diff --git a/Predictive Maintenance of Equipment/Dataset/README.md b/Predictive Maintenance of Equipment/Dataset/README.md new file mode 100644 index 000000000..e7d820098 --- /dev/null +++ b/Predictive Maintenance of Equipment/Dataset/README.md @@ -0,0 +1,30 @@ +**Source**: [Predictive Maintenance Dataset](https://www.kaggle.com/datasets/stephanmatzka/predictive-maintenance-dataset-ai4i-2020/data) + +**Description**: +This synthetic dataset is modeled after an existing milling machine and consists of 10,000 data points stored as rows with 14 columns. + +**Features**: + +1. UID: unique identifier ranging from 1 to 10000 +2. product ID: consisting of a letter L, M, or H for low, medium and high as product quality variants, and a variant-specific serial number +3. type: just the product type L, M or H from column 2 +4. air temperature [K] +5. process temperature [K] +6. rotational speed [rpm] +7. torque [Nm] +8. tool wear [min]: The quality variants H/M/L add 5/3/2 minutes of tool wear to the used tool in the process. + +**Target**: 'Machine failure' label that indicates, whether the machine has failed in this particular datapoint. + +Machine failure consists of five independent failure modes: + +1. tool wear failure (TWF) +2. heat dissipation failure (HDF) +3. power failure (PWF) +4. overstrain failure (OSF) +5. random failures (RNF) + +If at least one of the above failure modes is true, the process fails and the 'machine failure' label is set to 1. + +**Citation**: +S. Matzka, "Explainable Artificial Intelligence for Predictive Maintenance Applications," 2020 Third International Conference on Artificial Intelligence for Industries (AI4I), 2020, pp. 69-74, doi: 10.1109/AI4I49448.2020.00023. \ No newline at end of file diff --git a/Predictive Maintenance of Equipment/Dataset/ai4i2020.csv b/Predictive Maintenance of Equipment/Dataset/ai4i2020.csv new file mode 100644 index 000000000..70871a8ce --- /dev/null +++ b/Predictive Maintenance of Equipment/Dataset/ai4i2020.csv @@ -0,0 +1,10001 @@ +๏ปฟUDI,Product ID,Type,Air temperature [K],Process temperature [K],Rotational speed [rpm],Torque [Nm],Tool wear [min],Machine failure,TWF,HDF,PWF,OSF,RNF +1,M14860,M,298.1,308.6,1551,42.8,0,0,0,0,0,0,0 +2,L47181,L,298.2,308.7,1408,46.3,3,0,0,0,0,0,0 +3,L47182,L,298.1,308.5,1498,49.4,5,0,0,0,0,0,0 +4,L47183,L,298.2,308.6,1433,39.5,7,0,0,0,0,0,0 +5,L47184,L,298.2,308.7,1408,40.0,9,0,0,0,0,0,0 +6,M14865,M,298.1,308.6,1425,41.9,11,0,0,0,0,0,0 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action='ignore')\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.feature_selection import chi2, f_classif, mutual_info_classif\n", + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "markdown", + "id": "23ba13f6-4114-4926-b536-061067b724ce", + "metadata": {}, + "source": [ + "**Raw dataset**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3724a71c-81c7-4131-979e-6d7adf748116", + "metadata": {}, + "outputs": [], + "source": [ + "DATA_DIR = '../Dataset'\n", + "df = pd.read_csv(f'{DATA_DIR}/ai4i2020.csv')" + ] + }, + { + "cell_type": "markdown", + "id": "8402b9de-97e4-4add-849e-79bda890f171", + "metadata": {}, + "source": [ + "# Data overview" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9b2e716b-252f-4ff0-8f60-1785154b4afe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 10000 entries, 0 to 9999\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 UDI 10000 non-null int64 \n", + " 1 Product ID 10000 non-null object \n", + " 2 Type 10000 non-null object \n", + " 3 Air temperature [K] 10000 non-null float64\n", + " 4 Process temperature [K] 10000 non-null float64\n", + " 5 Rotational speed [rpm] 10000 non-null int64 \n", + " 6 Torque [Nm] 10000 non-null float64\n", + " 7 Tool wear [min] 10000 non-null int64 \n", + " 8 Machine failure 10000 non-null int64 \n", + " 9 TWF 10000 non-null int64 \n", + " 10 HDF 10000 non-null int64 \n", + " 11 PWF 10000 non-null int64 \n", + " 12 OSF 10000 non-null int64 \n", + " 13 RNF 10000 non-null int64 \n", + "dtypes: float64(3), int64(9), object(2)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "86991887-b774-4625-b249-601d5670da1a", + "metadata": {}, + "source": [ + "* 10000 rows\n", + "* 14 columns - 1 target, 5 auxillary targets, 8 features\n", + "* No missing values (logically missing values such as '?' or '-' to be checked)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f122e495", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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UDIProduct IDTypeAir temperature [K]Process temperature [K]Rotational speed [rpm]Torque [Nm]Tool wear [min]Machine failureTWFHDFPWFOSFRNF
count10000.00000100001000010000.00000010000.00000010000.00000010000.00000010000.00000010000.00000010000.00000010000.00000010000.00000010000.00000010000.00000
uniqueNaN100003NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
topNaNM14860LNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
freqNaN16000NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mean5000.50000NaNNaN300.004930310.0055601538.77610039.986910107.9510000.0339000.0046000.0115000.0095000.0098000.00190
std2886.89568NaNNaN2.0002591.483734179.2840969.96893463.6541470.1809810.0676710.1066250.0970090.0985140.04355
min1.00000NaNNaN295.300000305.7000001168.0000003.8000000.0000000.0000000.0000000.0000000.0000000.0000000.00000
25%2500.75000NaNNaN298.300000308.8000001423.00000033.20000053.0000000.0000000.0000000.0000000.0000000.0000000.00000
50%5000.50000NaNNaN300.100000310.1000001503.00000040.100000108.0000000.0000000.0000000.0000000.0000000.0000000.00000
75%7500.25000NaNNaN301.500000311.1000001612.00000046.800000162.0000000.0000000.0000000.0000000.0000000.0000000.00000
max10000.00000NaNNaN304.500000313.8000002886.00000076.600000253.0000001.0000001.0000001.0000001.0000001.0000001.00000
\n", + "
" + ], + "text/plain": [ + " UDI Product ID Type Air temperature [K] \\\n", + "count 10000.00000 10000 10000 10000.000000 \n", + "unique NaN 10000 3 NaN \n", + "top NaN M14860 L NaN \n", + "freq NaN 1 6000 NaN \n", + "mean 5000.50000 NaN NaN 300.004930 \n", + "std 2886.89568 NaN NaN 2.000259 \n", + "min 1.00000 NaN NaN 295.300000 \n", + "25% 2500.75000 NaN NaN 298.300000 \n", + "50% 5000.50000 NaN NaN 300.100000 \n", + "75% 7500.25000 NaN NaN 301.500000 \n", + "max 10000.00000 NaN NaN 304.500000 \n", + "\n", + " Process temperature [K] Rotational speed [rpm] Torque [Nm] \\\n", + "count 10000.000000 10000.000000 10000.000000 \n", + "unique NaN NaN NaN \n", + "top NaN NaN NaN \n", + "freq NaN NaN NaN \n", + "mean 310.005560 1538.776100 39.986910 \n", + "std 1.483734 179.284096 9.968934 \n", + "min 305.700000 1168.000000 3.800000 \n", + "25% 308.800000 1423.000000 33.200000 \n", + "50% 310.100000 1503.000000 40.100000 \n", + "75% 311.100000 1612.000000 46.800000 \n", + "max 313.800000 2886.000000 76.600000 \n", + "\n", + " Tool wear [min] Machine failure TWF HDF \\\n", + "count 10000.000000 10000.000000 10000.000000 10000.000000 \n", + "unique NaN NaN NaN NaN \n", + "top NaN NaN NaN NaN \n", + "freq NaN NaN NaN NaN \n", + "mean 107.951000 0.033900 0.004600 0.011500 \n", + "std 63.654147 0.180981 0.067671 0.106625 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 53.000000 0.000000 0.000000 0.000000 \n", + "50% 108.000000 0.000000 0.000000 0.000000 \n", + "75% 162.000000 0.000000 0.000000 0.000000 \n", + "max 253.000000 1.000000 1.000000 1.000000 \n", + "\n", + " PWF OSF RNF \n", + "count 10000.000000 10000.000000 10000.00000 \n", + "unique NaN NaN NaN \n", + "top NaN NaN NaN \n", + "freq NaN NaN NaN \n", + "mean 0.009500 0.009800 0.00190 \n", + "std 0.097009 0.098514 0.04355 \n", + "min 0.000000 0.000000 0.00000 \n", + "25% 0.000000 0.000000 0.00000 \n", + "50% 0.000000 0.000000 0.00000 \n", + "75% 0.000000 0.000000 0.00000 \n", + "max 1.000000 1.000000 1.00000 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe(include='all')" + ] + }, + { + "cell_type": "markdown", + "id": "a09836a3-1cb3-4052-9e0f-fb4e2bc089f3", + "metadata": {}, + "source": [ + "### Target column" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "41226322-f96c-44b5-a2ef-3186b47badc6", + "metadata": {}, + "outputs": [], + "source": [ + "TARGET = 'Machine failure'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "63a4e85a-239f-4ad6-971d-657a10fcad6a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Machine failure\n", + "0 9661\n", + "1 339\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[TARGET].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "80d4cbaf-2f38-49eb-88f6-2a114f98a1ec", + "metadata": {}, + "source": [ + "Extremely imbalanced target. Machine failure is a very rare occurance compared to the alternative. \n", + "\n", + "Possible approaches for handling the imbalance:\n", + "* Over/Under-sampling (not recommended, since it changes the nature of the problem)\n", + "* Balancing sample-weights in algorithms which allow it (e.g. XGBoost 'scale_pos_weight').\n", + "* Predicting probabilities and using thresholding techniques to find the ideal balance.\n", + "* Trying anomaly-detection algorithms (e.g. Isolation Forest)." + ] + }, + { + "cell_type": "markdown", + "id": "3bd43d4f", + "metadata": {}, + "source": [ + "Another factor is our metric for this problem. Accuracy is not suitable due to the heavy imbalance. \n", + "It is important for us to **identify all instances of machine failure**, at the cost of having some false positives, \n", + "since we must avoid machine failure at all costs. Hence, we must focus on maximising **recall**." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3e95e476-7bb1-4f0a-8ad1-666dd987b572", + "metadata": {}, + "outputs": [], + "source": [ + "failure_types = ['TWF', 'HDF', 'PWF', 'OSF', 'RNF']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4830f663-a777-454b-a675-b1f8135a80a3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TWF\n", + "0 9954\n", + "1 46\n", + "Name: TWF counts, dtype: int64\n", + "HDF\n", + "0 9885\n", + "1 115\n", + "Name: HDF counts, dtype: int64\n", + "PWF\n", + "0 9905\n", + "1 95\n", + "Name: PWF counts, dtype: int64\n", + "OSF\n", + "0 9902\n", + "1 98\n", + "Name: OSF counts, dtype: int64\n", + "RNF\n", + "0 9981\n", + "1 19\n", + "Name: RNF counts, dtype: int64\n" + ] + } + ], + "source": [ + "for col in failure_types:\n", + " print(df[col].value_counts().rename(f'{col} counts'))" + ] + }, + { + "cell_type": "markdown", + "id": "171c76de", + "metadata": {}, + "source": [ + "\"Machine failure\" will be the primary target while the failure types can be used for feature engineering based on domain knowledge." + ] + }, + { + "cell_type": "markdown", + "id": "d59c7429", + "metadata": {}, + "source": [ + "# Feature exploration" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1d72bf6b", + "metadata": {}, + "outputs": [], + "source": [ + "features = list(df.columns)[:8]" + ] + }, + { + "cell_type": "markdown", + "id": "41cc9dd0", + "metadata": {}, + "source": [ + "### Feature types (based on number of unique values)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d446afde", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "UDI 10000\n", + "Product ID 10000\n", + "Type 3\n", + "Air temperature [K] 93\n", + "Process temperature [K] 82\n", + "Rotational speed [rpm] 941\n", + "Torque [Nm] 577\n", + "Tool wear [min] 246\n", + "dtype: int64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[features].nunique()" + ] + }, + { + "cell_type": "markdown", + "id": "8e0a63ce", + "metadata": {}, + "source": [ + "* One categorical feature: *Type*\n", + "* Remaining are numerical, out of which two may be unique identifiers, which means they are not features." + ] + }, + { + "cell_type": "markdown", + "id": "1de3eeac", + "metadata": {}, + "source": [ + "### UDI" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "847e8d30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10000, 1, 10000)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['UDI'].nunique(), df['UDI'].min(), df['UDI'].max()" + ] + }, + { + "cell_type": "markdown", + "id": "554f0de8", + "metadata": {}, + "source": [ + "UDI is definitely a unique identifier. We can drop it from our feature set." + ] + }, + { + "cell_type": "markdown", + "id": "bfb9cb62", + "metadata": {}, + "source": [ + "### Product ID" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bc559bd0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['M14860', 'L47181', 'L47182', 'L47183', 'L47184', 'M14865',\n", + " 'L47186', 'L47187', 'M14868', 'M14869'], dtype=object)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Product ID'].unique()[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3013cddd", + "metadata": {}, + "outputs": [], + "source": [ + "# dropping first letter in each ID, which is the same as Type\n", + "df['Product ID'] = df['Product ID'].apply(lambda x: str(x)[1:])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bfc3b699", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10000" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Product ID'].nunique()" + ] + }, + { + "cell_type": "markdown", + "id": "f48066d8", + "metadata": {}, + "source": [ + "We still have all unique values after removing the Type. We can drop this column from our feature set." + ] + }, + { + "cell_type": "markdown", + "id": "9be6c216", + "metadata": {}, + "source": [ + "### Type" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "072dd3dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Type\n", + "L 6000\n", + "M 2997\n", + "H 1003\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Type'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "6feeac26", + "metadata": {}, + "source": [ + "From the dataset description, these are equivalent to Low, Medium and High quality variants. \n", + "Number of machines decrease with improvement in quality." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "43d58323", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Type Machine failure\n", + "H 0 0.979063\n", + " 1 0.020937\n", + "L 0 0.960833\n", + " 1 0.039167\n", + "M 0 0.972306\n", + " 1 0.027694\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby('Type')[TARGET].value_counts(normalize=True)" + ] + }, + { + "cell_type": "markdown", + "id": "5d4e0f43", + "metadata": {}, + "source": [ + "As expected, percentage of failures is lower for higher quality variants. \n", + "This also confirms that we can proceed with an ordinal mapping for this categorical column." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "f40cf9c3", + "metadata": {}, + "outputs": [], + "source": [ + "type_mapping = {'L': 0, 'M': 1, 'H': 2}\n", + "df['Type'] = df['Type'].replace(type_mapping)" + ] + }, + { + "cell_type": "markdown", + "id": "64db1007", + "metadata": {}, + "source": [ + "### Air temperature [K]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "267139b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 10000.000000\n", + "mean 300.004930\n", + "std 2.000259\n", + "min 295.300000\n", + "25% 298.300000\n", + "50% 300.100000\n", + "75% 301.500000\n", + "max 304.500000\n", + "Name: Air temperature [K], dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Air temperature [K]'].describe()" + ] + }, + { + "cell_type": "markdown", + "id": "2f581d58", + "metadata": {}, + "source": [ + "We can convert from Kelvin to Celsius since it only changes the scale of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "946321cc", + "metadata": {}, + "outputs": [], + "source": [ + "df['air_temp_celsius'] = df['Air temperature [K]'] - 273.15\n", + "df = df.drop('Air temperature [K]', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a4079dae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_numerical(f, split_col=TARGET):\n", + " fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(15, 4))\n", + " ax[0].set_title(f\"{f} split by {split_col}\")\n", + " sns.kdeplot(x=f, data=df, hue=split_col, cut=0, ax=ax[0])\n", + " ax[1].set_title(f\"{f} for {split_col} == 1\")\n", + " sns.kdeplot(x=f, data=df[df[split_col]==1], cut=0, ax=ax[1])\n", + " plt.show()\n", + "\n", + "plot_numerical('air_temp_celsius')" + ] + }, + { + "cell_type": "markdown", + "id": "3f0b51c7", + "metadata": {}, + "source": [ + "### Process temperature [K]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "2badbc61", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 10000.000000\n", + "mean 310.005560\n", + "std 1.483734\n", + "min 305.700000\n", + "25% 308.800000\n", + "50% 310.100000\n", + "75% 311.100000\n", + "max 313.800000\n", + "Name: Process temperature [K], dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Process temperature [K]'].describe()" + ] + }, + { + "cell_type": "markdown", + "id": "d0724337", + "metadata": {}, + "source": [ + "Higher values compared to air temperature." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a24e4678", + "metadata": {}, + "outputs": [], + "source": [ + "df['process_temp_celsius'] = df['Process temperature [K]'] - 273.15\n", + "df = df.drop('Process temperature [K]', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a3451feb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_numerical('process_temp_celsius')" + ] + }, + { + "cell_type": "markdown", + "id": "75788223", + "metadata": {}, + "source": [ + "### Rotational speed [rpm]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2a18d2b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 10000.000000\n", + "mean 1538.776100\n", + "std 179.284096\n", + "min 1168.000000\n", + "25% 1423.000000\n", + "50% 1503.000000\n", + "75% 1612.000000\n", + "max 2886.000000\n", + "Name: Rotational speed [rpm], dtype: float64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Rotational speed [rpm]'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "64ac5c14", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_numerical('Rotational speed [rpm]')" + ] + }, + { + "cell_type": "markdown", + "id": "015c27b7", + "metadata": {}, + "source": [ + "### Torque [Nm]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "0b727364", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 10000.000000\n", + "mean 39.986910\n", + "std 9.968934\n", + "min 3.800000\n", + "25% 33.200000\n", + "50% 40.100000\n", + "75% 46.800000\n", + "max 76.600000\n", + "Name: Torque [Nm], dtype: float64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Torque [Nm]'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "ac50ceec", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_numerical('Torque [Nm]')" + ] + }, + { + "cell_type": "markdown", + "id": "f9d40d40", + "metadata": {}, + "source": [ + "### Tool wear [min]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c7eaaa11", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 10000.000000\n", + "mean 107.951000\n", + "std 63.654147\n", + "min 0.000000\n", + "25% 53.000000\n", + "50% 108.000000\n", + "75% 162.000000\n", + "max 253.000000\n", + "Name: Tool wear [min], dtype: float64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Tool wear [min]'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b6a5d5d1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f = 'Tool wear [min]'\n", + "fig, ax = plt.subplots(nrows=3, ncols=2, figsize=(15, 10))\n", + "plt.suptitle('Tool wear by tool type')\n", + "ax[0][0].set_title(f\"{f} for Type L by Machine failure type\")\n", + "sns.kdeplot(x=f, data=df[df.Type==0], hue=TARGET, cut=0, ax=ax[0][0])\n", + "ax[0][1].set_title(f\"{f} for Type L for Machine failure == 1\")\n", + "sns.kdeplot(x=f, data=df[(df.Type==0) & (df[TARGET]==1)], cut=0, ax=ax[0][1])\n", + "ax[1][0].set_title(f\"{f} for Type M by Machine failure type\")\n", + "sns.kdeplot(x=f, data=df[df.Type==1], hue=TARGET, cut=0, ax=ax[1][0])\n", + "ax[1][1].set_title(f\"{f} for Type M for Machine failure == 1\")\n", + "sns.kdeplot(x=f, data=df[(df.Type==1) & (df[TARGET]==1)], cut=0, ax=ax[1][1])\n", + "ax[2][0].set_title(f\"{f} for Type H by Machine failure type\")\n", + "sns.kdeplot(x=f, data=df[df.Type==2], hue=TARGET, cut=0, ax=ax[2][0])\n", + "ax[2][1].set_title(f\"{f} for Type H for Machine failure == 1\")\n", + "sns.kdeplot(x=f, data=df[(df.Type==2) & (df[TARGET]==1)], cut=0, ax=ax[2][1])\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6bbb54f1", + "metadata": {}, + "source": [ + "# Feature engineering" + ] + }, + { + "cell_type": "markdown", + "id": "a712b7ac", + "metadata": {}, + "source": [ + "### Cause of Heat Dissipation Failure" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "4006c831", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "HDF\n", + "0 9885\n", + "1 115\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['HDF'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "b26e694f", + "metadata": {}, + "source": [ + "If heat is not dissipating, air temperature and process temperature will be closer in magnitude." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "5e02ebdd", + "metadata": {}, + "outputs": [], + "source": [ + "df['temp_diff'] = df['process_temp_celsius'] - df['air_temp_celsius']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "a4a4700c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_numerical('temp_diff', split_col='HDF')" + ] + }, + { + "cell_type": "markdown", + "id": "36ef0c55", + "metadata": {}, + "source": [ + "* Above a certain threshold, machine is never failing due to HDF.\n", + "* Ideal threshold is between 8 and 9" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c5dff540", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(84, 115, 115)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df.query(\"HDF == 1 and temp_diff < 8.5\")), len(df.query(\"HDF == 1 and temp_diff < 8.6\")), len(df.query(\"HDF == 1 and temp_diff < 8.7\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "378bd89a", + "metadata": {}, + "outputs": [], + "source": [ + "df['temp_diff_above_threshold'] = (df['temp_diff'] > 8.5).astype('int')" + ] + }, + { + "cell_type": "markdown", + "id": "df744785", + "metadata": {}, + "source": [ + "### Cause of Power Failure" + ] + }, + { + "cell_type": "markdown", + "id": "4eaa43d8", + "metadata": {}, + "source": [ + "Power required for the process is the product of torque and rotational speed." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "2d15fb29", + "metadata": {}, + "outputs": [], + "source": [ + "# converting rotational speed from RPM to rad/sec\n", + "df['power'] = (df['Rotational speed [rpm]'] * 0.10472) * df['Torque [Nm]']" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "00058e0f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_numerical('power', split_col='PWF')" + ] + }, + { + "cell_type": "markdown", + "id": "2fe4aaa6", + "metadata": {}, + "source": [ + "* Two peaks for PWF==1\n", + "* Below and above certain thresholds, the machine is always failing." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6b8c3e6a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 0)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df.query(\"PWF==0 & power <= 3500\")), len(df.query(\"PWF==0 & power >= 9000\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "da624fd5", + "metadata": {}, + "outputs": [], + "source": [ + "df['power_out_of_range'] = ((df.power <= 3500) | (df.power >= 9000)).astype('int')" + ] + }, + { + "cell_type": "markdown", + "id": "4ca268c8", + "metadata": {}, + "source": [ + "### Cause of Overstrain Failure" + ] + }, + { + "cell_type": "markdown", + "id": "e19987c7", + "metadata": {}, + "source": [ + "Strain can be estimated as a product of tool wear and torque." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d2113502", + "metadata": {}, + "outputs": [], + "source": [ + "df['strain'] = df['Tool wear [min]'] * df['Torque [Nm]']" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "5ab966a4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_numerical('strain', split_col='OSF')" + ] + }, + { + "cell_type": "markdown", + "id": "4e86662f", + "metadata": {}, + "source": [ + "* Below a certain threshold, machine is never failing -> around 11000\n", + "* Above a certain threshold, machine is always failing -> around 12000" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "6454ed4d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 13)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df.query(\"OSF==1 & strain <= 11000\")), len(df.query(\"OSF==1 & strain <= 11100\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "884d8232", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 1)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df.query(\"OSF==0 & strain >= 12000\")), len(df.query(\"OSF==0 & strain >= 11900\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "6e5df3d6", + "metadata": {}, + "outputs": [], + "source": [ + "df['strain_below_11k'] = (df.strain <=11000).astype('int')\n", + "df['strain_above_12k'] = (df.strain >=12000).astype('int')" + ] + }, + { + "cell_type": "markdown", + "id": "0e7d9f4f", + "metadata": {}, + "source": [ + "# Feature selection" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "bf0018f3", + "metadata": {}, + "outputs": [], + "source": [ + "features = [f for f in df.columns if f not in ['UDI', 'Product ID', TARGET] + failure_types]" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "75554fa6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Type',\n", + " 'Rotational speed [rpm]',\n", + " 'Torque [Nm]',\n", + " 'Tool wear [min]',\n", + " 'air_temp_celsius',\n", + " 'process_temp_celsius',\n", + " 'temp_diff',\n", + " 'temp_diff_above_threshold',\n", + " 'power',\n", + " 'power_out_of_range',\n", + " 'strain',\n", + " 'strain_below_11k',\n", + " 'strain_above_12k']" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "features" + ] + }, + { + "cell_type": "markdown", + "id": "cc441625", + "metadata": {}, + "source": [ + "Some of these may be redundant or uninformative, in which case we will drop them." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "05039bb3", + "metadata": {}, + "outputs": [], + "source": [ + "data = df[features + [TARGET]]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "b0659bb2", + "metadata": {}, + "outputs": [], + "source": [ + "categorical_features = [\n", + " 'Type', \n", + " 'temp_diff_above_threshold', \n", + " 'power_out_of_range', \n", + " 'strain_below_11k', \n", + " 'strain_above_12k'\n", + "]\n", + "\n", + "numerical_features = [f for f in features if f not in categorical_features]" + ] + }, + { + "cell_type": "markdown", + "id": "ce5624a4", + "metadata": {}, + "source": [ + "### Correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "7df602dc", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_heatmap(df, size=8):\n", + " plt.figure(figsize=(size, size * 0.75))\n", + " sns.heatmap(\n", + " data=df, \n", + " mask=np.triu(np.ones_like(df)),\n", + " vmin=-1, vmax=1, center=0,\n", + " annot=True, linewidths=0.1,\n", + " fmt='.2f', annot_kws={'fontsize': 8})\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "d4a2b272", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr_df = data.corr(method='pearson')\n", + "plot_heatmap(corr_df)" + ] + }, + { + "cell_type": "markdown", + "id": "71f732e0", + "metadata": {}, + "source": [ + "### Chi-squared test (for categorical variables)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "24d27048", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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chi2-statisticp-valueaccepted?
Type12.1408904.932822e-04True
temp_diff_above_threshold26.5574932.558106e-07True
power_out_of_range2707.3598820.000000e+00True
strain_below_11k29.5519215.443868e-08True
strain_above_12k1168.4395284.409063e-256True
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" + ], + "text/plain": [ + " chi2-statistic p-value accepted?\n", + "Type 12.140890 4.932822e-04 True\n", + "temp_diff_above_threshold 26.557493 2.558106e-07 True\n", + "power_out_of_range 2707.359882 0.000000e+00 True\n", + "strain_below_11k 29.551921 5.443868e-08 True\n", + "strain_above_12k 1168.439528 4.409063e-256 True" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_values, p_values = chi2(data[categorical_features], data[TARGET])\n", + "\n", + "pd.DataFrame(\n", + " data={\n", + " 'chi2-statistic': chi2_values, \n", + " 'p-value': p_values,\n", + " 'accepted?': p_values < 0.05\n", + " },\n", + " index=categorical_features)" + ] + }, + { + "cell_type": "markdown", + "id": "fa0ac30d", + "metadata": {}, + "source": [ + "None of the categorical features are rejected based on univariate testing." + ] + }, + { + "cell_type": "markdown", + "id": "1e76374d", + "metadata": {}, + "source": [ + "### ANOVA F-test" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "99a5f6fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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f-statisticp-valueaccepted?
