From e899ebe60f4b98ad74a14c7a156ba144e8f6a262 Mon Sep 17 00:00:00 2001 From: Saleh Abednezhad Date: Mon, 2 Oct 2023 19:13:38 +0000 Subject: [PATCH] Add files via upload --- Machine Learning/Iris EDA/Iris.ipynb | 1084 ++++++++++++++++++++++++++ 1 file changed, 1084 insertions(+) create mode 100644 Machine Learning/Iris EDA/Iris.ipynb diff --git a/Machine Learning/Iris EDA/Iris.ipynb b/Machine Learning/Iris EDA/Iris.ipynb new file mode 100644 index 0000000..e91b4d4 --- /dev/null +++ b/Machine Learning/Iris EDA/Iris.ipynb @@ -0,0 +1,1084 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 Iris-setosa\n", + "1 4.9 3.0 1.4 0.2 Iris-setosa\n", + "2 4.7 3.2 1.3 0.2 Iris-setosa\n", + "3 4.6 3.1 1.5 0.2 Iris-setosa\n", + "4 5.0 3.6 1.4 0.2 Iris-setosa" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv('IRIS.csv')\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Lookup into dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(150, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 150 entries, 0 to 149\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sepal_length 150 non-null float64\n", + " 1 sepal_width 150 non-null float64\n", + " 2 petal_length 150 non-null float64\n", + " 3 petal_width 150 non-null float64\n", + " 4 species 150 non-null object \n", + "dtypes: float64(4), object(1)\n", + "memory usage: 6.0+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
count150.000000150.000000150.000000150.000000150
uniqueNaNNaNNaNNaN3
topNaNNaNNaNNaNIris-setosa
freqNaNNaNNaNNaN50
mean5.8433333.0540003.7586671.198667NaN
std0.8280660.4335941.7644200.763161NaN
min4.3000002.0000001.0000000.100000NaN
25%5.1000002.8000001.6000000.300000NaN
50%5.8000003.0000004.3500001.300000NaN
75%6.4000003.3000005.1000001.800000NaN
max7.9000004.4000006.9000002.500000NaN
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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "count 150.000000 150.000000 150.000000 150.000000 150\n", + "unique NaN NaN NaN NaN 3\n", + "top NaN NaN NaN NaN Iris-setosa\n", + "freq NaN NaN NaN NaN 50\n", + "mean 5.843333 3.054000 3.758667 1.198667 NaN\n", + "std 0.828066 0.433594 1.764420 0.763161 NaN\n", + "min 4.300000 2.000000 1.000000 0.100000 NaN\n", + "25% 5.100000 2.800000 1.600000 0.300000 NaN\n", + "50% 5.800000 3.000000 4.350000 1.300000 NaN\n", + "75% 6.400000 3.300000 5.100000 1.800000 NaN\n", + "max 7.900000 4.400000 6.900000 2.500000 NaN" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe(include='all')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Checking Missing Values" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sepal_length 0\n", + "sepal_width 0\n", + "petal_length 0\n", + "petal_width 0\n", + "species 0\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Checking Duplicates" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2Iris-setosa
507.03.24.71.4Iris-versicolor
1006.33.36.02.5Iris-virginica
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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 Iris-setosa\n", + "50 7.0 3.2 4.7 1.4 Iris-versicolor\n", + "100 6.3 3.3 6.0 2.5 Iris-virginica" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = df.drop_duplicates(subset='species')\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "species\n", + "Iris-setosa 50\n", + "Iris-versicolor 50\n", + "Iris-virginica 50\n", + "dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.value_counts('species')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sns.countplot(x='species', data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Relation Between Variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example1. Comparing Sepal Length and Sepal Width" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='sepal_length', y='sepal_width',\n", + " hue='species', data=df)\n", + "\n", + "plt.legend(bbox_to_anchor=(1,1), loc=2)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above plot, we can infer that:\n", + "\n", + "- Species Setosa has smaller sepal lengths but larger sepal widths.\n", + "- Versicolor Species lies in the middle of the other two species in terms of sepal length and width\n", + "- Species Virginica has larger sepal lengths but smaller sepal widths." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example2. Comparing Petal Length and Petal Width" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='petal_length', y='petal_width',\n", + " hue='species', data=df)\n", + "\n", + "plt.legend(bbox_to_anchor=(1,1), loc=2)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above plot, we can infer that:\n", + "\n", + "- Species Setosa has smaller petal lengths and widths.\n", + "- Versicolor Species lies in the middle of the other two species in terms of petal length and width\n", + "- Species Virginica has the largest of petal lengths and widths." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "all Columns Relationship with pairplot and multivariate analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df, hue='species', height=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histograms" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([48., 2., 15., 37., 25., 23.]),\n", + " array([0.1, 0.5, 0.9, 1.3, 1.7, 2.1, 2.5]),\n", + " )" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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MGa1atUrHjx9XcnKyrz0/P1/R0dHq1q2bHnnkEZWUlFxwOxUVFSorK/NbAAAAACCYAg4+u3btUtu2beV0OvXoo49q9erV6tmzpyQpPT1dL7/8st5991298MILKiws1I033qiKiooat5edna2oqCjfwu1CAQAAAARbwMGne/fu2rlzp7Zu3arHHntMGRkZ2rNnjyTpnnvu0ahRo5SYmKjRo0dr3bp1+vTTT7V27doat5eZmanS0lLfUlxcXPt3AwC47HTt2rXKjXUcDocmTZok6dyP33k8HsXGxqp169ZKTU3V7t27Q1w1AKChBRx8WrZsqWuuuUZJSUnKzs5W3759tXDhwmr7xsTEKC4uTvv27atxe06n03eXOG4TCgAIVGFhoQ4fPuxb8vLyJEl33323JGnevHmaP3++Fi1apMLCQrndbo0cOVLl5eWhLBsA0MBqfY1PJWNMjaeyHTlyRMXFxYqJianrywAAUK2OHTvK7Xb7lrfeektXX321UlJSZIzRggULNGvWLI0ZM0aJiYnKycnRiRMnlJubG+rSAQANKKDg8/TTT+v999/XgQMHtGvXLs2aNUv5+fkaN26cjh07ph/96EfasmWLDhw4oPz8fI0ePVodOnTQ9773vfqqHwAAn1OnTmnlypV66KGH5HA4VFRUJK/Xq7S0NF8fp9OplJQUbd68ucbtcOMdALBPQLez/vzzz/XAAw/o8OHDioqKUp8+fbR+/XqNHDlSJ0+e1K5du7RixQp99dVXiomJ0fDhw/Xqq68qIiKivuoHAMBnzZo1+uqrrzR+/HhJktfrlSS5XC6/fi6XSwcPHqxxO9nZ2Zo9e3a91QkAaHgBBZ+XXnqpxnWtW7fWhg0b6lwQAAC19dJLLyk9PV2xsbF+7Q6Hw++xMaZK2/kyMzM1bdo03+OysjLuOgoATVxAwQcAgMbq4MGDeuedd/TGG2/42ip/UNvr9fpdb1pSUlLlKND5nE6nnE5n/RULAGhwdb65AQAAjcGyZcsUHR2tUaNG+dri4+Pldrt9d3qTzl0HVFBQoMGDB4eiTABAiHDEBwDQ5J09e1bLli1TRkaGwsK+mdocDoemTp2qrKwsJSQkKCEhQVlZWQoPD9fYsWNDWDEAoKERfFBnXWfW/AO1jdmB50ddvBOAJuGdd97RoUOH9NBDD1VZN336dJ08eVITJ07U0aNHNXDgQG3cuJEb76BBNdW5MliYc9EYEHwAAE1eWlqajDHVrnM4HPJ4PPJ4PA1bFACgUeEaHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYLKPgsXrxYffr0UWRkpCIjI5WcnKx169b51htj5PF4FBsbq9atWys1NVW7d+8OetEAAAAAEIiAgk+nTp30/PPPa9u2bdq2bZtuvPFG3X777b5wM2/ePM2fP1+LFi1SYWGh3G63Ro4cqfLy8nopHgAAAAAuRUDBZ/To0br11lvVrVs3devWTc8995zatm2rrVu3yhijBQsWaNasWRozZowSExOVk5OjEydOKDc3t77qBwAAAICLqvU1PmfOnNGqVat0/PhxJScnq6ioSF6vV2lpab4+TqdTKSkp2rx5c43bqaioUFlZmd8CAAAAAMEUFugTdu3apeTkZP3zn/9U27ZttXr1avXs2dMXblwul19/l8ulgwcP1ri97OxszZ49O9AyrNR15tpQlwAATdJnn32mGTNmaN26dTp58qS6deuml156Sf3795d07hrU2bNna8mSJTp69KgGDhyoX//61+rVq1eIKwcANJSAj/h0795dO3fu1NatW/XYY48pIyNDe/bs8a13OBx+/Y0xVdrOl5mZqdLSUt9SXFwcaEkAgMvY0aNHNWTIELVo0ULr1q3Tnj179MILL+iKK67w9eEaVABAwEd8WrZsqWuuuUaSlJSUpMLCQi1cuFAzZsyQJHm9XsXExPj6l5SUVDkKdD6n0ymn0xloGQAASJLmzp2rzp07a9myZb62rl27+v7729egSlJOTo5cLpdyc3M1YcKEhi4ZABACdf4dH2OMKioqFB8fL7fbrby8PN+6U6dOqaCgQIMHD67rywAAUK0333xTSUlJuvvuuxUdHa1+/fpp6dKlvvW1uQaV608BwD4BBZ+nn35a77//vg4cOKBdu3Zp1qxZys/P17hx4+RwODR16lRlZWVp9erV+vjjjzV+/HiFh4dr7Nix9VU/AOAyt3//fi1evFgJCQnasGGDHn30UT3++ONasWKFpHNnIkjVX4Naue7bsrOzFRUV5Vs6d+5cv28CAFDvAjrV7fPPP9cDDzygw4cPKyoqSn369NH69es1cuRISdL06dN18uRJTZw40Xfx6MaNGxUREVEvxQMAcPbsWSUlJSkrK0uS1K9fP+3evVuLFy/WD37wA1+/QK5BzczM1LRp03yPy8rKCD8A0MQFFHxeeumlC653OBzyeDzyeDx1qQkAgEsWExOjnj17+rVde+21ev311yVJbrdbUmDXoHL9KQDYp87X+AAAEEpDhgzR3r17/do+/fRTxcXFSRLXoAIAJNXirm4AADQmTz75pAYPHqysrCx9//vf14cffqglS5ZoyZIlkuR3DWpCQoISEhKUlZXFNagAcJkh+AAAmrQBAwZo9erVyszM1LPPPqv4+HgtWLBA48aN8/XhGlQAAMEHANDk3XbbbbrttttqXM81qAAArvEBAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgvbBQFwCESteZa0NdQsAOPD8q1CUAAAA0SRzxAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArBdQ8MnOztaAAQMUERGh6Oho3XHHHdq7d69fn/Hjx8vhcPgtgwYNCmrRAAAAABCIgIJPQUGBJk2apK1btyovL0+nT59WWlqajh8/7tfvlltu0eHDh33L22+/HdSiAQAAACAQYYF0Xr9+vd/jZcuWKTo6Wtu3b9ewYcN87U6nU263OzgVAgAAAEAd1ekan9LSUklSu3bt/Nrz8/MVHR2tbt266ZFHHlFJSUmN26ioqFBZWZnfAgDApfJ4PFVOsT7/yzdjjDwej2JjY9W6dWulpqZq9+7dIawYABAKAR3xOZ8xRtOmTdPQoUOVmJjoa09PT9fdd9+tuLg4FRUV6d/+7d904403avv27XI6nVW2k52drdmzZ9e2DOCy0nXm2lCXUCsHnh8V6hJguV69eumdd97xPW7evLnvv+fNm6f58+dr+fLl6tatm+bMmaORI0dq7969ioiICEW5AIAQqHXwmTx5sj766CN98MEHfu333HOP778TExOVlJSkuLg4rV27VmPGjKmynczMTE2bNs33uKysTJ07d65tWQCAy1BYWFi1p1gbY7RgwQLNmjXLNwfl5OTI5XIpNzdXEyZMaOhSAQAhUqtT3aZMmaI333xTmzZtUqdOnS7YNyYmRnFxcdq3b1+1651OpyIjI/0WAAACsW/fPsXGxio+Pl733nuv9u/fL0kqKiqS1+tVWlqar6/T6VRKSoo2b94cqnIBACEQ0BEfY4ymTJmi1atXKz8/X/Hx8Rd9zpEjR1RcXKyYmJhaFwkAQE0GDhyoFStWqFu3bvr88881Z84cDR48WLt375bX65UkuVwuv+e4XC4dPHiwxm1WVFSooqLC95jrTwGg6Qso+EyaNEm5ubn6/e9/r4iICN+EEhUVpdatW+vYsWPyeDy68847FRMTowMHDujpp59Whw4d9L3vfa9e3gAA4PKWnp7u++/evXsrOTlZV199tXJycny/I+dwOPyeY4yp0nY+rj8FAPsEdKrb4sWLVVpaqtTUVMXExPiWV199VdK5i0l37dql22+/Xd26dVNGRoa6deumLVu2cAEpAKBBtGnTRr1799a+fft81/1UflFXqaSkpMpRoPNlZmaqtLTUtxQXF9drzQCA+hfwqW4X0rp1a23YsKFOBQEAUBcVFRX65JNPdMMNNyg+Pl5ut1t5eXnq16+fJOnUqVMqKCjQ3Llza9yG0+ms9k6kAICmq9Z3dQMAoDH40Y9+pNGjR6tLly4qKSnRnDlzVFZWpoyMDDkcDk2dOlVZWVlKSEhQQkKCsrKyFB4errFjx4a6dABAAyL4AACatL///e+677779MUXX6hjx44aNGiQtm7dqri4OEnS9OnTdfLkSU2cOFFHjx7VwIEDtXHjRk7BBoDLDMEHANCkrVq16oLrHQ6HPB6PPB5PwxQEAGiUavU7PgAAAADQlBB8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALBeWKgLAAAA9us6c22oSwBwmeOIDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwXkDBJzs7WwMGDFBERISio6N1xx13aO/evX59jDHyeDyKjY1V69atlZqaqt27dwe1aAAAAAAIREDBp6CgQJMmTdLWrVuVl5en06dPKy0tTcePH/f1mTdvnubPn69FixapsLBQbrdbI0eOVHl5edCLBwAAAIBLERZI5/Xr1/s9XrZsmaKjo7V9+3YNGzZMxhgtWLBAs2bN0pgxYyRJOTk5crlcys3N1YQJE4JXOQAAAABcojpd41NaWipJateunSSpqKhIXq9XaWlpvj5Op1MpKSnavHlztduoqKhQWVmZ3wIAQG1kZ2fL4XBo6tSpvjZOwQYASHUIPsYYTZs2TUOHDlViYqIkyev1SpJcLpdfX5fL5Vv3bdnZ2YqKivItnTt3rm1JAIDLWGFhoZYsWaI+ffr4tXMKNgBAqkPwmTx5sj766CO98sorVdY5HA6/x8aYKm2VMjMzVVpa6luKi4trWxIA4DJ17NgxjRs3TkuXLtWVV17pa//2KdiJiYnKycnRiRMnlJubG8KKAQANrVbBZ8qUKXrzzTe1adMmderUydfudrslqcrRnZKSkipHgSo5nU5FRkb6LQAABGLSpEkaNWqUbrrpJr/22pyCLXEaNgDYKKDgY4zR5MmT9cYbb+jdd99VfHy83/r4+Hi53W7l5eX52k6dOqWCggINHjw4OBUDAHCeVatW6c9//rOys7OrrKvNKdgSp2EDgI0CCj6TJk3SypUrlZubq4iICHm9Xnm9Xp08eVKSfBeUZmVlafXq1fr44481fvx4hYeHa+zYsfXyBgAAl6/i4mI98cQTWrlypVq1alVjv0BOwZY4DRsAbBTQ7awXL14sSUpNTfVrX7ZsmcaPHy9Jmj59uk6ePKmJEyfq6NGjGjhwoDZu3KiIiIigFAwAQKXt27erpKRE/fv397WdOXNG7733nhYtWuT7kW2v16uYmBhfnwudgi2dOx3O6XTWX+EAgAYXUPAxxly0j8PhkMfjkcfjqW1NAABckhEjRmjXrl1+bQ8++KB69OihGTNm6KqrrvKdgt2vXz9J35yCPXfu3FCUDAAIkYCCDwAAjUlERITvJxUqtWnTRu3bt/e1V56CnZCQoISEBGVlZXEKNgBchgg+AACrcQo2AEAi+AAALJOfn+/3mFOwAQBSHX7AFAAAAACaCoIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWCwt1AfWh68y1oS4BAAAAQCPCER8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgvYCDz3vvvafRo0crNjZWDodDa9as8Vs/fvx4ORwOv2XQoEHBqhcAAAAAAhZw8Dl+/Lj69u2rRYsW1djnlltu0eHDh33L22+/XaciAQAAAKAuAg4+6enpmjNnjsaMGVNjH6fTKbfb7VvatWtXpyIBAKjJ4sWL1adPH0VGRioyMlLJyclat26db70xRh6PR7GxsWrdurVSU1O1e/fuEFYMAAiFernGJz8/X9HR0erWrZseeeQRlZSU1Ni3oqJCZWVlfgsAAJeqU6dOev7557Vt2zZt27ZNN954o26//XZfuJk3b57mz5+vRYsWqbCwUG63WyNHjlR5eXmIKwcANKSgB5/09HS9/PLLevfdd/XCCy+osLBQN954oyoqKqrtn52draioKN/SuXPnYJcEALDY6NGjdeutt6pbt27q1q2bnnvuObVt21Zbt26VMUYLFizQrFmzNGbMGCUmJionJ0cnTpxQbm5uqEsHADSgoAefe+65R6NGjVJiYqJGjx6tdevW6dNPP9XatWur7Z+ZmanS0lLfUlxcHOySAACXiTNnzmjVqlU6fvy4kpOTVVRUJK/Xq7S0NF8fp9OplJQUbd68ucbtcDYCANgnrL5fICYmRnFxcdq3b1+1651Op5xOZ32XAQCw2K5du5ScnKx//vOfatu2rVavXq2ePXv6wo3L5fLr73K5dPDgwRq3l52drdmzZ9drzQCAhlXvv+Nz5MgRFRcXKyYmpr5fCgBwmerevbt27typrVu36rHHHlNGRob27NnjW+9wOPz6G2OqtJ2PsxEAwD4BH/E5duyY/vrXv/oeFxUVaefOnWrXrp3atWsnj8ejO++8UzExMTpw4ICefvppdejQQd/73veCWjgAAJVatmypa665RpKUlJSkwsJCLVy4UDNmzJAkeb1evy/gSkpKqhwFOh9nIwCAfQI+4rNt2zb169dP/fr1kyRNmzZN/fr1009/+lM1b95cu3bt0u23365u3bopIyND3bp105YtWxQRERH04gEAqI4xRhUVFYqPj5fb7VZeXp5v3alTp1RQUKDBgweHsEIAQEML+IhPamqqjDE1rt+wYUOdCgIAIBBPP/200tPT1blzZ5WXl2vVqlXKz8/X+vXr5XA4NHXqVGVlZSkhIUEJCQnKyspSeHi4xo4dG+rSAQANqN5vbgAAQH36/PPP9cADD+jw4cOKiopSnz59tH79eo0cOVKSNH36dJ08eVITJ07U0aNHNXDgQG3cuJEzEQDgMkPwAQA0aS+99NIF1zscDnk8Hnk8noYpCADQKNX7Xd0AAAAAINQIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsFHHzee+89jR49WrGxsXI4HFqzZo3femOMPB6PYmNj1bp1a6Wmpmr37t3BqhcAAAAAAhZw8Dl+/Lj69u2rRYsWVbt+3rx5mj9/vhYtWqTCwkK53W6NHDlS5eXldS4WAIBvy87O1oABAxQREaHo6Gjdcccd2rt3r18fvpQDAAQcfNLT0zVnzhyNGTOmyjpjjBYsWKBZs2ZpzJgxSkxMVE5Ojk6cOKHc3NygFAwAwPkKCgo0adIkbd26VXl5eTp9+rTS0tJ0/PhxXx++lAMABPUan6KiInm9XqWlpfnanE6nUlJStHnz5mqfU1FRobKyMr8FAIBLtX79eo0fP169evVS3759tWzZMh06dEjbt2+XxJdyAIBzwoK5Ma/XK0lyuVx+7S6XSwcPHqz2OdnZ2Zo9e3YwywDQyHSduTbUJdTKgedHhboE1EJpaakkqV27dpIu/qXchAkTQlInAKBh1ctd3RwOh99jY0yVtkqZmZkqLS31LcXFxfVREgDgMmCM0bRp0zR06FAlJiZKuvCXcpXrvo2zEQDAPkE94uN2uyWdm2RiYmJ87SUlJVUmnEpOp1NOpzOYZQAALlOTJ0/WRx99pA8++KDKukC+lONsBCC4muqR/2DhDILGIahHfOLj4+V2u5WXl+drO3XqlAoKCjR48OBgvhQAAH6mTJmiN998U5s2bVKnTp187ed/KXe+C30px9kIAGCfgI/4HDt2TH/96199j4uKirRz5061a9dOXbp00dSpU5WVlaWEhAQlJCQoKytL4eHhGjt2bFALBwBAOnfkZsqUKVq9erXy8/MVHx/vt/78L+X69esn6Zsv5ebOnVvtNjkbAQDsE3Dw2bZtm4YPH+57PG3aNElSRkaGli9frunTp+vkyZOaOHGijh49qoEDB2rjxo2KiIgIXtUAAPx/kyZNUm5urn7/+98rIiLCd2QnKipKrVu3lsPh4Es5AEDgwSc1NVXGmBrXOxwOeTweeTyeutQFAMAlWbx4saRz89P5li1bpvHjx0sSX8oBAIJ7cwMAABrahb6Mq8SXcgCAermdNQAAAAA0JgQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGC9sFAXAACNVdeZa0NdQq0ceH5UqEsAAKDR4YgPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPXCgr1Bj8ej2bNn+7W5XC55vd5gvxQAAE1G15lrQ10CAFzW6uWIT69evXT48GHfsmvXrvp4GQAA9N5772n06NGKjY2Vw+HQmjVr/NYbY+TxeBQbG6vWrVsrNTVVu3fvDk2xAICQqZfgExYWJrfb7Vs6duxYHy8DAICOHz+uvn37atGiRdWunzdvnubPn69FixapsLBQbrdbI0eOVHl5eQNXCgAIpaCf6iZJ+/btU2xsrJxOpwYOHKisrCxdddVV1fatqKhQRUWF73FZWVl9lAQAsFR6errS09OrXWeM0YIFCzRr1iyNGTNGkpSTkyOXy6Xc3FxNmDChIUsFAIRQ0I/4DBw4UCtWrNCGDRu0dOlSeb1eDR48WEeOHKm2f3Z2tqKionxL586dg10SAOAyVVRUJK/Xq7S0NF+b0+lUSkqKNm/eXOPzKioqVFZW5rcAAJq2oAef9PR03Xnnnerdu7duuukmrV177mLOnJycavtnZmaqtLTUtxQXFwe7JADAZaryxjoul8uv/WI33eFLOQCwT73fzrpNmzbq3bu39u3bV+16p9OpyMhIvwUAgGByOBx+j40xVdrOx5dyAGCfeg8+FRUV+uSTTxQTE1PfLwUAgB+32y1JVY7ulJSUVDkKdD6+lAMA+wQ9+PzoRz9SQUGBioqK9Kc//Ul33XWXysrKlJGREeyXAgDgguLj4+V2u5WXl+drO3XqlAoKCjR48OAQVgYAaGhBv6vb3//+d91333364osv1LFjRw0aNEhbt25VXFxcsF8KAAAdO3ZMf/3rX32Pi4qKtHPnTrVr105dunTR1KlTlZWVpYSEBCUkJCgrK0vh4eEaO3ZsCKsGADS0oAefVatWBXuTAADUaNu2bRo+fLjv8bRp0yRJGRkZWr58uaZPn66TJ09q4sSJOnr0qAYOHKiNGzcqIiIiVCUDAEKgXn7HBwCAhpKamipjTI3rHQ6HPB6PPB5PwxUFAGh06v3mBgAAAAAQagQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGC9sFAXAAAAANis68y1oS4hpA48PyrUJUjiiA8AAACAywDBBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWK/egs+LL76