDnTp1YjIaAMC2zu5U0CSxkdJS7NdH15/8ohOauGyzT3/dyoCxpUW7LlRy8nGxA8d1Xbjrrru0aNEivfvuu+rYsaN3u8vlUlLSmf8YRo8erQ8++EALFixQamqqxo0bJ0lav359wO9DoAsAgC8zF604e1+upEZqnHCOSk6eImBEUBwX6MbFxdW4ff78+Ro5cqSkMwtG3H///Vq8eLHKyso0YMAAzZ07t9bShaoIdAEA+Fl+0QlNWLbZlF63Zu4Lsc1xgW6kEOgCsAInLPsK+zOz161d++bCmgKN186J4JgAAAEg6xU7rH5CE0iv20DHa+a+gEAR6AKAhbhLPdWCXOlMIDBx2WayXiaxQoBphxMaM3vd2rVvLuyNQBcALISsV/hZIcC0ywmNmb1u7do3F/Zmuz66AOBkZL3Cq64A010amWVn7bL8rZm9bu3aNxf2RqALABZC1iu8rBJg2uWExszFEVhoAdFA6QIAWEhl1mutn5npZL3qxyoBpp1OaFo1TdLs4d1MWRzBzH0BgSDQBQALqcx6Va4WlRzfUKOuyNZl57VQwjkNdPi4x/s8BC+SAWZtE97sdkLjSjYvGDVzX0BdCHQBwGIqs14/HffIkDT13S164ZNd3setNjPfTiIVYNY14a3qCc3Zz+EyPmAeFoyoggUjAFSKdgsqGuyHR37RCb8BZksTTh6COW6VvzEu4wPBYcEIAKgHK7SgotVYeIS7TjSY48ZlfCC86LoAAFVYpQWVVSZOOZErOV45GSnq2qaZcjJSTA02OW6AdZDRBYAqrJJJtdPMfDsKV2kKxw2wDgJdAKjCKhk5u83Mt5NwlqZw3EIX7bp4OA+lCwBQhVUycjTYD49wl6Zw3EKTX3RCYxdvVN9ZazRo7nr1fXqNxi3eqPyiE9EeGmyMjC4AVGGljBwN9msXSgYwEqUpHLfg1HXyQYcRhIpAFwCqsFqPU2bm1yzU8oNIlaZw3AJnlbp4OA+BLgDUgIyctdUnA2iV0hT8zCp18XAeAl0A8IOMnHXVJwNopdIUnMHJB8KFyWgAANupTwaQyWLWU3nyURNOPlAfZHQBALZT3wwgpSnWYrW6eDgHgS4AwHbMKD+gNMVaOPlAOFC6AACwHcoPnOnspZnTUuJ1uMSjjfuOavehkogtvQ1nIaMLALAlMoDOFc6V6xBbyOgCAGzr7AxgTkYKQa4DhHvlOsQWAl0AAGAZgbSOAwJF6QIAmCiUJWkB/IzFI2AmAl0AMAl1hUD9sXgEzETpAgCYgLpCwBwsHgEzEegCgAmoKwTMQes4mInSBQAwAXWFgHloHQezEOgCgAmoKwTMxcp1MAOlCwBgAuoKYRfuUo92HyxhxTHEBDK6AGCCyrrCics2a22VrgvUFcIq6AyCWBNnGIYR7UFYSXFxsVwul9xut1JTU6M9HAA2U9lHl7pCWI271KOxizfWOGkyr0OaZg/vxm8VthFovEZGFwBMRF0hrCqQziD8duE01OgCABAD6AyCWESgCwBADKAzCGIRgS4AADGAziCIRQS6AADEAFYcQyxiMhoAxJjKzhDFJ8uVmtRIaY2ZQBcrWHEMsYZAFwDqwW5BI31UQWcQxBICXQAIkd2CRnepp9p4pTOtpSYu20wfVQCOQ40uAISgrqDRisuqBtJHFc7G8r+INWR0ASAEdmy+Tx/V2Ga3KxCAGcjoAkAI7Bg00kc1dtnxCgRgBgJdAAiBHYNG+qjGLspWEKsIdAEgBHYMGumjGrvseAUCMAM1ugAQgsqgceKyzVpbpeYxkKAxWm3J6KMam+x4BQIwA4EuAIQo1KAx2pOC6KMaeyqvQKytoXzBqlcgADPYqnRh7dq1+s1vfqNWrVopLi5O77zzjs/jhmFo8uTJatmypZKSktSvXz/t3LkzOoMFEBNcyfHKyUhR1zbNlJORElAml0lBiDTKVhCrbJXRPX78uC6++GKNGjVKgwcPrvb4jBkz9Pzzz2vhwoXKzs7WI488ogEDBmjbtm1KTEyMwogBwJcd25LB+gIphaFsBbHIVoHur3/9a/3617+u8THDMPTss8/q4Ycf1g033CBJ+sc//qHMzEy98847GjZsWCSHCgA1MnNSkN2WH0Z4BFMKQ9kKYo2tAt3a7NmzRwUFBerXr593m8vl0qWXXqoNGzb4DXTLyspUVlbmvV9cXBz2sQKIXWZNCop2nS+sgWWdgdrZqka3NgUFBZKkzMxMn+2ZmZnex2oyffp0uVwu761169ZhHScQy1h+1Jy2ZNT5opIT++Py7wTM5JiMbqgmTZqk8ePHe+8XFxcT7AJhQAbyjPq2JZOo88XPnNYfl38nYDbHBLpZWVmSpMLCQrVs2dK7vbCwUF27dvX7uoSEBCUkJIR7eEBM4/Kqr/pOCnJacIPQOak/Lv9OIBwcU7qQnZ2trKwsrVq1yrutuLhYX3zxhXJzc6M4MgBOvLx6tlAutQbbluxsTgpuUD92XKHPH6f/O4HosFVGt6SkRLt27fLe37NnjzZt2qTmzZurTZs2uvfee/XYY4+pQ4cO3vZirVq10o033hi9QQNwdAYyGpdardb8n+4P0WNGKYxVOPnfCUSPrQLdf/3rX+rTp4/3fmVt7YgRI7RgwQL95S9/0fHjx3XHHXeoqKhIV1xxhf75z3/SQxeIMqdmIKN1qdVKwQ01ldFn9f64gZ4IOfXfCUSXrQLd3r17yzAMv4/HxcXp0Ucf1aOPPhrBUQGoi9UykGaJ5qQwKwQ31FRajyFJcdEexc+CORFy6r8TiC7H1OgCsC6nLj8a7Uut9anzNQM1ldaQX3RCYxdvVN9ZazRo7nr1fXqNxi3eqPyiE1EdV7Bt8Jz67wSiy1YZXQDhFc5aSytkIM0W65daox3ow9pZ9VCueDjx3wlEF4EuAEmRqbV02vKjsX6pNdYDfSuwck/lUE+EnPbvBKKL0gUArLQVIjMutdp5FSgntbayKytn1TkRghWQ0QVg6ayQ1dXnUqvdOxZYqftDrLJyMBnrVzxgDQS6ACydFbKDUC61Wrm2MhjUVEaXlYNJToRgBQS6ACydFXIqJ2XRqamMHqsHk5wIIdoIdAFYOivkVGTRYRarB5OcCCGamIwGgP6VUUAWHWaKdk9lwKrI6AKQZP2skNOQRQeA8COjC8CLrFDkkEUHgPAjowsAUUIWHQDCi0AXAKKIiToAED4EugAAwHbcpR4dLvGo+GS5UpMaKa0xJ42ojkAXQJ34gwLASuy+qiAih0AXQK3C+QeFABpAsJyyqiAig0AXgF/h/INCRgZwpnCfwDppVUGEH4EuAL/C9QfFzhkZstBwKjN+25E4gWVVQQSDQBeAX+H6g2LXjAxZaDiVGb/tSJ3AsqoggsGCEQD8CtcflEhkZNylHu0+WKKN+45q96ESuUs99d5fbX/E67t/IFrM+m0HcgJrhspVBWvCqoKoiowuAL/CtUxtuDMy4ci82jULDdTFrN92pEoKKlcVnLhss8+/TawqiJoQ6ALwK1x/UMIVQEvhu3xKXSCcyqzfdiRLClhVEIEi0AVsIlqToMLxByWcGZlwZV6pC4RTmfXbDucJbE1YVRCBINAFbCDak6DC8QclXBmZcGVeI/1HHIgUs37blBTAiuIMwzCiPQgrKS4ulsvlktvtVmpqarSHA8hd6tHYxRtrzFLmdUiLWisuq7bZ2n2wRH1nrfH7+KrxvZSTkRLSvvOLTvj9I96SrguwMTN/25X/NlBSgHAKNF4jowtYnBUnQUU7w1ybcGZeqQuEU5n526akAFZCezHA4qw2CcrqbbYqL59WbT9k1uVTV3K8cjJS1LVNM+VkpPAHHY7BbxtOREYXsDirTYKyYoa5KjKvAACJQBewPKtNgrJahtkfLp8CAChdACwu1EvxZq8MVslqGWYAAPwhowvYQLCX4sM5WcxqGWYAAPyhvVgVtBeD3UWiHVnVVkTJ8Q31yPWd9f+1aapSz2lLtRsDADgP7cWAGBWJyWJnZ5iPl5UrNSlej7yzRZPe+s77nHC3G7NqH18AgHUQ6AIOE6nJYpWTvbwZ5F01txsLx4IWVu7jCwCwDiajAQ4T6cligWSQzWT1Pr5ArAvXRFggFGR0AYeJ9GSxSLcbs0MfXyBWcbUFVkNGF3CYcK8MVlWkM8h26eMLxBqutsCKyOgCDhTJlcEinUGmjy9gTVxtgRUR6AIOFamVwSozyGe3G5PCl0GuDKz/9cNRjboiW91aN1XZqQolNmqowuKT9PEFooSrLbAiAl0A9RbJDLIrOV5PDumiH46UavYnO/XCJ7u8j13ZIU29fpkuV7LpbwugDlxtgRVRowvAFK7keOVkpKhrm2bKyUgJazY5Ob6h5nyyS5/t+sln+zpqAYGoqbzaUhNWTUS0EOgCsJ3DJZ5qfXsrhaOlGYC6RXoiLBAIShcA2A61gIA1RbKMCQhEUIHuBx98oLfeekvNmzfXqFGj1KlTJ+9jR48e1ZAhQ/TJJ5+YPkgAOBu1gIB1RWoiLBCIgEsXFi1apIEDB6qgoEAbNmxQt27d9Nprr3kf93g8WrNmTVgGCQBnoxYQABCIgAPdmTNnatasWVq+fLnWrVunhQsX6s4779TLL78czvEBQDXUAgIAAhFw6cLOnTv1m9/8xnv/t7/9rdLT0zVw4ECVl5dr0KBBYRkgANSEWkAAQF0CDnRTU1NVWFio7Oxs77Y+ffpo+fLluv766/Xjjz+GZYAA4A+1gACA2gRcutCjRw99+OGH1bb36tVL7733np599lkzx1Uvc+bMUbt27ZSYmKhLL71UX375ZbSHBAAAgAgLONC97777lJiYWONjvXv31nvvvadbb73VtIGFasmSJRo/frymTJmib775RhdffLEGDBiggwcPRntoAGA6d6lHuw+WaOO+o9p9qITFMgDgLHGGYRjRHoSZLr30Ul1yySV64YUXJEkVFRVq3bq1xo0bp4kTJ9b5+uLiYrlcLrndbqWmpoZ7uAAQsvyiE5qwbLPW7fx58Yy8Dml6YkgXtWqaFMWRAUB4BRqvBZzRfeONN+Tx/Jwp+PHHH1VRUeG9X1paqhkzZoQ4XHN4PB59/fXX6tevn3dbgwYN1K9fP23YsKHG15SVlam4uNjnBgBW5y71VAtypTMrw7EMMgCcEXCgO3z4cBUVFXnvd+7cWXv37vXeP3bsmCZNmmTm2IJ2+PBhnT59WpmZmT7bMzMzVVBQUONrpk+fLpfL5b21bt06EkMFgHo5XOKpFuRWYhlkADgj4EC3aoWDUyoeJk2aJLfb7b3t378/2kMCgDqxDDIA1C2oJYCtLi0tTQ0bNlRhYaHP9sLCQmVlZdX4moSEBCUkJERieABgGpZBBoC6BZzRtYP4+Hh1795dq1at8m6rqKjQqlWrlJubG8WRAYC5WAYZAOoWVEb3o48+ksvlkvRzALllyxZJ8qnfjabx48drxIgR+tWvfqUePXro2Wef1fHjx3XbbbdFe2gAYpS71KPDJR4VnyxXalIjpTWue6GLul5TuQzyxGWbtbZK1wWWQQaAMwJuL9agQd3J37i4OJ0+fbreg6qvF154QTNnzlRBQYG6du2q559/XpdeemlAr6W9GAAzhdICLJjXVAbELIMMIJYEGq85ro9ufRHoAjCLu9SjsYs31tgdIa9DmmYP71YtKA3lNQAQa0zvowsACE4oLcBoGwYA5gm4Rnft2rUBPS8vLy/kwQCAk4TSAoy2YQBgnoAD3d69e/t9LC4uzvu/p06dqvegAMAJQmkBRtswADBPwKULR48erfF24MABPfDAA0pISFCnTp3COVYAsJVQWoDRNgwAzBNwoHv2Mrkul0tNmjTR0qVL1aNHDy1evFhz5szR5s2bwzlWoN7cpR7tPliijfuOavehErlLqXdE+FS2AKsauNbWAiyU1wAAahZS14W33npLDz74oA4dOqRJkyZp3LhxjlldjK4LzhVKmyfADKG0AKNtGAD4F5b2YmvWrNGECRP03Xff6Z577tGECRO8C0g4BYGuM9GyCQAA5wg0Xgt4Mtq1116rjz/+WKNGjdI777yjrKwsUwYKREIgLZsIdAEAcJaAA91//vOfOuecc7RkyRK98cYbfp935MgRUwYGmImWTQAAxJ6AA9358+eHcxxAWNGyCQCA2BNwoDtixIhwjgMIq8qWTWv91OjSsgkAAOep1xLAJ0+e1MKFCzV37lzt3LnTrDEBpqNlEwAAsSfgrgvjx49XeXm5Zs+eLUnyeDy69NJLtXXrViUnJ+vUqVNauXKlcnNzwzrgcKPrgrNZvWVT5fiKT5YrNamR0hpba3wAAFiB6V0XVqxYob/+9a/e+6+99pp++OEH7dy5U23atNGoUaP02GOP6f3336/fyIEwciVbN3Ckz+/PCPgBAGYIONDdt2+fOnfu7L2/YsUK3XTTTWrbtq0k6Z577tG1115r/giBGOAu9VQLcqUzrc8mLtscU31+Cfj94wQAAIITcKDboEEDnV3l8Pnnn+uRRx7x3m/atKmOHj1q7uiAINk1EKDP7xl2Cvgj/VvjBAAAghdwoHv++efrvffe0/jx47V161bt27dPffr08T7+ww8/KDMzMyyDBAJh50CAPr9n2CXgj/RvLRonAHY9aQSAswUc6P7lL3/RsGHD9P7772vr1q269tprlZ2d7X38gw8+UI8ePcIySKAudsoE1oQ+v2fYIeCPxm8t0icAdj5pBICzBdxebNCgQfrggw/UpUsX3XfffVqyZInP48nJybrrrrtMHyAQiEACASur7PNbk1jq82uHgD8av7VIngDUFci7S6393xIAnC3gjO6jjz6qP//5z+rbt2+Nj0+ZMsW0QQHBskMmsDaVfX4nLtvss6hFrPX5tcPCHtH4rUXyBMAu5SMAEIiAA91p06bpT3/6k5KTk8M5HiAkdsgE1qVV0yTNHt7N0n1+w80OAX80fmuRPAGw+0kjAJwt4EA3wHUlgKiwQyYwEFbu8xspVg/4o/Fbi+QJgBNOGgGgUsCBriTFxcWFaxxAvdghE4jAWTngj9ZvLVInAE45aQQAKYglgBs0aCCXy1VnsHvkyBFTBhYtLAFsb1Zf4hfO4eTfWn7RCb+BfEu6LgCwANOXAJbO1Om6XK56Dw4IFytnAmFNofaLDeW3ZkZv2kj0t7V6+QgABCqoQHfYsGHKyMgI11gAIKIi2S/WjPeK5Hg5aQTgBAH30aU+F4CTRLJfrBnvFen+tu5Sj3YfLNHGfUe1+1AJ/XMB2BJdF+A4LF2KQESyX6wZ7xXJ8bIyGgCnCDjQraioCOc4AFPwBxqBimS/WDPeK1Ljtfty2gBwtoBLFwCrY+lSe7DKJfFI9os1470iNV67L6cNAGcLajIaYGUsXWp9Vsq4R7JfrBnvFanxsjIaACchowvHiPU/0FbJlPpjtYx75cIPeR3SfLaHY+EHM94rUuNlZTQATkJGF44Ry3+grZQp9ceKGfdI9os1470iMV5WRgPgJAS6cIxY/QNtl8lDVs24R7JfrBnvFe7xOnk5bTqyALGHQBeO4eQ/0LWxYqa0JrGccbcbJ66MZoerHgDMR6ALR7HrH+j6ZJqsmimtKlYz7nblpJXR7HLVA4D5CHThOHb7A13fTJMVM6X+AvdYzLgj+uxy1QOA+Qh0EZOsUqtnRqYpmExpJD53XYG7HTPusDe7XPUAYD4CXcQcK9XqmZFpCjRTGonPHWjgTmCLSLLiVQ8AkUGgi5hitVo9szJNdWVKI/W5uUQMK6I+HIhdBLqIKVYLxMzMNNWWKY3U5+YSMayI+nBzWaX0CwgEgS5iitUCMact68olYlgV9eHmsFLpFxAIlgBGTLFaIOa0ZV0rA/eacIkY0eZKjldORoq6tmmmnIwUgtwgWW0ZbyAQZHQRU6xYq+ekZV1ru0T86