Rotational speed [rpm]19.5596909.853543e-06True
Torque [Nm]379.8677234.573805e-83True
Tool wear [min]112.4210773.976076e-26True
air_temp_celsius68.6083851.354800e-16True
process_temp_celsius12.9352603.240058e-04True
temp_diff126.2657794.018489e-29True
power319.7443922.044216e-70True
strain376.1929142.698999e-82True
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" + ], + "text/plain": [ + " f-statistic p-value accepted?\n", + "Rotational speed [rpm] 19.559690 9.853543e-06 True\n", + "Torque [Nm] 379.867723 4.573805e-83 True\n", + "Tool wear [min] 112.421077 3.976076e-26 True\n", + "air_temp_celsius 68.608385 1.354800e-16 True\n", + "process_temp_celsius 12.935260 3.240058e-04 True\n", + "temp_diff 126.265779 4.018489e-29 True\n", + "power 319.744392 2.044216e-70 True\n", + "strain 376.192914 2.698999e-82 True" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "anova_values, p_values = f_classif(data[numerical_features], data[TARGET])\n", + "\n", + "pd.DataFrame(\n", + " data={\n", + " 'f-statistic': anova_values, \n", + " 'p-value': p_values,\n", + " 'accepted?': p_values < 0.05\n", + " },\n", + " index=numerical_features)" + ] + }, + { + "cell_type": "markdown", + "id": "3add8944", + "metadata": {}, + "source": [ + "None of the numerical features are rejected based on univariate testing." + ] + }, + { + "cell_type": "markdown", + "id": "b866c22a", + "metadata": {}, + "source": [ + "### Mutual Information Score" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "197e5103", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mi_score
Type0.000727
Rotational speed [rpm]0.038114
Torque [Nm]0.047194
Tool wear [min]0.011492
air_temp_celsius0.005628
process_temp_celsius0.004912
temp_diff0.014595
temp_diff_above_threshold0.011129
power0.044413
power_out_of_range0.033582
strain0.034488
strain_below_11k0.030273
strain_above_12k0.014126
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" + ], + "text/plain": [ + " mi_score\n", + "Type 0.000727\n", + "Rotational speed [rpm] 0.038114\n", + "Torque [Nm] 0.047194\n", + "Tool wear [min] 0.011492\n", + "air_temp_celsius 0.005628\n", + "process_temp_celsius 0.004912\n", + "temp_diff 0.014595\n", + "temp_diff_above_threshold 0.011129\n", + "power 0.044413\n", + "power_out_of_range 0.033582\n", + "strain 0.034488\n", + "strain_below_11k 0.030273\n", + "strain_above_12k 0.014126" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_mask = [(f in categorical_features) for f in features]\n", + "\n", + "mi_scores = mutual_info_classif(\n", + " data[features], data[TARGET], \n", + " discrete_features=cat_mask, \n", + " random_state=0)\n", + "\n", + "pd.DataFrame(\n", + " data={'mi_score': mi_scores}, \n", + " index=features)" + ] + }, + { + "cell_type": "markdown", + "id": "62dc1244", + "metadata": {}, + "source": [ + "Based on a combination of correlation scores and mutual-information scores, the candidates for removal are:\n", + "* Type\n", + "* air_temp_celsius\n", + "* process_temp_celsius\n", + "\n", + "However, they are not completely uninformative based on Chi-squared test and ANOVA F-test.\n", + "\n", + "Additionally, *power* and *Torque [Nm]* have nearly perfect correlation, which makes one of them redundant. \n", + "Torque has better scores and we have already used power to create the *power_out_of_range* feature, so we will treat power as the redundant feature." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "54bf8c77", + "metadata": {}, + "outputs": [], + "source": [ + "reduced_features = [f for f in features if f not in \n", + " ('Type', 'air_temp_celsius', 'process_temp_celsius', 'power')]" + ] + }, + { + "cell_type": "markdown", + "id": "13a4f3ae", + "metadata": {}, + "source": [ + "# Processed dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "a1347223", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TypeRotational speed [rpm]Torque [Nm]Tool wear [min]air_temp_celsiusprocess_temp_celsiustemp_difftemp_diff_above_thresholdpowerpower_out_of_rangestrainstrain_below_11kstrain_above_12kMachine failure
77580168930.819627.2538.6511.415447.66006406036.8100
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" + ], + "text/plain": [ + " Type Rotational speed [rpm] Torque [Nm] Tool wear [min] \\\n", + "7758 0 1689 30.8 196 \n", + "\n", + " air_temp_celsius process_temp_celsius temp_diff \\\n", + "7758 27.25 38.65 11.4 \n", + "\n", + " temp_diff_above_threshold power power_out_of_range strain \\\n", + "7758 1 5447.660064 0 6036.8 \n", + "\n", + " strain_below_11k strain_above_12k Machine failure \n", + "7758 1 0 0 " + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.sample()" + ] + }, + { + "cell_type": "markdown", + "id": "070bfa57", + "metadata": {}, + "source": [ + "We will create a holdout dataset which will be used for testing. None of the models will access this data. \n", + "The remaining data will be used for model training and validation. " + ] + }, + { + "cell_type": "markdown", + "id": "18158cd5", + "metadata": {}, + "source": [ + "To allow our models to learn in a stable manner and ensure proper evaluation, we must split the data such that there is an even distribution of classes. \n", + "\n", + "To achieve this, we will create a column by combining the 'Type' and 'Machine failure' and split the dataset using stratified train_test_split." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "6a50da92", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TypeMachine failurestratifier
6561000 - 0
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" + ], + "text/plain": [ + " Type Machine failure stratifier\n", + "6561 0 0 0 - 0" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['stratifier'] = df['Type'].astype('str') + ' - ' + df['Machine failure'].astype('str')\n", + "df[['Type', 'Machine failure', 'stratifier']].sample()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "0381b2c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "stratifier\n", + "0 - 0 5765\n", + "1 - 0 2914\n", + "2 - 0 982\n", + "0 - 1 235\n", + "1 - 1 83\n", + "2 - 1 21\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['stratifier'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "383270b2", + "metadata": {}, + "source": [ + "Splitting our data:" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "cef686da", + "metadata": {}, + "outputs": [], + "source": [ + "train, test, _, _ = train_test_split(\n", + " data, data[TARGET], \n", + " test_size=0.1,\n", + " stratify=df['stratifier'],\n", + " shuffle=True,\n", + " random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "eabe5e4f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((9000, 14), (1000, 14))" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.shape, test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "00c28547", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Machine failure\n", + " 0 0.966111\n", + " 1 0.033889\n", + " Name: train, dtype: float64,\n", + " Machine failure\n", + " 0 0.966\n", + " 1 0.034\n", + " Name: test, dtype: float64)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train[TARGET].value_counts(normalize=True).rename('train'), test[TARGET].value_counts(normalize=True).rename('test')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "4dfb9d25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Type\n", + " 0 0.599889\n", + " 1 0.299778\n", + " 2 0.100333\n", + " Name: train, dtype: float64,\n", + " Type\n", + " 0 0.601\n", + " 1 0.299\n", + " 2 0.100\n", + " Name: test, dtype: float64)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train['Type'].value_counts(normalize=True).rename('train'), test['Type'].value_counts(normalize=True).rename('test')" + ] + }, + { + "cell_type": "markdown", + "id": "5fbd3ad2", + "metadata": {}, + "source": [ + "* We have successfully maintained proportions for *Type* and *Machine failure* in our train and test datasets. \n", + "* Saving processed datasets in our 'Dataset' folder. They will be used for training and evaluating all our models." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "6d40ae8a", + "metadata": {}, + "outputs": [], + "source": [ + "PATH = '../Dataset/processed'\n", + "\n", + "train.to_csv(f'{PATH}/train.csv', index=False)\n", + "test.to_csv(f'{PATH}/test.csv', index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Predictive Maintenance of Equipment/Model/01_linear_models.ipynb b/Predictive Maintenance of Equipment/Model/01_linear_models.ipynb new file mode 100644 index 000000000..913463a70 --- /dev/null +++ b/Predictive Maintenance of Equipment/Model/01_linear_models.ipynb @@ -0,0 +1,589 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importing libraries:" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "gc.enable()\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(category=FutureWarning, action='ignore')\n", + "\n", + "import joblib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import (\n", + " TunedThresholdClassifierCV,\n", + " StratifiedKFold\n", + ")\n", + "from sklearn.linear_model import (\n", + " LogisticRegression,\n", + " RidgeClassifier,\n", + " PassiveAggressiveClassifier,\n", + " Perceptron\n", + ")\n", + "from sklearn.metrics import (\n", + " make_scorer, \n", + " fbeta_score, \n", + " recall_score,\n", + " accuracy_score,\n", + " confusion_matrix\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importing processed datasets:" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_DIR = '../Dataset/processed'\n", + "\n", + "train = pd.read_csv(f'{DATA_DIR}/train.csv')\n", + "test = pd.read_csv(f'{DATA_DIR}/test.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((9000, 14), (1000, 14))" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.shape, test.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "TARGET = 'Machine failure'" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [], + "source": [ + "features = [f for f in train.columns if f != TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [], + "source": [ + "categorical_features = [\n", + " 'Type', \n", + " 'temp_diff_above_threshold', \n", + " 'power_out_of_range', \n", + " 'strain_below_11k', \n", + " 'strain_above_12k'\n", + "]\n", + "\n", + "numerical_features = [f for f in features if f not in categorical_features]" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [], + "source": [ + "reduced_features = [f for f in features if f not in \n", + " ('Type', 'air_temp_celsius', 'process_temp_celsius', 'power')]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Modeling framework" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* **Metric**: F-beta score \n", + " * Weighted harmonic mean of precision and recall. \n", + " * We will apply beta=2 to make recall twice as important as precision.\n", + "\n", + "* **Model pipeline**: \n", + " * Feature scaling - standardization (StandardScaler) \n", + " * Classifiers - Logistic regression, Ridge classifier, Passive-Aggressive classifier, Perceptron\n", + " * Hyperparameters can be tested manually due to relatively small dataset. \n", + "\n", + "* **Threshold tuning**: \n", + " * TunedThresholdClassifierCV (for cross-validation + thresholding)\n", + " * StratifiedKFold as cross-validation scheme" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_model(classifier, feature_set):\n", + " fbeta = make_scorer(fbeta_score, beta=2)\n", + " skf = StratifiedKFold(n_splits=9, shuffle=True, random_state=0)\n", + "\n", + " scaler = StandardScaler()\n", + " model_pipeline = make_pipeline(scaler, classifier)\n", + "\n", + " tuned_model = TunedThresholdClassifierCV(\n", + " estimator=model_pipeline,\n", + " scoring=fbeta,\n", + " response_method='auto',\n", + " thresholds=100,\n", + " cv=skf,\n", + " refit=True,\n", + " n_jobs=-1,\n", + " random_state=0\n", + " ).fit(train[feature_set], train[TARGET])\n", + "\n", + " return tuned_model" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_model(model, feature_set):\n", + " predictions = model.predict(test[feature_set])\n", + " \n", + " accuracy = accuracy_score(test[TARGET], predictions)\n", + " recall = recall_score(test[TARGET], predictions)\n", + " f2 = fbeta_score(test[TARGET], predictions, beta=2)\n", + " print(f'Accuracy: {accuracy:.4f}\\nF2-score: {f2:.4f}\\nRecall: {recall:.4f}\\n')\n", + " \n", + " fig, ax = plt.subplots(figsize=(4, 3))\n", + " ax.set_title('Normalized Confusion Matrix')\n", + " sns.heatmap(\n", + " data=confusion_matrix(test[TARGET], predictions, normalize='true'),\n", + " annot=True, fmt='.4f', linewidths=0.1, cmap=plt.cm.Blues\n", + " )\n", + " plt.xlabel('Prediction')\n", + " plt.ylabel('True label')\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [], + "source": [ + "def save_model(model, model_config, notebook='01'):\n", + " MODEL_DIR = 'saved_models'\n", + " save_path = f'{MODEL_DIR}/{notebook}_{model_config}.joblib'\n", + " joblib.dump(model, save_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = LogisticRegression(C=0.1, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9770\n", + "F2-score: 