o+Ph4tWrVSv3799f7779fXy8FAMBFMS8BwOWtXoLPq6++qqlTp2rWrFnasWOHbrjhBqWnp+vQoUP18XIAAFwQ8xIAoF6Cz/z58/Xwww/rhz/8oa699lotWLBAnTt31uLFi+vj5QAAuCDmJQBAWLA3eOrUKW3fvl0zZ870a09LS9PmzZur9K+oqFBFRYXvcWlpqSSprKys1jWcrThR6+cCQFNXl7+flc81xgSrnJALdF6SmJsAIJgay7wU9ODzxRdf6MyZM3K5XH7tLpdLXq+3Sv/s7GzNnj27Snvnzp2DXRoAXBaiFtR9G+Xl5YqKiqr7hhqBQOclibkJAIKpscxLQQ8+lRwOh99jY0yVNknKzMzUtGnTfI/Pnj2rL7/8Uu3bt6+2f0MpKytT586dVVxcrMjIyJDVEYimVnNTq1dqejU3tXqlpldzU6tXunDNxhiVl5crNjY2RNXVn0udl6Tgz01NcT+pL4zFNxiLcxiHbzAW36gci0OHDsnhcARlXgp68OnQoYOaN29e5Vu0kpKSKt+2SZLT6ZTT6fRru+KKK4JdVq1FRkY2uR2vqdXc1OqVml7NTa1eqenV3NTqlWqu2ZYjPZUCnZek+pubmuJ+Ul8Yi28wFucwDt9gLL4RFRUVtLEI+s0NWrZsqf79+ysvL8+vPS8vT4MHDw72ywEAcEHMSwAAqZ5OdZs2bZoeeOABJSUlKTk5WUuWLNGhQ4f06KOP1sfLAQBwQcxLAIB6CT733HOPjhw5omeffVaHDx9WYmKi3n77bcXFxdXHy9ULp9OpZ555psqpDo1ZU6u5qdUrNb2am1q9UtOruanVKzXNmusq1PPS5TjmNWEsvsFYnMM4fIOx+EZ9jIXD2HTPUgAAAACoRr38gCkAAAAANCYEHwAAAADWI/gAAAAAsB7BBwAAAID1CD6SsrOz5XA4NHXq1Br75Ofny+FwVFn+93//t0Fq9Hg8VV7b7XZf8DkFBQXq37+/WrVqpauuukq/+c1vGqRWKfB6Qz2+lT777DPdf//9at++vcLDw3Xddddp+/btF3xOKMc50HpDPc5du3at9vUnTZpU43NCOb6B1hvq8ZWk06dP6yc/+Yni4+PVunVrXXXVVXr22Wd19uzZCz4vlOPc1GVnZ2vAgAGKiIhQdHS07rjjDu3du/eiz7NxzGszFo3h3019WLx4sfr06eP7Icrk5GStW7fugs+xcZ8IdBxs3R+qcymfPyU794vzNeTn8Hq5nXVTUlhYqCVLlqhPnz6X1H/v3r1+vx7bsWPH+iqtil69eumdd97xPW7evHmNfYuKinTrrbfqkUce0cqVK/XHP/5REydOVMeOHXXnnXc2RLkB1VsplON79OhRDRkyRMOHD9e6desUHR2tv/3tbxf8tfZQjnNt6q0UqnEuLCzUmTNnfI8//vhjjRw5UnfffXe1/UO9Hwdab6VQ7sdz587Vb37zG+Xk5KhXr17atm2bHnzwQUVFRemJJ56o9jmhHuemrqCgQJMmTdKAAQN0+vRpzZo1S2lpadqzZ4/atGlT7XNsHfPajEWlUP67qQ+dOnXS888/r2uuuUaSlJOTo9tvv107duxQr169qvS3dZ8IdBwq2bY/fNulfv60db+o1OCfw81lrLy83CQkJJi8vDyTkpJinnjiiRr7btq0yUgyR48ebbD6zvfMM8+Yvn37XnL/6dOnmx49evi1TZgwwQwaNCjIlVUv0HpDPb7GGDNjxgwzdOjQgJ4TynGuTb2NYZzP98QTT5irr77anD17ttr1od6Pv+1i9TaG8R01apR56KGH/NrGjBlj7r///hqf09jGuakrKSkxkkxBQUGNfS6XMb+UsWgM/24aypVXXmn+8z//s9p1l8s+YcyFx+Fy2B8C+fxp834Ris/hl/WpbpMmTdKoUaN00003XfJz+vXrp5iYGI0YMUKbNm2qx+qq2rdvn2JjYxUfH697771X+/fvr7Hvli1blJaW5td28803a9u2bfr666/ru1RJgdVbKZTj++abbyopKUl33323oqOj1a9fPy1duvSCzwnlONem3kqhHOdKp06d0sqVK/XQQw/J4XBU26cx7MeVLqXeSqEc36FDh+p//ud/9Omnn0qS/vKXv+iDDz7QrbfeWuNzGtM426C0tFSS1K5duxr7XC5jfiljUakx/F2qL2fOnNGqVat0/PhxJScnV9vnctgnLmUcKtm8PwTy+dPm/SIUn8Mv2+CzatUq/fnPf1Z2dvYl9Y+JidGSJUv0+uuv64033lD37t01YsQIvffee/Vc6TkDBw7UihUrtGHDBi1dulRer1eDBw/WkSNHqu3v9Xrlcrn82lwul06fPq0vvvii0dUb6vGVpP3792vx4sVKSEjQhg0b9Oijj+rxxx/XihUranxOKMe5NvU2hnGutGbNGn311VcaP358jX1CvR+f71LqbQzjO2PGDN13333q0aOHWrRooX79+mnq1Km67777anxOYxrnps4Yo2nTpmno0KFKTEyssd/lMOaXOhaN4d9Nfdm1a5fatm0rp9OpRx99VKtXr1bPnj2r7WvzPhHIONi8P0iBf/60db8I2efwOh0vaqIOHTpkoqOjzc6dO31tFzvEVp3bbrvNjB49OsjVXZpjx44Zl8tlXnjhhWrXJyQkmKysLL+2Dz74wEgyhw8fbogS/Vys3uo09Pi2aNHCJCcn+7VNmTLlgoeTQznOtam3OqHaj9PS0sxtt912wT6NaT++lHqr09Dj+8orr5hOnTqZV155xXz00UdmxYoVpl27dmb58uU1PqcxjXNTN3HiRBMXF2eKi4sv2O9yGPNLHYvqhHJ+DaaKigqzb98+U1hYaGbOnGk6dOhgdu/eXW1fm/eJQMahOrbsD7X5/GnjfhHKz+GX5RGf7du3q6SkRP3791dYWJjCwsJUUFCgX/7ylwoLC/O7mPlCBg0apH379tVztdVr06aNevfuXePru91ueb1ev7aSkhKFhYWpffv2DVGin4vVW52GHt+YmJgq30Bde+21OnToUI3PCeU416be6oRiPz548KDeeecd/fCHP7xgv8ayH19qvdVp6PH98Y9/rJkzZ+ree+9V79699cADD+jJJ5+84LdqjWWcm7opU6bozTff1KZNm9SpU6cL9rV9zAMZi+qEcn4NppYtW+qaa65RUlKSsrOz1bdvXy1cuLDavjbvE4GMQ3Vs2R9q8/nTxv0ilJ/DL8u7uo0YMUK7du3ya3vwwQfVo0cPzZgx45LuPiZJO3bsUExMTH2UeFEVFRX65JNPdMMNN1S7Pjk5WX/4wx/82jZu3KikpCS1aNGiIUr0c7F6q9PQ4ztkyJAqt1399NNPFRcXV+NzQjnOtam3OqHYj5ctW6bo6GiNGjXqgv0ay358qfVWp6HH98SJE2rWzP87rebNm1/wdtaNZZybKmOMpkyZotWrVys/P1/x8fEXfY6tY16bsahOKOfX+mSMUUVFRbXrbN0nqnOhcaiOLftDbT5/2rhfhPRzeEDHhyz27UNsM2fONA888IDv8S9+8QuzevVq8+mnn5qPP/7YzJw500gyr7/+eoPU99RTT5n8/Hyzf/9+s3XrVnPbbbeZiIgIc+DAgWrr3b9/vwkPDzdPPvmk2bNnj3nppZdMixYtzGuvvdYo6w31+BpjzIcffmjCwsLMc889Z/bt22defvllEx4eblauXOnr05jGuTb1NoZxPnPmjOnSpYuZMWNGlXWNaXxrU29jGN+MjAzzne98x7z11lumqKjIvPHGG6ZDhw5m+vTpNdbdGMa5KXvsscdMVFSUyc/PN4cPH/YtJ06c8PW5XMa8NmPRGP7d1IfMzEzz3nvvmaKiIvPRRx+Zp59+2jRr1sxs3LjRGHP57BOBjoOt+0NNLvb509b94tsa6nM4wef/+/aAZ2RkmJSUFN/juXPnmquvvtq0atXKXHnllWbo0KFm7dq1DVbfPffcY2JiYkyLFi1MbGysGTNmjN/5sd+u1xhj8vPzTb9+/UzLli1N165dzeLFixttvaEe30p/+MMfTGJionE6naZHjx5myZIlfusb2zgHWm9jGOcNGzYYSWbv3r1V1jW28TUmsHobw/iWlZWZJ554wnTp0sW0atXKXHXVVWbWrFmmoqKixrqNCf04N2WSql2WLVvm63O5jHltxqIx/LupDw899JCJi4szLVu2NB07djQjRozwfdg35vLZJwIdB1v3h5pc7POnMXbuF9/WUJ/DHcYYE9gxIgAAAABoWi7LmxsAAAAAuLwQfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/ig0Vi+fLkcDodvCQsLU6dOnfTggw/qs88+C3h7ubm5WrBgQZ1qSk1NVWpq6iX1S0xMrNNr1ae3335bHo+n2nUOh0OTJ09u2IIAoIlqqnPVbbfdpoiICJ0+fdqvfceOHXI4HIqJianynPfff18Oh0O//OUvJUnjx49X165dL6kmh8PhN+9s3rxZHo9HX331VZW+Xbt21W233XZJ2wXqguCDRmfZsmXasmWL8vLy9Mgjj+iVV17RDTfcoOPHjwe0nWBMJrZ4++23NXv27FCXAQDWaGpz1fDhw3Xs2DFt27bNrz0/P19t2rSR1+vV//7v/1ZZV/lcSfq3f/s3rV69ulavv3nzZs2ePbva4AM0lLBQFwB8W2JiopKSkiSd+2N75swZ/fu//7vWrFmjcePGhbg6AACa3lxVGV7y8/M1aNAgX3t+fr5uv/12bdq0SZs2bVKPHj381nXo0MF3RsPVV1/dsEUDQcYRHzR6lX+gDx48KEkyxujFF1/Uddddp9atW+vKK6/UXXfdpf379/uek5qaqrVr1+rgwYN+pyRUmj17tgYOHKh27dopMjJS119/vV566SUZY+r1vbz66qtKTk5WmzZt1LZtW918883