A0Xau9Px5Vy3MOlTkQVl95DY7XSLyAQBLqIKVav1TMkKc78/Ubyc1cN3JPiG+qbfUW69vl1KvWc9r4vlzoRDVx6D53VSr+AQMQZhmFEexBWUlxcLJfLJbfbrdTU1GgPB2FSmdGxQq1eJP/wRvpzu0s9Grt4Y41ZoLwOaaxIhYji91g/uw+WqO+sNX4fXzW+l3IyUiI4IsSyQOM1MrqISVbp5RrpdmeR/txc6oSV8HusHyuWfgF1YTIaEEWB/OG1My51wkqC+T26Sz3afbBEG/cd1e5DJUy0UuQmzwJmIqMLRJHTA0GrdblAbAv090gdr3+0aYPd2Caj+/jjj+uyyy5TcnKymjZtWuNz9u3bp+uuu07JycnKyMjQAw88oFOnTkV2oEAQnB4I0m4MVhLI75EWWnWjTRvsxDaBrsfj0dChQzV69OgaHz99+rSuu+46eTwerV+/XgsXLtSCBQs0efLkCI8UCJzTA0EudZ7BZXBrCOT36PRyIiDW2K7rwoIFC3TvvfeqqKjIZ/uHH36o66+/Xvn5+crMzJQkvfjii5owYYIOHTqk+PjA/qDSdQGRll90wm/br5YWv0waaD9SK3W5iDQug1tPbb/HjfuOatDc9X5f+85dl6lrm2aRGioAP2Ku68KGDRt00UUXeYNcSRowYIBGjx6trVu3qlu3bjW+rqysTGVlZd77xcXFYR8rcDa71rwFE8BZpctFpEW6qwYCU9vv0enlRECssU3pQl0KCgp8glxJ3vsFBQV+Xzd9+nS5XC7vrXXr1mEdJ1ATu9W8UccYGC6D24/Ty4mAWBPVQHfixImKi4ur9bZ9+/awjmHSpElyu93e2/79+8P6foATEMAFxuldNZyIunLAWaJaunD//fdr5MiRtT7nvPPOC2hfWVlZ+vLLL322FRYWeh/zJyEhQQkJCQG9B4AzCOACE+xl8EBrnhFeZpYTcUyB6IpqoJuenq709HRT9pWbm6vHH39cBw8eVEZGhiRp5cqVSk1NVefOnU15DwBnUMcYmGBWkmLSmrWYUVfOMQWizzY1uvv27dOmTZu0b98+nT59Wps2bdKmTZtUUlIiSerfv786d+6sW265Rd9++60++ugjPfzwwxozZgwZW8Bk1DEGJtDL4NQ8Ow/HFLAG23RdmDx5shYuXOi9X9lFYfXq1erdu7caNmyo5cuXa/To0crNzVXjxo01YsQIPfroo9EaMuBYlQGcv7ZoXJr9WSCXwQOpeeY7tReOKWANtgl0FyxYoAULFtT6nLZt2+qDDz6IzICAGGfXtmjRUNdlcGqenSfax5TaYOAM2wS6AKwnVvvjmo2aZ+eJ5jGlNhj4mW1qdAHAqah5dp5oHdNo1AazxDWsjEAXAKKM3q3OE61jGuke1/lFJzR28Ub1nbVGg+auV9+n12jc4o3KLzph6vsAoaJ0AQAsgJpn54nGMY1kbTBLXMMOCHQBwCKoeXaeSB/TSNYG01kCdkDpAgAADhHJ2uBod5YAAkGgCwCAQ0SyNphuIbADShcAAI4XS31l/dUGS9LugyWmfQfBLHENRAuBLgDA0WKxr2zV2uBwfAeskAg7iDMMw4j2IKykuLhYLpdLbrdbqamp0R4OAKAe3KUejV28scZJU3kd0mKiM0C4v4PKbDndQhBJgcZrZHQBAI5FZ4Dwfwd0C4GVEegCYRZLtYGA1dAZgO8AsY1AFwijWKwNRPRwUlVdfToD1Of7tNKxoDsCYhmBLhAmrBqESOKkqmahdgaoz/dptWNBdwTEMvroAmES6TXnEbvqOqlyl8buby2UvrL1+T7NPBbuUo92HyzRxn1HtftQScjHMZK9dQGrIaMLhAl1cYgUJlzVzl9fWX/fSX2+T7OOhdlZ4WC/A8ApCHQBE51dl5cU37DW51IXB7MEclJlpZrRaAimM0B9TlLNOMENV9kT3REQiwh0AZNUzcCMvaq9rmjfQv+766dqz6UuDmaqa7JRUnzDan1Uqd/1rz6Tt8yY+EWGHjAPNbpwDLPq2UJ976oZmFf+d49GXp6tK9q38HkudXEwW+Vko5rkdUjTN/uKqN8NQl3fZ20nqfV5bSXKngDzkNGFI0R7lnNNGZhSz2ndvXijRl2RrYev66yT5aepi0NY1LYU66M3XKhrn19X4+uclh00qzyjPkvbmrEsLu3AAPMQ6ML2rNDGy18GptRzWi98skv9OmWoa5tmYR0DYpu/yUZ7fzquUs9pv69zSnbQSpO36jvxi3ZggHkIdGF7VqhnIwMDK6hpslFKHW3snPDbtOLkrfq+tr5ZYQBnEOjC9qxQz0YGBlYVC79NK5zsmo12YIA5mIwG27NCNpWG7LCqWPhtWuFkNxxcyfHKyUhR1zbNlJOR4ohjBUQaGV3YnlUyVmRgYFVO/21a4WQXgDUR6ML2rFTPRkN262LBBOd+Xquc7AKwnjjDMIxoD8JKiouL5XK55Ha7lZqaGu3hIAiVgYwTM1aon2i3n0P45Red8Huy2zKCxzjWT6iASAk0XiPQrYJAF3AWd6mn2qpglfI6pEWk/RwiI9onu5xQAZETaLzGZDQAjhbIjHw4QzQnb9XV4owV6IDoINAF4GhOnZEPa+GECrAmJqMBsI1Q6h+ZkY9I4IQKsCYCXdgSEz5iT6j1j8zIRyRwQgVYE6ULsJ38ohMau3ij+s5ao0Fz16vv02s0bvFG5RediPbQECb1qX+MhQUTEH2VJ1Q14YQKiB66LlRB1wVrYwZ9bNp9sER9Z63x+/iq8b2Uk5FS6z6iPSMfzmeVFmdALAg0XqN0AbbixDXtUTcz6h+dvGACrMHpK9ABdkSgC1thwkdsCqb+kfptRBMnVIC1EOjCVpjwEZsCnVBGw34AwNkIdGErZwc8yfENNeqKbHVr3VRlpyrULLmRUhL5STtR5YQyf/WPruT4OiesUb8NALGHqAB1stKl4MqAZ8q7W/S7Hm00/7M9euGTXd7Hyd45V131j9RvAwCqItBFrax4KbhV0yQ9Nugi/fmNTfps108+j5G9c7ba6h+p3wYAVEUfXfhl5bXbS06e0roqQW4lltuMTdRvA3Vzl3q0+2CJNu47qt2HSqL67zgQCWR04ZeVLwWTvUNVrIAG1M6KV+iAcCOjC78iHUwGk2kge4eqWAEN8M/KV+iAcCKjC78iGUwGm2kge4ea0LAfTlaficFWvkIHhBOBLvyKVDAZSluoQNpNITbRsB9OVN+yA8q9EKsIdOFXpILJUDMNdsreWalFGwB7MaNHNOVeiFUEuqhVJILJ+mQa7JC9YwIIgPowo+yAci/EKiajoU6u5HjlZKSoa5tmyslIMT2wdHKmgQkgAOrLjLIDJmsiVpHRRdQ5OdPABBAA9WVWMsBO5V6AWWyR0d27d69uv/12ZWdnKykpSTk5OZoyZYo8Ht9s2ObNm3XllVcqMTFRrVu31owZM6I0YgTDyZkGJoAAqK/KZEBNgk0GhPsKHWA1tsjobt++XRUVFfrb3/6m9u3ba8uWLfrjH/+o48eP66mnnpIkFRcXq3///urXr59efPFFfffddxo1apSaNm2qO+64I8qfAHVxaqbByWUZACKDLjNA6OIMwzCiPYhQzJw5U/PmzdP3338vSZo3b54eeughFRQUKD7+zH/0EydO1DvvvKPt27cHvN/i4mK5XC653W6lpqaGZexnYza+s7lLPRq3eKPfsoxAZksDgPTz3wsnJQOAUAUar9kio1sTt9ut5s2be+9v2LBBeXl53iBXkgYMGKAnn3xSR48eVbNmzWrcT1lZmcrKyrz3i4uLwzfoKpiN73xkYgCEmtCo6XU5GSkRGDHgHLYMdHft2qXZs2d7yxYkqaCgQNnZ2T7Py8zM9D7mL9CdPn26pk2bFr7B+mFGX0TYg1PLMqyOqyWwglATGiRCAHNEdTLaxIkTFRcXV+utatnBgQMHdM0112jo0KH64x//WO8xTJo0SW6323vbv39/vfcZiEBm48M5qk4AkaTdB0u0cd9R7T5UQpsxk+UXndDYxRvVd9YaDZq7Xn2fXqNxizcqv+hEvfftLvVw7BCQUNsL0pYQME9UM7r333+/Ro4cWetzzjvvPO//z8/PV58+fXTZZZfppZde8nleVlaWCgsLfbZV3s/KyvK7/4SEBCUkJAQ58vpjNn7sIlMTXuG8WsKxQzBCbS9IW0LAPFENdNPT05Wenh7Qcw8cOKA+ffqoe/fumj9/vho08E1G5+bm6qGHHlJ5ebkaNTozk33lypXq2LGj37KFaGI2fmyiZCX8whUkcOycz+xyl1ATGiRCAPPYoo/ugQMH1Lt3b7Vp00ZPPfWUDh06pIKCAhUUFHif8/vf/17x8fG6/fbbtXXrVi1ZskTPPfecxo8fH8WR+2dmX0TYByUr4ReuIIFj52zhKHcJNaFBIgQwjy0C3ZUrV2rXrl1atWqVzj33XLVs2dJ7q+RyubRixQrt2bNH3bt31/3336/JkydbtoeukxdJgH9kasIvXEECx865wlUTG2pCg0QIYB5bdF0YOXJknbW8ktSlSxetW7cu/AMyCbPxYw+ZmvAL15LSHDvnCle5S6jtBWlLCJjHFoGuk7mSCWxjSbiCMPwsXEECx865wpmtDzWhQSIEMAeBLhBBZGoiIxxBAsfOucKdrQ81oUEiBKg/Al0gwsjUREY4ggSOnTORrQeci0AXiAIyNfbFsXMesvWAcxHoAgBiHtl6wJkIdAEAENl6wIls0UcXAAAACBaBLgAAAByJQBcAAACORKALAAAARyLQBQAAgCMR6AIAAMCRCHQBAADgSAS6AAAAcCQCXQAAADgSgS4AAAAciUAXAAAAjkSgCwAAAEci0AUAAIAjEegCAADAkQh0AQAA4EgEugAAAHAkAl0AAAA40jnRHgCcx13q0eESj4pPlis1qZHSGsfLlRwf7WEBAIAYQ6ALU+UXndCEZZu1budh77a8Dml6YkgXtWqaFMWRAQCAWEPpAkzjLvVUC3Ilae3Ow5q4bLPcpZ4ojQwAAMQiAl2Y5nCJp1qQW2ntzsM6XEKgCwAAIofSBZhWU1t8srzWx4/V8TgAAICZCHRjnJk1tamJjWp9vEkdjwMAAJiJ0oUYZnZNbVpKvPI6pNX4WF6HNKWl0HkBAABEDoFuDDO7ptaVHK8nhnSpFuzmdUjTk0O60GIMAABEFKULMSwcNbWtmiZp9vBuOlzi0bGT5WqS2EhpKZHro0sPXwAAUIlAN4qiHZSFq6bWlRyd4JIevgAA4GwEulFihaCssqZ2bQ3lC3arqa2r3nj28G5kdgEAiDHU6EaBVRZWcFJNLT18AQBAVWR0oyCQoCxSQWa0a2rPVp9SDnr4AgCAqgh0o8BqQVm0amrPVt9SDnr4AgCAqihdiAKCMl9mlHLQwxcAAFRFoBsFBGW+zKivdVK9MQAAMAelC1FQGZRNXLbZp+NBrAZlZpVyWKneGAAARB+BbpQQlP3MzFIOK9QbAwAAayDQjSKCsjOc1M8XAABYBzW6iDrqawEAQDiQ0bW4aC8THCmUcgAAALMR6FqYFZYJjiRKOQAAgJkoXbAoqywTHAnuUo92HyzRxn1HtftQiaM+GwAAiB4yuhZl9jLBVi2BiLWsNQAAiBwCXYsyc5lgqwaTdWWtZw/vZolgHAAA2JNtShcGDhyoNm3aKDExUS1bttQtt9yi/Px8n+ds3rxZV155pRITE9W6dWvNmDEjSqOtP7N6y1q5BMKMFdEAAAD8sU2g26dPH73xxhvasWOHli1bpt27d+umm27yPl5cXKz+/furbdu2+vrrrzVz5kxNnTpVL730UhRHHTqzlgm2cjBpZtYaAACgKtuULtx3333e/9+2bVtNnDhRN954o8rLy9WoUSO99tpr8ng8euWVVxQfH68LLrhAmzZt0qxZs3THHXdEceShMWuZYCsHk2auiAYAAFCVbQLdsx05ckSvvfaaLrvsMjVqdCYY2rBhg/Ly8hQf/3MAOGDAAD355JM6evSomjVrVuO+ysrKVFZW5r1fXFwc3sEHwYzeslYOJlkRDQAAhJNtShckacKECWrcuLFatGihffv26d133/U+VlBQoMzMTJ/nV94vKCjwu8/p06fL5XJ5b61btw7P4EPkSo5XTkaKurZpppyMlKAnZ5lVAhEOrIgGAADCKaqB7sSJExUXF1frbfv27d7nP/DAA9q4caNWrFihhg0b6tZbb5VhGPUaw6RJk+R2u723/fv31/djWYrVg8nKrPWq8b30zl2XadX4Xpo9vJta0loMAADUU5xR30ixHg4dOqSffvqp1uecd955PuUIlX788Ue1bt1a69evV25urm699VYVFxfrnXfe8T5n9erVuuqqq3TkyBG/pQtVFRcXy+Vyye12KzU1NajPY2WVfXRZXhcAANhdoPFaVGt009PTlZ6eHtJrKyoqJMlbX5ubm6uHHnrIOzlNklauXKmOHTsGHOTaRSiLP7C8LgAAiDVRzegG6osvvtBXX32lK664Qs2aNdPu3bv1yCOPqLCwUFu3blVCQoLcbrc6duyo/v37a8KECdqyZYtGjRqlZ555JqiuC1bP6EZi8QerrqJmtlj5nAAAOI0tMrqBSk5O1ltvvaUpU6bo+PHjatmypa655ho9/PDDSkhIkCS5XC6tWLFCY8aMUffu3ZWWlqbJkyfbsrWYP5FYScyqq6iZLVY+JwAAscwWGd1IsnJGd/fBEvWdtcbv46vG91JORkrI+3eXejR28cYaF5jI65DmmCV5Y+VzAgDgVI7K6OKMcC/+EMgqalYNAIMpQ7Dz5wQAAIEj0LWRUBd/CDQItPIqarUJtgzBrp8TAAAEh0DXRkJZSSyYINDKq6j5E0rdsh0/JwAACJ6tVkaLdcEu/lBXEOgu9fhst/Iqav4EUoZQlR0/JwAACB4ZXZupXEkskMUfgq1FrQykJy7b7JM1tsoqajUJpQzBjp8TAAAEj0DXhgJd/CGUIDCYQNoKQi1DsNvnBAAAwSPQdbBQg0A7raIWSt1yJTt9TgAAEDxqdB0sFmpRg61bdgp3qUe7D5Zo476j2n2opFq9NQAAYMGIaqy8YEQo8otO+K1FbemgFcAqW6jFQhkCq7oBAGJdoPEagW4VTgt0pdgKAp2OVd0AAGBlNFsLZpWvQISzFtXssdpduL8PVnUDACBwBLoWY6fL0nYaayRE4vtgVTcAAALHZDQLCXaBh2iy01gjIVLfB6u6AQAQOAJdCwllla9osdNYIyFS30csdNIAAMAsBLoWYqfL0nYaayQE+32E2h4sVtupAQAQCmp0LcROl6XtNNZICOb7qG8tL6u6AQAQGDK6FmKny9J2GmskBPp9mFXL60qOV05Girq2aaacjBSCXAAAakCgayGRuixtxqpaXEL3Fej3QW0zAACRQ+mCxYT7srSZLbC4hO4rkO+D2mYAACKHQNeCwrXAQ12XzUNZVSuci1HYUV3fB7XNAABEDqULMYTL5tFHbTMAAJFDoBtDuGwefdQ2AwAQOZQuxJBIXTZ3l3p0uMSj4pPlSk1qpLTGlDecjdpmAAAig0A3hlReNl9bQ/mCWZfNzZzs5mTUNgMAEH6ULsSQcF82N6tHLAAAgBnI6MaYmi6bpySeo+Nlp7Rx39F6lRoEMtmNLCYAAIgUAt0YdPZl8/yiE/rz0m9NKTVgshsAALASShdimNmlBvSIBQAAVkKgG8PM7qtLj1gAAGAlBLoxzOxSA3rEAgAAK6FGN4aFo9SAHrEAAMAqyOjGsHCUGpy9WESTJIJcAAAQPWR0Y1hlqcHEZZt9FpEItdSAxSIAAICVxBmGYUR7EFZSXFwsl8slt9ut1NTUaA8nIiqzsPUpNXCXejR28cYaJ7fldUjT7OHdyOwCAABTBBqvkdGFKcvRslgEAACwGmp0YQoWiwAAAFZDoAtTsFgEAACwGgJdmILFIgAAgNUQ6MIULBYBAACshsloMA2LRQAAACsh0IWpzOjgAAAAYAZKFwAAAOBIBLoAAABwJAJdAAAAOBKBLgAAAByJQBcAAACORKALAAAARyLQBQAAgCMR6AIAAMCRbBfolpWVqWvXroqLi9OmTZt8Htu8ebOuvPJKJSYmqnXr1poxY0Z0BgkAAICos12g+5e//EWtWrWqtr24uFj9+/dX27Zt9fXXX2vmzJmaOnWqXnrppSiMEgAAANFmqyWAP/zwQ61YsULLli3Thx9+6PPYa6+9Jo/Ho1deeUXx8fG64IILtGnTJs2aNUt33HFHlEYMAACAaLFNRrewsFB//OMf9eqrryo5Obna4xs2bFBeXp7i4+O92wYMGKAdO3bo6NGjfvdbVlam4uJinxsAAADszxaBrmEYGjlypP70pz/pV7/6VY3PKSgoUGZmps+2yvsFBQV+9z19+nS5XC7vrXXr1uYNHAAAAFET1UB34sSJiouLq/W2fft2zZ49W8eOHdOkSZNMH8OkSZPkdru9t/3795v+HgAAAIi8qNbo3n///Ro5cmStzznvvPP0ySefaMOGDUpISPB57Fe/+pVuvvlmLVy4UFlZWSosLPR5vPJ+VlaW3/0nJCT47NcwDEmihAEAAMCiKuO0yrjNn6gGuunp6UpPT6/zec8//7wee+wx7/38/HwNGDBAS5Ys0aWXXipJys3N1UMPPaTy8nI1atRIkrRy5Up17NhRzZo1C3hMx44dkyRKGAAAACzu2LFjcrlcfh+PM+oKhS1o7969ys7O1saNG9W1a1dJktvtVseOHdW/f39NmDBBW7Zs0ahRo/TMM88E1XWhoqJC+fn5atKkieLi4sL0CeyvuLhYrVu31v79+5Wamhrt4cBEHFtn4rg6F8fWmTiutTMMQ8eOHVOrVq3UoIH/SlxbtRerjcvl0ooVKzRmzBh1795daWlpmjx5ctCtxRo0aKBzzz03TKN0ntTUVP4DdCiOrTNxXJ2LY+tMHFf/asvkVrJloNuuXbsaazK6dOmidevWRWFEAAAAsBpbtBcDAAAAgkWgi5AkJCRoypQp1TphwP44ts7EcXUujq0zcVzNYcvJaAAAAEBdyOgCAADAkQh0AQAA4EgEugAAAHAkAl0AAAA4EoEugrJ3717dfvvtys7OVlJSknJycjRlyhR5PB6f523evFlXXnmlEhMT1bp1a82YMSNKI0YwHn/8cV122WVKTk5W06ZNa3zOvn37dN111yk5OVkZGRl64IEHdOrUqcgOFEGbM2eO2rVrp8TERF166aX68ssvoz0kBGHt2rX6zW9+o1atWikuLk7vvPOOz+OGYWjy5Mlq2bKlkpKS1K9fP+3cuTM6g0XApk+frksuuURNmjRRRkaGbrzxRu3YscPnOSdPntSYMWPUokULpaSkaMiQISosLIzSiO2HQBdB2b59uyoqKvS3v/1NW7du1TPPPKMXX3xRDz74oPc5xcXF6t+/v9q2bauvv/5aM2fO1NSpU/XSSy9FceQIhMfj0dChQzV69OgaHz99+rSuu+46eTwerV+/XgsXLtSCBQs0efLkCI8UwViyZInGjx+vKVOm6JtvvtHFF1+sAQMG6ODBg9EeGgJ0/PhxXXzxxZozZ06Nj8+YMUPPP/+8XnzxRX3xxRdq3LixBgwYoJMnT0Z4pAjGmjVrNGbMGH3++edauXKlysvL1b9/fx0/ftz7nPvuu0/vvfeeli5dqjVr1ig/P1+DBw+O4qhtxgDqacaMGUZ2drb3/ty5c41mzZoZZWVl3m0TJkwwOnbsGI3hIQTz5883XC5Xte0ffPCB0aBBA6OgoMC7bd68eUZqaqrP8Ya19OjRwxgzZoz3/unTp41WrVoZ06dPj+KoECpJxttvv+29X1FRYWRlZRkzZ870bisqKjISEhKMxYsXR2GECNXBgwcNScaaNWsMwzhzHBs1amQsXbrU+5z/+3//ryHJ2LBhQ7SGaStkdFFvbrdbzZs3997fsGGD8vLyFB8f7902YMAA7dixQ0ePHo3GEGGSDRs26KKLLlJmZqZ324ABA1RcXKytW7dGcWTwx+Px6Ouvv1a/fv282xo0aKB+/fppw4YNURwZzLJnzx4VFBT4HGOXy6VLL72UY2wzbrdbkrx/U7/++muVl5f7HNtOnTqpTZs2HNsAEeiiXnbt2qXZs2frzjvv9G4rKCjwCYQkee8XFBREdHwwF8fWfg4fPqzTp0/XeNw4Zs5QeRw5xvZWUVGhe++9V5dffrkuvPBCSWeObXx8fLU5ExzbwBHoQpI0ceJExcXF1Xrbvn27z2sOHDiga665RkOHDtUf//jHKI0cdQnl2AIAImvMmDHasmWLXn/99WgPxVHOifYAYA3333+/Ro4cWetzzjvvPO//z8/PV58+fXTZZZdVm2SWlZVVbUZo5f2srCxzBoyABXtsa5OVlVVttj7H1trS0tLUsGHDGv+b5Jg5Q+VxLCwsVMuWLb3bCwsL1bVr1yiNCsEYO3asli9frrVr1+rcc8/1bs/KypLH41FRUZFPVpf/fgNHoAtJUnp6utLT0wN67oEDB9SnTx91795d8+fPV4MGvhcGcnNz9dBDD6m8vFyNGjWSJK1cuVIdO3ZUs2bNTB87ahfMsa1Lbm6uHn/8cR08eFAZGRmSzhzb1NRUde7c2ZT3gLni4+PVvXt3rVq1SjfeeKOkM5dIV61apbFjx0Z3cDBFdna2srKytGrVKm9gW1xcrC+++MJvBxVYg2EYGjdunN5++219+umnys7O9nm8e/fuatSokVatWqUhQ4ZIknbs2KF9+/YpNzc3GkO2HQJdBOXAgQPq3bu32rZtq6eeekqHDh3yPlZ5dvn73/9e06ZN0+23364JEyZoy5Yteu655/TMM89Ea9gI0L59+3TkyBHt27dPp0+f1qZNmyRJ7du3V0pKivr376/OnTvrlltu0YwZM1RQUKCHH35YY8aMUUJCQnQHD7/Gjx+vESNG6Fe/+pV69OihZ599VsePH9dtt90W7aEhQCUlJdq1a5f3/p49e7Rp0yY1b95cbdq00b333qvHHntMHTp0UHZ2th555BG1atXKe3IDaxozZowWLVqkd999V02aNPHW3bpcLiUlJcnlcun222/X+PHj1bx5c6WmpmrcuHHKzc1Vz549ozx6m4h22wfYy/z58w1JNd7O9u233xpXXHGFkZCQYPziF78wnnjiiSiNGMEYMWJEjcd29erV3ufs3bvX+PWvf20kJSUZaWlpxv3332+Ul5dHb9AIyOzZs402bdoY8fHxRo8ePYzPP/882kNCEFavXl3jf5sjRowwDONMi7FHHnnEyMzMNBISEoy+ffsaO3bsiO6gUSd/f0/nz5/vfc6JEyeMu+66y2jWrJmRnJxsDBo0yPjPf/4TvUHbTJxhGEYkA2sAAAAgEui6AAAAAEci0AUAAIAjEegCAADAkQh0AQAA4EgEugAAAHAkAl0AAAA4EoEuAAAAHIlAFwAAAI5EoAsAAABHItAFAIuIi4ur9TZ16lRJ0ttvv62ePXvK5XKpSZMmuuCCC3Tvvfd697NgwQLFxcXpmmuu8dl/UVGR4uLi9Omnn9b5nq+//rok6eTJkxo5cqQuuuginXPOObrxxhvD/C0AgHnOifYAAABn/Oc///H+/yVLlmjy5MnasWOHd1tKSopWrVql3/3ud3r88cc1cOBAxcXFadu2bVq5cqXPvs455xx9/PHHWr16tfr06VPr+86fP79aUNy0aVNJ0unTp5WUlKS7775by5Ytq+cnBIDIItAFAIvIysry/n+Xy6W4uDifbZL03nvv6fLLL9cDDzzg3fbLX/6yWqa1cePG+u1vf6uJEyfqiy++qPV9mzZtWu19zt7PvHnzJEmfffaZioqKgvhEABBdlC4AgI1kZWVp69at2rJlS53PnTp1qr777ju9+eabERgZAFgPgS4A2Mi4ceN0ySWX6KKLLlK7du00bNgwvfLKKyorK6v23FatWumee+7RQw89pFOnTvnd5/Dhw5WSkuJz27dvXzg/BgBEBIEuANhI48aN9f7772vXrl16+OGHlZKSovvvv189evRQaWlptedPmDBBhw4d0iuvvOJ3n88884w2bdrkc2vVqlU4PwYARASBLgDYUE5Ojv7whz/ov//7v/XNN99o27ZtWrJkSbXnNW3aVJMmTdK0adNqDISlM+UQ7du397mdcw5TOADYH4EuANhcu3btlJycrOPHj9f4+Lhx49SgQQM999xzER4ZAEQXp+wAYCNTp05VaWmprr32WrVt21ZFRUV6/vnnVV5erquvvrrG1yQmJmratGkaM2ZMjY8XFRWpoKDAZ1uTJk3UuHFjSdK2bdvk8Xh05MgRHTt2TJs2bZIkde3a1bTPBQDhQKALADbSq1cvzZkzR7feeqsKCwvVrFkzdevWTStWrFDHjh39vm7EiBF6+umntW3btmqP3XbbbdW2TZ8+XRMnTpQkXXvttfrhhx+8j3Xr1k2SZBhGfT8OAIRVnMG/VAAAAHAganQBAADgSAS6AAAAcCQCXQAAADgSgS4AAAAciUAXAAAAjkSgCwAAAEci0AUAAIAjEegCAADAkQh0AQAA4EgEugAAAHAkAl0AAAA40v8DUYdonUuPsWEAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Anwenden von t-SNE\n",
"tsne = TSNE(n_components=2, random_state=42, perplexity=10) # Standard Wert für Perplexity ist 30\n",
"X_tsne = tsne.fit_transform(X)\n",
"df_tsne = pd.DataFrame(X_tsne, columns=['TSNE1', 'TSNE2'])\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='TSNE1', y='TSNE2', data=df_tsne)\n",
"plt.title(f't-SNE Visualization of the Dataset')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "dsai",
"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": "3.9.20"
}
},
"nbformat": 4,
"nbformat_minor": 2
}