0.7542\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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ODhsQEMBaWVmxysrKrJ6eHuvs7MyGhISwr169EtZLT09nBw0axGpoaLCamprsoEGD2AsXLkg0a6VKcnIyO3HiRLZ58+asQCBg1dTU2NatW7NBQUEiM0c2b97MOjg4sCoqKqy2tjY7cOBA4Syad58HdXV1kf1UPbfvPz/iXrcHDx6wnp6erJaWFmtoaMj+8MMP7NGjRznP+b1799hhw4ax1tbWrJqaGqutrc126NCBjYyMFNnH+zOHHj9+zPr6+rL6+vqssrIy27JlS/ann35iKyoqhHWqZnf89NNPIv0DwIaGhoqUv6u69977xM08kfQ9l5+fz37zzTesjo4OyzCM8Pn9UN/fn7Vy8+ZNVk1NTeQ5Ki4uZp2dnVlLS0uRvzciimFZlq3Hzw1CCCG1TK7HyAkhRBZQICeEEJ6jQE4IITxHgZwQQniOAjkhhPAcBXJCCOE5CuSEEMJzcn9mJyFEvqg5TZa47pvEdXXYk9ojs4FcmheL8FfVH1px+UcqEpmgWhsRi5G9gQiZDeSEECKWguzdcYgCOSFEvtTBJacbGgVyQoh8oaEVQgjhOcrICSGE5ygjJ4QQnqOMnBBCeI4yckII4TnKyAkhhOcoIyeEEJ6jE4IIIYTnKCMnhBCeU6AxckII4TfKyAkhhOdo1gohhPAcZeSEEMJzlJETQgjPUUZOCCE8Rxk5IYTwHJ0QRAghPEdDK4QQwnM0tEIIITxHGTkhhPAcBXJCCOE5GlohhBCeo4ycEEJ4jjJyQgjhOcrICSGE3xgFCuSEEMJrDA2tEEIIz8leHKdATgiRL5SRE0IIz1EgJ4QQnqNATgghPEeBnBBC+E724jgFckKIfKGMnBBCeI4COSGE8JyCDJ7ZKXtHRAghH8JIsdRAeHg4rKysoKqqCmdnZ5w7d+6D9Xfu3AlHR0c0atQIpqamGDVqFPLy8qTaJwVyQohcYRhG4kVa0dHRCAwMREhICBITE9GlSxf07dsXaWlpYuufP38eI0aMgL+/P5KSkrBnzx5cvXoVY8aMkWq/FMgJIXKlLgP5ypUr4e/vjzFjxsDW1harV6+Gubk5IiIixNa/dOkSLC0tERAQACsrK3Tu3Bnjxo1DfHy8VPulQE4IkSvSBPKSkhIUFhZylpKSErHtlpaWIiEhAZ6enpxyT09PXLhwQew2bm5uSE9PR0xMDFiWRVZWFvbu3QsvLy+pjokCOSFEvkgxRh4WFgZtbW3OEhYWJrbZ3NxcVFRUwNjYmFNubGyMzMxMsdu4ublh586d8PHxgYqKCkxMTKCjo4O1a9dKdUgUyAkhckWajDw4OBgvXrzgLMHBwR9t/10sy1Y7THPnzh0EBARg/vz5SEhIwPHjx5GSkoLx48dLdUw0/ZAQIlekGfsWCAQQCAQS1TUwMICioqJI9p2dnS2SpVcJCwuDu7s7ZsyYAQBwcHCAuro6unTpgiVLlsDU1FSifVNGTgiRK3X1Y6eKigqcnZ0RGxvLKY+NjYWbm5vYbV6/fi0yr11RURHA20xeUpSRE0LkCqNQd2d2BgUFYfjw4XBxcYGrqys2btyItLQ04VBJcHAwnj59ih07dgAABgwYgLFjxyIiIgJ9+vRBRkYGAgMD0aFDB5iZmUm8XwrkhBC5Upen6Pv4+CAvLw+LFi1CRkYG7O3tERMTAwsLCwBARkYGZ065n58fXr58iXXr1mHatGnQ0dFBz549sXz5cqn2y7DS5O88ouY0uaG7QOrBm8R1AIDi8gbuCKkXqrWQejaZeFDiuunh3p++w3pAGTkhRK7I4kWz6MfOBvL94C64e2QBnl9ahX93zoS7k/UH648b0hWJ++Yi/+JK3DgwD779O4jUmezbHTcOzEP+xZX479hirJj2NQQq//usHju4M65EByPr3E/IOvcTzmyfBk/31tXuc23IULxJXIfJvt1rfJzkreionejr2RPtndpg6OCvcS3hw2fuxV+9gqGDv0Z7pzbo16cXdkdHcdY/fPgfgqb8gL4ePeFo1xJ/7IgU205WVhaCZ01HV7eO6OjsiCFfD8SdpNucOo+SkxEwaTzcOzrDtb0Tvhs2BBnPnn3S8X7W6vhaKw2BMvIG8I1nO/w0YxCmhEXj4vVHGDOoMw6um4h2g5bgSeZzkfpjB3fGoh8GYNLiKMQnPUZ7e0usnzcMBYWvEXP27R/l0L4uWBwwEOMX7MTFG4/QwsIImxYNBwDM/GU/AOBpVgHmrT2E5LRcAMB3Azpiz6rv0WnoMtx9xJ0yNaC7A9q3scSz7II6fCbkw/FjMVixLAwh80LR1qkd9u7+ExPHjcWBw0dhKuYHrfT0J5g04XsMGjQYPy77CdcTr2Hp4oXQ09VDb88+AIDiN2/QxLwJPPp8gZ+Xiz9BpfDFC/h9NwwuHTpi/YZN0NPXQ/qTJ9DU1BLWeZKWBr/hvvjq60GYMDkAmhqaePQoGSoSTrnjI1nMyCmQN4CA73oi8uBFRB64CACY8fM+9Ha1xdjBXTB/7WGR+r5eHbBl37/Ye/IaACD1aR46tLHEND8PYSDv6GCFi9cfIfr420wvLSMfu4/Hw8XOQthOVd0qC9b/hbGDO6ODgxUnkJsZamPV7MEYMHE9DqydULsHL4d+374NXw0ahK+/GQwAmBkcggsXzmN3dBSmTJ0mUn9P9J8wNTXFzOAQAEAza2skJd3C9sitwkBu38YB9m0cAAC/rvpF7H63btkEYxMTLF76v0DfuHETTp21v65C565dMXX6TGFZE3PzTzjaz58sBnIaWqlnykqKcLI1x6mLdznlpy7dRSdHK7HbqCgrobi0jFP2pqQMLvYWUFJ6+xJeuP4ITq3NhYHbsrE++rjb4fj5JLFtKigwGNzHGepqKrh8M0VYzjAMtiwZgVXbT4lk6UR6ZaWluHsnCa5unTnlrm7uuHE9Uew2N29ch6ubO6fMzb0L7iTdRllZmdhtxPkn7jTs7OwxfWoAundxxZBB3ti3Z7dwfWVlJc79cwYWFpYYP9Yf3bu44tuhg3H61N9SHCH/1OVFsxpKg2bk6enpiIiIwIULF5CZmQmGYWBsbAw3NzeMHz8e5hJkBiUlJSIXsZH0TKyGYKCrASUlRWTnv+SUZ+W9hLG+ltht/r54F37ebvgr7iYS7z5Bu9ZNMWJgJ6goK8FARwOZuYXYcyIBBroaOLVtKhgwUFZWxG+7z+LnbdyTE+yam+HM9mlQVVHCqzcl8Jm2CffeCdjTRnmgvKIS66PO1Pqxy6PnBc9RUVEBfX19Trm+vgFyc3PEbpObmwt9fYP36uujvLwcBQXPYWhoJNG+09OfYHd0FIaPHAX/78fj9q2bWB62BCoqKhgw0Bv5eXl4/fo1tm7ZhMk/BCIwaDr+PX8OQVMmY/O2HXBpL/o7jCzgU4CWVIMF8vPnz6Nv374wNzeHp6cnPD09wbIssrOzcfDgQaxduxbHjh2Du7v7B9sJCwvDwoULOWWhoaF12fVa8f6kT4Zhqj2TK2zTcRjra+Gf7dPBMEB2/kv8cfgypo3yQEVFJQCgi3MLzPTvgylh0bh66zGszQ3w84xvkJlbiGWbjgvbepCahY5Dw6Cj2Qjevdpi06Lh8ByzBvceZcLJ1hyThnWHm690c1jJx0lz/Y3q6gMAI8UvcJWVLOzs7REQGAQAsLVtjeSHD7E7OgoDBnqjkn373unRoxeGj/QDALSytcWN69ewJ/pP2Q3kdXhCUENpsEA+depUjBkzBqtWrap2fWBgIK5evfrBdoKDgxEUFMQpEwgEWH5IdOzxc5D7/BXKyytgrK/JKTfS0xDJ0qsUl5Rh/MKdmLw0CsZ6WsjIfQH/Qe4ofPUGuQVFAIDQiV6IOnpFOO6e9PAZGqkJsH7uMCzffEIYCMrKK/DoydsfO6/dSYOzXVNMGtYdPyz9E+5O1jDS08CDmEXCfSspKWJZ0NeY/G0PtPL6/D8gPze6OrpQVFREbm4upzw/P08k665iYCCarefn50NJSQnaOjoS79vQ0BDNrLmzoZo1a4a/Y08I+6akpCRSx6qZNa5fS5B4P3xDGXktun37Nv74449q148bNw4bNmz4aDvSXNTmc1BWXoHEu0/Qs1MrHI67KSzv2akVjpy59cFty8sr8fT/Z5EM7uOMY+eShAFaTVUFlZXcjL6yshIMAzCM6DeAKgwY4RTFXUev4vTl+5z1f4VPwq6jV7Dj0CVpDpP8P2UVFdi2tsOlC/+iV28PYfmlCxfQvWcvsds4OLbF2TNxnLKLF86jtZ09lJWVJd53W6d2SE1J4ZQ9Tk2FmVljYd/s7NsgNfW9Oo9TYfr/dWSRDMbxhgvkpqamuHDhAlq2bCl2/cWLFyW+8hff/PrHaWxZMgLX7qTh8s0U+H/tDnMTPWze+/befot++BJmRtoYM+93AEDzpkZwsbfA1dup0NVshIDhPdHa2ky4Hng7IyXgux64cT8dV26lwtrcEPMn9MfRf24JA/zCyQNw8t87eJL5HJrqqhjcxxldXVrgy0nhAID8F0XIf1HE6WtZeQWycgvx3+Ps+nhqZNLwkaMQMnsmWtvbw9HRCfv2RCMjIwODfYYCANas+gXZ2VlYGrYCADDYZyj+jNqJn5aHYdA3Q3DjRiIO7NuH5T/9b3ZKWWkpkpOT3/6/rBTZ2Vm4d/cuGjVqhKb/fzr4dyNGYuR3w7B54wZ49umL27duYu/e3Zi/4H/fuEaO8sfMaVPh7Nwe7Tt0xL/nz+HsmThs3rajvp6eekcZeS2aPn06xo8fj4SEBHh4eMDY2BgMwyAzMxOxsbHYvHkzVq9e3VDdq1N7T16DnrY65nzfFyYGWkh6mAHvH8KRlvF2DrmJgRbMTfSE9RUVGUwZ3hM2FsYoK6/A2fgH6OH3C9Iy8oV1lm0+DpZlETqxP8yMtJH7/BWOnr2NBev+EtYx0tfEliUjYGKghRevinH7v6f4clI4Tl++V38HL4e+6NsPLwqeY2NEOHJystG8hQ3Wb9gozIxzc3KQmZEhrN+kiTnWR2zET8vDEB21E4ZGRpg1J0Q49RAAsnOy4fONt/Dx9m1bsX3bVri074AtkW8/4O3bOGDlmnX4dfVK/BaxHo2bNMHMWXPg1f9L4Xa9entgbugCbN20EcvDlsDS0gq/rP4V7Zxd6vhZaTgyGMcb9lor0dHRWLVqFRISElBRUQHg7SUcnZ2dERQUhCFDhtS4bbrWinyga63Il9q41krLWSckrnt/eZ+PV/oMNOj0Qx8fH/j4+KCsrEz4Y5CBgYFU44CEECINWczIP4szO5WVlWV2PJwQ8nlRoOmHhBDCb5SRE0IIz1FGTgghPEfTDwkhhOcokBNCCM/JYBynQE4IkS+UkRNCCM/JYBynQE4IkS+UkRNCCM/JYBynQE4IkS+UkRNCCM/JYBynQE4IkS90ZichhPAcDa0QQgjPyWAcp0BOCJEvlJETQgjPyWAcp0BOCJEvlJETQgjPUSAnhBCek8E4Llkg//XXXyVuMCAgoMadIYSQuia3GfmqVaskaoxhGArkhJDPmtyeEJSSklLX/SCEkHohgwk5FGq6YWlpKe7fv4/y8vLa7A8hhNQpBYaReKmJ8PBwWFlZQVVVFc7Ozjh37twH65eUlCAkJAQWFhYQCASwtrbG1q1bpTsmaTv5+vVr+Pv7o1GjRrCzs0NaWhqAt2Pjy5Ytk7Y5QgipVwwj+SKt6OhoBAYGIiQkBImJiejSpQv69u0rjJPiDBkyBKdOncKWLVtw//59REVFoVWrVlLtV+pAHhwcjBs3buDMmTNQVVUVlvfu3RvR0dHSNkcIIfWKYRiJF2mtXLkS/v7+GDNmDGxtbbF69WqYm5sjIiJCbP3jx4/jn3/+QUxMDHr37g1LS0t06NABbm5uUu1X6kB+8OBBrFu3Dp07d+YcaOvWrZGcnCxtc4QQUq8UGMmXkpISFBYWcpaSkhKx7ZaWliIhIQGenp6cck9PT1y4cEHsNocPH4aLiwtWrFiBxo0bw8bGBtOnT8ebN2+kOyapagPIycmBkZGRSHlRUZFMTushhMgWaTLysLAwaGtrc5awsDCx7ebm5qKiogLGxsaccmNjY2RmZord5tGjRzh//jxu376NAwcOYPXq1di7dy8mTZok1TFJHcjbt2+Po0ePCh9XBe9NmzbB1dVV2uYIIaReSTNGHhwcjBcvXnCW4ODgj7TPTWhZlq02ya2srATDMNi5cyc6dOiAfv36YeXKlYiMjJQqK5f6zM6wsDB88cUXuHPnDsrLy7FmzRokJSXh4sWL+Oeff6RtjhBC6hUDyUcOBAIBBAKBRHUNDAygqKgokn1nZ2eLZOlVTE1N0bhxY2hrawvLbG1twbIs0tPT0aJFC4n2LXVG7ubmhn///RevX7+GtbU1Tp48CWNjY1y8eBHOzs7SNkcIIfVKUYGReJGGiooKnJ2dERsbyymPjY2t9sdLd3d3PHv2DK9evRKWPXjwAAoKCmjSpInE+67RtVbatGmD7du312RTQghpUHX5U15QUBCGDx8OFxcXuLq6YuPGjUhLS8P48eMBvB2qefr0KXbs2AEA8PX1xeLFizFq1CgsXLgQubm5mDFjBkaPHg01NTWJ91ujQF5RUYEDBw7g7t27YBgGtra2GDhwIJSU6BpchJDPW01P9JGEj48P8vLysGjRImRkZMDe3h4xMTGwsLAAAGRkZHDmlGtoaCA2NhY//PADXFxcoK+vjyFDhmDJkiVS7ZdhWZaVZoPbt29j4MCByMzMRMuWLQG8/SpgaGiIw4cPo02bNlJ1oK6oOU1u6C6QevAmcR0AoJhOMJYLqrWQKw7amiBx3X2j+TFcLPUY+ZgxY2BnZ4f09HRcu3YN165dw5MnT+Dg4IDvv/++LvpICCG1pi5PCGooUn++3bhxA/Hx8dDV1RWW6erqYunSpWjfvn2tdo4QQmobj+KzxKTOyFu2bImsrCyR8uzsbDRv3rxWOkUIIXWlri+a1RAkysgLCwuF///xxx8REBCABQsWoFOnTgCAS5cuYdGiRVi+fHnd9JIQQmoJf8Kz5CQK5Do6OpzxIpZlMWTIEGFZ1e+lAwYMQEVFRR10kxBCagefxr4lJVEgj4uLq+t+EEJIvZD2RB8+kCiQd+vWra77QQgh9UIGE/KanRAEvL3BRFpaGkpLSznlDg4On9wpQgipK3I7tPKunJwcjBo1CseOHRO7nsbICSGfMxkcWZF++mFgYCCeP3+OS5cuQU1NDcePH8f27dvRokULHD58uC76SAghtYZOCAJw+vRpHDp0CO3bt4eCggIsLCzg4eEBLS0thIWFwcvLqy76SQghtYI/4VlyUmfkRUVFwjsE6enpIScnB8DbKyJeu3atdntHCCG1TBZPCKrRmZ33798HALRt2xa//fYbnj59ig0bNsDU1LTWO0gIIbVJmjsE8YXUQyuBgYHIyMgAAISGhqJPnz7YuXMnVFRUEBkZWdv9I4SQWsWnsW9JSR3Iv/32W+H/nZyckJqainv37qFp06YwMDCo1c4RQkhtk8E4XvN55FUaNWqEdu3a1UZfCCGkzsntmZ1BQUESN7hy5coad6Y2Vd1wgMiH2rjhAJEPcju0kpiYKFFjsvgEEUJki9QzPHhAZi+adePJy4buAqkHjuaaAADjMXsauCekPmRtHvzJbchiwklfSAkhckUGh8gpkBNC5AsFckII4TkaWiGEEJ6jjJwQQnhOBhPyms3E+f333+Hu7g4zMzM8fvwYALB69WocOnSoVjtHCCG1TYlhJF74QupAHhERgaCgIPTr1w8FBQXCG0no6Ohg9erVtd0/QgipVbJ40SypA/natWuxadMmhISEQFFRUVju4uKCW7du1WrnCCGktsniZWylHiNPSUmBk5OTSLlAIEBRUVGtdIoQQuoKj+KzxKTOyK2srHD9+nWR8mPHjqF169a10SdCCKkzCozkC19InZHPmDEDkyZNQnFxMViWxZUrVxAVFYWwsDBs3ry5LvpICCG1hk9DJpKSOpCPGjUK5eXlmDlzJl6/fg1fX180btwYa9aswdChQ+uij4QQUmtkMI7XbB752LFjMXbsWOTm5qKyslJ4D09CCPnc8WnIRFKfdEIQ3RGIEMI3DGQvkksdyK2srD54rYJHjx59UocIIaQuKcngBclrdPPld5WVlSExMRHHjx/HjBkzaqtfhBBSJ+iiWQCmTJkitnz9+vWIj4//5A4RQkhdksUx8lr7ktG3b1/s27evtpojhJA6Qafof8DevXuhp6dXW80RQkidqOtT9MPDw2FlZQVVVVU4Ozvj3LlzEm3377//QklJCW3btpV6n1IPrTg5OXHGmFiWRWZmJnJychAeHi51BwghpD7V5dBKdHQ0AgMDER4eDnd3d/z222/o27cv7ty5g6ZNm1a73YsXLzBixAj06tULWVlZUu9X6kDu7e3NeaygoABDQ0N0794drVq1kroDhBBSn+pyyGTlypXw9/fHmDFjALy9vPeJEycQERGBsLCwarcbN24cfH19oaioiIMHD0q9X6kCeXl5OSwtLdGnTx+YmJhIvTNCCGloClLMIy8pKUFJSQmnTCAQQCAQiNQtLS1FQkICZs+ezSn39PTEhQsXqt3Htm3bkJycjD/++ANLliyRuG/vkmqMXElJCRMmTBA5MEII4QtpfuwMCwuDtrY2Z6kus87NzUVFRQWMjY055cbGxsjMzBS7zX///YfZs2dj586dUFKq+fmZUm/ZsWNHJCYmwsLCosY7JYSQhqIkxSB5cHAwgoKCOGXisvF3vT9PnWVZsXPXKyoq4Ovri4ULF8LGxkbiPokjdSCfOHEipk2bhvT0dDg7O0NdXZ2z3sHB4ZM6RAghdUmaMfLqhlHEMTAwgKKiokj2nZ2dLZKlA8DLly8RHx+PxMRETJ48GQBQWVkJlmWhpKSEkydPomfPnhLtW+JAPnr0aKxevRo+Pj4AgICAAOE6hmGEnzpVt34jhJDPUV1dxlZFRQXOzs6IjY3FV199JSyPjY3FwIEDRepraWmJ3FUtPDwcp0+fxt69e2FlZSXxviUO5Nu3b8eyZcuQkpIiceOEEPK5qctZK0FBQRg+fDhcXFzg6uqKjRs3Ii0tDePHjwfwdqjm6dOn2LFjBxQUFGBvb8/Z3sjICKqqqiLlHyNxIGdZFgBobJwQwmt1ec0sHx8f5OXlYdGiRcjIyIC9vT1iYmKEcTMjIwNpaWm1vl+GrYrQH6GgoICsrCwYGhrWeifqwo0nLxu6C6QeOJprAgCMx+xp4J6Q+pC1efAnt7E9/onEdUe6mH/y/uqDVD922tjYfPTKYfn5+Z/UIUIIqUs8uoSKxKQK5AsXLoS2tnZd9YUQQuqc3N+zc+jQoXRbN0IIr8leGJcikMvixdgJIfJHFkOZ1LNWCCGEzxRlMJJLHMgrKyvrsh+EEFIvZHF0oeZXaSGEEB6SvTBOgZwQImcoIyeEEJ6ryzM7GwoFckKIXKGMnBBCeE72wjgFckKInJHBhJwCOSFEvkhzz06+oEBOCJErcn+tFUII4TsZjOMUyAkh8oWGVgghhOcoIyeEEJ6jQE4IITzH0NAKIYTwm4LsxXEK5IQQ+UIZOSGE8ByNkZNac+LQHhze8zsK8nLRxLIZ/CZOg20bJ7F1L587jZN/7UVq8gOUl5WhiUUzDB7xPdq2d+XUu3T2FKIjNyArIx3Gpk0wbPREdOjcQ7h+9/bfsPf3TZxttHX1sWnPCeHjgud52LlpLW4mXELRq5ewbdMOoyfPgGmTprV49PLHr7s1JvVpCSMdVdx/Voh5f17H5f9yxdZdM6o9hrpbipTfe/oC3UJPAgCUFBkE9G0FHzdLmOiqITnzJRbvvYm4pCyxbQb0bYWQQW2wMfYB5kXfEJb3a9cYI7o2g4OFLvQ1Bei58CSSnrz49AP+jMn1HYJI7bkQdxKREb9gTMBstLRzxN9H9+PH4ACs2rIHBsYmIvXv3kqEg3NHDBs9Ceoamog78ReWz5uKH9dGwqpFKwDAgzs3sXrJHPj4jUeHzj1w5XwcVi2ejUWrt6CFrb2wLXPLZpi3Ilz4WEFBUfh/lmXx0/zpUFJSwoyFv6CRujqO7N2JxTMnYuWWPVBVU6vDZ0V2DWzfBIuHtsXsnddw5WEuRnRthqgpXdBl/nE8zX8jUn/un4lYsu+m8LGSogJOh3rgr4R0Ydlsb3t808kC03bE42HGS3S3N8a2Se7oH3Yat58UcNpra6mL4V2bIem9cgBopKKIKw9z8VdCOlaOdKm1Y/6cyeLQiixemvezd2TfTvT8YiB69fNGEwsr+E2cBgMjY5z8a6/Y+n4Tp2Ggz0g0b2UH0yZN4es/CaaNmyLh0jlhnaP7ouDg3BFf+Y5C46aW+Mp3FOydOuDo/l2cthQUlaCjZyBctHR0hesynqbhv7u3MGbKbDRvZQczc0uMCZiN4jdv8G/cCZCaGe9hg13nU7DzXAr+y3iJedE38PT5a/h1txZb/+WbcuQUlgiXtha60Gmkgj/PpwrrDHa1wJqYuzh1KxOPc4uw/cwjnEnKxIQ+Npy2GgkUET6mI6btiEfB61KRfe29lIaVR+7i7B3xmbwsYhjJF76gQF7PysvK8OjBPTi6dOKUOzh3wv07N6vZiquyshJvXhdBQ1NLWPbgzk04OHfk1HN06YQHSdw2M5+mYZzPF5j03ZdYvSQYWc/+l+WVl5YBAJRVBMIyBUVFKCkr4d7t6xL1jXApKzJwsNDFmaRMTvk/SVlwsTaQqA3fLlY4ezcL6fmvhWUqSgooKavg1CsurUCH5tw2l33bDn/fysDZu9k1PALZw0ix8MVnHcifPHmC0aNHf7BOSUkJCgsLOUtJSUk99VB6hS8KUFlZAW1dPU65tq4eCvLFj5m+78ieP1BSXAzXbh7CsoLnedDR1efU09HVR8HzPOHjFrb2mDRzIULC1mHc1BAU5Odh7hR/vHxRAAAwa2oJQ2NT7Nq8Dq9eFqK8rAwHoyJRkJ+HgjzJ+ka49DQEUFJUQE4h9z2ZU1gMI23Vj25vpK2KnvYm2HkuhVN+JikL4zxsYGWkAYYBurY2Qp+2ZjB+p03v9uZwaKqLpftu1c7ByAgFhpF44YvPOpDn5+dj+/btH6wTFhYGbW1tzhIWFlZPPaw5kbuUsKxEdy45f/o49vy+EYFzfxT5MHg/hWDBcsYDnTq4o1PXXmjarDkcnDti9tI1AIB/Yo8AAJSUlDAtdAUynqZh9Fc98Z1XZyTdSIBTBzcoKH7Wb5XPH8tyHjLM298kPmaomyVevC7DscSnnPK5UYlIyX6Ff5d8gfQNgxDm2w5//puKisq3bZrpqmHJsLaYuPkySsora+84ZIAsZuQN+mPn4cOHP7j+0aNHH20jODgYQUFBnDKBQIB72aLjgZ8DLW0dKCgooiA/j1P+ouA5tN/LqN93Ie4kNvyyGEHzlosMo+jo6ou2+TxfNNi/Q1VNDU2trJGR/kRY1szGFj/9tguvX71CeXkZtHR0MWfySDSzaS3pIZJ35L8qQXlFJQzfy74NNFVFsnRxhnW2xN5Lj1FWwQ36ea9K4bf+AgRKCtDVUEFmQTHmDmqDtNwiAICjhS4MtVQRO6+3cBslRQW4tjDE6J7NYT5+Hyo//jkim/gUoSXUoIHc29sbDMN8MDP5WJYqEAggEAjErPk8A7mSsjKa2bTCzYTLnKmBNxMuo71bt2q3O3/6OCJ+XowpIUvRrlNnkfU2rR1w69pl9P/mW06bNnYO1bZZVlqKp2mpYqc9NtLQAABkpKch+cFd+PhNkOj4CFdZBYubj5+jW2tjHEt8Jizv2toYJ64//cCWgFtLQzQz1sSucxeqrVNSXonMgmIoKTLo79wEh6++/VA+ezcb3eZzf6BePao9Hma+xLpj9+Q3iEM2Z600aCA3NTXF+vXr4e3tLXb99evX4ezsXL+dqgf9B32Ltcvno5mNLWxaO+Dvo/uRm50JjwGDAAC7Nq9Dfm42Js9eBOBtEF+/PBR+E6fDxtZeOJauoqIqDLj9vh6K0Knf4+CfkWjv1h1XL5zBrWuXsWj1FuF+d/y2Gi6dusDAyAQvCp5j384tePO6CN08+wvrXPznb2hp68DAyARpKQ8RGf4L2rt1E/lxlkhuQ+wDrPPviBupzxH/KA/DuzZDE71G2H7m7TfOkK/tYaKjhh+2XuVs59vZCgnJebj3rFCkzXZWejDRVUNSWgFMdNUw48vWUGCAdcfvAwCKSspFtntdWo7nr0o45Trqymis1wgmOm+nljY30QQAZL8olugbAx/xaOhbYg0ayJ2dnXHt2rVqA/nHsnW+cuvhiZeFL7Dvj814np8Lc0trBP+4BobGpgCA5/m5yM3+3yyHv4/sR0VFBbasXY4ta5cLy7t59sekmQsAAC3tHBE4dyn+3BaB6MgNMDFrgsC5YZw55Pk5WVjzYwgKXxRAS1sXLWztsXTtNuF+q/a9Y8MqFDzPg66eAbp6eOGb78bU8TMi2w5dTYeuugBBA1rDWFsV954VwnfNOeEsFCNtNTTWb8TZRlNNCV7tGmPen9fFtilQVsBsb3tYGKqjqLgcp25lYNLmKyh8UyZV3/o4muHX0R2EjzeOe3uS2U+Hk/Dz4TtStcUXshjIGbYBI+W5c+dQVFSEL774Quz6oqIixMfHo1u36occqnPjyctP7R7hAUfztxmk8Zg9DdwTUh+yNg/+5DbiU0S/4VTHxUrr45U+Aw2akXfp0uWD69XV1WsUxAkhpDqymJHTKfqEELkig3GcAjkhRM7IYCSnQE4IkSuyOP2QTtcjhMiVur5oVnh4OKysrKCqqgpnZ2ecO3eu2rr79++Hh4cHDA0NoaWlBVdXV5w4If0F6iiQE0LkSl2eoh8dHY3AwECEhIQgMTERXbp0Qd++fZGWlia2/tmzZ+Hh4YGYmBgkJCSgR48eGDBgABITE6U7poacfliXaPqhfKDph/KlNqYfShMbqt5fkurYsSPatWuHiIgIYZmtrS28vb0lvgaUnZ0dfHx8MH/+fIn3Sxk5IUSuMFL8k+bqqqWlpUhISICnpyen3NPTExcuVH+ZhXdVVlbi5cuX0NOr/hpJ4lAgJ4TIFQVG8kWaq6vm5uaioqICxsbGnHJjY2NkZmaK3eZ9v/zyC4qKijBkyBCpjolmrRBC5IsUg9/VXV31g82/9yspK+ElqqOiorBgwQIcOnQIRkZGkncSFMgJIXJGmumH1V9dVZSBgQEUFRVFsu/s7GyRLP190dHR8Pf3x549e9C7d+8P1hWHhlYIIXKlrqYfqqiowNnZGbGxsZzy2NhYuLm5VbtdVFQU/Pz8sGvXLnh5edXkkCgjJ4TIl7o8HSgoKAjDhw+Hi4sLXF1dsXHjRqSlpWH8+PEA3g7VPH36FDt27ADwNoiPGDECa9asQadOnYTZvJqaGrS1tSXeLwVyQoh8qcNI7uPjg7y8PCxatAgZGRmwt7dHTEwMLCwsAAAZGRmcOeW//fYbysvLMWnSJEyaNElYPnLkSERGRkq8X5pHTniN5pHLl9qYR34v47XEdVuZNvp4pc8AZeSEELlCl7ElhBCek8E4ToGcECJfJJnTzTcUyAkhckUG4zgFckKIfJHBOE6BnBAiZ2QwklMgJ4TIFVm8QxAFckKIXKExckII4TkZjOMUyAkhckYGIzkFckKIXKExckII4TkF2YvjFMgJIfKFfuwkhBDek71IToGcECJXKCMnhBCek8E4ToGcECJfKCMnhBCeo+mHhBDCd7IXxymQE0LkiwzGcQrkhBD5oiCDg+QUyAkh8kX24jgFckKIfJHBOE6BnBAiX2RwZIUCOSFEvtD0Q0II4TlZzMgVGroDhBBCPg1l5IQQuSKLGTkFckKIXKExckII4TnKyAkhhOcokBNCCM/R0AohhPAcZeSEEMJzMhjHKZATQuSMDEZyCuSEELkii2PkDMuybEN3ghBC6ktxueR1VXmS6tIp+jKipKQECxYsQElJSUN3hdQDer1rTlVJ8oUvKCOXEYWFhdDW1saLFy+gpaXV0N0hdYxeb/IuysgJIYTnKJATQgjPUSAnhBCeo0AuIwQCAUJDQyEQCBq6K6Qe0OtN3kU/dhJCCM9RRk4IITxHgZwQQniOAjkhhPAcBXJCCOE5CuQyIjw8HFZWVlBVVYWzszPOnTvX0F0ideDs2bMYMGAAzMzMwDAMDh482NBdIp8BCuQyIDo6GoGBgQgJCUFiYiK6dOmCvn37Ii0traG7RmpZUVERHB0dsW7duobuCvmM0PRDGdCxY0e0a9cOERERwjJbW1t4e3sjLCysAXtG6hLDMDhw4AC8vb0buiukgVFGznOlpaVISEiAp6cnp9zT0xMXLlxooF4RQuoTBXKey83NRUVFBYyNjTnlxsbGyMzMbKBeEULqEwVyGcG8d0dZlmVFygghsokCOc8ZGBhAUVFRJPvOzs4WydIJIbKJAjnPqaiowNnZGbGxsZzy2NhYuLm5NVCvCCH1iUc3MyLVCQoKwvDhw+Hi4gJXV1ds3LgRaWlpGD9+fEN3jdSyV69e4eHDh8LHKSkpuH79OvT09NC0adMG7BlpSDT9UEaEh4djxYoVyMjIgL29PVatWoWuXbs2dLdILTtz5gx69OghUj5y5EhERkbWf4fIZ4ECOSGE8ByNkRNCCM9RICeEEJ6jQE4IITxHgZwQQniOAjkhhPAcBXJCCOE5CuSEEMJzFMgJIYTnKJATXliwYAHatm0rfOzn5/fJN1SojTYI+RxQICefxM/PDwzDgGEYKCsro1mzZpg+fTqKiorqdL9r1qyR+JT01NRUMAyD69ev17gNQj5ndNEs8sm++OILbNu2DWVlZTh37hzGjBmDoqIizq3nAKCsrAzKysq1sk9tbe3Pog1CPgeUkZNPJhAIYGJiAnNzc/j6+uLbb7/FwYMHhcMhW7duRbNmzSAQCMCyLF68eIHvv/8eRkZG0NLSQs+ePXHjxg1Om8uWLYOxsTE0NTXh7++P4uJizvr3h0UqKyuxfPlyNG/eHAKBAE2bNsXSpUsBAFZWVgAAJycnMAyD7t27i22jpKQEAQEBMDIygqqqKjp37oyrV68K1585cwYMw+DUqVNwcXFBo0aN4Obmhvv379fis0mI9CiQk1qnpqaGsrIyAMDDhw+xe/du7Nu3Tzi04eXlhczMTMTExCAhIQHt2rVDr169kJ+fDwDYvXs3QkNDsXTpUsTHx8PU1BTh4eEf3GdwcDCWL1+OefPm4c6dO9i1a5fwxhpXrlwBAPz999/IyMjA/v37xbYxc+ZM7Nu3D9u3b8e1a9fQvHlz9OnTR9ivKiEhIfjll18QHx8PJSUljB49usbPFSG1giXkE4wcOZIdOHCg8PHly5dZfX19dsiQIWxoaCirrKzMZmdnC9efOnWK1dLSYouLizntWFtbs7/99hvLsizr6urKjh8/nrO+Y8eOrKOjo9j9FhYWsgKBgN20aZPYPqakpLAA2MTExGr7/urVK1ZZWZnduXOncH1paSlrZmbGrlixgmVZlo2Li2MBsH///bewztGjR1kA7Js3b6p/kgipY5SRk0925MgRaGhoQFVVFa6urujatSvWrl0LALCwsIChoaGwbkJCAl69egV9fX1oaGgIl5SUFCQnJwMA7t69C1dXV84+3n/8rrt376KkpAS9evWq8TEkJyejrKwM7u7uwjJlZWV06NABd+/e5dR1cHAQ/t/U1BTA21vrEdJQ6MdO8sl69OiBiIgIKCsrw8zMjPODprq6OqduZWUlTE1NcebMGZF2dHR0arR/NTW1Gm33Lvb/L8svyU2s3z2+qnWVlZWf3AdCaooycvLJ1NXV0bx5c1hYWHx0Vkq7du2QmZkJJSUlNG/enLMYGBgAAGxtbXHp0iXOdu8/fleLFi2gpqaGU6dOiV2voqICAKioqKi2jebNm0NFRQXnz58XlpWVlSE+Ph62trYfPCZCGhpl5KRe9e7dG66urvD29sby5cvRsmVLPHv2DDExMfD29oaLiwumTJmCkSNHwsXFBZ07d8bOnTuRlJSEZs2aiW1TVVUVs2bNwsyZM6GiogJ3d3fk5OQgKSkJ/v7+MDIygpqaGo4fP44mTZpAVVVVZOqhuro6JkyYgBkzZgjvf7lixQq8fv0a/v7+9fHUEFJjFMhJvWIYBjExMQgJCcHo0aORk5MDExMTdO3aVTjLxMfHB8nJyZg1axaKi4sxaNAgTJgwASdOnKi23Xnz5kFJSQnz58/Hs2fPYGpqKrz5tJKSEn799VcsWrQI8+fPR5cuXcQO7SxbtgyVlZUYPnw4Xr58CRcXF5w4cQK6urp18lwQUlvonp2EEMJzNEZOCCE8R4GcEEJ4jgI5IYTwHAVyQgjhOQrkhBDCcxTICSGE5yiQE0IIz1EgJ4QQnqNATgghPEeBnBBCeI4COSGE8Nz/AWYEqiGGgG+uAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'logistic-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9740\n", + "F2-score: 0.7418\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'logistic-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ridge classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = RidgeClassifier(solver='svd', alpha=5, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9870\n", + "F2-score: 0.7988\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'ridge-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9740\n", + "F2-score: 0.7418\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'ridge-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Passive Aggressive Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = PassiveAggressiveClassifier(\n", + " C=0.1, early_stopping=True, tol=5e-4, n_iter_no_change=10, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9830\n", + "F2-score: 0.7396\n", + "Recall: 0.7353\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'passive_aggressive-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9520\n", + "F2-score: 0.6618\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'passive_aggressive-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Perceptron" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = Perceptron(\n", + " eta0=0.1, early_stopping=True, tol=5e-4, n_iter_no_change=10, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9780\n", + "F2-score: 0.4605\n", + "Recall: 0.4118\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'perceptron-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9550\n", + "F2-score: 0.6345\n", + "Recall: 0.7353\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'perceptron-reduced_features')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Predictive Maintenance of Equipment/Model/02_support_vector_machine.ipynb b/Predictive Maintenance of Equipment/Model/02_support_vector_machine.ipynb new file mode 100644 index 000000000..96440f7ea --- /dev/null +++ b/Predictive Maintenance of Equipment/Model/02_support_vector_machine.ipynb @@ -0,0 +1,461 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "70e6bfda-8eed-4919-8031-f2e0db18fcc0", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "1c4ccc27-258a-46c5-b6da-21aaf8afb1d1", + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "gc.enable()\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(category=FutureWarning, action='ignore')\n", + "\n", + "import joblib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import (\n", + " TunedThresholdClassifierCV,\n", + " StratifiedKFold\n", + ")\n", + "from sklearn.svm import LinearSVC, SVC\n", + "from sklearn.metrics import (\n", + " make_scorer, \n", + " fbeta_score, \n", + " recall_score,\n", + " accuracy_score,\n", + " confusion_matrix\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2c167890-9542-4981-90c1-935d16fb474b", + "metadata": {}, + "outputs": [], + "source": [ + "DATA_DIR = '../Dataset/processed'\n", + "\n", + "train = pd.read_csv(f'{DATA_DIR}/train.csv')\n", + "test = pd.read_csv(f'{DATA_DIR}/test.csv')" + ] + }, + { + "cell_type": "markdown", + "id": "487b7f44-9df6-4396-8f8d-e0324da03b17", + "metadata": {}, + "source": [ + "# Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "66fdf413-00cd-45e2-809d-1b88ec8a9668", + "metadata": {}, + "outputs": [], + "source": [ + "TARGET = 'Machine failure'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "61e07215-6600-45ea-93f6-8df837d7ee0a", + "metadata": {}, + "outputs": [], + "source": [ + "features = [f for f in train.columns if f != TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "41f857e6-a7fa-4bb3-bbc3-3f1ce053c41a", + "metadata": {}, + "outputs": [], + "source": [ + "reduced_features = [f for f in features if f not in \n", + " ('Type', 'air_temp_celsius', 'process_temp_celsius', 'power')]" + ] + }, + { + "cell_type": "markdown", + "id": "9874cc7e-c0cd-4edc-84e0-649cdf1cb9a3", + "metadata": {}, + "source": [ + "# Modeling framework" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dd68aa64-a6ac-4ecd-a7eb-1eec153ee5cc", + "metadata": {}, + "outputs": [], + "source": [ + "def fit_model(classifier, feature_set):\n", + " fbeta = make_scorer(fbeta_score, beta=2)\n", + " skf = StratifiedKFold(n_splits=9, shuffle=True, random_state=0)\n", + "\n", + " scaler = StandardScaler()\n", + " model_pipeline = make_pipeline(scaler, classifier)\n", + "\n", + " tuned_model = TunedThresholdClassifierCV(\n", + " estimator=model_pipeline,\n", + " scoring=fbeta,\n", + " response_method='auto',\n", + " thresholds=100,\n", + " cv=skf,\n", + " refit=True,\n", + " n_jobs=-1,\n", + " random_state=0\n", + " ).fit(train[feature_set], train[TARGET])\n", + "\n", + " return tuned_model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "86cfd6ae-1d08-4304-b190-d3d8f9856815", + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_model(model, feature_set):\n", + " predictions = model.predict(test[feature_set])\n", + " \n", + " accuracy = accuracy_score(test[TARGET], predictions)\n", + " recall = recall_score(test[TARGET], predictions)\n", + " f2 = fbeta_score(test[TARGET], predictions, beta=2)\n", + " print(f'Accuracy: {accuracy:.4f}\\nF2-score: {f2:.4f}\\nRecall: {recall:.4f}\\n')\n", + " \n", + " fig, ax = plt.subplots(figsize=(4, 3))\n", + " ax.set_title('Normalized Confusion Matrix')\n", + " sns.heatmap(\n", + " data=confusion_matrix(test[TARGET], predictions, normalize='true'),\n", + " annot=True, fmt='.4f', linewidths=0.1, cmap=plt.cm.Blues\n", + " )\n", + " plt.xlabel('Prediction')\n", + " plt.ylabel('True label')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "df9efd03-e0d2-41e8-800c-69c3d1bc5122", + "metadata": {}, + "outputs": [], + "source": [ + "def save_model(model, model_config, notebook='02'):\n", + " MODEL_DIR = 'saved_models'\n", + " save_path = f'{MODEL_DIR}/{notebook}_{model_config}.joblib'\n", + " joblib.dump(model, save_path)" + ] + }, + { + "cell_type": "markdown", + "id": "d42529dc-b71d-4fa5-8545-7ffec2ba9891", + "metadata": {}, + "source": [ + "# LinearSVC" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4ff9ae40-c395-4eef-ae58-96efc9b806a4", + "metadata": {}, + "outputs": [], + "source": [ + "classifier = LinearSVC(C=0.01, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "73979117-9b13-4f77-b864-a429ea5ac64a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9780\n", + "F2-score: 0.7584\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'linearsvc-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3ff5dd08-2497-4ae0-bafa-2c635dd02a17", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9660\n", + "F2-score: 0.7105\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'linearsvc-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "id": "52dc24e4-b177-489b-baa9-fa10ca3d4b6d", + "metadata": {}, + "source": [ + "# SVC" + ] + }, + { + "cell_type": "markdown", + "id": "e92283ba-57ee-4d46-a566-e40b798ae2f3", + "metadata": {}, + "source": [ + "### kernel: rbf" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "5fd202ef-86b7-4bca-841a-4e09b0af4dee", + "metadata": {}, + "outputs": [], + "source": [ + "classifier = SVC(C=1, kernel='rbf', gamma='scale', tol=2e-4, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "267e58d3-314b-4e32-bcd7-612ce4182dae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9900\n", + "F2-score: 0.8133\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'rbfsvc-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f11ebd8b-e15c-48d6-b4ea-ed11dfe441c9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9870\n", + "F2-score: 0.7988\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'rbfsvc-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "id": "bfe19dd1-c864-4c43-b7fa-a06039cadf06", + "metadata": {}, + "source": [ + "### kernel: poly" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "585cc667-eea5-4bde-a0f8-624f2347ac3f", + "metadata": {}, + "outputs": [], + "source": [ + "classifier = SVC(C=1, kernel='poly', degree=3, gamma='scale', tol=2e-4, random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8d634f42-b156-4175-8433-5f33680a97e7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9910\n", + "F2-score: 0.8182\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'polysvc-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8648b4fb-72bb-4ff0-ad39-82ebaabdaf38", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9870\n", + "F2-score: 0.7988\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'polysvc-reduced_features')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.1.undefined" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Predictive Maintenance of Equipment/Model/03_tree_models.ipynb b/Predictive Maintenance of Equipment/Model/03_tree_models.ipynb new file mode 100644 index 000000000..8a44503aa --- /dev/null +++ b/Predictive Maintenance of Equipment/Model/03_tree_models.ipynb @@ -0,0 +1,476 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "gc.enable()\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(category=FutureWarning, action='ignore')\n", + "\n", + "import joblib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import (\n", + " TunedThresholdClassifierCV,\n", + " StratifiedKFold\n", + ")\n", + "from sklearn.tree import (\n", + " DecisionTreeClassifier, \n", + " ExtraTreeClassifier,\n", + " plot_tree\n", + ")\n", + "from sklearn.metrics import (\n", + " make_scorer, \n", + " fbeta_score, \n", + " recall_score,\n", + " accuracy_score,\n", + " confusion_matrix\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_DIR = '../Dataset/processed'\n", + "\n", + "train = pd.read_csv(f'{DATA_DIR}/train.csv')\n", + "test = pd.read_csv(f'{DATA_DIR}/test.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "TARGET = 'Machine failure'" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "features = [f for f in train.columns if f != TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "reduced_features = [f for f in features if f not in \n", + " ('Type', 'air_temp_celsius', 'process_temp_celsius', 'power')]" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "class_ratio = train[TARGET].value_counts()[0] / train[TARGET].value_counts()[1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Modeling framework" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_model(classifier, feature_set):\n", + " fbeta = make_scorer(fbeta_score, beta=2)\n", + " skf = StratifiedKFold(n_splits=9, shuffle=True, random_state=0)\n", + " # no scaling needed for tree-based models\n", + " model_pipeline = make_pipeline(classifier)\n", + "\n", + " tuned_model = TunedThresholdClassifierCV(\n", + " estimator=model_pipeline,\n", + " scoring=fbeta,\n", + " response_method='auto',\n", + " thresholds=100,\n", + " cv=skf,\n", + " refit=True,\n", + " n_jobs=-1,\n", + " random_state=0\n", + " ).fit(train[feature_set], train[TARGET])\n", + "\n", + " return tuned_model" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_model(model, feature_set):\n", + " predictions = model.predict(test[feature_set])\n", + " \n", + " accuracy = accuracy_score(test[TARGET], predictions)\n", + " recall = recall_score(test[TARGET], predictions)\n", + " f2 = fbeta_score(test[TARGET], predictions, beta=2)\n", + " print(f'Accuracy: {accuracy:.4f}\\nF2-score: {f2:.4f}\\nRecall: {recall:.4f}\\n')\n", + " \n", + " fig, ax = plt.subplots(figsize=(4, 3))\n", + " ax.set_title('Normalized Confusion Matrix')\n", + " sns.heatmap(\n", + " data=confusion_matrix(test[TARGET], predictions, normalize='true'),\n", + " annot=True, fmt='.4f', linewidths=0.1, cmap=plt.cm.Blues\n", + " )\n", + " plt.xlabel('Prediction')\n", + " plt.ylabel('True label')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "def save_model(model, model_config, notebook='03'):\n", + " MODEL_DIR = 'saved_models'\n", + " save_path = f'{MODEL_DIR}/{notebook}_{model_config}.joblib'\n", + " joblib.dump(model, save_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = DecisionTreeClassifier(max_depth=4, random_state=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**All features**" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9900\n", + "F2-score: 0.8333\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'decisiontree-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3LjY2NhYtsuTk5MTw4cOpWLEihQoVInfu3HTq1AmAv//+G6PRaG7br18/YmJiKFy4MB9//DFTp07Fzs4OgFatWpE/f35KlCiBu7s7+fLlo0ePHgBMnTqVEiVKYDQa+eijj+jTpw/Vq1d/49cqIpKaGUzPmgwiIiIiadr+/fspVaoU+/btw9PT09LhvJLbt2+TPXt2AObMmcOsWbPYuXOnhaOSl5We/m2KiGVpjq2IiIikGZMmTWLZsmXExcVhZ2fHjz/+aOmQREQkFVBiKyIiImnG4MGDGTx4sKXDEBGRVEZzbEVEROSt5O3tzfr16y12/r/++ouPPvoId3d3SpQowZIlS8zbEhIS6NmzJ4UKFaJw4cJMmzYt0b4jRoygUKFCFCpUiKFDhybaNmvWLIoUKUKhQoXo2rXrc1WDFhFJ65TYioiIiFiAr68vbdu25eDBg2zevJl+/fqZKyAvWLCA8PBwTpw4wZ49exgzZgzHjh0DYPv27SxevJhDhw4RHh7Or7/+ysaNG4GH1ZaHDh3Kzp07iYiI4NKlS8yaNcti1ygi8qYosRURERGLiYmJoWXLlri4uODu7k6tWrUAuHTpEtWqVaNUqVKUKFGCXr168aje5bBhw2jdujX169encOHCtGjRggMHDlC9enWcnJzw9/c3H9/b25vevXvj7e1NkSJF6NevH8nVzbx9+zZdunShbNmyuLm54efnR2xsLPCwd9TZ2Rmj0YjRaOTMmTMpcu0HDx40r2ObJ08e3N3dzb22S5Yswc/PDysrK+zs7GjRogU///yzeZuvry9Zs2bF1taWTz/9lMWLFwOwfPlymjRpQp48eTAYDPj5+Zm3iYikZ0psRURExGI2bNhAVFQU4eHhHDx40Jy8vfPOO6xbt459+/Zx6NAhTp06xYoVK8z7hYaGsnDhQo4fP87x48cZMGAAv/76K4cPH2bBggWcOHHC3DY8PJxNmzZx8OBBtmzZwrJly5LE0bdvX6pUqcKePXs4ePAgcXFxTJkyhaioKMaOHcv+/fsJCwsjODiYPHnyJNk/KCjInPj+++dJc4LLlCnDggULADh58iTBwcFERkYCcPbsWQoUKGBu6+joyNmzZ19pm4hIeqbiUSIiImIx7u7uHDt2jO7du1O1alVzD2ZCQgJffPEFO3fuxGQyceXKFYxGIz4+PgB8/PHH5MyZEwA3Nzfc3d2xtbXF1taWYsWKcerUKYoWLQpAhw4dsLGxwcbGhnbt2hEUFESLFi0SxbF69WpCQkIYN24c8LAnOWPGjOTIkYMiRYrQrl07atWqRb169bC3t09yHTVr1iQsLOyFrn3u3LkEBARgNBpxcnKiZs2a2NjYmLcbDAbz43/3Mr/sNhGR9EqJrYiIiFiMk5MT4eHhbN68maCgIPr3709YWBhTp07l+vXr/PHHH2TKlAl/f3/u3btn3i9Tpkzmx1ZWVkmeP61g0uOJ3yMmk4nVq1fj5OSUZFtISAjBwcFs3bqV8uXLs3jxYipXrpyoTVBQEAEBAcmer169enzzzTdJXi9QoECi3uPatWubh2I7ODgQGRlJmTJlADhz5gwODg6Jtj3yvNtERNIzDUUWERERizl//jwGg4GGDRsyduxYTCYT586dIyoqirx585IpUyYuX76c7PDh5zV//nzi4uKIiYlh0aJF1KxZM0mbhg0bMnr0aHNCHBUVRUREBLdv3+by5ctUrlyZoUOHUqlSJQ4cOJBk/0c9tsn9JJfUAly+fNnco7px40bCw8Np06YNAM2bN2fGjBnEx8dz48YNlixZQsuWLc3b5s2bx927d7l//z6zZ8+mVatWADRr1oxVq1aZjz19+nTzNhGR9Ew9tiIiImIxhw8fZsCAAZhMJhISEmjfvj1ubm706tWL5s2bYzQa+eCDD5JNRp+Xp6cnNWvW5MKFCzRu3Ng8nPlxEyZM4IsvvsBoNJIhQwZsbGz49ttvyZQpEz4+Pty9exeDwUCRIkXo0KHDq1yy2bp16xg9ejTW1tbky5ePX375hcyZMwPQvn179u7dax5O3a9fP5ydnYGHBbFatGhByZIlAWjVqhW1a9cGHvaADx8+nIoVK5KQkED16tXp1KlTisQrIpKaGUyafCEiIpKu7d+/n1KlSrFv3z48PT0tHc4b5e3tTUBAAPXr17d0KJKMt/nfpoikLA1FFhERERERkTRNQ5FFREQk3dq6daulQxARkTdAPbYiIiIiIiKSpimxFRERERERkTRNia2IiIikCr6+vkyZMsWiMWzdupUsWbJgNBq5cuUKAKGhoVSoUAEPDw+cnZ0ZM2ZMon2mTZuGs7Mzrq6uuLm5mdfbvXz5Mk2bNsXNzY3ixYszYcIE8z5z587lnXfewWg0YjQaqVat2nPFt3v3bvM+JUqUoFu3bty/f9+8ff369RQvXpzChQvTrFkz7ty5Y95mMBhwc3Mz779jxw7ztmrVqmFnZ2fx919E5GVpjq2IiIjIY1xcXAgNDTU/79KlC8OHD6dhw4bcuHGD4sWLU79+fVxcXFizZg0LFy4kJCSEnDlzcuXKFWxsbADw9/enZMmSrFy5kjt37uDl5UXFihUpU6YM8HDt2+XLl79QbO7u7uzduxcbGxsSEhLw8fFhxowZ9OrVizt37tCpUye2bdtG8eLF6dGjB9988w2jRo0y7x8cHEy2bNmSHHfLli34+vq+xLslIpI6qMdWREREUtSIESPo2bOn+fmdO3ews7Pj2rVrHD58mMqVK+Pp6YmLi0uipOtxw4YNIyAgwPx8ypQpiRKvsWPHUrZsWTw9Palbty7nzp17bdcDcPPmTQDu3r1LxowZsbOzAyAwMJDhw4eTM2dOAHLnzo2VlRUABw8epF69egBky5aNqlWrMn/+/FeKI0uWLObE+cGDB8TExJAhw8PbuV9//ZXSpUtTvHhxALp3787ixYtf6XwiImmFElsRERFJUb6+vixZsoQHDx4AsGzZMqpVq0auXLlwdHQkKCiI/fv3s2/fPpYuXZqod/R5LFq0iBMnTrB79272799P69at6dGjR7JtfXx8zENv//3zvMnwnDlzGDp0KA4ODhQtWpRRo0aRN29eAMLDwwkNDaVixYqULl2aSZMmmfcrU6YMixYtIiEhgStXrrBx40YiIyPN27dt24bRaKRixYov1HMbGRmJ0WgkV65c5MiRg65duwJw9uxZChQoYG7n6OjIhQsXSEhIML/m7e2Nu7s7/v7+3L1797nPKSKS2mkosoiIiKQoe3t7PDw8WLt2LT4+PsyZM4f+/fsDEBMTQ/fu3QkLCyNDhgycO3eOsLAwSpcu/dzHX716NaGhoZQqVQqA+Ph4cy/pv73oUN/kBAYGEhgYSIsWLTh16hTe3t6ULVuWYsWKERcXx8mTJ9m+fTu3bt2iatWqFC5cmLp16zJu3DgCAgLw9PQkb968VK9enatXrwJQv359WrRoQZYsWTh69Ci1atXC3t6e8uXLPzMeR0dHwsLCuHPnDu3atWPlypW0atUKeDiP9knOnDmDg4MDd+/exc/Pj379+jFt2rRXfn9ERFID9diKiIhIiuvYsSNz584lIiKCiIgI6tSpA8CgQYPIkycPBw4c4ODBg3h7e5uLLT3O2tqa+Ph48/PH25hMJoYMGUJYWBhhYWEcPnyYsLCwZON41R7ba9eusWrVKlq0aAGAk5MT5cqVIzg4GAAHBwdat26NlZUVdnZ21KlThz179gBgZ2fH7NmzCQsLY8OGDcDD+bsAuXLlIkuWLAA4OztTt25ddu3a9cx4HpctWzZatWrFwoULzbE83iMcGRnJBx98YB6q7ODgAEDWrFnp3r17ouJRIiJpnRJbERERSXFNmjRhz549jB49mvbt25t7VKOiorC3t8fa2prjx4+zadOmZPcvVKgQoaGhJCQkEB0dzYoVK8zbGjZsyLRp07hx4wYAsbGxHDhwINnjLF++3JwA//vnww8/fOZ1vPvuu2TKlIlt27YBDxPdkJAQXF1dAWjTpo05ab137x7btm3D3d0dgOvXrxMbGwvA/v37Wb16Nd27dwfgwoUL5nNcvnyZzZs34+HhYd72aJ7sv508edJ8zAcPHrBy5Urc3NwAqF27Nnv37uXYsWPAw2rNj3pyo6KiiI6OBiAhIYElS5aYzycikh5oKLKIiIikOFtbW5o3b860adM4evSo+fUhQ4bQvn17Fi5ciKOjI9WrV092/2bNmrF8+XJcXFxwdHTEaDQSExMDQPv27bl+/Tre3t4YDAbi4uLo1KnTa0nUrKysWLp0Kf7+/sTFxREbG0tAQIC5snGfPn3o1q0bLi4uGAwGmjdvTpMmTQDYs2cPPXv2xMbGhuzZs7N06VLy5csHwNSpU1mzZo25unGfPn3M78Xff/+NtXXyt2hbt27lu+++w8rKiri4OKpXr87QoUMByJ49OzNnzqRx48bExcVRsmRJ5s2bB8CxY8fo1q2b+f3y9PRk4sSJKf5+iYhYisFkMpksHYSIiIi8Pvv376dUqVLs27cPT09PS4eTqm3dupWAgIAXLmiVksaPH0/u3Llp167dGz2vr68vpUuXfmIhrtdB/zZFJKWox1ZERETk/2TMmJHLly9jNBr57bffyJ079xuPwd/f/42fs1q1akRGRlK1atU3fm4RkZSgxFZERETk/3h5eb32NXFToy1btlg6BBGRV6LiUSIiIiIiIpKmKbEVERERERGRNE2JrYiIiIiIiKRpmmMrIiLylnh82R2R1ED/JkUkpSixFRERSedy5cpFlixZ3vjyMSLPI0uWLOTKlcvSYYhIGqd1bEVERN4CZ8+e5dq1a5YO47U5c+YMHTp0wNnZmcmTJ2NtnXa/u//jjz/o0aMHzZs3p3///pYO57XLlSsXDg4Olg5DRNI4JbYiIiKSpkVFRVG+fHkMBgMhISG88847lg7plU2fPp3//Oc/TJs2jf/85z+WDkdEJNVLu19nioiIyFsvNjYWHx8frl27xh9//JEukloAPz8/jh49Ss+ePSlSpAg1a9a0dEgiIqmaemxFREQkTTKZTPznP/9h1qxZbNq0CW9vb0uHlKLi4uKoX78+f/zxByEhIRQrVszSIYmIpFpKbEVERCRNmjRpEp9//jk//vgjnTt3tnQ4r8WtW7fw8vLiwYMHhISE8N5771k6JBGRVEmJrYiIiKQ5v/76K/Xr16d3796MGzfO0uG8VqdOnaJs2bKULFmSjRs3kjFjRkuHJCKS6iixFRERkTTlzz//pEKFClSpUoU1a9ZgZWVl6ZBeux07dlCjRg18fX2ZMWMGBoPB0iGJiKQqSmxFREQkzbh69SrlypUja9as7Nq1ixw5clg6pDdm7ty5dOzYkfHjx9OnTx9LhyMikqqoKrKIiIg8kdFoBODBgwecOHECV1dXAIoVK8aSJUveaCz379+nadOm3Llzh82bN79VSS2Ar68vR48epW/fvhQtWpR69eq98DEcHR3JlCkTmTJlAqB8+fJMnz79qe3Xr19v/r2LiKRWSmxFRETkicLCwgCIjIykdOnS5uePi4uLw9r69d5SmEwmunXrxp49e9iyZQuOjo6v9Xyp1ahRozh+/DitWrVi9+7dL5VwLl++XImqiKQ7GSwdgIiIiKQ9jo6OfPPNN1SrVo0OHTqwdetWSpcubd5+5MiRRMnnxo0bqVSpEqVKlaJcuXJs3779hc4XGBjIvHnzmDVrFl5eXil1GWlOhgwZWLBgAYUKFaJ+/fpcuXLllY+5aNEiypUrh4eHB0ajkV9++SXZdiNGjMDZ2Rmj0YjRaOTMmTMA7N27l+rVq1O6dGk8PT1ZsWLFK8ckIvKi1GMrIiIiL+Xs2bNs3rwZg8HA1q1bn9ju1KlTDB8+nA0bNpAjRw4iIiKoWrUqkZGR2NjYPPM8q1evZsCAAQwaNIh27dql4BWkTdmyZWPt2rWULVuWJk2a8Pvvv5uHFj8PHx8fc/uvvvqKjz/+mNatW2MwGIiMjMTLy4szZ84k+t1ERUUxduxYLl68SObMmYmOjiZDhgzcvHmTbt268b///Y98+fJx7do1SpUqRcWKFcmbN2+KX7uIyJMosRUREZGX0rFjx+eqzrthwwYiIiKoUqVKotfPnTuHk5PTU/cNCwujbdu2NG3alK+//vqV4k1PHBwcWLNmDVWrVqVr167MmzfvuSsl/3socmhoKG3btuX8+fNYW1tz7do1zpw5Q+HChc1tcuTIQZEiRWjXrh21atWiXr162Nvbs3nzZk6dOkWdOnXMbU0mE8ePH1diKyJvlBJbEREReSnZsmUzP7a2tiY+Pt78/N69e+bHJpOJ2rVr89NPP73Q8S9evEiDBg0oXrw48+bNI0MGzaB6XLly5ZgzZw5t2rTB2dmZgQMHvtRxWrVqxdixY2ncuDEAdnZ2iX5/AFZWVoSEhBAcHMzWrVspX748ixcvxmQy4ebm9sJDy0VEUpo+IUREROSVFSxYkNOnT3P9+nUA5s+fb95Wq1YtNmzYwJEjR8yv7dmz56nHi4mJoXHjxsTHx7N27VqyZs36egJP41q3bs2XX37JoEGDWLly5UsdIyoqyjwfesGCBURFRSVpc/v2bS5fvkzlypUZOnQolSpV4sCBA3h5efHXX3+xefNmc9uwsDAePHjwUrGIiLws9diKiIjIK/vggw8ICAigdOnSODo6Jhp2XKRIERYsWEDnzp2JiYnhwYMHeHp6snDhwmSPZTKZ+PTTTzl8+DDbt2/ngw8+eFOXkSZ99dVXHDt2jPbt2+Po6Iinp+cL7T9x4kSaNGnCBx98QIUKFXBwcEjS5tatW/j4+HD37l0MBgNFihShQ4cO5MyZk3Xr1tGvXz/69OlDbGwsDg4OrF69OoWuTkTk+RhMJpPJ0kGIiIiIPDJ8+HCGDRvGsmXL8PHxsXQ4aUJMTAxVq1bl77//Zs+ePeTPn9/SIYmIvFEaiiwiIiKpxpIlSxg2bBhff/21ktoXkDlzZtasWQNAo0aNiI6OtnBEIiJvlnpsRUREJFXYs2cPVatWpWnTpixYsOC5q/zK/3fgwAEqVapEvXr1+Pnnn1VwS0TeGkpsRURExOLOnTtH2bJlcXR0ZMuWLS+0LqsktmrVKpo2bcqXX37J8OHDLR2OiMgbocRWRERELOrOnTtUrlyZGzdusGfPHvLkyWPpkNK8UaNGMWjQIBYtWkTr1q0tHY6IyGunqsgiIiJiMQkJCbRv356//vqL4OBgJbUpZMCAARw7doyOHTtSsGBBypcvb+mQREReK/XYioiIiMUMHDiQb7/9ljVr1tCgQQNLh5Ou3L9/nxo1ahAREcGePXuSXcZHRCS9UGIrIiIiFjFv3jx8fX0JDAwkICDA0uGkS1evXqVs2bLkyJGDXbt2kS1bNkuHJCLyWiixFRERkTdu586dVK9enfbt2zNz5kxVQH6Njhw5gpeXF9WqVWPlypVYWVlZOiQRkRSnGvAiIiLy2sXExNCnTx9u3brF6dOnadKkCRUqVOD7779XUvuaubq68vPPP7N+/XoGDhxo6XBERF4LJbYiIiLy2m3dupUJEyZw6tQpGjRoQI4cOVixYgUZM2a0dGhvhbp16zJu3DgCAwOZM2eOpcMREUlxqoosIiIir92OHTvInTs3gwYN4vz58+zevZtcuXJZOqy3yueff054eDjdunWjUKFCVKlSxdIhiYikGM2xFRERkdeucuXKXL58mZMnT/Lf//6X0NBQGjZsSMeOHS0d2lslNjaWjz/+mEOHDvHHH39QqFAhS4ckIpIilNiKiIjIa3Xv3j2yZ89OXFwcefLk4fLly3h4ePD9999Trlw5S4f31rlx4wbly5fH2tqa3bt3kzNnTkuHJCLyyjTHVkRERF6rDRs2EBcXh8FgoFKlSmzfvp19+/YpqbUQOzs71q1bx8WLF2nZsiVxcXGWDklE5JUpsRUREZHXqmLFirRr146//vqL5cuXU7lyZVVCtrBixYqxbNkygoKC8Pf3B6Br166sXLnSwpGJiLwcDUUWEREReUtNnz6d//znP0ybNo3ly5eTNWtW1q5da+mwRERemBJbERERkbfY559/ztSpU2nbti3r1q3j2rVrZMigQX0ikrYosRUREQHOnj3LtWvXLB2GvAG5cuXCwcHB0mFY3F9//UXp0qWpX78+p06d4vDhw9y9e5fDhw/j6upq6fBERF6I1rEVEZG33tmzZ3F2diY6OtrSocgbkCVLFo4ePfrWJ7eFChVi+PDhTJw4kcjISDJlygTAr7/+qsRWRNIc9diKiMhbb//+/ZQqVYoFCxbg7Oxs6XDkNTp69Cjt2rVj3759eHp6WjqcVCE+Pp61a9fy7bff8scff1CqVClCQ0MtHZaIyAtRj62IiMj/cXZ2VrIjbx0rKyuaNGlCkyZN2Lp1K7lz57Z0SCIiL0yJrYiIiIgA4O3tbekQREReihJbERERkTRABc4sRwXHRFI/JbYiIiIpIDIykt9++42uXbu+1P7Tp08nJiaGPn36pHBkL2f27Nl89913HD16lAkTJtCjRw/ztoSEBD7//HN++eUXDAYD/v7+dO/eHYC7d+/So0cPQkNDefDgAU2aNGHUqFEYDAYSEhLo378/GzZsIC4ujooVK/L999+TMWNGAMaOHcvcuXOxtrYmU6ZMTJ48mTJlyiSJbdiwYUybNo38+fMDUKJECRYuXPgG3hXLUYEzy1LBMZHUT4mtiIhICoiMjOSHH354YmIbFxeHtfWTP3b9/PxSNJ7Y2FhiYmLIkSPHS+1fqlQpli5dyqhRo5JsW7BgAeHh4Zw4cYJbt27h6elJ9erVKV68OCNHjgTg0KFDxMXFUb9+fZYvX07z5s2ZNWsWhw4dYv/+/djY2NC5c2cmTpxIv379OHjwIJMnT+bPP/8kW7ZsLFiwgM8++4w9e/YkG98nn3zC2LFjX+ra0qJr164RHR2tAmcW8Kjg2LVr15TYiqRiSmxFREReQExMDL6+vhw+fBgbGxvy5MnDb7/9hp+fH2fPnsVoNOLg4MDatWtxdHSkS5cuBAUFkT9/fsaNG0fr1q35559/uHfvHjVq1GDixIkYDAaGDRvGnTt3zL2Wixcvxs7OjiNHjmBra8vSpUtxcnJ6amwmk4kdO3awaNEifv31VxYsWEDlypVf6jrd3d0ByJAhQ5JtS5Yswc/PDysrK+zs7GjRogU///wzw4YN4+DBg3zyyScYDAZsbGyoVasW8+fPp3nz5hw8eJCaNWuae2jr1q3L8OHD6devH/AwGb979y7ZsmXj5s2b2Nvbv1Ts6ZkKnImIJE+JrYiIyAvYsGEDUVFRhIeHA3Djxg3g4VDigICAJMuknD17ls2bN2MwGLh37x7r1q0jW7ZsxMfH06hRI1asWIGPj0+S8/zxxx8cPHiQAgUKMGDAAL799ltmzJiRbEwHDhxg0aJFrFq1CldXV1q1asX48ePJkiULAEFBQQQEBCS7b7169fjmm29e6D04e/YsBQoUMD93dHQ0X3eZMmVYunQpjRs35v79+6xatYp//vnHvO2HH37gP//5D7a2tvz8889ERkYCDxNpf39/ChYsiJ2dHba2tmzfvv2JMSxevJhNmzbx3nvvMXToUKpVq/ZC1yAiIumLElsREZEX4O7uzrFjx+jevTtVq1albt26T23fsWNHDAYD8HBu6hdffMHOnTsxmUxcuXIFo9GYbGJbqVIlc/JYoUIFJk+enOzxP//8c6ZPn86XX37Jvn37yJkzZ5I2NWvWJCws7AWv9OkeXRM87Cl+5IsvvmDgwIGULVuWd999Fy8vL37//Xfg4fDhM2fOUKVKFbJmzUrNmjXZvHkzAGfOnGHt2rWcPHmSfPnyMWXKFNq2bcvWrVuTnNvPz4/BgwdjY2PDrl27aNKkCXv37k2UbIuIyNsl6fgiEREReSInJyfCw8OpXbs2u3btwtXVlaioqCe2z5Ytm/nx+PHjuX79On/88QeHDh2iTZs23Lt3L9n9MmXKZH5sZWVFXFxcsu369u3LV199xdKlS2nUqBEzZsxIUjk3KCgIo9GY7M/gwYNf5PIBcHBwMPe0wsOk9NHcw0yZMvHdd98RFhbGli1bsLOzw8XFBXiYDH/55ZccOHCAnTt3Urx4cfO2ZcuW4erqSr58+YCHXwhs376d+Pj4JOfPmzcvNjY2AFSsWBEPD48kPeUiIvJ2UWIrIiLyAs6fP4/BYKBhw4aMHTsWk8nEuXPnyJEjB7du3XrqvlFRUeTNm5dMmTJx+fJlli1b9srxODg4MGjQIA4ePMikSZM4ffo0FSpUoE6dOhw/fhz4/z22yf286DBkgObNmzNjxgzi4+O5ceMGS5YsoWXLlgD8888/5sq9p0+f5vvvv6dv374A3Lt3j5s3bwIPiyGNHj2a/v37Aw+/MNi5cyd37twBYN26dTg7O2NlZZXk/OfPnzc//uuvvwgLC6NkyZIvfB3ybEajkZiYmGe269y5Mzt27Eix886aNYsiRYpQqFAhunbt+sQvdqKjo2ndujWFCxemaNGirFy5MsViEJG0RUORRUREXsDhw4cZMGAAJpOJhIQE2rdvj5ubG3FxcRQrVgxXV1ecnJxYu3Ztkn179epF8+bNMRqNfPDBB9SsWTNFY3Nzc8PNzY1Ro0YRHBycbFL4vBYsWMCAAQOIiopizZo1jB49mnXr1uHh4UH79u3Zu3cvRYsWBaBfv37mSr2nTp2iRYsWWFtbY21tzXfffYfRaATg1q1bVK1aFSsrK+Lj4+nduzcNGjQAMA8nLl26NLa2tmTPnp0FCxaY4zEajfzyyy/kz5+fwYMHs2/fPqytrbGysmLq1KnmWCRlPe8Q9pkzZ6bYOU+fPs3QoUM5cOAAuXPnplGjRsyaNYtu3bolaTt27FhsbW2JiIgwf6lTrVo13n333RSLR0TSBoPp8YkxIiIib6H9+/dTqlQp9u3bp4qz6Vxa/V2/zrhXrFjB4MGDyZw5M82aNWPo0KHcvn2bbNmyYTAYzI8dHR3p2LEjGzdu5OLFi3Tq1IkhQ4YA4O3tTUBAAPXr13/leAIDA4mMjGTq1KkA/PLLL4wZMybZ+dYlSpRg7ty55vWOW7RoQd26dfH19X3lOB5Jq/9mRN426rEVEREReUtduXKFrl27EhISQpEiRZgwYcJT29+8eZPg4GCuXr1K4cKF6dixIx988MFT9/Hy8jIPT/+3ffv2JRlZkFzV7bNnzya7/4u0FZH0TYmtiIiIyFsqJCQET09PihQpAjws2tWnT58ntm/bti0A77//Pk5OTpw+ffqZiW1wcPALx/Wkqtuv2lZE0i8ltiIiIiJvKZPJlCgxfJbnrdb9uBftsX1a1e1/e9T2/fffN7d91hJcIpI+qSqyiIhIKpMeKtEeP36cLFmyEBAQYH7t3r17+Pr6UrJkSVxdXWnYsGGSpYnkzSpfvjz79u0jIiICgHnz5qX4OYKDg59YlTu5AmfNmjVj1apVXL58GZPJxPTp02nVqlWyx27evLl5Lu7p06fZtm0bDRs2TPFrEJHUT4mtiIhIKhMWFkbmzJmf2W7mzJlUrlw5Rc75qBLtzp07iYiI4NKlS8yaNSvZto9Xot24cSPdu3dPtJZvfHw83bp1o3Hjxon2mzFjBnfu3OHQoUMcOXKEPHnyMGbMmBSJX15Onjx5mD59OvXq1cPLy4u7d+9iY2NDlixZLBaTk5MTw4cPp2LFihQqVIjcuXPTqVMnAP7++29zlW14WJE7JiaGwoUL8/HHHzN16lTs7OwsFLmIWJISWxEREQtYsWIFxYsXx8PDgxEjRmAwGMxruD7+2NHRkeHDh+Pl5UXBggUZMWKE+Rje3t6sX78+ReJZvnw5TZo0IU+ePBgMBvz8/Fi8eHGybZcsWcJnn30GQMGCBalSpQpr1qwxbx89ejT169dPdgme6OhoYmNjiYuL486dO9jb26dI/PLyateuzfHjxwkODiZv3ryULVuWDBke3iKaTCayZcsGQGRkJK6urub9QkND8fb2BmDr1q0pUhH5kS5duhAREcGpU6eYOXMmNjY2AOTPnz/REkRZs2ZlyZIlREREcOLECXx8fFIsBhFJWzTHVkRE5A1Lz5VoDx06xMaNG9myZQtff/11ov26devG7t27yZ07N1ZWVpQrV44ePXo89Trk9Zs0aRLLli0jLi4OOzs7fvzxR0uHJCLywpTYioiIvGHptRJtbGwsXbp0Yc6cOcnOnQwKCsJgMHDp0iUyZMiAr68v//3vfxk2bNgLxyopZ/DgwQwePNjSYYiIvBIltiIiIm9Yeq1Ee/HiRU6ePGmuSnvz5k1MJhNRUVHMmjWL6dOn88knn5ivp23btowZM0aJrYiIvDLNsRUREXnD0mslWgcHB65du0ZkZCSRkZH07t2bLl26mItQOTk5sXHjRkwmEyaTifXr1yeasylpW0rO+X4ZJ0+epEaNGhiNRooXL07fvn1JSEhI1Ca5at0ikj4osRUREXnD3tZKtMOGDePWrVuUKFECV1dXrl27lmQersjLCggIoFGjRuYvcH777Tc2bNhg3v6kat0ikj5oKLKIiIgF1K5dm+bNmwMwZ86cJJVoH3l8eDA8rET7yNatW1M0pi5dutClS5ckrz+pEu2z/HuIsZ2dHcuXL3/VMOUpYmJi8PX15fDhw9jY2JAnTx5+++03Ll26ROvWrfnnn3+4d+8eNWrUYOLEiRgMBoYNG8bx48e5ffs2x44dw9PTk4EDB9K3b18iIyNp3Lgx48ePBx72yhqNRsLCwrhw4QKNGzdmzJgxSYbW3759G39/fw4ePMi9e/fw8vJi8uTJ2NjYMGLECBYuXIitrS0Aa9asSVSM7FXcunXL/D7ExsaSL18+87ZH1brv3LljrjouIumHElsRERELUCVaeR02bNhAVFQU4eHhANy4cQOAd955h3Xr1pEtWzbi4+Np1KgRK1asMC+PExoaSmhoKNmyZcPT05MBAwbw66+/EhcXR8GCBfHz8zMv3xQeHs6mTZuIjY2lSpUqLFu2jBYtWiSKo2/fvlSpUoUff/wRk8lEly5dmDJlCr6+vowdO5aLFy+SOXNmoqOjzV/oPC4oKOiJw4Xr1avHN998k+T1CRMm0KBBA77//nuioqIYOnQoHh4ewNOrdYtI+qDEVkRExAJUiVZeB3d3d44dO0b37t2pWrWquZBXQkICX3zxBTt37sRkMnHlyhWMRqM5sf3444/JmTMnAG5ubri7u2Nra4utrS3FihXj1KlT5sS2Q4cO2NjYYGNjQ7t27QgKCkqS2K5evZqQkBDGjRsHPOxBzZgxIzly5KBIkSK0a9eOWrVqUa9evWTXMq5Zs2aiUQLPY8aMGbRv355+/fpx5coVqlevTvny5alcufJTq3WLSPqgObYiIiJpXGou2nP58mWaNm2Km5sbxYsXT7Rm7969e/Hy8iJLlizmBOtxhw8fxtvbG2dnZ4oVK8bKlSvf1CWlWU5OToSHh1O7dm127dqFq6srUVFRjB8/nuvXr/PHH39w6NAh2rRpw71798z7/bvy9otU4k6uwrfJZGL16tXm+a7Hjx9n2rRpWFlZERISQu/evbly5Qrly5dnx44dSfYPCgrCaDQm+/OkL4QmTZpEhw4dAMidOzd16tRh27Ztiap1Ozo6MmHCBH788UfzHHIRSR+U2IqIiMgreVrRHn9/f0qWLMmhQ4cIDQ1l9uzZ7N27F4B8+fIxYcIEvvvuuyTHjI6OpnHjxowYMYKjR4/y559/Urly5Td6XWnR+fPnMRgMNGzYkLFjx2IymTh37hxRUVHkzZuXTJkycfnyZZYtW/bS55g/fz5xcXHExMSwaNEiatasmaRNw4YNGT16tDkhjoqKIiIigtu3b3P58mUqV67M0KFDqVSpEgcOHEiy/6Me2+R+khuGDA+T+l9//RWAu3fvsnnzZlxdXZ9ZrVtE0gcltiIiIikgJiaGli1b4uLigru7O7Vq1QLg0qVLVKtWjVKlSlGiRAl69eplLg41bNgwWrduTf369SlcuDAtWrTgwIEDVK9eHScnJ/z9/c3H9/b2pnfv3nh7e1OkSBH69euXqMjUI7dv36ZLly6ULVsWNzc3/Pz8iI2NBWDEiBE4Ozube77OnDmTYtf/pKI9Bw8epF69egBky5aNqlWrMn/+fADs7e0pW7asuYjQ4xYtWkSFChWoVKkSANbW1uZ1c+XJDh8+jJeXF25ubnh6etK+fXvc3Nzo1asXwcHBGI1GPv3002ST0efl6elJzZo1cXNzo2rVqsn2tk+YMAFra2uMRiNubm7UrFmTyMhIbt26RdOmTSlZsiRubm7Exsaae1lf1bx58/jhhx9wc3OjdOnS1KpVK9nYRCR90hxbERGRFKCiPckX7SlTpgyLFi2idOnSXLt2jY0bN1K8ePFnvp/h4eFkypSJ+vXrc/78edzc3Bg3bpyS22eoU6cOderUSfJ6gQIF2LNnT7L7/Lt69dy5cxM9/3f1bS8vL0aOHJnkOI+3y549O9OmTUv2fCEhIcm+/qo8PDzYtWvXM9v9+3pFJH1QYisiIpICVLQnadGe6tWrM27cOAICAvD09CRv3rxUr16dq1evPvOYsbGxbNy4kZCQEPLnz8+QIUP47LPPWLp06QvFJiIibwcltiIiIingUdGezZs3ExQURP/+/QkLC2Pq1Knmoj2ZMmXC39//jRTtcXJySrItJCSE4OBgtm7dSvny5Vm8eHGSeasv02M7adIkTp06BSQu2lO9enXs7OyYPXu2ua2fnx8uLi5PvKZHChQoQLVq1fjggw8AaNu2rfnLArGclF47WUQkpWiOrYiISApQ0Z6kRXsArl+/bp7ju3//flavXk337t2fea0tWrRg7969/PPPP8DDod7u7u7P8S6JiMjbSImtiIhIClDRnuSL9uzZswdnZ2ecnZ3x8/Nj6dKl5sJSJ0+exN7eHn9/f3755Rfs7e3N8zIdHBwYOHAgFSpUwN3dnaCgIKZOnZoi8cpDvr6+TJkyxaIxbN26lSxZsmA0Grly5QoAV65coXbt2hQpUgRXV1d27tz5XMd62rJTjxw/fpwsWbIkGpWwZMkSXFxcyJUrV8pdmIi8cRqKLCIikgJUtCf5oj116tQhIiIi2W2FChXi/PnzTzzuJ598wieffJIiMUrq5eLiQmhoqPn5gAEDKF++PBs2bGDv3r34+Phw8uRJrK2fftv6aNmpXr16ce/ePcqUKUONGjXMQ9jj4+Pp1q0bjRs3TrRfy5YtKVeuHKVLl07xaxORN0c9tiIiIiJp2IgRI+jZs6f5+Z07d7Czs+PatWscPnyYypUr4+npiYuLC6NGjUr2GMOGDUvUi/mokvYjY8eOpWzZsnh6elK3bl3OnTv32q5n6dKlfPbZZ8DDqtp58uR57l7bJy07BTB69Gjq169vLsYmIumLemxFRETSABXtkSfx9fXF09OTcePGkTFjRpYtW0a1atXIlSsXtra2BAUFYWtrS0xMDF5eXnz00Ucv1Du5aNEiTpw4we7du7GysmL+/Pn06NGDNWvWJGnr4+PzxB76devW8eGHHz71XNevXychISHRsk6Ojo6cPXv2mXE+bdmpQ4cOsXHjRrZs2cLXX3/9zGOJSNqjxFZEREQkDbO3t8fDw4O1a9fi4+PDnDlz6N+/P/Cw57J79+6EhYWRIUMGzp07R1hY2AsltqtXryY0NJRSpUoBD4f0WllZJdt2+fLlr3w9/672bTKZnmu/Jy07VblyZbp06cKcOXOeGLeIpH1KbEVERETSuI4dOzJ37lyMRiMRERHm+d6DBg0iT548HDhwAGtra5o2bZpoualHrK2tiY+PNz9/vI3JZGLIkCF8+umnz4zjVXts33vvPQCuXr1q7rU9c+YMDg4Ozzz3k5adKly4MCdPnjTPtb158yYmk4moqChmzZr1zOOKSNqgObYiIiKvQWqtOBsaGkqFChXw8PDA2dmZMWPGJNpn2rRpODs74+rqipubmznBuXz5Mk2bNsXNzY3ixYszYcIE8z5z587lnXfewWg0YjQaqVat2nPFt3nzZsqVK4eLiwuurq4MHjzY3Dt3+PBhqlSpQvHixSlZsiRdu3bl/v375n19fHzInz8/BoOBO3fuJDputWrVsLOzs/j7/yY1adKEPXv2MHr0aNq3b2/umYyKisLe3h5ra2uOHz/Opk2bkt2/UKFChIaGkpCQQHR0NCtWrDBva9iwIdOmTePGjRsAxMbGJrtUFDzssX3SclHPSmofad68ubkC9t69e7l06RKVKlUCHs79HThwYLL7PWnZKQcHB65du0ZkZCSRkZH07t2bLl26KKkVSWfUYysiIpKO/bvibJcuXRg+fDgNGzbkxo0bFC9enPr16+Pi4sKaNWtYuHAhISEh5MyZkytXrmBjYwOAv78/JUuWZOXKldy5cwcvLy8qVqxImTJlgIfr377oMNR3332XxYsX4+TkxL1796hZsyaLFy+mTZs2ZMqUiSlTpuDm5kZ8fDxt2rRh3LhxDBo0CAA/Pz+mTZtGnjx5khx3y5YtiQofvQ1sbW1p3rw506ZN4+jRo+bXhwwZQvv27Vm4cCGOjo5Ur1492f2bNWvG8uXLcXFxwdHREaPRSExMDADt27fn+vXreHt7YzAYiIuLo1OnTub5qynt22+/pX379hQpUoSMGTMyf/58c0Xko0ePUrBgwWT3mzdvHj169GDcuHHExsbSuHHjZJfEEpH0SYmtiIjIU4wYMYLLly8zefJk4GHFWQcHB06cOMHFixfp3r07d+/e5d69e7Rv3z7Z3qRhw4Zx584dxo4dCzzsdQoNDTUv7zN27FiWLl1KXFwcefPmZcaMGc/du/Uybt68CTzs1cqYMSN2dnYABAYGMnz4cHLmzAk8HM75yMGDB/n8888ByJYtG1WrVmX+/PnmxPZlPJ4YZcqUCaPRaB5KWqRIEfM2KysrypQpw7Fjx8yvvcp6wOnV1KlTk6z16+HhwZEjR5Jt//jyUhkzZkzUS/tvvXv3pnfv3ikR5jPlyZOH3377LdltR44cYfTo0clue9qyU4/79zJbIpI+aCiyiIjIU/j6+rJkyRIePHgAkKjirKOjI0FBQezfv599+/axdOnSRL2jz+PxirP79++ndevW9OjRI9m2Pj4+5uG+//553uVX5syZw9ChQ3FwcKBo0aKMGjWKvHnzAhAeHk5oaCgVK1akdOnSTJo0ybxfmTJlWLRoEQkJCVy5coWNGzcSGRlp3r5t2zaMRiMVK1Z8qQJCly5dYvny5eZ5kI+7e/cuM2fOpEGDBi98XEndMmbMyOXLlxMNl3+abdu2kT179hSNYcmSJTRo0CDZ3n8RSTvUYysiIvIU6a3ibGBgIIGBgbRo0YJTp07h7e1N2bJlKVasGHFxcZw8eZLt27dz69YtqlatSuHChalbty7jxo0jICAAT09P8ubNS/Xq1bl69SoA9evXp0WLFmTJkoWjR49Sq1Yt7O3tKV++/HPF9M8//9CgQQP69++Pp6dnom2xsbG0bNmSWrVq0ahRo1e+fkldvLy8XuuauM+jZcuWtGzZ0qIxiMirU2IrIiLyDOml4uy1a9dYtWoVCxcuBB4W2ylXrhzBwcEUK1YMBwcHWrdujZWVFXZ2dtSpU4c9e/ZQt25d7OzsmD17tvlYfn5+uLi4AJArVy7z687OztStW5ddu3Y9V2J7+/ZtateuTcOGDfH390+0LTY2lhYtWpAvXz4mTpz4zGOJiMjbS0ORRUREniG9VJx99913yZQpE9u2bQMeJrohISG4uroC0KZNGzZs2AA8TL63bduGu7s7ANevXyc2NhaA/fv3s3r1arp37w7AhQsXzOe4fPkymzdvNs+fvXDhAsWLF082njt37lC7dm0+/vhjhg4dmmhbXFwcrVq1ws7Ojh9++CHJ2qYiIiKPU4+tiIjIM6SXirNWVlYsXboUf39/4uLiiI2NJSAgwFwAqk+fPnTr1g0XFxcMBgPNmzenSZMmAOzZs4eePXtiY2ND9uzZWbp0Kfny5QMeFi1as2YNNjY2JCQk0KdPH/N78ffff5sr2v7bxIkT2bNnD3fv3mXVqlXAw6VeBg8ezJIlS1i5ciVubm7m96JixYrm4kgNGzZk//79ABQrVowiRYqwdevWFH/PREQkbTCYHi0YJyIi8pbav38/pUqVYt++fUnmeKZlW7duJSAg4IULWqWk8ePHkzt3btq1a/dGz+vr60vp0qWTFOJKq7/rR3EvWLAAZ2dnS4fzVjl69Cjt2rVLc/9mRN426rEVERFJpx6vOPvbb78lWr7nTfn3vNk3oVq1akRGRlK1atU3fu7XJVeuXGTJkuWNf0EgD2XJkiXRXHIRSX2U2IqIiKRTqaHirCVs2bLF0iGkOAcHB44ePcq1a9csHcpbKVeuXDg4OFg6DBF5CiW2IiIiImmAg4ODkisRkSdQVWQRERERERFJ05TYioiIiIiISJqmocgiIiL/5/GlfCR90u9YRCR9UmIrIiJvtaioKBYtWoSVlZUqzr4lrK2tOXnyJB4eHhgMBkuHIyIiKUDr2IqIyFvp8uXLfPfdd0ybNo0HDx7QsmVLWrRoQb58+SwdmrwmcXFx/P7778ybN4/jx49TsWJFBg0aRJ06dZTgioikcUpsRUTkrXLmzBkCAwOZNWsWNjY2dO/end69e5M3b15LhyZviMlk4n//+x/ffPMNISEhuLu7M2jQIJo1a4aVlZWlwxMRkZeg4lEiIvJWOHbsGL6+vhQuXJiff/6ZQYMGcebMGUaPHq2k9i1jMBioX78+wcHBbNmyhdy5c9OyZUucnZ2ZPXs2Dx48sHSIIiLygtRjKyIi6dq+ffsYNWoUK1euJH/+/AQEBNClSxeyZs1q6dAkFdm7dy+jRo1i1apV2Nvb069fPzp37kyWLFksHZqIiDwHJbYiIpIubd++nZEjR7Jx40YKFSrEgAEDaN++Pba2tpYOTVKxP//8k2+//ZZFixZhZ2dHnz596N69Ozlz5rR0aCIi8hRKbEVEJN0wmUxs2LCBkSNHsnPnTkqWLMmgQYPw8fHB2loLAcjzO3XqFIGBgcyePZtMmTLRo0cPPv/8c3Lnzm3p0EREJBmaYysiImlefHw8y5Ytw9PTk7p16xIbG8vatWsJCwujVatWSmrlhTk5OfH9998TGRlJ165dmThxIo6Ojnz++eecO3fO0uGJiMi/KLEVEZE068GDB8yZMwcXFxdatGhBrly52Lx5M7t376ZBgwZkyKCPOXk1+fLlIzAwkLNnz/LFF18wf/58ChUqRKdOnThx4oSlwxMRkf+jocgiIpLmREdHM2vWLAIDAzl37hyNGzdm4MCBlC1b1tKhSTp3+/ZtfvjhB8aNG8elS5do3rw5AwcOxGg0Wjo0EZG3mhJbERFJM27dusW0adP47rvvuHHjBq1bt2bAgAGUKFHC0qHJW+bevXvMmzePb7/9ltOnT1O3bl0GDRpExYoVLR2aiMhbSYmtiIikelevXmXChAlMmTKFe/fu0bFjR/r374+Tk5OlQ5O3XFxcHD///DOjRo0iPDycKlWqMHjwYD766CMMBoOlwxMReWto8pGIiKRa586do3fv3hQoUICJEyfSpUsXTp8+zfTp05XUSqpgbW1Nu3btOHz4MKtWrSImJoaPP/6YMmXKsHLlShISEiwdoojIW0GJrYiIpDp//fUXnTt3plChQvz000/079+fM2fOMHbsWPLnz2/p8ESSyJAhA40bN+aPP/5g06ZN5MiRg2bNmuHq6spPP/1EbGyspUMUEUnXNBRZRERSjYMHDzJq1CiWLVtG7ty56du3L926dSN79uyWDk3khe3evZtRo0axbt06ChQoQP/+/enYsSOZM2e2dGgiIumOElsREbG44OBgRo4cyf/+9z8cHR354osv8PX1JVOmTJYOTeSVHTp0iNGjR7NkyRLef/99/P398fPzI0eOHJYOTUQk3VBiKyIiFmEymdi0aRMjR45k27ZtuLi4MHDgQFq1aoW1tbWlwxNJcREREYwZM4a5c+eSNWtWevbsSa9evciVK5elQxMRSfM0x1ZERN6ohIQEVq1aRdmyZfn444+5e/cuq1at4vDhw7Rr105JraRbhQsX5ocffuDUqVN07NiRcePGUaBAAfz9/blw4YKlwxMRSdOU2IqIyBsRGxvL/PnzcXV1pWnTpmTLlo3ffvuNPXv20LhxYzJk0EeSvB3s7e0ZP348kZGR+Pv7M3v2bJycnOjWrRsnT560dHgiImmShiKLiMhrde/ePebMmcOYMWOIjIykfv36DBw4EC8vL0uHJpIq/PPPP3z//feMHz+ea9eu0apVKwYMGEDJkiUtHZqISJqhxFZERF6L27dvM336dMaPH8+VK1do0aIFAwYMwN3d3dKhiaRKMTExzJ49mzFjxnD27FkaNmzIoEGDKFeunKVDExFJ9ZTYiohIirp+/TqTJk1i8uTJ3Llzhw4dOtC/f3+KFCli6dBE0oTY2FgWLVrEqFGjOH78ONWrV2fQoEFUr14dg8Fg6fBERFIlJbYiIpIi/v77b8aNG8eMGTNISEigW7du9O3bF3t7e0uHJpImxcfHs3r1akaOHMn+/fspW7YsgwYNokGDBpqTLiLyL/qrKCIir+TUqVN069aNggULMmvWLHr37s2ZM2f47rvvlNSKvAIrKyuaNWtGaGgoGzZswNbWlsaNG+Pm5sbChQuJi4uzdIgiIqmGemxFROSlHDlyhNGjR7N48WLee+89/P39+c9//kPOnDktHZpIurVjxw5GjRrFr7/+ipOTE1988QUdOnTA1tbW0qGJiFiUemxFROSFPFqep2TJkmzfvp2JEycSGRnJgAEDlNSKvGaVK1fml19+Yf/+/ZQqVQo/Pz+cnJwYP348d+7csXR4IiIWox5bERF5JpPJxJYtWxg5ciS///47xYoVY8CAAbRp04aMGTNaOjyRt9bx48f59ttvmT9/Pjly5ODzzz+nR48e2NnZWTo0EZE3Sj22IiICPExe/93jk5CQwNq1a6lQoQI1atTgxo0bLFu2jD///BNfX18ltSIWVqxYMWbPns3Jkydp27Yto0aNokCBAvTv35+LFy9aOjwRkTdGia2IiGAymWjXrh21a9cGIC4ujsWLF+Pu7k6jRo2wsbHh119/Zd++ffj4+GBlZWXhiEXkcQ4ODkyaNIkzZ87Qs2dPZsyYQcGCBenevTunT5+2dHgiIq+dhiKLiAgTJ06kd+/eLFiwgOjoaL799ltOnjxJ7dq1GTRoEJUrV7Z0iCLyAm7evMm0adP47rvviIqKok2bNgwYMAAXFxdLhyYi8loosRURecvt3LmTatWqUbFiRf766y8uXrxIs2bNGDhwIJ6enpYOT0Rewd27d5k5cyaBgYFcuHCBJk2aMGjQIEqXLm3p0EREUpQSWxGRt9ipU6cwGo3cvXsXg8FAvXr16NKlC9WrVydLliyWDk9EUsiDBw+YP38+o0ePJiIiglq1ajFo0CCqVKmCwWCwdHgiIq9Mc2xFRN5iX375Jbdv3yYhIYH4+HjWrl1LgwYNaN++vaVDE5EUlDFjRjp16sSxY8f4+eefuXTpEt7e3lSqVIn//e9//LufIyEhIclrIiKpmXpsRUTeYvHx8fz5559kyJCB2NhY4uLiiI2NpWjRouTKlcvS4YnIa2Iymfjll1/45ptv2L17N+7u7gwcONBcHK5v376Eh4ezbt06rK2tLR2uiMgzKbEVEc6ePcu1a9csHYa8Ibly5cLBwcHSYYhIKmAymdi+fTsjR47kt99+o0iRInzxxRcULFiQWrVq4e/vz5gxYywdpojIMymxFXnLnT17FmdnZ6Kjoy0dirwhWbJk4ejRo0puRSSR0NBQRo0axcqVK7G3t6dUqVKsWbOG5cuX06xZs0Rt9YVo6qUvL+VtpcRW5C23f/9+SpUqxYIFC3B2drZ0OPKaHT16lHbt2rFv3z5VPBaRJEwmE3/88Qfjx49nxYoVWFlZkSFDBnbs2EGZMmUAfSGa2unLS3lbadKEiADg7OysREdE5C03duxY+vfvb36ekJAAQIcOHQgPDwfg2rVrREdH6wvRVOjRl5fXrl1TYitvHSW2IiIiIgJAx44dKViwIDY2NlhbW2NjY0N0dDQeHh5J2uoLURFJTZTYioiIiAjwcH6mj4+PpcMQEXlhWsdWRERERERE0jQltiIiIiIiIpKmKbEVkRcybNgwHjx4YOkwkhg2bBgBAQEATJ8+ne+++868rVOnTpQoUYImTZok+/xNCA0NpUKFCnh4eODs7PzUdSHPnj1LgwYNKFasGMWLF2fy5MnmbQaDATc3N4xGI0ajkR07dryJ8EVEUtyjv2MuLi5YW1ubn7ds2dLSob2Uv/76Cy8vL4oWLUrZsmXNxbb+bevWrWTJksV8vUajkZiYmDccrUj6ozm2IvJChg8fTkBAABkzZrR0KE/k5+dnfnz58mWWLVvGzZs3yZAhQ5Lnzys6OhqDwUDmzJlfKqYuXbowfPhwGjZsyI0bNyhevDj169fHxcUlUTuTyUSTJk0YMGAAzZs3x2Qycfny5URtgoODyZYt20vFISKSWoSFhQEQGRlJ6dKlzc8t5ebNm2TPnh0rK6uX2r9bt2507doVX19fli9fTqdOndi9e3eybV1cXAgNDX2VcEXkX9RjKyLP7VHC6OXlhdFo5MqVK9y+fZsuXbpQtmxZ3Nzc8PPzIzY2FgBvb2/69etHlSpV+PDDDwkMDOTnn3/Gy8uLAgUK8PPPP5uPbTAYGDZsGBUrVqRo0aIsXrz4qbHcunULHx8fXFxc+Pjjj4mIiDBve9R7e/PmTapVq0Z0dDSenp6MHj06yfOniYuL45dffqFdu3YUL16cCxcuvOxbBzy8aQK4e/cuGTNmxM7OLkmb33//ncyZM9O8eXPg4fuSN2/eVzqviEhaERgYSLdu3czPb968Sa5cubhx4wZz587lo48+olmzZhiNRqpWrcrZs2fNbceOHUvZsmXx9PSkbt26nDt37pnni4mJYdmyZTRp0gSj0ci9e/deKu4rV66wf/9+2rVrB0CzZs04ffo0kZGRL3U8EXlxSmxF5LlNnz4deNhjGBYWRu7cuenbty9VqlRhz549HDx4kLi4OKZMmWLe5+zZs2zdupU//viDL7/8kiNHjhAcHMyyZcvw9/dPdHyDwcCuXbvYsGEDPXv2fOpNyX//+19y5MhBeHg4CxcuZPv27UnavPPOO/zyyy+88847hIWFMWDAgCTP/81kMrFz5066d+9OkSJFWLhwIS1btiQiIoLChQsD8NNPPyUaQvb4z9SpU5ONd86cOQwdOhQHBweKFi3KqFGjkk1Yw8PDef/992nVqhUeHh40adKEU6dOJWrj7e2Nu7s7/v7+3L1794nvkYhIWtOlSxdWr17NrVu3AJg1axaNGjUyfxG4c+dORo4cSVhYGPXq1TN/4bpo0SJOnDjB7t272b9/P61bt6ZHjx7JniM+Pp6NGzfSoUMHXFxc2LRpEz179uTUqVNkzZoVgNGjRz/x7/yqVauSHPPcuXPkz58fa+uHgyENBgMODg6JEu/HHT9+HE9PT8qUKcO0adNe7U0TEUBDkUXkFa1evZqQkBDGjRsHPPz2+/Fhys2bNydDhgzkz5+fXLly0bhxYwBKlSrFxYsXuXfvHpkyZQKgc+fOADg5OVGpUiV27NhBmzZtkj3vli1bzHNPc+XKRdOmTVPkeho3bsyWLVsYM2YM48aNS3bo8SeffMInn3zyQscNDAwkMDCQFi1acOrUKby9vSlbtizFihVL1C42NpagoCBCQkIoUaIEP/zwA61atWLPnj0AnDlzBgcHB+7evYufnx/9+vXTTZGIpBvvvPMOzZo1Y+7cufTq1Yvvv/+eZcuWmbdXqlTJ/Heza9eufPXVV5hMJlavXk1oaCilSpUCHiavTxpS7OnpyeXLl5k4cSIzZ87ExsYmSZsBAwYk++Xn0xgMhkTPTSbTE89//vx5cubMyfnz56lbty65cuWiRYsWL3Q+EUlMia2IvJJHNxROTk7Jbn+UtAJYWVmZnz+64YiLi3visf99k/Dv874O3377LfPnz2fChAmsW7eO1q1b06hRI7Jnz25u89NPPzF+/Phk9+/SpQufffZZoteuXbvGqlWrWLhwIfAwcS9XrhzBwcFJEtsCBQrg4eFBiRIlAGjXrh3/+c9/zDdpDg4OAGTNmpXu3bvTtWvXFLt2EZHUoFevXjRu3JhChQqRJ08ePDw8nrmPyWRiyJAhfPrpp89sO2vWLBYsWMCgQYNYsWIFrVu3pm7dutja2prbjB49OtF0mcd99dVXSYoPfvjhh5w/f564uDisra0xmUycO3fO/Df7cTly5DA/tre3p3Xr1uzYsUOJrcgr0lBkEXkh2bNnNw8RA2jYsCGjR482J6hRUVGJ5ru+iNmzZwMPC4ns3LmTSpUqPbFtjRo1mDNnDgA3btxIdmjYyyhevDjffPMNx44dY8iQIfzxxx+ULFkSHx8frly5AjzssQ0LC0v2599JLcC7775LpkyZ2LZtG/Aw0Q0JCcHV1TVJ2zp16nDhwgXzfN4NGzbg6uqKlZUVUVFRREdHA5CQkMCSJUue64ZPRCQtKV68OI6OjvznP/9JMpx4165dnDhxAoCZM2dSvXp1DAYDDRs2ZNq0ady4cQN4OPrlwIEDyR6/dOnSTJgwgb/++ouuXbuybt06ihYtSocOHbh//z7wsMf2SX/nk6uonzt3bjw8PFiwYAEAK1aswNHREUdHxyRtL168SEJCAgC3b99m/fr1+lsukgLUYysiL6Rv375Ur16dzJkz89tvvzFhwgS++OILjEYjGTJkwMbGhm+//dY8H/VF2NraUrFiRa5evcrkyZP58MMPn9h26NChfPrpp7i4uFCgQAE++uijV7msZFWoUIEKFSowYcIEgoKCXrqX2MrKiqVLl+Lv709cXByxsbEEBARQpkwZAL788kvy58+Pn58fWbNmZdq0adSrVw+TycQ777zDokWLADh27BjdunXDYDAQFxeHp6cnEydOTLHrFRFJLbp06UKPHj3w8fFJ9HrVqlUZNmwY4eHh5MyZk59++gmA9u3bc/36dby9vc1/Izt16vTUhDFDhgzUrFmTmjVrcv/+ff73v/+90migGTNm4Ovry8iRI8mRIwfz5s0zb+vcuTMNGzakYcOGrFixgu+//x5ra2vi4uJo3rw5HTt2fOnzishDBtPrGs8nImnC/v37KVWqFPv27cPT09NicRgMBm7fvq1lbF6z1PL7FpG06038HenevTv58uVj6NCh5tfmzp3L+vXrWb58+Ws5Z3qgv/HyNtNQZBERERFJFf7++2+KFy9OWFgYvXv3tnQ4IpKGaCiyiKQKyQ0euXLlCrVq1Ury+kcffURgYOCbCEtERN6g/Pnzc+zYsWS3+fr64uvr+2YDEpE0Qz22IpJq5c6dO9nCHUpqRUTSP6PRSExMzDPbde7cmR07dqTYeWfNmkWRIkUoVKgQXbt2fWL1/kGDBuHs7Iy7uztly5Zl8+bN5m2XL1+madOmuLm5Ubx4cSZMmGDetmrVKtzc3DAajZQoUYLBgwe/tkr/Im8TJbYikuqk9puZ6OhoWrduTeHChSlatCgrV640b5s6dSolS5bEaDRSsmRJJk2aZN62d+9evLy8yJIlS5KCKCIiklhYWFiya4n/28yZM6lcuXKKnPP06dMMHTqUnTt3EhERwaVLl5g1a1aybStXrsz+/fs5ePAgP/74I82aNePevXsA+Pv7U7JkSQ4dOkRoaCizZ89m7969ANSsWdP8Re2BAwfYtGkT69atS5H4Rd5mSmxFJNVJ7TczY8eOxdbWloiICDZu3Ej37t2JiooCHq47e/jwYcLCwti1axdjx47l0KFDAOTLl48JEybw3XffpUjMIiJp3YoVKyhevDgeHh6MGDECg8HAnTt3ABI9dnR0ZPjw4Xh5eVGwYEFGjBhhPoa3tzfr169PkXiWL19OkyZNyJMnDwaDAT8/PxYvXpxs2zp16pg/q0qWLEl8fDzXrl0D4ODBg9SrVw+AbNmyUbVqVebPnw88XDYvQ4aHt+D37t3j/v375uci8vL0v0hELCIt38wsWbLEvF5twYIFqVKlCmvWrAEgZ86c5nbR0dHExcVhMBgAsLe3p2zZstja2qZIzCIiadmVK1fM68geOHDgmVXxb968SXBwMHv27CEwMNC83vfTeHl5YTQak/2Jj49P0v7s2bMUKFDA/NzR0ZGzZ88+8zxz5syhUKFC2NvbA1CmTBkWLVpEQkICV65cYePGjURGRprbBwcH4+bmRu7cualRo4Y5CRaRl6fiUSLyxj26mQkJCaFIkSKJ5h4l59HNzNWrVylcuDAdO3bkgw8+eOo+Xl5eREdHJ7tt3759WFlZJXrtRW5mntV2+fLlfPXVV0RERDB69GhKliz51FhFRN5GISEheHp6UqRIEQA6duxInz59nti+bdu2ALz//vs4OTlx+vTpZ34WBAcHv3Bcj76MhOQLG/7b77//zvDhw9m0aZP5tXHjxhEQEICnpyd58+alevXqXL161bzdy8uLQ4cOcfXqVZo2bcqOHTuoUqXKC8cqIv+fElsReePSw83M09r6+Pjg4+NDZGQkTZo0oW7duhQrVuyF4xERSc9MJlOiv6XPkilTJvNjKyurJ9ZBeNyLfsnp4OCQqGf1zJkzODg4PPH427Zto2PHjqxbty7R33k7Oztmz55tfu7n54eLi0uS/d9//33q1avHsmXLlNiKvCIltiLyxqX1m5lHbd9//31z27p16yZp5+joSLly5Vi/fr0SWxGRfylfvjyffvopERERFC5cmHnz5qX4OV70S85mzZpRqVIlvvzyS3Lnzs306dNp1apVsm23b99O+/btWbNmDe7u7om2Xb9+nRw5cmBjY8P+/ftZvXo1Bw4cAOD48eMUKVKEDBkycPv2bdavX0+HDh1e7gJFxExzbEXkjStfvjz79u0jIiIC4LXdzCS3VFBYWFiSpBYe3sysWrWKy5cvYzKZnnoz07x5c6ZOnQo8LDq1bds2GjZsCMDRo0fN7a5evcrvv/+Om5tbil+fiEhalydPHqZPn069evXw8vLi7t272NjYkCVLFovF5OTkxPDhw6lYsSKFChUid+7cdOrUCYC///4bo9FobtupUyfu379Px44dzfN2Dx8+DMCePXtwdnbG2dkZPz8/li5dSr58+QBYtmwZrq6uuLu7U6FCBWrWrEnnzp3f+LWKpDfqsRWRN+7xm5n33nuPBg0apKqbmYSEBKpXr57oZqZu3bqEhYUB0K9fPz799FMKFy5MhgwZmDp1KnZ2dgBMnjyZbdu2YWNjg8lkok+fPnz00UcAnDx5kqpVqxIdHc29e/ewt7dn0KBBdO/e3SLXLCJiabVr16Z58+bAwwJMZcuWNVcIfnyax+MjagBCQ0PNj7du3ZqiMXXp0oUuXbokeT1//vzmzwGAv/7664nHqFOnjvnL238bMmQIQ4YMeeU4RSQxJbYiYhFp+WYma9asLFmyJNljTJs27YnHL1SoEOfPn3/lOEVE0otJkyaxbNky4uLisLOz48cff7R0SCKSRimxFRGL0M2MiIgMHjyYwYMHWzoMEUkHlNiKiEXoZkZEREREUoqKR4lImuft7c369estdv6TJ09So0YNjEYjxYsXp2/fviQkJAAPK2M2btwYNzc3nJ2d6dChAzExMQDs3bsXLy8vsmTJgo+PT6Jjbt26lSxZspgLkhiNRvN+IiLybJb+bJg9ezYlS5bE2tqaKVOmJNqWkJBAz549KVSoEIULF040jeVpnw0i8mRKbEVEXlFAQACNGjUyV13+7bff2LBhAwAjRozAycmJQ4cOceTIES5fvsycOXMAyJcvHxMmTOC7775L9rguLi6Jqjlnzpz5jV2TiIi8mlKlSrF06VLatGmTZNuCBQsIDw/nxIkT7NmzhzFjxnDs2DHg2Z8NIpI8JbYikiJiYmJo2bIlLi4uuLu7U6tWLQAuXbpEtWrVKFWqFCVKlKBXr17m4lDDhg2jdevW1K9fn8KFC9OiRQsOHDhA9erVcXJywt/f33x8b29vevfujbe3N0WKFKFfv36Jikw9cvv2bbp06ULZsmVxc3PDz8+P2NhY4GGS6ezsbO4BPXPmTIpd/61bt8zvQ2xsrHlZh0cxJSQk8ODBA6Kjo7G3twfA3t6esmXLYmtrm2JxiIikJm/zZ4O7uzvOzs7mwoiPW7JkCX5+flhZWWFnZ0eLFi34+eefAX02iLwszbEVkRSxYcMGoqKiCA8PB+DGjRsAvPPOO6xbt45s2bIRHx9Po0aNWLFihXl4VWhoKKGhoWTLlg1PT08GDBjAr7/+SlxcHAULFsTPz4+iRYsCEB4ezqZNm4iNjaVKlSosW7aMFi1aJIqjb9++VKlShR9//BGTyUSXLl2YMmUKvr6+jB07losXL5I5c2aio6OTvdkICgoiICAg2WusV68e33zzTZLXJ0yYQIMGDfj++++Jiopi6NCheHh4ADB06FCaNWtG3rx5iYmJoU2bNuY1b5/l+PHjeHp6YmVlRceOHbUskIikOW/zZ8PTnD17lgIFCpifOzo6Jqr6LyIvTomtiKQId3d3jh07Rvfu3alatSp169YFHs4j+uKLL9i5cycmk4krV65gNBrNNy8ff/wxOXPmBMDNzQ13d3dsbW2xtbWlWLFinDp1ynzz0qFDB2xsbLCxsaFdu3YEBQUluXlZvXo1ISEhjBs3DnjYW5AxY0Zy5MhBkSJFaNeuHbVq1aJevXrmntPH1axZM9HSPs9jxowZtG/fnn79+nHlyhWqV69O+fLlqV69OsuWLcPNzY2goCCio6Np2LAhc+fOxdfX96nH9PT05Pz58+TMmZPz589Tt25dcuXKleR6RURSs7f5s+FZDAaD+XFyvcwi8mKU2IpIinByciI8PJzNmzcTFBRE//79CQsLY+rUqVy/fp0//viDTJky4e/vz71798z7ZcqUyfzYysoqyfO4uLgnnvPxm4JHTCYTq1evxsnJKcm2kJAQgoOD2bp1K+XLl2fx4sVUrlw5UZuX+VZ+0qRJnDp1CoDcuXNTp04dtm3bRvXq1Zk8eTKzZ8/GysqK7Nmz4+Pjw5YtW56Z2ObIkcP82N7entatW7Njxw4ltiKSprzNnw1P4+DgQGRkJGXKlAHgzJkzODg4vNAxRCQxzbEVkRRx/vx5DAYDDRs2ZOzYsZhMJs6dO0dUVBR58+YlU6ZMXL58mWXLlr30OebPn09cXBwxMTEsWrSImjVrJmnTsGFDRo8ebb7piYqKIiIigtu3b3P58mUqV67M0KFDqVSpEgcOHEiy/6Nv5ZP7edKNi5OTE7/++isAd+/eZfPmzbi6uibZFhsby4YNG8zbnubixYvmysq3b99m/fr15uHNIiJpxdv82fA0zZs3Z8aMGcTHx3Pjxg2WLFlCy5YtX/ziRcRMia2IpIjDhw/j5eWFm5sbnp6etG/fHjc3N3r16kVwcDBGo5FPP/002RuO5+Xp6UnNmjVxc3OjatWqyS6DMGHCBKytrTEajbi5uVGzZk0iIyO5desWTZs2pWTJkri5uREbG0uHDh1e5ZLN5s2bxw8//ICbmxulS5emVq1a5tgmTpxIcHAwrq6uuLu7kzdvXnr16gU8XCbI3t4ef39/fvnlF+zt7c1LPqxYsYKSJUvi7u5O+fLl+eijj+jYsWOKxCsi8qa8zZ8NCxYswN7enmXLljF06FDs7e3NSXP79u0pVqwYRYsWpUyZMvTr1w9nZ2fg6Z8NIvJkBpMG9Yu81fbv30+pUqXYt28fnp6elg7niby9vQkICKB+/fqWDiVNSyu/bxFJvVLT3xF9NiSWmn43Im+aemxFREREREQkTVPxKBFJE7Zu3WrpEEREJJXRZ4OIPKIeWxEREREREUnTlNiKiIiIiEX5+voyZcoUi8awdetWsmTJgtFo5MqVKwCMHDmSYsWKkSFDBtavX5+o/cmTJ6lRowZGo5HixYvTt29fczX7p7l+/TqNGzfGzc0NZ2dnOnToQExMDACrVq3Czc0No9FIiRIlGDx4sHmN2x07dmA0GjEYDNy5cyeFr14k7VNiKyIpLrXeoISGhlKhQgU8PDxwdnZmzJgxifaZNm0azs7OuLq64ubmZl5TsVevXhiNRvNPpkyZmDRpEgCjR49OtC1Hjhz4+/s/M77IyEi8vb3JmTMnpUuXTrTt9OnTlCpVCqPRSMmSJWnevDlRUVHm7QsWLDDf+Hh4eJiXEwKoVq0adnZ2Fn//RUTSIhcXF8LCwsidOzcANWrU4JdffqFKlSpJ2gYEBNCoUSPzsj+//fYbGzZseOY5RowYgZOTE4cOHeLIkSNcvnyZOXPmAImXFTpw4ACbNm1i3bp1AFSuXJmwsLCUu1iRdEaJrYikW/++QenSpQsDBw7kwIED7Nq1i7FjxxIeHg7AmjVrWLhwISEhIRw5coSgoCBsbGwAmDRpkvlGY8OGDRgMBlq0aAHAgAEDzNv27NlDxowZadu27TNjy5EjByNGjGDRokVJtuXPn5+dO3cSFhbG4cOH+eCDD/j6668BuHHjBt27d2fjxo2EhYUxefLkREtTbNmyhYYNG77aGyci8pJGjBhBz549zc/v3LmDnZ0d165d4/Dhw1SuXBlPT09cXFwYNWpUsscYNmwYAQEB5udTpkzB19fX/Hzs2LGULVsWT09P6taty7lz517b9ZQrV45ChQo9cfutW7cAiImJITY2lnz58j3XcW/fvk1CQgIPHjwgOjoae3t7ALJnz06GDA9vz+/du8f9+/fNz0Xk6fQ/RUSeKL3doADcvHkTgLt375IxY0bs7OwACAwMZPjw4eTMmROA3LlzY2VllWT/n376iY8//pi8efMm2bZ69Wrs7e0pVarUM+Ows7OjUqVKZM2aNck2W1tbMmfODEB8fDx37twx39gkJCRgMpnMw9Bu3rxpviESEbE0X19flixZwoMHDwBYtmwZ1apVI1euXDg6OhIUFMT+/fvZt28fS5cuJTQ09IWOv2jRIk6cOMHu3bvZv38/rVu3pkePHsm29fHxSTSi5vGflPismTBhAsuWLSN//vzkz5+fTz75BA8Pj2fuN3ToUCIiIsibNy+5c+fG2dk50ReSwcHBuLm5kTt3bmrUqEG9evVeOVaRt4GqIovIE/n6+uLp6cm4cePImDFjohsUW1tbgoKCsLW1JSYmBi8vLz766KMkw2qf5vEbFCsrK+bPn0+PHj1Ys2ZNkrY+Pj5EREQke5x169bx4YcfPvN8c+bMoVGjRgwZMoSrV6/yww8/mBPU8PBwQkND+eqrr7h//z6ffPIJvXr1SnKM2bNnExgYmOzxZ82aRadOnZ4Zx/N48OABZcuW5cyZM7i7u7N27VoAcuXKxfTp0/H09MTOzo6YmBiCgoJS5JwiIq/K3t4eDw8P1q5di4+PD3PmzKF///7Aw17N7t27ExYWRoYMGTh37hxhYWEv9LmxevVqQkNDzV8gxsfHJ/slJMDy5ctf/YKeYsaMGbRv355+/fpx5coVqlevTvny5alevfpT91u2bBlubm4EBQURHR1Nw4YNmTt3rvlLXy8vLw4dOsTVq1dp2rQpO3bsSHYotIgkpsRWRJ4ovd2gBAYGEhgYSIsWLTh16hTe3t6ULVuWYsWKERcXx8mTJ9m+fTu3bt2iatWqFC5cmLp165r337VrF//880+i1x45d+4cO3fuZPHixa8cJ0DGjBkJCwvjwYMH9OzZk+nTp9O/f3/++ecfpk2bRmhoKMWKFWPdunX4+PgQHh6OtbX+pIuI5XXs2JG5c+diNBqJiIigTp06AAwaNIg8efJw4MABrK2tadq0qbmWweOsra2Jj483P3+8jclkYsiQIXz66afPjCMlvhB9mkmTJnHq1Cng4SifOnXqsG3btmcmtpMnT2b27NlYWVmRPXt2fHx82LJlS6LRTADvv/8+9erVY9myZUpsRZ6DhiKLyFM9ukGJiIh44g3KwYMH8fb2fukblEdzVA8fPvzEwhivOqTs2rVrrFq1yjw31snJiXLlyhEcHAyAg4MDrVu3xsrKCjs7O+rUqcOePXsSHWPWrFl06NAh2eR7zpw5NGzY0Dy0OaVkzJiRjh07Mn/+fAB+++03cubMSbFixQBo0KABUVFRr30It4jI82rSpAl79uxh9OjRtG/f3vw3MyoqCnt7e6ytrTl+/DibNm1Kdv9ChQoRGhpKQkIC0dHRrFixwrytYcOGTJs2jRs3bgAQGxvLgQMHkj3O8uXLzZ8v//551aQWHn6OPCred/fuXTZv3oyrqyvwsLrxJ5988sz9YmNj2bBhg3m/48ePmysr3759m/Xr1+Pm5vbKsYq8DZTYishTpZcblHfffZdMmTKxbds24GGiGxISYr6ZaNOmjbma5b1799i2bRvu7u7m/e/cucPy5cuT7SUwmUzMnTs3yTDkCxcuULx48WfG9m9nz57l7t27wMM5tUuXLjXf2Dg5ObF//35zpefdu3eTkJDABx988MLnERF5HWxtbWnevDmzZs2iY8eO5teHDBnCzJkzKVOmDEOGDHliz2azZs3InTs3Li4uNG3aFKPRaN7Wvn172rVrh7e3N+7u7hiNRrZs2fLarmXUqFHY29uze/dufH19sbe35+rVqwDMmzePH374ATc3N0qXLk2tWrXw8fEBICIighw5ciR7zIkTJxIcHIyrqyvu7u7kzZvXPPVl2bJl5tcrVKhAzZo16dy582u7PpH0ROPWROSpHt2gTJs2jaNHj5pfHzJkCO3bt2fhwoU4Ojo+9QZl+fLluLi44OjoiNFoNK/X1759e65fv463tzcGg4G4uDg6der0XMU3XpSVlRVLly7F39+fuLg4YmNjCQgIoEyZMgD06dOHbt264eLigsFgoHnz5jRp0sS8/5IlS/Dw8KBIkSJJjr1582ZMJhM1atRI9Prff//9xOHB9+/fp1ChQty/f59bt25hb29P+/btGTVqFEeOHGHAgAHAw8TW09PTvLyQp6cnAwcOxNvbGxsbG2xsbFi6dCkZM2ZMkfdJRCQlTJ06lalTpyZ6zcPDgyNHjiTbfu7cuebHGTNmTPQl6L/17t2b3r17p0SYzzRw4EAGDhyY7DYPDw927dqV7LaQkBDGjRuX7LaCBQuycePGZLcNGTKEIUOGvFywIm85g+nRqs8i8lbav38/pUqVYt++fXh6elo6nBSzdetWAgICXrjiZkoaP348uXPnpl27dm/0vL6+vpQuXTrZSqHp9fctIm9Oev07EhwcTMuWLXnvvff47bffzEvFpRY7duygZ8+eXLp0iVOnTpElS5YkbdLr70bkeajHVkTSpYwZM3L58mWMRqPFblD8/f3f+DmrVatGZGQkVatWfePnFhFJy7y8vFJ1vYLKlSs/sQ6FiCixFZF0KrXfoLwur3OumYiIiEhqpeJRIiIiIiIikqYpsRUREREREZE0TUORRQQgUcVjSb/0exaRlKK/J6mPfifyNlNiK/KWy5UrF1myZHnjlXvFcrJkyUKuXLksHYaIpFH63Ejd9Dde3lZa7kdEOHv2LNeuXXtmu3PnzhEYGMiuXbuoUKEC/fr1o0CBAm8gQvm3yMhIAgMDCQkJoVKlSgQEBPDhhx8+1765cuXCwcHhNUcoIunZ835uvIqjR4/SuXNnKleuzKhRozAYDK/1fK9DQkICAwcOZOfOncycORNnZ+fXfk79jZe3lRJbEXmm6OhoRo4cSWBgIPny5WPChAk0atQoTd5kpCcmk4nVq1fTu3dvLl26RL9+/Rg0aFCyaxuKiKQlf//9N2XKlOGDDz5g27ZtZM6c2dIhvbTo6GiqVq3KxYsX2bNnD/nz57d0SCLpkhJbEXkik8nEqlWr6NOnD5cvX+aLL77giy++UOKUykRHRzN69GjGjBlDnjx5+O6772jSpIm+eBCRNOlRInjp0iX27NlDvnz5LB3SK7t48SJlypQhX758bNu2TZ+jIq+BqiKLSLKOHz/Oxx9/TLNmzXBzc+PPP/9k+PDh+jBOhbJkycJ///tf/vzzT9zc3GjWrBm1a9fm+PHjlg5NROSFJCQk4OvrS3h4OGvXrk0XSS1Avnz5WLduHeHh4fj6+pKQkGDpkETSHSW2IpLInTt3+OKLLyhZsiQnT55k3bp1rFu3jkKFClk6NHmGQoUKmX9fERERlCxZkgEDBnDnzh1LhyYi8lyGDRvG8uXLWbhwIR4eHpYOJ0V5eHgwf/58li1bxvDhwy0djki6o6HIIgI8HHa8ZMkSAgICuH79OoMGDaJfv35kypTJ0qHJS7h37x6BgYGMHDmS9957j3HjxtGiRQsNTxaRVGvRokW0bduW0aNH88UXX1g6nNdm1KhRDBo0iEWLFtG6dWtLhyOSbiixFRH+/PNPevbsyZYtW2jSpAnjx4/H0dHR0mFJCoiMjKRPnz6sXr2aatWqMXnyZEqUKGHpsEREEgkJCcHb25uWLVsyd+7cdP0lnMlkokOHDixdupStW7dSvnx5S4ckki5oKLLIW+yff/7B398fd3d3zp8/z4YNG1i5cqWS2nTE0dGRVatW8euvv3L+/HmMRiN9+/bln3/+sXRoIiLAw6WDGjduTJkyZfjhhx/SdVILYDAY+PHHHylVqhSNGzfm7Nmzlg5JJF1Qj63IW8hkMrFgwQL69evH7du3GTp0KH369MHW1tbSoclrdP/+fb777ju+/vprcuTIQWBgIG3btk33N5Eiknrdvn2bSpUq8c8//7Bnzx7ef/99S4f0xly5coVy5cqRM2dOdu7cSbZs2Swdkkiaph5bkbfMwYMHqVKlCp988glVq1bl2LFjDBgwQEntW8DW1pYBAwZw7NgxqlSpQvv27alSpQoHDx60dGgi8haKj4+nXbt2nD59mvXr179VSS1A7ty5WbduHSdPnqRt27bEx8dbOiSRNE2Jrchb4ubNm/Ts2RNPT0+uX79OUFAQS5Ys4cMPP7R0aPKGffjhhyxZsoSgoCCuX7+Op6cnvXr14ubNm5YOTUTeIgMHDmT9+vUsWbLkrZ377+rqys8//8z69esZOHCgpcMRSdOU2IqkcwkJCcyePZuiRYsyd+5cxowZw8GDB6lRo4alQxMLq1GjBmFhYXz77bfMmTOHokWLMmfOHK2vKCKv3Zw5cwgMDGT8+PHUqVPH0uFYVL169Rg7diyBgYHMmTPH0uGIpFmaYyuSju3bt48ePXoQEhJC27ZtGTNmDPnz57d0WJIK/f333/Tr149FixZRvnx5pkyZQqlSpSwdloikQ9u2beOjjz7i008/5fvvv9c8fx7WvujWrRtz584lKCiIKlWqWDokkTRHPbYi6dD169fx8/OjTJky3L17l23btrFgwQIltfJE+fPnZ+HChWzbto27d+9SpkwZ/vOf/3Djxg1LhyYi6cjJkydp1qwZlStXZvLkyUpq/4/BYGDKlClUrFiRpk2bcvLkSUuHJJLmqMdWJB2Jj49n5syZDBo0iLi4OL7++mu6d++OtbW1pUOTNCQuLo6pU6fy5ZdfYmNjw8iRI+nUqRNWVlaWDk1E0rBbt25RoUIF4uLiCAkJwc7OztIhpTo3btygXLly2NjYsHv3bnLmzGnpkETSDPXYiqQTf/zxB+XKlcPPz4+GDRty4sQJevXqpaRWXpi1tTWff/45J06coH79+nTr1o3y5cvzxx9/WDo0EUmj4uLiaNGiBRcvXmT9+vVKap/Azs6O9evX8/fff9OyZUvi4uIsHZJImqHEViSNu3r1Kp06daJ8+fIkJCSwa9cu5syZQ548eSwdmqRxefLkYe7cuezatYu4uDjKly9P586duXr1qqVDE5E0xt/fn99//53ly5dTtGhRS4eTqhUrVozly5cTFBSEv7+/pcMRSTOU2IqkUXFxcUyZMoWiRYuyatUqpk2bxt69e/Hy8rJ0aJLOeHl5ERoaytSpU1mxYgVFixZl6tSpWnNRRJ7L999/z+TJk5k6daoq8j+nmjVrMnnyZCZPnsz3339v6XBE0gTNsRVJg3bt2sVnn33GoUOH6Ny5MyNHjiRXrlyWDkveAlevXmXQoEHMmjULd3d3c7ETEZHkbNq0iTp16tCjRw8mTJhg6XDSnF69ejFt2jQ2bNhAzZo1LR2OSKqmHluRNOTSpUt06NCBSpUqkTFjRkJCQvjhhx+U1Mob8/777/Pjjz8SEhKCtbU1lSpVokOHDly6dMnSoYlIKnPs2DGaN29OrVq1GDt2rKXDSZPGjx9PzZo1ad68OcePH7d0OCKpmnpsRdKA2NhYpk6dyldffYWNjQ2jR4/m008/JUMGfTcllhMfH8/s2bMZOHAgsbGxDB8+nB49eqhgmYhw/fp1ypUrh62tLcHBwaru+woeVZOOjY0lJCSE9957z9IhiaRKuisWSeW2bt2Kp6cn/v7+tG3blhMnTtC5c2cltWJxVlZWdOnShRMnTtC2bVv8/f3x8PBg27Ztlg5NRCzowYMH+Pj4cOvWLdavX6+k9hXlzJmTdevWERUVhY+PDw8ePLB0SCKpku6MRVKpCxcu0Lp1a6pVq0b27NkJDQ1l2rRpWiJBUh07OzumTZtGaGgo2bJlw9vbmzZt2vD3339bOjQRecNMJhOfffYZu3btYtWqVRQsWNDSIaULhQoVYuXKlezatYsePXqgAZciSSmxFUllHjx4QGBgIMWLF2fz5s3MmTOHnTt34unpaenQRJ7K09PTvNxUUFAQxYoVIzAwUL0LIm+RCRMmMHPmTH788UcqVapk6XDSlSpVqjBjxgx+/PFHFeISSYbm2IqkIkFBQfTs2ZMTJ07Qo0cPhg8fzjvvvGPpsERe2M2bN/nqq6/MS1JNnjxZFT1F0rn//e9/NGjQgP79+zN69GhLh5Nu9e/fn7Fjx7Ju3Trq1atn6XBEUg0ltiKpwNmzZ/H392fFihVUrlyZKVOm4ObmZumwRF7ZoUOH6NGjBzt27MDHx4dx48bh4OBg6bBEJIUdPnwYLy8vatasyYoVK1QH4jWKj4+nadOmbN68md27d+Pq6mrpkERSBSW2IhZ0//59xo4dyzfffEPOnDkZO3Ysbdq0wWAwWDo0kRRjMplYtGgRAQEB/PPPPwwePJi+fftia2tr6dBEJAVcuXKFsmXL8u6777Jjxw6yZctm6ZDSvTt37lCxYkVu3brFnj172LdvHwsXLmTBggWWDk3EYvR1msgbkJCQQHR0dKLXfv31V1xdXRk2bBjdu3fn+PHjtG3bVkmtpDsGg4G2bdty/Phx/Pz8+PLLLylZsiQbNmxI1C46OpqEhAQLRSkiL+PevXs0adKE+/fvs3btWiW1b0i2bNlYt26d+f2/dOkSCxcu5OrVq5YOTcRilNiKvAHt2rWjVatWAJw+fZrGjRtTt25dHBwcOHjwIGPHjiVHjhwWjlLk9cqRIwfjxo3j4MGD2NvbU6dOHRo3bszp06cBaNmyJe3bt7dwlCLyvEwmE126dGH//v2sWbOGDz/80NIhvVUcHBxYvXo1+/btY/369QDs3LnTwlGJWI4SW5HXbM2aNSxevBgfHx+GDx+Oi4sLoaGhLFmyhKCgIFxcXCwdosgbVaJECX7//XeWLFlCaGgoLi4uDB8+HB8fHxYtWsTatWstHaKIPIdRo0axYMEC5s6dS9myZS0dzlunVq1afPbZZ3Ts2JGVK1fyzjvvsH37dkuHJWIxmmMr8hrdunULFxcX8ufPz7Vr17hw4QJ9+/Zl8ODBGq4lwsN5Yt988w3jxo3jgw8+4L333uPSpUuEh4drFINIKrZy5UqaNWvGV199xbBhwywdzltp9+7dfP311/z6669kzZqVu3fvUqhQISIiIiwdmohFKLEVeY3atm3Lzz//TEJCAuXLl6dz584UL16cihUrWjo0kVRj165dHDt2jJkzZxISEkKGDBlo3bq1iqCIpCJxcXFYWVlhMBjYv38/lStXpkGDBixevFi1ISzs+PHjTJo0iRkzZhAfH098fLyqUstbSYmtyGsSFhaGh4dHktft7Oy4cuUKVlZWFohKJHWJj4/n/fffJyoqKsm2AwcOYDQa33xQIpJEo0aNcHd3x8/PjzJlymBvb8/WrVvJnDmzpUOT/3PlyhWCg4Np3LixpUMRsQgltiKvyf379xk8eDAlS5Ykf/78vPfee7z33nvkzp1bNwIij4mJieHKlStcv36d69ev8/fff3P48GG++eYbLQkkkgrcv3+fnDlz8vXXX7NkyZL/196dh0VV/o//fyIgaC7lhhohIsgOI26IC6ioiUouuCYKmubXyncuZKUWvrO0XHJ/a+WWmuFuWGqi4m4oilqYpoKoueGKArKd3x/8OB9RdtFhZl6P6+K6ZuZs95l58TrnPuc+982NGzeIioqiTp062i6aEEKoDLpim5CQQGJioraLIYROqFGjBlZWVtouhigDJHeKl0FyTtlx4MABWrduTfv27Tl8+DC7du2ibt268vsUQPKkfpA8pFtMtF0AbUlISMDR0fGZsUWFEHmrWLEiZ86ckQRv4CR3ipdFck7ZsX//fsqXL8+uXbvo3bs3/v7+lC9fnsuXL8vztXmQPKk/JA/pFoOt2CYmJpKcnMyqVatwdHTUdnGEKNPOnDnDwIEDSUxMlORu4CR3ipdBck7ZEhYWRlpaGuXKlWPbtm0EBwczatQoqdTmQ/KkfpA8pHsMtmKbw9HREQ8PD20XQwghdIrkTiEMx4ULF6hcuTKTJ09myJAhVK1aVdtF0gmSJ4V4uQy+YiuEEEIIIfJ348YNzMzMpDd/IUSZJhVbIYQQQgiRr4oVK2q7CEIIUSip2AohhBBCPEF6tNUO6YFWCPFcFAMVHR2tAEp0dHSe0+vVq6fY29sr7u7uSsOGDZWpU6cWab2ff/658vjx4yLN++233yo3btxQ3//vf/9TZs2aVaRlS8Lb21sJDw9/YesvicGDByvz5s175vO4uDjF2NhYcXd3V06cOPFCy7Bv3z7F3d1dAZSkpKQXuq0nRUVFKS1atFAqVKig9OrVK9e0Q4cOKe7u7oq7u7vi5OSkDB8+XElNTVWnT58+XXF2dlbc3d2V5s2bK1FRUeq0Xr16KXXq1CnS/nzxxReKjY2NYmNjo0ycODHf+Qr7fxGGQ2JBvAzajLNLly4pFStWVAD5e8l/FStWVC5duvTSf/PSVtz4jYuLUxYvXlzi7b3o88fiWrJkieLi4qIYGxs/c443Z84cxdnZWXF1dVXc3d2Vn3/+WZ1W0HnRnj17lAoVKqjnRu7u7kpycrKiKIqSlJSkdOzYUalevbpSvXr1AstW0PafJsc73SN3bAuwfv16XFxc+Pfff3FycqJdu3Y0a9aswGUmT57MuHHjKF++fKHrnz17Nr6+vtSqVQuAESNGlEq59cWrr75KTExMntMyMjIwMSmd8G3dujUxMTEl6t3x9u3bVK9evUTbrVOnDrNnz+bEiRPs3Lkz1zR3d3eOHj2KqakpWVlZBAQEsHjxYkaNGsXJkyeZN28ef/31F5UqVWLVqlW89957REVFAdlxtHDhQiwsLArc/r59+1izZg2nTp3CxMSEli1b0qpVKzp16lSi/RGGTaPRAJCWlsa5c+dwcXEBwN7enrCwsGKtKygoiCZNmvD++++XdjFLLD4+HltbW1xcXFi+fLm6v0Wl0Wg4fPgwFSpUKHC+kJAQwsLCaNasGevXr3+OEhfPkCFDOHjwIBUqVKBKlSrMnTtX3cfk5GSGDh3K0aNHKVeuHNOmTaNnz565lj979iyNGjVi5MiRzJgxI89tWFtbY25ujrm5OQCffPIJffv2faH7VRLSo612GHIPtPHx8Xz33XcMHz48z+mFnfOU9vljeno6KSkpVKlSpUTLN27cmLVr1zJ16tRnpjk7O3Pw4EGqVq3K5cuX8fDwwNPTk3r16hV4XgTg5OTEsWPHnvnc1NSUjz76iOrVq+Pr61tg2QravtB9UrEtgrp162Jvb8+lS5do1qwZ58+fZ8SIEdy8eZNy5coRGhpK9+7d1cTi5eVFuXLl+P3334mIiGDOnDmkpaWhKApfffUVfn5+/Pe//+Xff/8lICAAc3Nzli9fzubNm3n48CEzZswgMzOT8ePHs337dgDatm3LzJkzKV++PEFBQVSsWJFz586RkJCAi4sLP//8szrG3MSJE0lNTSU9PZ2xY8cSHBxc4P7dunWLt99+m2vXrmFkZETjxo1ZtmwZy5cvZ/Xq1VSpUoULFy5QtWpVVq5cqR5wZsyYwdq1a8nIyKB27dosXryYN954g/T0dCZNmsTu3btJS0vDwcGBRYsW8eqrr3L16lUGDRrErVu3qF+/PpmZmUX+HXx8fGjZsiVHjhwBYMmSJTRp0oSgoCD279/Pw4cPmTdvHu3atSM+Pp4mTZowYsQIfv31V1JSUli1ahXfffcdR44cwdzcnM2bN1O3bt1ix8Pff//NTz/9xNq1axk6dCghISHFXgeApaUllpaWxMbGPjPtyeeZ0tLSSElJoVy5cupn6enpPHr0iEqVKnHv3j0sLS3VaYUl9RxhYWEEBQXxyiuvANkntmvWrJGKrSiRnItQOf97+V2U0hV5nUgWdLGtMEVdbvr06Tg7O7N169ZirT85ORkjI6NCK8756d69O9999x0mJiZs3bqVPn36cO7cOSA715uZmXH+/Hni4uJo0aIFbdu25bXXXgMgMzOTd999l+7duxe6nZwLxrpAerQVpS0lJYWgoCBOnz6NqakpFhYW/P7774wYMYKEhAQ0Gg1WVlb88ssvWFtbM2zYMCIiIqhbty4zZ86kf//+PHjwgNTUVNq3b8+cOXMwMjIiNDRUPX9cvnw5a9asoVq1avz555+YmZmxdu1abGxsCiyboijs37+fn376iW3btrFq1Spat25dov10d3cHyHXekqN9+/bq6zfeeAMLCwsuX75MvXr1CjwvKoiZmRnt27cnPj6+0HkL2r7Qfc9GnHjG33//TWJiIj4+PgC8/fbb9OnTh1OnTrFu3TqGDh3K5cuXWbRoEQCHDh0iJiaGWrVq0alTJ44cOcKJEyfYvHkz77zzDunp6Xz22WfUrVuX9evXExMT88zV/++++47o6Giio6OJiYnhwoULzJkzR50eExNDeHg4Z86c4caNG2zYsAEADw8PDhw4wIkTJ9i3bx+TJ0/m2rVrBe7fqlWrsLa25vTp05w6dYqZM2eq0w4cOMBXX31FTEwMXbp0USvvP/30E+fOnePw4cMcP36c/v37q3dXpk+fTqVKlYiKiiImJgZnZ2c+//xzAEaNGkWbNm04deoU3377LXv37i3WbxETE8P27dvZtWsXkH3H1NXVlT/++IMlS5YwYMAAHj16pE5r0aIFJ06cYOjQofj6+jJy5EhOnTpFkyZNmD9/fpG3e+XKFWbMmEGTJk0YMmQINWrUIDIyUq3U3rt3D41Gk+dfSSuK8fHxaDQaatSoQZUqVdQrue7u7owZM4b69etjaWnJt99+y7x584q9/oSEhFyJ3NramoSEhBKVVYj8rFy5EldXV9zc3OjSpQtXr14FsitD48aNw8XFBRcXFz744APS0tIKXNfixYt59913ATh16hRGRkbqVf1JkybxxRdfAPDPP//QpUsXmjZtiru7OwsXLlTXMXDgQJo0aYKbmxtdu3bl5s2bAERGRqLRaBg1ahQtWrRg06ZNhe6bj48PISEhtGnThjfeeIPp06fz888/4+XlRb169fj555/VeY2MjHj48CGQ/b82efJkvLy8qF+/PlOmTCnq15lLRkYGv/32GwMHDsTBwUH9bkvC399frch7enpy6dIlsrKygOyLYO+99x4A9evXp02bNmzZskVddtq0aXTt2pWGDRuWePtCGILt27dz9+5dYmNjOXnypJojFi1ahJOTEzExMfzyyy/q/AkJCezevZvVq1fz6quvEh4eTnR0NKdOneLixYvqud/T/vjjD6ZNm8bp06fx9fXl66+/zrdMJ06cICQkBDs7O2bNmoWPjw9nzpxRK7URERH5nt9MmDDhub6PiIgI7t69S+PGjYs0/9mzZ/Hw8KBp06a58vrL2r4o++SObQECAgIwMjLi7NmzfPvtt9SsWZOkpCRiYmIYOnQoAHZ2drRq1YoDBw7Qv3//Z9YRFxfH22+/zZUrVzAxMSExMZFLly5ha2tb4LYjIiIYOnQoZmZmAAwbNoxFixapFamePXuqV+abNWvGhQsXgOzK3NChQzl37py6vb/++os6derkuy1PT0++/fZbxo4di7e3d66KWKtWrbC3twdg+PDhfP755yiKwubNmzl27JiaDDIzM9VhADZv3syDBw/UZnRpaWk0aNAAgD179jB37lwAbGxscl05K4rAwEBMTU3V9+XLlycwMFDdj9q1a3Py5Enq1q1LpUqV6NKlC5Bd4be0tFQvIDRu3DjPZi552bhxIwEBAfTv358NGzbkeVXvee7k5Mfa2pqYmBgePnzIwIED2bhxI/369ePSpUv88ssvXLhwgTp16jB//nzefvttIiMji72NJ5tfK4pSiqUXAv78809CQkKIjo7m9ddf58svv2T48OH8+uuvuS7eGRsb4+/vz5w5cwpsAdGhQwf1BG3Xrl20aNGCXbt20aFDByIiIpg1axaZmZkMGDCAlStX4uDgQHJyMp6ennh6euLh4cHs2bOpUaMGkF0h++9//6te5Dp16hTz589Xc1RRJCQkEBkZyfXr12nQoAFjx47l0KFDREVF0b17d/r165fncvfu3ePQoUPcunULW1tbgoODef311wvdnqIoHDx4UL2r4uXlRb9+/Vi6dKn6CMyPP/7IrFmz8lx+2LBhaiU1P3PmzMHPz0+921LQRbBTp06xY8cO9uzZo15YKMjbb79NVlYWzZs3Z+rUqdSsWbPQZYTQF+7u7vz999+MHDkSb29v/Pz8Cpw/ODhYPU5nZWUxfvx4Dhw4gKIo3Lx5E41GQ0BAwDPLtWrVSv2fbdGiRb4Xv//zn/+waNEiPvvsM6Kjo/Mcn9jX1/eFtMA5ffo0wcHBhIWFFamliYeHB1euXKFq1apcuXIFPz8/atSoQZ8+fV7K9oVukIptAXKaTEVERNCtWzfatWunJoqnn8fM7/nMfv36MWPGDLWJVrVq1UhNTS1024qiFLiNnGeUAIyNjcnIyACyn7Po1q0bGzZswMjICA8Pj0K316JFC2JiYoiIiGDDhg1MnDiREydOFFq+iRMnMmTIkDynLVy4kHbt2hW6n8VVqVKlQufJ+Z5yLgpA9neU33dWmA4dOvD999/z008/0bVrV3r37k2/fv1y3Z24d++eekf/aRYWFuzYsaNI28pLpUqV6NevH6tXr6Zfv36sW7cOFxcX9WJFcHAwo0aNynVxoSisrKxyNdu5dOmSwT3XJF6sPXv20LVrV7XCNnLkSKZMmYKiKIVevMtLTlO6ixcvEhERwdSpUwkJCeHBgwecO3eOpk2bcvbsWf76669cFcqkpCRiY2Px8PBg9erVrFy5ksePH5OSkkLt2rXV+Ro2bEirVq2KtY+9e/emXLly1K1blxo1aqi5vnHjxly7do3U1NRcuSfH22+/DUDNmjWxsbEhLi6uSBXb7t27s2fPHr755htmzpyZ5wnZoEGDGDRoULH2I8eqVatYu3Yt+/fvz/V5XhfB0tPTGTZsGMuWLStS7tm3bx9WVlakp6czceJEBg8ezG+//Vaicgqhi2xsbIiNjWX37t1ERETw0UcfFVhpfPKcZ9asWdy+fZs//vgDc3NzxowZk+/5XVHPd8aOHYuFhQVhYWHs3LmT/v3706tXL/XiH2TfaBk3blyey3fp0oUvv/yyoF3OU2xsLF27dmXp0qVFzrlPPu9raWlJ//792b9/f4kqtiXZvtAN0hS5CHx9ffl//+//MXHiRKpUqYJGo2HFihUAXLhwgYMHD9KyZUsAKleuzP3799Vl7969i7W1NZB9wnD37l11WpUqVXLN+6QOHTqwfPly0tLSyMjIYMmSJUV6dvLu3bvUq1cPIyMj9u3bx8mTJwtdJi4ujkqVKtGnTx/mzZvHuXPn1CZzBw8eVJ+z+uGHH2jXrh1GRkb4+/uzcOFC7ty5A2Sf4ORUhv39/Zk1axbJyclA9rNff/31FwDt2rVj6dKlQHZT25wmxSWVlpbG6tWrAYiKiuL69eu4ubk91zqfVrlyZYYOHcquXbv4/fffqVy5stqcMec5uJw7tnn9laRSe+HCBdLT04Hsfdy4caO6XzY2Nhw4cED9jcLDw3F0dCxWpRayT8hXrFjBo0ePePz4MUuXLs337pIQJfH0BbqnK0dFvUD4pPbt27Nt2zbOnz+Pt7c3WVlZbNiwgVatWmFiYoKiKNSoUSPX/2BcXBwDBw7kwIEDzJ8/n23btnH69GlmzZqV68SwKBfOnvb0CWTO+5z/x/xOKEt6oe3rr7/mgw8+YPbs2QQEBLBq1SqSkpJyzfPjjz/m23RwwYIF+a47LCyMyZMns3PnTrVTQ8j/Iti1a9e4cOECfn5+WFtbM3v2bL7//nu1RdPTci6cmZqa8uGHHz5TeTZkGo2GlJSUQud75513SvV7W7JkCXZ2djRo0IDhw4fnG4fJycn0798fW1tbGjZsyMaNG0utDIbkypUr6jnUjBkzUBSFy5cvF3g+mOPu3bvUrl0bc3Nzbty4wbp16567PFZWVnz66aecPHmSuXPnqs/Qd+7cmbNnzwL/d8c2r7+SVGrPnDmDn58f3333HR06dCjycteuXVMfj0hKSmLr1q00atTopW1f6Aap2BbRpEmTOHDgANHR0axevZpVq1bh7u5Or169+OGHH3jjjTeA7Ktf7dq1Q6PRcPPmTebMmUOPHj1o1aoVJ0+ezHVHbNSoUQQHB6PRaJ65Yjd8+HDc3d3x8PBAo9FgbW3NqFGjCi3ntGnTCAkJwdPTk+XLl9O8efNCl4mMjKRx48ZoNBpatmzJ9OnT1eYo3t7ehIaGotFoCA8PV59pCAwMZODAgfj4+ODu7o5Go2HPnj0AfPzxx2g0Gpo3b46bmxuenp7q/s2ZM4fIyEjc3NwYN25ckTs6yk/16tU5f/48zZs3Jzg4mJ9++kntDOlFqFOnDqNHjyYqKoo1a9bw6quvlnhdFy5cwNLSkjFjxvDbb79haWmpfr+RkZE0atQId3d3GjVqhIWFBZMmTQKgR48edOnShSZNmuDu7s78+fNZtWqVul5/f3+1Myl7e/tcd5L9/PzUHgV9fHzo06cPrq6uODo60rFjR958880S748