asWOHX5/x48erbdu2+utf/6pbb71Vbdu2VefOnfXUU0+poqLCr+/f//533XXXXYqIiNAVV1yhcePGqbCwUA6HQ8uXL/dt79e//rUk+Y3FgQMH/Lb129/+Vtdee63Cw8PVt29fvfXWW/U2DgBgm8Y+V1133XW68sorfUdxJOns2bN6//33lZqaqpSUFG3atMm37tSpU9qyZYtSU1N9NVV3qltZWZkeeeQRtW/fXm3bttUtt9yiTz/91K+Px+PRj3/8Y0lSfHy8732eX4skrV+/Xtdff71at26tHj166L/+678Cfp/AhXDEB43eX//6V0lSx44dJUkTJkzQ8uXL9fjjj2vu3Ln68ssv9eyzz2rw4MH6y1/+IpfLpRdffFH/+q//qr/97W/VHpY/cOCAJkyYoC5dukiStm7dqilTpuizzz7TT3/603p5H1lZWfrJT36iBx98UD/5yU906tQp/exnP9MNN9ygDz/8UD179vT1/frrr/Uv//Ivevjhh/XUU0/pvffe07//+78rKirKV9/x48c1fPhwffnll5o7d66uueYarV+/Xvfcc4/f6/7bv/2bjh8/rtdee01btmzxtZ9/PvfatWtVWFioZ599Vm3bttW8efP0ve99T3v37tVVV11VL+MBADZp7HNVs2bNNGzYML3zzjs6ffq0wsLCtHPnTh09elQpKSk6c+aMnnnmGV//rVu36uTJk74jRdUxxuiOO+7Q5s2b9dOf/lQDBgzQH//4R6Wnp/v1++EPf6gvv/xSv/rVr/TGG2/45p/z572//OUveuqppzRz5ky5XC7953/+px5++GFdc801GjZsWEDvFaiRARqJZcuWGUlm69at5uuvvzbl5eXmrbfeMh07djQRERHG6/WaLVu2GEnmhRde8HtucXGxad26tZk+fbqvbdSoUSYuLu6ir3vmzBnz9ddfm2effda0b9/enD171rcuJSXFpKSkXHQbKSkpplevXjWuP3TokAkLCzNTpkzxay8vLzdut9t8//vf97VlZGQYSeZ3v/udX99bb73VdO/e3ff417/+tZFk1q1b59dvwoQJRpJZtmyZr23SpEmmpn/ukozL5TJlZWW+Nq/Xa5o1a2ays7NrftMAcBlqynPVggULjCSzefNmY4wxL7zwgomJiTHGGLNnzx4jyXz88cfGGGNmz55tJJk9e/b4np+RkeFX67p164wks3DhQr/Xee6554wk88wzz/jafvaznxlJpqioqEpdcXFxplWrVubgwYO+tpMnT5p27dqZCRMmXPR9AZeKU93Q6AwaNEgtWrRQRESEbrvtNrndbq1bt04ul0tvvfWWHA6H7r//fp0+fdq3uN1u9e3bt8ph85q8++67uummmxQVFaXmzZurRYsW+ulPf6ojR46opKQk6O9pw4YNOn36tH7wgx/41d2qVSulpKRUqdvhcGj06NF+bX369PGdQiFJBQUFioiI0C233OLX77777gu4vuHDhysiIsL32OVyKTo62u/1AADfaIpz1fnX+VT+b0pKiiTp2muvVXR0tO90t/z8fLlcLl177bU1bq+y77evaRo7dmzAtV133XW+I1uS1KpVK3Xr1o15CEHFqW5odFasWKFrr71WYWFhcrlcfqdkff755zLGyOVyVfvcSzkt68MPP1RaWppSU1O1dOlSderUSS1bttSaNWv03HPP6eTJk0F7L5U+//xzSdKAAQOqXd+smf93EOHh4WrVqpVfm9Pp1D//+U/f4yNHjlQ7DjWNzYW0b9++SpvT6ayXsQAAGzTFuap3797q0KGDNm3apBkzZuj9999Xdna2b/2wYcOUn5+vRx55RFu2bNEdd9xxwe0dOXJEYWFhVeYQt9sdcG3MQ2gIBB80Otdee63vTjnf1qFDBzkcDr3//vtyOp1V1lfX9m2rVq1SixYt9NZbb/mFizVr1tS65ovp0KGDJOm1115TXFxcULbZvn17ffjhh1XavV5vULYPAKhZU5yrHA6HUlJStH79en344Yf66quvfEd8JCklJUUej0dbtmzRP//5zwte3yOdm4dOnz6tI0eO+AUX5iE0VpzqhibltttukzFGn332mZKSkqosvXv39vWt6Zuiyh+ca968ua/t5MmT+u1vf1tvdd98880KCwvT3/72t2rrrmnyvJCUlBSVl5dr3bp1fu2rVq2q0rdykuWbMwCof415rho+fLiOHz+un/3sZ4qOjvY7lS0lJUVHjhzRr371K1/fi21Lkl5++WW/9tzc3Cp9mYfQGHDEB03KkCFD9K//+q968MEHtW3bNg0bNkxt2rTR4cOH9cEHH6h379567LHHJJ07pP/GG29o8eLF6t+/v5o1a6akpCSNGjVK8+fP19ixY/Wv//qvOnLkiH7+859f0jdwF1JWVqbXXnutSnvHjh2VkpKiZ599VrNmzdL+/ft1yy236Morr9Tnn3+uDz/8UG3atAn4B0YzMjL0i1/8Qvfff7/mzJmja665RuvWrdOGDRsk+Z8+VznJzp07V+np6WrevLn69Omjli1b1uEdAwCq05jnqsqwsnr1at11111+6xITE9W+fXutXr1a3/nOd5SQkHDBbaWlpWnYsGGaPn26jh8/rqSkJP3xj3+sNpxVzkMLFy5URkaGWrRooe7du/tdXwrUN4IPmpz/+I//0KBBg/Qf//EfevHFF3X27FnFxsZqyJAh+u53v+vr98QTT2j37t16+umnVVpaKmOMjDG68cYb9V//9V+aO3euRo8ere985zt65JFHFB0drYcffrjWdRUXF+vuu++u0l5584LMzEz17NlTCxcu1CuvvKKKigq53W4NGDBAjz76aMCv16ZNG7377ruaOnWqpk+fLofDobS0NL344ou69dZbdcUVV/j6jh07Vn/84x/14osv6tlnn5UxRkVFRVV+jwEAEByNda7q2bOn3G63vF6v32lu0rmjTDfccIPWrFmj1NTUi26rWbNmevPNNzVt2jTNmzdPp06d0pAhQ/T222/7/RCqdO43izIzM5WTk6OlS5fq7Nmz2rRp0yW9DhAsDmPq+RcbATSoyt8LOnTokDp16hTqcgAAABoFjvgATdiiRYskST169NDXX3+td999V7/85S91//33E3oAAADOQ/ABmrDw8HD94he/0IEDB1RRUaEuXbpoxowZ+slPfhLq0gAAABoVTnUDAAAAYD1uZw0AAADAegQfAAAAANYj+AAAAACwXqO7ucHZs2f1j3/8QxEREXI4HKEuBwAuK8YYlZeXKzY21u9HcBszj8dT5QeAXS6XvF6vpHPvafbs2VqyZImOHj2qgQMH6te//rV69ep1ya/B3AQAoRHMeanRBZ9//OMf6ty5c6jLAIDLWnFxcZO6JXqvXr30zjvv+B43b97c99/z5s3T/PnztXz5cnXr1k1z5szRyJEjtXfv3kv+1XjmJgAIrWDMS40u+FROQsXFxYqMjAxxNQBweSkrK1Pnzp0vORA0FmFhYXK73VXajTFasGCBZs2apTFjxkiScnJy5HK5lJubqwkTJlzS9pmbACA0gjkvNbrgU3kKQWRkJJMLAIRIUzuda9++fYqNjZXT6dTAgQOVlZWlq666SkVFRfJ6vUpLS/P1dTqdSklJ0ebNm2sMPhUVFaqoqPA9Li8vl8TcBAChEox5qWmcwA0AQA0GDhyoFStWaMOGDVq6dKm8Xq8GDx6sI0eO+K7zcblcfs85/xqg6mRnZysqKsq3cJobADR9BB8AQJOWnp6uO++8U71799ZNN92ktWvXSjp3Slulb39TaIy54LeHmZmZKi0t9S3FxcX1UzwAoMEQfAAAVmnTpo169+6tffv2+a77+fbRnZKSkipHgc7ndDp9p7VxehsA2IHgAwCwSkVFhT755BPFxMQoPj5ebrdbeXl5vvWnTp1SQUGBBg8eHMIqAQANrdHd3AAAgED86Ec/0ujRo9WlSxeVlJRozpw5KisrU0ZGhhwOh6ZOnaqsrCwlJCQoISFBWVlZCg8P19ixY0NdOgCgARF8AABN2t///nfdd999+uKLL9SxY0cNGjRIW7duVVxcnCRp+vTpOnnypCZOnOj7AdONGzc2uVt2AwDqxmGMMaEu4nxlZWWKiopSaWkp51QDQAPjb3D1GBcACI1g/v3lGh8AAAAA1iP4AAAAALBeQMHH4/HI4XD4LZW3CpXO/S6Cx+NRbGysWrdurdTUVO3evTvoRQMAAABAIAI+4tOrVy8dPnzYt+zatcu3bt68eZo/f74WLVqkwsJCud1ujRw5UuXl5UEtGgAAAAACEXDwCQsLk9vt9i0dO3aUdO5oz4IFCzRr1iyNGTNGiYmJysnJ0YkTJ5Sbmxv0wgEAAADgUgUcfPbt26fY2FjFx8fr3nvv1f79+yVJRUVF8nq9SktL8/V1Op1KSUnR5s2bg1cxAAAAAAQooN/xGThwoFasWKFu3brp888/15w5czR48GDt3r1bXq9XkuRyufye43K5dPDgwRq3WVFRoYqKCt/jsrKyQEoCAAAAgIsKKPikp6f7/rt3795KTk7W1VdfrZycHA0aNEiS5HA4/J5jjKnSdr7s7GzNnj07kDIuquvMtUHdXmNx4PlRoS4BAFBLzE0AEFp1up11mzZt1Lt3b+3bt893d7fKIz+VSkpKqhwFOl9mZqZKS0t9S3FxcV1KAgAAAIAq6hR8Kioq9MknnygmJkbx8fFyu93Ky8vzrT916pQKCgo0ePDgGrfhdDoVGRnptwAAAABAMAV0qtuPfvQjjR49Wl26dFFJSYnmzJmjsrIyZWRkyOFwaOrUqcrKylJCQoISEhKUlZWl8PBwjR07tr7qBwAAAICLCij4/P3vf9d9992nL774Qh07dtSgQYO0detWxcXFSZKmT5+ukydPauLEiTp69KgGDhyojRs3KiIiol6KBwAAAIBLEVDwWbVq1QXXOxwOeTweeTyeutQEAAAAAEFVp2t8AAAAAKApIPgAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1gsLdQGAjbrOXBvqEoLuwPOjQl0CAABArXHEBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AwBrZ2dlyOByaOnWqr80YI4/Ho9jYWLVu3VqpqanavXt36IoEAIQEwQcAYIXCwkItWbJEffr08WufN2+e5s+fr0WLFqmwsFBut1sjR45UeXl5iCoFAIQCwQcA0OQdO3ZM48aN09KlS3XllVf62o0xWrBggWbNmqUxY8YoMTFROTk5OnHihHJzc0NYMQCgoRF8AABN3qRJkzRq1CjddNNNfu1FRUXyer1KS0vztTmdTqWkpGjz5s0NXSYAIIT4HR8AQJO2atUq/fnPf1ZhYWGVdV6vV5Lkcrn82l0ulw4ePFjjNisqKlRRUeF7XFZWFqRqAQChwhEfAECTVVxcrCeeeEIrV65Uq1atauzncDj8HhtjqrSdLzs7W1FRUb6lc+fOQasZABAaBB8AQJO1fft2lZSUqH///goLC1NYWJgKCgr0y1/+UmFhYb4jPZVHfiqVlJRUOQp0vszMTJWWlvqW4uLien0fAID6x6luAIAma8SIEdq1a5df24MPPqgePXpoxowZuuqqq+R2u5WXl6d+/fpJkk6dOqWCggLNnTu3xu06nU45nc56rR0A0LAIPgCAJisiIkKJiYl+bW3atFH79u197VOnTlVWVpYSEhKUkJCgrKwshYeHa+zYsaEoGQAQIgQfAIDVpk+frpMnT2rixIk6evSoBg4cqI0bNyoiIiLUpQEAGhDBBwBglfz8fL/HDodDHo9HHo8nJPUAABqHOt3cIDs7Ww6HQ1OnTvW1GWPk8XgUGxur1q1bKzU1Vbt3765rnQAAAABQa7UOPoWFhVqyZIn69Onj1z5v3jzNnz9fixYtUmFhodxut0aOHKny8vI6FwsAAAAAtVGr4HPs2DGNGzdOS5cu1ZVXXulrN8ZowYIFmjVrlsaMGaPExETl5OToxIkTys3NDVrRAAAAABCIWgWfSZMmadSoUbrpppv82ouKiuT1epWWluZrczqdSklJ0ebNm+tWKQAAAADUUsA3N1i1apX+/Oc/q7CwsMq6yh+I+/aPwrlcLh08eLDa7VVUVKiiosL3uKysLNCSAAAAAOCCAjriU1xcrCeeeEIrV65Uq1atauzncDj8HhtjqrRVys7OVlRUlG/p3LlzICUBAAAAwEUFFHy2b9+ukpIS9e/fX2FhYQoLC1NBQYF++ctfKiwszHekp/LIT6WSkpIqR4EqZWZmqrS01LcUFxfX8q0AAAAAQPUCOtVtxIgR2rVrl1/bgw8+qB49emjGjBm66qqr5Ha7lZeXp379+kmSTp06pYKCAs2dO7fabTqdTjmdzlqWDwAAAAAXF1DwiYiIUGJiol9bmzZt1L59e1/71KlTlZWVpYSEBCUkJCgrK0vh4eEaO3Zs8KoGAAAAgAAEfHODi5k+fbpOnjypiRMn6ujRoxo4cKA2btyoiIiIYL8UAAAAAFySOgef/Px8v8cOh0Mej0cej6eumwYAAACAoKjV7/gAAAAAQFNC8AEAAABgPYIPAAAAAOsF/eYGAAAAaFy6zlwb6hLqxYHnR4W6BDQhHPEBAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPXCQl0AgKah68y1oS4h6A48PyrUJQAAgAbCER8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABADRpixcvVp8+fRQZGanIyEglJydr3bp1vvXGGHk8HsXGxqp169ZKTU3V7t27Q1gxACAUCD4AgCatU6dOev7557Vt2zZt27ZNN954o26//XZfuJk3b57mz5+vRYsWqbCwUG63WyNHjlR5eXmIKwcANCSCDwCgSRs9erRuvfVWdevWTd26ddNzzz2ntm3bauvWrTLGaMGCBZo1a5bGjBmjxMRE5eTk6MSJE8rNzQ116QCABkTwAQBY48yZM1q1apWOHz+u5ORkFRUVyev1Ki0tzdfH6XQqJSVFmzdvrnE7FRUVKisr81sAAE0bwQcA0OTt2rVLbdu2ldPp1KOPPqrVq1erZ8+e8nq9kiSXy+XX3+Vy+dZVJzs7W1FRUb6lc+fO9Vo/AKD+EXwAAE1e9+7dtXPnTm3dulWPPfaYMjIytGfPHt96h8Ph198YU6XtfJmZmSotLfUtxcXF9VY7AKBhhIW6AAAA6qply5a65pprJElJSUkqLCzUwoULNWPGDEmS1+tVTEyMr39JSUmVo0Dnczqdcjqd9Vs0AKBBccQHAGAdY4wqKioUHx8vt9utvLw837pTp06poKBAgwcPDmGFAICGFlDw4bcSAACNzdNPP633339fBw4c0K5duzRr1izl5+dr3Lhxcjgcmjp1qrKysrR69Wp9/PHHGj9+vMLDwzV27NhQlw4AaEABnepW+VsJlacT5OTk6Pbbb9eOHTvUq1cv328lLF++XN26ddOcOXM0cuRI7d27VxEREfXyBgAAl7fPP/9cDzzwgA4fPqyoqCj16dNH69ev18iRIyVJ06dP18mTJzVx4kQdPXpUAwcO1MaNG5mXAOAyE1DwGT16tN/j5557TosXL9bWrVvVs2dPv99KkM4FI5fLpdzcXE2YMCF4VQMA8P+99NJLF1zvcDjk8Xjk8XgapiAAQKNU62t8+K0EAAAAAE1FwMGH30oAAAAA0NQEHHz4rQQAAAAATU3Av+PDbyUAAAAAaGrq/Ds+/FYCAAAAgMYuoCM+Tz/9tNLT09W5c2eVl5dr1apVys/P1/r16/1+KyEhIUEJCQnKysritxIAAAAAhFxAwYffSgAAAADQFAUUfPitBAAAAABNUZ2v8QEAAACAxo7gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwXlioCwAAAABqo+vMtaEuIegOPD8q1CVYiyM+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAemGhLgAAAADAOV1nrg11CUF34PlRoS5BEkd8AAAAAFwGCD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AACatOzsbA0YMEARERGKjo7WHXfcob179/r1McbI4/EoNjZWrVu3Vmpqqnbv3h2iigEAoUDwAQA0aQUFBZo0aZK2bt2qvLw8nT59WmlpaTp+/Livz7x58zR//nwtWrRIhYWFcrvdGjlypMrLy0NYOQCgIYWFugAAAOpi/fr1fo+XLVum6Ohobd++XcOGDZMxRgsWLNCsWbM0ZswYSVJOTo5cLpdyc3M1YcKEUJQNAGhgHPEBAFiltLRUktSuXTtJUlFRkbxer9LS0nx9nE6nUlJStHnz5mq3UVFRobKyMr8FANC0EXwAANYwxmjatGkaOnSoEhMTJUler1eS5HK5/Pq6XC7fum/Lzs5WVFSUb+ncuXP9Fg4AqHcBBR8uIAUANGaTJ0/WRx99pFdeeaXKOofD4ffYGFOlrVJmZqZKS0t9S3Fxcb3UCwBoOAEFHy4gBQA0VlOmTNGbb76pTZs2qVOnTr52t9stSVWO7pSUlFQ5ClTJ6XQqMjLSbwEANG0BBZ/169dr/Pjx6tWrl/r27atly5bp0KFD2r59uyRVuYA0MTFROTk5OnHihHJzc+vlDQAALm/GGE2ePFlvvPGG3n33XcXHx/utj4+Pl9vtVl5enq/t1KlTKigo0ODBgxu6XABAiNTpGp9gXEAKAEBdTJo0SStXrlRubq4iIiLk9Xrl9Xp18uRJSedOcZs6daqysrK0evVqffzxxxo/frzCw8M1duzYEFcPAGgotb6ddaAXkB48eLDa7VRUVKiiosL3mDvnAAACsXjxYklSamqqX/uyZcs0fvx4SdL06dN18uRJTZw4UUePHtXAgQO1ceNGRURENHC1AIBQqXXwqbyA9IMPPqiyLpALSLOzszV79uzalgEAuMwZYy7ax+FwyOPxyOPx1H9BAIBGqVanugXzAlLunAMAAACgvgUUfOrjAlLunAMAAACgvgV0qtukSZOUm5ur3//+974LSCUpKipKrVu39ruANCEhQQkJCcrKyuICUgAAAAAhFVDw4QJSAAAAAE1RQMGHC0gBAAAANEV1+h0fAAAAAGgKCD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWCwt1AQAAAI1J15lrQ10CgHrAER8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAKBJe++99zR69GjFxsbK4XBozZo1fuuNMfJ4PIqNjVXr1q2Vmpqq3bt3h6ZYAEDIhIW6AFzeus5cG+oScBmzdf878PyoUJfQoI4fP66+ffvqwQcf1J133lll/bx58zR//nwtX75c3bp105w5czRy5Ejt3btXERERIagYABAKBB8AQJOWnp6u9PT0atcZY7RgwQLNmjVLY8aMkSTl5OTI5XIpNzdXEyZMaMhSAQAhFPCpbpxSAABoKoqKiuT1epWWluZrczqdSklJ0ebNm0NYGQCgoQUcfCpPKVi0aFG16ytPKVi0aJEKCwvldrs1cuRIlZeX17lYAAAC4fV6JUkul8uv3eVy+dZVp6KiQmVlZX4LAKBpC/hUN04pAAA0NQ6Hw++xMaZK2/mys7M1e/bs+i4LANCAgnpXN04pAAA0Jm63W5KqHN0pKSmpchTofJmZmSotLfUtxcXF9VonAKD+BTX41OaUAk4nAADUl/j4eLndbuXl5fnaTp06pYKCAg0ePLjG5zmdTkVGRvotAICmrV7u6hbIKQWcTgAAqItjx47pr3/9q+9xUVGRdu7cqXbt2qlLly6aOnWqsrKylJCQoISEBGVlZSk8PFxjx44NYdUAgIYW1OBz/ikFMTExvvYLnVKQmZmpadOm+R6XlZWpc+fOwSwLAGCxbdu2afjw4b7HlXNKRkaGli9frunTp+vkyZOaOHGijh49qoEDB2rjxo38hg8AXGaCGnzOP6WgX79+kr45pWDu3LnVPsfpdMrpdAazDADAZSQ1NVXGmBrXOxwOeTweeTyehisKANDoBBx8OKUAAAAAQFMTcPDhlAIAAAAATU3AwYdTCgAAAAA0NUG9nTUAAAAANEYEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOsRfAAAAABYj+ADAAAAwHoEHwAAAADWI/gAAAAAsB7BBwAAAID1CD4AAAAArEfwAQAAAGA9gg8AAAAA6xF8AAAAAFiP4AMAAADAegQfAAAAANYj+AAAAACwHsEHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgvbBQFwAAAJqurjPXhroEALgkHPEBAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgvXoLPi+++KLi4+PVqlUr9e/fX++//359vRQAABfFvAQAl7d6CT6vvvqqpk6dqlmzZmnHjh264YYblJ6erkOHDtXHywEAcEHMSwCAegk+8+fP18MPP6wf/vCHuvbaa7VgwQJ17txZixcvro+XAwDggpiXAABhwd7gqVOntH37ds2cOdOvPS0tTZs3b67Sv6KiQhUVFb7HpaWlkqSysrJa13C24kStn9uY1WVMGitb/78CQqkufysqn2uMCVY5IRfovCQxNwFAMDWWeSnoweeLL77QmTNn5HK5/NpdLpe8Xm+V/tnZ2Zo9e3aV9s6dOwe7tCYvakGoKwDQFATjb0V5ebmioqLqvqFGINB5SWJuAoBgaizzUtCDTyWHw+H32BhTpU2SMjMzNW3aNN/js2fP6ssvv1T79u2r7X8xZWVl6ty5s4qLixUZGRl44Y2Yre+N99X02PreeF/n/laXl5crNja2gaprOJc6L0kXnpvKy8ut3E9qw9Z/M4FiHL7BWHyDsTinruMQzHkp6MGnQ4cOat68eZVv0UpKSqp82yZJTqdTTqfTr+2KK66ocx2RkZHW7mS2vjfeV9Nj63u73N+XLUd6KgU6L0kXnpsqw5Kt+0ltMBbnMA7fYCy+wVicU5dxCNa8FPSbG7Rs2VL9+/dXXl6eX3teXp4GDx4c7JcDAOCCmJcAAFI9neo2bdo0PfDAA0pKSlJycrKWLFmiQ4cO6dFHH62PlwMA4IKYlwAA9RJ87rnnHh05ckTPPvusDh8+rMTERL399tuKi4urj5fz43Q69cwzz1Q5RcEGtr433lfTY+t7433ZK5jzEuP5DcbiHMbhG4zFNxiLcxrTODiMTfcsBQAAAIBq1MsPmAIAAABAY0LwAQAAAGA9gg8AAAAA6xF8AAAAAFjPquDz3nvvafTo0YqNjZXD4dCaNWtCXVKdZWdna8CAAYqIiFB0dLTuuOMO7d27N9RlBcXixYvVp08f3w9aJScna926daEuK+iys7PlcDg0derUUJdSJx6PRw6Hw29xu92hLisoPvvsM91///1q3769wsPDdd1112n79u2hLqvOunbtWuX/M4fDoUmTJoW6tEbvxRdfVHx8vFq1aqX+/fvr/fffv2D/goIC9e/fX61atdJVV12l3/zmNw1Uaf0KZBzy8/Or3d/+93//twErrh+1+Xxh6z4R6FjYul/U9vOZbftFbcYhlPuEVcHn+PHj6tu3rxYtWhTqUoKmoKBAkyZN0tatW5WXl6fTp08rLS1Nx48fD3VpddapUyc9//zz2rZtm7Zt26Ybb7xRt99+u3bv3h3q0oKmsLBQS5YsUZ8+fUJdSlD06tVLhw8f9i27du0KdUl1dvToUQ0ZMkQtWrTQunXrtGfPHr3wwgu64oorQl1anRUWFvr9/1X5A5533313iCtr3F599VVNnTpVs2bN0o4dO3TDDTcoPT1dhw4dqrZ/UVGRbr31Vt1www3asWOHnn76aT3++ON6/fXXG7jy4Ap0HCrt3bvXb79LSEhooIrrT6CfL2zdJ6Taf9aybb+ozeczG/eLunxODck+YSwlyaxevTrUZQRdSUmJkWQKCgpCXUq9uPLKK81//ud/hrqMoCgvLzcJCQkmLy/PpKSkmCeeeCLUJdXJM888Y/r27RvqMoJuxowZZujQoaEuo0E88cQT5uqrrzZnz54NdSmN2ne/+13z6KOP+rX16NHDzJw5s9r+06dPNz169PBrmzBhghk0aFC91dgQAh2HTZs2GUnm6NGjDVBd6FzK5wtb94lvu5SxuFz2i0v5fHY57BeXMg6h3CesOuJzOSgtLZUktWvXLsSVBNeZM2e0atUqHT9+XMnJyaEuJygmTZqkUaNG6aabbgp1KUGzb98+xcbGKj4+Xvfee6/2798f6pLq7M0331RSUpLuvvtuRUdHq1+/flq6dGmoywq6U6dOaeXKlXrooYfkcDhCXU6jderUKW3fvl1paWl+7Wlpadq8eXO1z9myZUuV/jfffLO2bdumr7/+ut5qrU+1GYdK/fr1U0xMjEaMGKFNmzbVZ5mNlo37RF3Zvl9cyuezy2G/CORzaij2CYJPE2KM0bRp0zR06FAlJiaGupyg2LVrl9q2bSun06lHH31Uq1evVs+ePUNdVp2tWrVKf/7zn5WdnR3qUoJm4MCBWrFihTZs2KClS5fK6/Vq8ODBOnLkSKhLq5P9+/dr8eLFSkhI0IYNG/Too4/q8ccf14oVK0JdWlCtWbNGX331lcaPHx/qUhq1L774QmfOnJHL5fJrd7lc8nq91T7H6/VW2//06dP64osv6q3W+lSbcYiJidGSJUv0+uuv64033lD37t01YsQIvffeew1RcqNi4z5RW5fDfnGpn89s3y8udRxCuU+E1fsrIGgmT56sjz76SB988EGoSwma7t27a+fOnfrqq6/0+uuvKyMjQwUFBU06/BQXF+uJJ57Qxo0b1apVq1CXEzTp6em+/+7du7eSk5N19dVXKycnR9OmTQthZXVz9uxZJSUlKSsrS9K5b6B2796txYsX6wc/+EGIqwuel156Senp6YqNjQ11KU3Ct4+KGWMueKSsuv7VtTc1gYxD9+7d1b17d9/j5ORkFRcX6+c//7mGDRtWr3U2RrbuE4G6HPaLQD6f2bxfXOo4hHKf4IhPEzFlyhS9+eab2rRpkzp16hTqcoKmZcuWuuaaa5SUlKTs7Gz17dtXCxcuDHVZdbJ9+3aVlJSof//+CgsLU1hYmAoKCvTLX/5SYWFhOnPmTKhLDIo2bdqod+/e2rdvX6hLqZOYmJgqQfvaa6+96AXcTcnBgwf1zjvv6Ic//GGoS2n0OnTooObNm1c5qlFSUlLlm9pKbre72v5hYWFq3759vdVan2ozDtUZNGhQk/8bURs27hPBZNN+EcjnM5v3i7p+Tm2ofYLg08gZYzR58mS98cYbevfddxUfHx/qkuqVMUYVFRWhLqNORowYoV27dmnnzp2+JSkpSePGjdPOnTvVvHnzUJcYFBUVFfrkk08UExMT6lLqZMiQIVVuvfnpp58qLi4uRBUF37JlyxQdHa1Ro0aFupRGr2XLlurfv7/vDniV8vLyNHjw4Gqfk5ycXKX/xo0blZSUpBYtWtRbrfWpNuNQnR07djT5vxG1YeM+EUw27Be1+Xxm434RrM+pDbZPNPjtFOpReXm52bFjh9mxY4eRZObPn2927NhhDh48GOrSau2xxx4zUVFRJj8/3xw+fNi3nDhxItSl1VlmZqZ57733TFFRkfnoo4/M008/bZo1a2Y2btwY6tKCzoa7uj311FMmPz/f7N+/32zdutXcdtttJiIiwhw4cCDUpdXJhx9+aMLCwsxzzz1n9u3bZ15++WUTHh5uVq5cGerSguLMmTOmS5cuZsaMGaEupclYtWqVadGihXnppZfMnj17zNSpU02bNm18+/rMmTPNAw884Ou/f/9+Ex4ebp588kmzZ88e89JLL5kWLVqY1157LVRvISgCHYdf/OIXZvXq1ebTTz81H3/8sZk5c6aRZF5//fVQvYWgudjni8tlnzAm8LGwdb+4lM9nl8N+UZtxCOU+YVXwqbw93reXjIyMUJdWa9W9H0lm2bJloS6tzh566CETFxdnWrZsaTp27GhGjBhhZegxxo7gc88995iYmBjTokULExsba8aMGWN2794d6rKC4g9/+INJTEw0TqfT9OjRwyxZsiTUJQXNhg0bjCSzd+/eUJfSpPz617/2/X26/vrr/W7NmpGRYVJSUvz65+fnm379+pmWLVuarl27msWLFzdwxfUjkHGYO3euufrqq02rVq3MlVdeaYYOHWrWrl0bgqqD72KfLy6nfSLQsbB1v7iUz2eXw35Rm3EI5T7h+P9FAwAAAIC1uMYHAAAAgPUIPgAAAACsR/ABAAAAYD2CDwAAAADrEXwAAAAAWI/gAwAAAMB6BB8AAAAA1iP4AAAAALAewQcAAACA9Qg+AAAAAKxH8AEAAABgPYIPAAAAAOv9P/fEXwnQLenKAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 2, figsize=(10,10))\n", + "axes[0,0].set_title('Sepal Length')\n", + "axes[0,0].hist(df['sepal_length'], bins=7)\n", + "\n", + "axes[0,1].set_title('Sepal Width')\n", + "axes[0,1].hist(df['sepal_width'], bins=5)\n", + "\n", + "axes[1,0].set_title('Petal Length')\n", + "axes[1,0].hist(df['petal_length'], bins=6)\n", + "\n", + "axes[1,1].set_title('Petal Width')\n", + "axes[1,1].hist(df['petal_width'], bins=6)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above plot, we can see that:\n", + "\n", + "- The highest frequency of the sepal length is between 30 and 35 which is between 5.5 and 6\n", + "- The highest frequency of the sepal Width is around 70 which is between 3.0 and 3.5\n", + "- The highest frequency of the petal length is around 50 which is between 1 and 2\n", + "- The highest frequency of the petal width is between 40 and 50 which is between 0.0 and 0.5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histograms with Distplot" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot = sns.FacetGrid(df, hue='species')\n", + "plot.map(sns.distplot, \"sepal_length\").add_legend()\n", + "\n", + "plot = sns.FacetGrid(df, hue='species')\n", + "plot.map(sns.distplot, \"sepal_width\").add_legend()\n", + "\n", + "plot = sns.FacetGrid(df, hue='species')\n", + "plot.map(sns.distplot, \"petal_length\").add_legend()\n", + "\n", + "plot = sns.FacetGrid(df, hue='species')\n", + "plot.map(sns.distplot, \"petal_width\").add_legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above plots, we can see that:\n", + "\n", + "- In the case of Sepal Length, there is a huge amount of overlapping.\n", + "- In the case of Sepal Width also, there is a huge amount of overlapping.\n", + "- In the case of Petal Length, there is a very little amount of overlapping.\n", + "- In the case of Petal Width also, there is a very little amount of overlapping.\n", + "- So we can use Petal Length and Petal Width as the classification feature." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Handling Correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepal_lengthsepal_widthpetal_lengthpetal_width
sepal_length1.000000-0.9992260.7957950.643817
sepal_width-0.9992261.000000-0.818999-0.673417
petal_length0.795795-0.8189991.0000000.975713
petal_width0.643817-0.6734170.9757131.000000
\n", + "
" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width\n", + "sepal_length 1.000000 -0.999226 0.795795 0.643817\n", + "sepal_width -0.999226 1.000000 -0.818999 -0.673417\n", + "petal_length 0.795795 -0.818999 1.000000 0.975713\n", + "petal_width 0.643817 -0.673417 0.975713 1.000000" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.corr(method='pearson')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Heatmaps" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(df.corr(method='pearson'), annot = True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above graph, we can see that:\n", + "\n", + "- Petal width and petal length have high correlations.\n", + "- Petal length and sepal width have good correlations.\n", + "- Petal Width and Sepal length have good correlations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Box Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def graph(y):\n", + " sns.boxplot(x='species', y=y, data=df)\n", + "\n", + "plt.figure(figsize=(10,10))\n", + "\n", + "plt.subplot(221)\n", + "graph('sepal_length')\n", + "\n", + "plt.subplot(222)\n", + "graph('sepal_width')\n", + "\n", + "plt.subplot(223)\n", + "graph('petal_length')\n", + "\n", + "plt.subplot(224)\n", + "graph('petal_width')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above graph, we can see that:\n", + "\n", + "- Species Setosa has the smallest features and less distributed with some outliers.\n", + "- Species Versicolor has the average features.\n", + "- Species Virginica has the highest features" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Handling Outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='sepal_width', data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above graph, the values above 4 and below 2 are acting as outliers." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Removing Outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Old Shape: (150, 5)\n", + "New Shape: (146, 5)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import sklearn\n", + "#from sklearn.datasets import load_boston\n", + "import numpy as np\n", + "\n", + "Q1 = np.percentile(df['sepal_width'], 25,\n", + " interpolation = 'midpoint')\n", + "\n", + "Q3 = np.percentile(df['sepal_width'], 75,\n", + " interpolation= 'midpoint')\n", + "\n", + "IQR = Q3 - Q1\n", + "\n", + "print('Old Shape: ', df.shape)\n", + "\n", + "upper = np.where(df['sepal_width'] >= (Q3+1.5*IQR))\n", + "\n", + "lower = np.where(df['sepal_width'] <= (Q1-1.5*IQR))\n", + "\n", + "df.drop(upper[0], inplace = True)\n", + "df.drop(lower[0], inplace = True)\n", + "\n", + "print('New Shape: ', df.shape)\n", + "\n", + "sns.boxplot(x='sepal_width', data=df)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.9.17" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}