QT2vfvj2//fYb169fB7KfI2vfvj1GRkYlvnjn6+vL9OnT1dzWtm1bJk+erC5rb29PxYoV+fHHH9Vlzp8/z507d7h79y5VqlShWrVqpKWlsXjx4hew1y+Wg4MDX375JX///TcTJ07kjz/+wNXVlYCAAPV54UGDBuV7IppfM+S1a9cyceJEIiIinmm50bt3b7VCHBcXx969e/H398fKyorExETi4+OJj4/nww8/ZNiwYSxZsuSZ9T969Ih79+6p79esWVOik1J9FRMTU6TmkD/88EOJO/R5WlxcnHpuc/78ea5fv57nbwe5OxDbsWMHI0eOzHWhXhTN6dOn8fLyws3NDQ8PDwIDA3Fzc8PNzQ17e3tcXFzw9/fPc9lRo0Zx6NAhNBoNQ4YMee7zp6e5ubkxbdo0zp07x8SJE4t9sfxJq1atwtLSknXr1jFp0iQsLS3Vmx+jRo3i/v37jB8/Xr3glnMDoKDzog0bNuDq6oq7uzuenp506NAhV+eoHh4etGjRgrt372Jpaak+pgbZF47+/fffQrcv9IAWhhgqE2RsqsItW7bsmXHEXpa4uLhCxyIryjzFwUsex1aXyP+LyFFYLDz9f7lixQrF1dVVcXV1Vfz8/JQrV64oiqIoGRkZytixYxVnZ2fF2dlZee+999QxwPMb31pRFOXWrVuKkZGRsmLFCkVRFGXHjh0KoMTGxqrznDt3TunSpYvi6uqqODk5Kd7e3sqVK1eU9PR0pU+fPoqtra3i4+OjfPrpp0rjxo0VRckeIzHndVH2S1GeHRu8Xr16yunTp9X3T+aUJ18/PV/jxo2VPXv2qO+Lm3szMjKU7du3K9evXy/yMk8zMTFRLC0tc40RmZiYqCiKojx8+FDp06eP0qBBA8XOzk5Zt25dnuv4/PPPlbFjx6rvt2zZogwdOlRRFEW5cOGCotFoFFdXV8XFxUXx9/dX4uLi8i2PNnPOi9r2+vXrFXt7e0Wj0ShffPFFgfERGhqqtGjRQrG2tla++OILdR2lOR79N998o4wcOVJ9/+uvvyre3t55zuvk5JRrvPTevXsry5YtK5Vy5NCn44w+7Yshk99R98gztqJMMjY2pnz58mg0mhKNGVkc+/fv54MPPsDCwiLPrumFEEVnbW1NYmKi+j6/5z2NjY2ZMWNGnmOeLl++PN/116hRQ22OBtCxY8dnOj6zs7PLd7icp8fUzWlK5+Pjk+f4iAV5usO2p4eaeLJcT75+er7ibvdpxsbGzz1MV86jD3l55ZVXijQWcWhoaK73/v7+6t0nGxubQvtu0Gc3b95k+PDhHDlyBDs7O2bPnl3g/CXpXMzLy0t9BOhpOZ20Pak4PeNLL/pCCF0gFVuRr6CgIIKCgrSy7TfeeENtNpKfp0+gS6p169Y6P+amEOLFelkX20JCQvjll19o06bNC1m/0I4jR47g4eGBnZ0dkN3p3+jRo/OdvySdix06dKjY5SpOz/jSi74QoqyTiq0QQghRiKJcbCsN06dPZ/r06S98O+LlUvLoLK0gJelcrLh3bIvTM37OvDnDM126dKnQoWqEEOJlk3aXokTKeg+On376KY6Ojri7u9OsWTN27979zDxnz56lYsWK+XZjL4QwLGU9rxXUM+2vv/5KkyZNMDMzk5xWBnl6ehIdHc358+cB1JEVStOhQ4fy7TQsr46AevXqxaZNm7hx4waKorBo0aJ8e8bPrwMxUTaV9VyWIzIyEmNjY3UscYC5c+fi4uKCm5sbGo3mmccg9u7dS9OmTXF2dsbBwYHDhw+XWvmF7pOKrSiRst6DY+vWrTl+/DgnT57k+++/p1evXrmG9cjMzOTdd99Vx5wUQoiyntcK6pnWzs6OJUuWFDgOsNAeCwsLFi1aRJcuXfDy8uLRo0eYmppSsWJFrZXJxsaGyZMn07JlSxo0aECtWrXUoZr+/fffXM3tQ0JCSElJwdbWlk6dOrFgwQKqVaumpZKLwpT1XAbZQ/aMHz+ezp075/rc2dmZgwcPcurUKcLDw3n//fe5dOkSkB2XgwcP5scff+Svv/4iJiYGR0fHUim/0A9SsRX52rBhAw4ODjRq1IgpU6ZgZGSkjp365Gtra2smT56Ml5cX9evXZ8qUKeo6fHx88u3EpbjWr19Pjx49sLCwwMjIiBEjRrBmzZo85+3cubOa1F1dXcnMzMz1PO60adPo2rUrDRs2LJWyCSF0gy7ntbCwMHW4nvr169OmTRu2bNkCQMOGDXF3d8fERJ4wKqvefPNNzp49y6FDh6hduzbNmjVTOyxUFEUdRzk+Ph4XFxd1uWPHjqnDtkVGRtK1a9dSK9OwYcM4f/48Fy9e5IcffsDU1BSAunXr5up7IqcDsfPnz3Pu3DkCAgJKrQyiZHQ5lwGMGTOGkJAQatSokevz9u3bq0NOvvHGG1hYWHD58mUAFi5cyMCBA9XKrLm5+XMNuyj0jxwBRZ50vQfHJy1btowGDRqoY7ueOnWKHTt2sGfPHr744otClxdC6Addz2vSM61umzt3LuvWrSMjI4Nq1arx/fffa7tIQkfpei7btm0b9+7dIyAgoMCKdUREBHfv3qVx48YAxMbGUr9+fXx9fUlMTKR169Z8/fXXWm35IMoWqdiKPOlDD44Au3btYvLkyezcuRPIHtJi2LBhLFu27LkGHxdC6B59yGvSM63umjBhAhMmTNB2MYQe0OVcdu/ePT7++GP1vCw/p0+fJjg4mLCwMLUFXnp6OpGRkURERFC5cmWGDBlCaGgo33zzTbHLKvSTVGxFnnS9B0fI7mAgODiY8PBw7O3tAbh27RoXLlxQe3O8d+8eiqJw9+7dAp8FEULoPl3Pa9Izrcjh4+PDuHHjSrVZcnEEBASoHWFBdkuozZs34+/vT2hoKAsXLqRu3bpA9jOTq1ev1ko59ZUu57I///yTa9eu0axZMwASExMJDw/n1q1bTJ48Gci+M9u1a1eWLl1Kq1at1GXr1atHo0aNeO211wDo16+fVGpFLlKxFXny9PRkyJAhnD9/Hltb2xfWg2Nx9OrVi1atWvHZZ59Rq1atAntw3LdvH4GBgWzZsgV3d3f1cysrq1zP2oaGhvLw4UNmzJhRsp0QQugMXc9rOT3TLl++XO2ZdtGiRaVRbCGKZf369errY8eO8eabb9KpUyf1s0GDBslx9QXS5VzWqlUrbt68qb4PCgqiSZMmvP/++wCcOXMGPz8/vvvuOzp06JBr2QEDBjB+/HgeP36MmZkZ27dvz3WOJ4R0HiXypOs9OA4dOpTHjx8THByMRqNBo9Fw+vRpLZVcCFEW6HpeK6hn2sjISCwtLZk1axaLFy/G0tKSX375RRu7ZDBSUlLo27cvTk5OuLu707FjRwCuX79O27Ztady4Mc7OzowaNUptlhkaGkr//v3p2rUrtra29OnThxMnTtCuXTtsbGwYM2aMun4fHx8+/PBDfHx8sLOzIyQkJM/mnUlJSQwbNoxmzZrh5ubGiBEjSE9PB2DKlCk4Ojqqx8Gc3mVL09KlSxk4cCBmZmalvm6RN13PZQUZNWoU9+/fZ/z48Wrc7tixA8i+i9ytWzc0Gg2urq7cunWL//73vy9ql4QuUgxUdHS0AijR0dHaLkqZ9eDBA/X10qVLlZYtW2qxNEKb5P9F5ND1WJC8phu0GWdF3fbGjRuVDh06qO9v376tKIqipKSkKElJSYqiKEpGRobSpUsXZd26dYqiKMrnn3+u2NraKvfu3VMyMjIUNzc3pWPHjkpqaqry8OFDpWbNmsrZs2cVRVEUb29vpUOHDkpaWpry6NEjpXHjxkpYWJg6LTw8XFEURRk2bJjy448/KoqiKFlZWcrQoUOVWbNmKXfu3FGqVq2qJCcnK4qiKI8ePVJSUlKe2Y+dO3cq7u7uef59+umnBX4HKSkpyquvvqqcOnVK/ezzzz9X6tatq7i5uSlt27ZVdu/eXeA6cuh6bnnSy9gXyWUvnj7FpKGQpsgiX9KDoxBC30heE6XF3d2dv//+m5EjR+Lt7a0+75yVlcX48eM5cOAAiqJw8+ZNNBqNOkROp06d1OFM3NzccHd3x8zMDDMzM+zt7bl48aI6FN3gwYMxNTXF1NSUgQMHEhERQZ8+fXKVY/PmzRw5coSZM2cC2XeSy5cvT5UqVbCzs2PgwIF07NiRLl26qKMDPMnX1zfX0D7FsWHDBuzs7HB1dVU/GzFiBBMmTMDU1JSDBw/So0cPjh49mqvHXPH8JJcJ8Syp2Ip8SQ+OQgh9I3lNlBYbGxtiY2PZvXs3ERERfPTRR8TExLBgwQJu377NH3/8gbm5OWPGjCE1NVVd7umOfIrTsU9eHQYpisLmzZuxsbF5ZtqRI0c4dOgQkZGReHp6smbNGlq3bp1rnoiICMaNG5fn9rp06cKXX36Zb3mWLFmiNjfNUbt2bfV1y5YtadSoEceOHZOKbSmTXCbEs+QZW/FSlOYg4CUREBCgPquh0WgoV66c+vzZr7/+SpMmTTAzM8vz4D5lyhQaNGhAgwYNmDRp0ssuuhCiDNF2Lrtw4QLt27dHo9Hg4ODA2LFjycrKAkqeyyIjI6lYsWKuHJmSkvLS9klXXblyBSMjI/z9/ZkxYwaKonD58mXu3r1L7dq1MTc358aNG6xbt67E21i5ciUZGRmkpKTw008/4evr+8w8/v7+TJs2Ta0Q3717l/Pnz5OUlMSNGzdo3bo1kyZNolWrVpw4ceKZ5XPu2Ob1V1ClNi4ujqioKPr37//M95Ljn3/+ISYmJtcdXaFbtJ3zPv30UxwdHXF3d6dZs2bs3r071/QNGzbg6uqKs7MzTk5OuXpmFoZH7tgKg1BQD452dnYsWbKEdevW5bqqDtm9K69Zs4ZTp05hYmJCy5YtadWqVa7eH4UQ4mUZN24cb731FqNGjSI1NZWmTZvSvn17/Pz8niuXOTk5cezYMW3sks46ffo0H3/8MYqikJWVRWBgIG5ubowaNYrevXuj0Wh4/fXX86yMFpWHhwe+vr5cvXqV7t27q82ZnzR79my1o51y5cphamrK119/jbm5OQEBATx69AgjIyPs7OwYPHjw8+xyLkuXLqVXr15UqVIl1+cTJkwgOjoaExMTjI2NWbBggdq0WojiyrkwU6FCBU6ePImPjw/Xrl3D3NycEydOMHHiRHbt2kXdunV58OABJiZStTFk8usbkJSUFIKCgjh9+jSmpqZYWFjw+++/c/36dfr378+DBw9ITU2lffv2zJkzByMjI0JDQzl79ixJSUn8/fffeHh48MknnzB27Fji4+Pp3r07s2bNArKv6mk0GmJiYtSD8DfffPNM06mkpCTGjBnDyZMnSU1NxcvLi3nz5mFqasqUKVNYvXq12rvili1bSr350tM9OOYccDdt2vTMvGFhYQQFBfHKK68AMGTIENasWSMVWyG0yNBz2f3799XvIT09nTp16gCSy162zp0707lz52c+r1evHlFRUXkuExoamuv98uXLc72PjIzM9d7Ly4uvvvrqmfU8OV/lypVZuHBhnts7cuRInp+Xhi+++CLPz1/E0DOGzpBz3pP/Y66urmRmZpKYmIilpSUzZ85k7Nix6pjJT19kEYZHKrYGZPv27dy9e5fY2FgA7ty5A8Crr75KeHg4lSpVIjMzk7feeosNGzaoV4aPHTvGsWPHqFSpEh4eHnz88cds27aNjIwM6tevz4gRI9QTqtjYWHbu3El6ejpt2rRh3bp1z3R0MXbsWNq0acP333+PoigMGzaM+fPnExQUxIwZM7h27RoVKlQgOTmZcuWebS3/PM8DpaamsmbNGvbt21ek7ywhIQFvb2/1vbW1da67v0KIl8+Qc9ns2bPp1q0b//vf/7h79y6TJk2iUaNGhX5nheWys2fP4uHhgbGxMcHBwYwcObLQdQohXg5DznlPWrZsGQ0aNFA7QYuNjcXGxgZvb28ePHhA165dCQ0NxdjYuBjfrtAnUrE1INKDY949OBbmySuWSh5jCAohXi5DzmWLFy8mMDCQkJAQbt68Sbt27fD09KRdu3aFLptfLvPw8ODKlStUrVqVK1eu4OfnR40aNZ7ZX/FyPX33VhguQ855OXbt2sXkyZPZuXOn+ll6ejrR0dFs374dRVHw9/dn8eLFcmHOgEnF1oBID4559+BYECsrq1wdEVy6dAkrK6siLy+EKH2GnMvmzp3LxYsXAahVqxadO3dm7969hVZsC8plTzbfs7S0pH///uzfv18qtkKUEYac8wD27t1LcHAw4eHh2Nvbq5/Xq1ePnj17UqFCBQB69uxJVFSUVGwNmPSKbECkB8e8e3AsSO/evVmxYgWPHj3i8ePHLF26lH79+hV5eSFE6TPkXGZjY8O2bdsAePToEbt378bFxaXQ/Skol127dk3tWTkpKYmtW7cWqXmzEOLlMOSct2/fPgIDA9myZQvu7u65pg0YMIDff/+drKwsMjMz2blz5zPzCMMiFVsDcvr0aby8vHBzc8PDwyNXD46HDh1Co9EwZMiQUunB0c3NDW9v73x7cDQxMUGj0eDm5oavry/x8fHcv3+fnj174urqipubG+np6S+lB8fIyEgsLS2ZNWsWixcvxtLSUh0KyMfHhz59+uDq6oqjoyMdO3bkzTffLLUyCSGKz5Bz2YoVK/juu+9wc3OjSZMmdOzYUS1bSXNZznAZ7u7ueHp60qFDB4KDg0ulvAKCgoKYP3++Vsvw5JBON2/eBODmzZu8+eab2NnZ4eLiwoEDB4q0roKGzwsNDaVWrVrqtLfffltdLiwsDCcnJ2rUqFH6O6jnDDnnDR06lMePHxMcHKzG1enTpwHo168fdevWxdnZGXd3d+rUqcP7779fKtsVOkoxUNHR0QqgREdHa7soesPb21sJDw/XdjHECyD/LyKHIcSC5DLt02aclfa2Bw8erMybN69U1lVSe/bsURo3bpzrs+DgYOXzzz9XFEVRoqKiFCsrKyU9Pb1Y6z169KhSvXp1JTU1VVEURfn888+VsWPH5jt/XFycUr169Tyn6VNu0bV9kZyXN137HYWiyB1bIYQQQohCTJkyhQ8++EB9//DhQ6pVq0ZiYiKnT5+mdevWeHh44OTkxNSpU/NcR2hoaK5nDHN6lM0xY8YMmjVrhoeHB35+fly+fPmF7c/atWt57733AGjatCkWFhZFvmub4+nh84QQQpuk8yhRaqQHRyGEPpBcJvISFBSEh4cHM2fOpHz58qxbt462bdtSo0YNzMzMiIiIwMzMjJSUFLy8vOjQoQNNmjQp8vp/+uknzp07x+HDhzE2NmblypW8//77bNmy5Zl5AwICOH/+fJ7rCQ8P54033ihwW7dv3yYrK4uaNWuqn1lbW5OQkFDk8uY3fN6aNWvYuXMn1atXZ9KkSbRt27bI6xTaITlP6Aup2AohhBBCFMLS0pJGjRrxyy+/EBAQwLJly/joo4+A7GFPRo4cSUxMDOXKlePy5cvExMQUq2K7efNmjh07RuPGjQHIzMzMdzzO0hhP/eleb5ViDmeX1/B5I0aMYMKECZiamnLw4EF69OjB0aNHqVev3nOXVwghCiMVWyGEEEKIIggODmb58uVoNBrOnz9P586dAfj000+xsLDgxIkTmJiY0LNnz1zDruQwMTEhMzNTff/kPIqiMHHiRIYMGVJoOZ73jm316tUBuHXrlnrXtrjD2eU1fF7t2rXV1y1btqRRo0YcO3ZMKrZCiJdCnrEVQNnttVFRFEJDQ2nYsCEuLi74+Pio8y9duhRXV1dMTEyeKfuvv/5KkyZNMDMzy3fMtLw8evSI4OBgXF1dsbe35+OPP1avYmdlZTFu3DhcXFxwcHBg6NChpKWlAXDhwgU0Gg3ly5fnzz//fM5vQghREmU1jx07dowWLVrQqFEjHB0d+eabb9T5k5OT6d+/P7a2tjRs2JCNGzfmWl9Oj8XOzs44OTnlGot27969NG3aFGdnZxwcHDh8+HCh5Tt8+LDas6izszPvvvsujx8/VqdPnz4dFxcXnJyc6NGjB/fu3QOy70hqNBoqVarE1q1bn+Mb0m09evQgKiqKadOmERgYqN5RvXv3LpaWlpiYmHD27Fl27tyZ5/INGjTg2LFjZGVlkZyczIYNG9Rp/v7+LFy4kDt37gCQnp6e55ApkH3HNr9hUwqr1Obo3bs3CxYsAODo0aNcv36dVq1aAdnP/n7yySf5Lpvf8HlXrlxRX//zzz/ExMTkuqMrXqyymgO/+uor7O3tKVeu3DP548KFC7Rv3x6NRoODgwNjx45Vhx8ryO3bt+nevTtubm44OjoyePBgUlJSAOmB25BJxVaUKU5OTsTExFCrVi0A5s6dy+nTp/nzzz/5888/WbNmjTpv48aNWbt2LQMGDHhmPXZ2dixZsoSQkJBibf+rr74C4NSpU/z555+cOHFCbfK1ZMkSTp06xfHjxzlz5gwAc+bMAbJPVmJiYqhbt27xd1oIoVeezmPDhg3jk08+4cSJExw8eJAZM2YQGxsLZHcWZGZmxvnz59mxYwcjR47k7t27AJw4cYKJEyeyY8cO/vrrL44cOaKu899//2Xw4MH8+OOP/PXXX8TExODo6Fho2dzd3Tl69CgxMTGcPn2aW7dusXjxYgB27tzJjz/+yOHDh4mNjUWj0TBhwgQAKlSoUOymtfrIzMyM3r17s2TJklxDIk2cOJEffviBpk2bMnHiRNq1a5fn8r169aJWrVo4OTnRs2dPNBqNOi0wMJCBAwfi4+ODu7s7Go2GPXv2vLB9+frrrzl06BB2dnYEBQWxcuVKTEyyG/KdOXNGvaubl/yGz5swYQIuLi5oNBr69evHggULaNiw4QvbB1E2PZ0D27dvz2+//UabNm2emXfcuHG89dZb6oWZ33//ne3btxe6jSlTpmBjY6Oer924cYNly5YB0LdvX3777bfS3SmhE6Qpsp6ZMmUKN27cYN68eUB2r41WVlacO3eOa9euMXLkSB49ekRqaiqBgYF5XpENDQ3l4cOHzJgxA8i+cnvs2DGWL18OZJ+IrV27loyMDGrXrs3ixYuLfIW4uKZPn05kZCTly5cHoE6dOuq0nEG4y5V79vpMzoF006ZNxdreyZMnGTRoEEZGRpiamtKxY0dWrlxJ7969OXnyJL6+vmpZ/Pz8mDx5crErz0KIgulbHgPUO5+PHj2ifPnyVKtWDci+s5BTpvr169OmTRu2bNlCUFAQM2fOZOzYseoFsycrEQsXLmTgwIFqZdbc3Bxzc/NCy1GxYkX1dVpaGikpKWoOPXnyJK1bt6Zy5coAdO3albZt26p39US2BQsWPPOdNGrUKN/WOjm/L0D58uVz3aV92ocffsiHH35YGsUslIWFBb///nue0/7880+mTZuW77JffPFFnp+vWLGiVMpm6PQtBzZv3rzA6ffv3weyW4akp6fnOtcrSFJSEllZWaSlpZGcnIylpeVzl1XoNrljq2eCgoIICwtTm8g+2WujtbU1ERERHD9+nOjoaNauXcuxY8eKtf4ne208fvw4/fv3z3cw7KcHcX/yryhDGDx48IBbt26xadMmPD098fT0JCwsrFjlLa6mTZuydu1a0tLSSEpKYtOmTWrTv6ZNm7JlyxaSkpJIS0vj559/ztUsUAhROvQpjwEsW7aMSZMmYWVlRcOGDZk6dar6LGJCQkKu5w+f7Jk2NjaWhIQEvL29adSoEZMmTVKfz4yNjSUlJQVfX180Gg0ffPABycnJRSpPfHw8Go2GGjVqUKVKFYYPHw5AkyZN2LlzJzdu3EBRFFatWkVSUpLaNFborvLly3Pjxo1czUMLsnfvXvUCR2kJCwujW7duWFhYlOp69ZG+5cCCzJ49m3Xr1lG3bl3q1q3LoEGDaNSoUaHLTZo0ifPnz1O7dm1q1aqFo6Mj/v7+z10eodvkjq2e0adeG9PT09U7CkeOHCEhIYEWLVrg7OyMi4vLc607P+PHj+eTTz6hWbNmvPbaa3h5ebFr1y4ABg0axKVLl2jTpg2vvPIKvr6+7N69+4WUQwhDpk95DLJbnkyfPp0+ffpw8eJFfHx8aNasGfb29kDu3mmf7Jk2PT2d6Ohotm/fjqIo+Pv7s3jxYkaOHEl6ejqRkZFERERQuXJlhgwZQmhoaK7nd/NjbW1NTEwMDx8+ZODAgWzcuJF+/frh4+PD2LFj6dKli9oBEoCpqelzfwdCu7y8vF7omLhF0bdvX/r27avVMugKfcuBBVm8eDGBgYGEhIRw8+ZN2rVrh6enZ77N+XOsW7cONzc3IiIiSE5Oxt/fn+XLl+caF1oYHqnY6iF96rWxUqVKDBw4EAArKytatmzJsWPHXljF1tzcnG+//VZ9P23aNJycnIDsk8/PPvuMzz77DICff/5ZnSaEKF36kscSExPZtGkTq1evBsDGxobmzZtz6NAh7O3tsbKyIj4+PlfPtH5+fgDUq1ePnj17UqFCBQB69uxJVFQUI0eOpF69ejRq1IjXXnsNgH79+hWpUvukSpUq0a9fP1avXk2/fv2A7OFaRowYAcCRI0ewtLQs9Tt3QojC6UsOLMzcuXO5ePEiALVq1aJz587s3bu30IrtvHnzWLp0KcbGxlSuXJmAgAD27NkjFVsDJ02R9ZA+9drYv39/tROBu3fvEhUVhZubW5G/i7xERUXRvn37PKc9ePBAbc4XFxfH//73P8aOHQtkHxRynpNLTExk2rRp6hVUIUTp0pc89tprr2Fubs7evXuB7Nxx5MgR9eLckz3TxsXFsXfvXrU53YABA/j999/JysoiMzOTnTt3qn0LDBgwgD179qg9Gm/fvl2ddvXqVRwcHPIsz4ULF0hPTweyn7HduHFjrpx67do1ILu35s8++0xynBBaoi85sDA2NjZs27YNyO6DYPfu3Wp+3LRpE4MGDSp0ufT0dLZv3/7CbnoI3SF3bPVQTq+NCxcuVHvvhexeGwMDA1m9ejXW1tYF9tq4fv16nJycsLa2RqPRqF2oBwYGcvv2bXx8fDAyMiIjI4OhQ4cW6XmIkvjqq68IDg5m4cKFAHzyySd4eHgAsGrVKj7++GPu3r3Lli1bmDZtGuHh4TRq1IjIyEgGDhzIgwcPUBSFn3/+mYULF+Lv78+lS5fUOyBPu3jxIn369MHExAQTExO+/fZbtdfK+/fv4+3tjbGxMZmZmXz44Yd069bthey3EIZOX/KYsbExa9euZcyYMWRkZJCens64ceNo2rQpACEhIQwZMgRbW1vKlSvHggUL1I6l+vXrx7Fjx3B2dsbY2Jg2bdqoz8F5eXnRrVs3NBoNJiYmuLi4sGjRIiC7x+Sc3m2fFhkZybfffouxsTEZGRm0a9eOSZMmqdM7duyodsYSGBiY73N3QogXS19yIMDUqVNZsGABt27dIigoCHNzc06cOEHNmjVZsWIF77//PjNnziQ9PZ3u3bsTEBAAwPnz55/peTvHnDlzGDFiBC4uLmRlZdGyZUtGjRr1QsovdIeR8uQDPQbk+PHjNG7cmOjoaLWiJLQrMjKScePGFbsThOIaNWoUffr0UcfrK03W1tZs3bpV764ayv+LyCGxULCXlccKMmvWLGrVqqU+xlGafHx8GDduHF27di31dT9Jm3GWs+1Vq1YVaQglUTrOnDnDwIED9SK3GHKeLM0c2KtXL2bOnIm1tXWxl42Pj6dJkyYkJiaWePuG/DvqKrljK8qMJ3tt/P3339Xxz0rb3LlzS32dFy5coFevXqSnp0tHK0IYsJeVxwoyZsyYUl9nSkoKLVq04M6dO0UaVkiX1ahRg4oVK76QCwOiYBUrVqRGjRraLoZ4DqWZAwsaGqsgYWFhTJkyRXrgNkBSsRVlRlnotbGkGjRoQExMjLaLIYTQMl3OYwWpUKGCweQ4Kysrzpw581x3ekTJ1KhRAysrK20XQzyHspADpQduwyUVWyGEEEKIJ1hZWUkFSwghdIz0iiyEEEIIIYQQQqcZ/B3bJ3uaE0LkTf5PxNMkJsSLJPEl9IHEsW6T30/3GGzFVjqHEKJ4pFMPAZI7xcsjOUfoKsmT+kPykG4x2OF+ABISEqRziGLYtWsXH330EcOHD+fdd9/VdnFKZPHixXz33XdMnz4937HfRN6kUw+RQ59yp+S1sktyjtBl2syTktdKj+Qh3WLQFVtRdNHR0bRu3Rp/f3/WrFmDkZGRtotUIllZWfTv35+tW7eyf/9+GZdMCAMmeU0IoW8krwlDJhVbUairV6/SrFkzLC0tiYyMpEKFCtou0nNJSUnB29ubq1evcvToUerWravtIgkhXjLJa0IIfSN5TRg6qdiKAiUnJ9OmTRtu3LhBVFQUderU0XaRSsW1a9do1qwZFhYW7Nu3j4oVK2q7SEKIl0TymhBC30heE0KG+xEFyMrKYvDgwZw5c4bw8HC9SZIAderU4ZdffuHMmTMMHjyYrKwsbRdJCPESSF4TQugbyWtCZJOKrcjX559/zoYNG1i9ejUajUbbxSl1jRo1YtWqVaxfv57Q0FBtF0cI8RJIXhNC6BvJa0Jkk4qtyNPq1auZMmUKU6dOpXv37touzgvTo0cPpk6dyhdffMFPP/2k7eIIIV4gyWtCCH0jeU2I/yPP2IpnHD58mLZt29KvXz+WLVumsz3qFZWiKAQFBREWFkZkZCSenp7aLpIQopRJXpO8JoS+kbwmeU3kJhVbkculS5do1qwZDRs2JCIiAjMzM20X6aV4/Pgx7du35/z580RFRcmYZULoEclrkteE0DeS1ySviWdJxVaokpKSaNmyJQ8fPuSPP/6gZs2a2i7SS3Xr1i2aNWtGlSpVOHDgAJUrV9Z2kYQQz0nymuQ1IfSN5DXJayJv8oytACAzM5MBAwYQHx9PeHi4wSVJgJo1axIeHk5cXBxvv/02mZmZ2i6SEOI5SF6TvCaEvpG8JnlN5E8qtgKAjz/+mN9++42wsDCcnZ21XRytcXFx4eeff+bXX3/lk08+0XZxhBDPQfJaNslrQugPyWvZJK+JvEjFVrBkyRJmzJjBrFmz6Ny5s7aLo3V+fn7MnDmT6dOns2zZMm0XRwhRApLXcpO8JoTuk7yWm+Q18TR5xtbA7d27F19fX4YOHcr//vc/ve9Rr6gURWHEiBEsW7aMnTt34u3tre0iCSGKSPJa3iSvCaG7JK/lTfKaeJJUbA3YhQsXaNasGRqNhu3bt2NqaqrtIpUp6enpvPnmm5w8eZI//viDBg0aaLtIQohCSF4rmOQ1IXSP5LWCSV4TOaRia6Du3btHixYtyMzM5MiRI1SrVk3bRSqT7ty5g6enJyYmJhw+fJiqVatqu0hCiHxIXisayWtC6A7Ja0UjeU2APGNrkDIyMujbty83btxg69atkiQLUK1aNbZu3cq1a9fo06cPGRkZ2i6SECIPkteKTvKaELpB8lrRSV4TIBVbg/Thhx+ye/du1q9fT8OGDbVdnDKvYcOGrF+/nl27djF69GhtF0cIkQfJa8UjeU2Isk/yWvFIXhNSsTUwCxYsYMGCBcyfP5927dppuzg6o3379syfP5/58+ezcOFCbRdHCPEEyWslI3lNiLJL8lrJSF4zbPKMrQHZuXMnnTt35v3332f27NnaLo5O+s9//sOCBQvYtm0bHTp00HZxhDB4kteen+Q1IcoWyWvPT/KaYZKKrYH4+++/8fT0xMvLi/DwcIyNjbVdJJ2UkZFBt27dOHz4MEeOHMHBwUHbRRLCYEleKx2S14QoOySvlQ7Ja4ZJKrYG4Pbt2zRv3hwzMzMOHz5MlSpVtF0knXb//n28vLx4/Pgxf/zxB9WrV9d2kYQwOJLXSpfkNSG0T/Ja6ZK8ZnjkGVs9l5aWRq9evbh//z5bt26VJFkKqlatSnh4OPfv3ycgIIC0tDRtF0kIgyJ5rfRJXhNCuySvlT7Ja4ZHKrZ6TFEURo4cyeHDh9m0aRP169fXdpH0ho2NDRs3buTgwYO89957SMMHIV4OyWsvjuQ1IbRD8tqLI3nNsEjFVo/NmjWLJUuW8N1339GqVSttF0fvtG7dmu+++44ffviBb7/9VtvFEcIgSF57sSSvCfHySV57sSSvGQ4TbRdAvBhbt24lJCSE8ePHM3jwYG0XR28FBQVx5swZxo0bR8OGDenatau2iySE3pK89nJIXhPi5ZG89nJIXjMM0nmUHjp16hQtW7bE19eXDRs2UK6c3Jh/kbKysujZsye7du3i0KFDuLq6artIQugdyWsvl+Q1IV48yWsvl+Q1/ScVWz1z48YNmjVrRrVq1di/fz+VKlXSdpEMwsOHD2nVqhX37t0jKiqKWrVqabtIQugNyWvaIXlNiBdH8pp2SF7Tb3JpSI+kpqbSo0cP0tLS+OWXXyRJvkSVKlUiPDxc/Q1SU1O1XSQh9ILkNe2RvCbEiyF5TXskr+k3qdjqCUVReOeddzhx4gRbtmzhjTfe0HaRDM4bb7zBli1biI6OZtiwYdLznhDPSfKa9kleE6J0SV7TPslr+ksqtnriq6++YvXq1SxfvpxmzZppuzgGq3nz5ixfvpxVq1YxdepUbRdHCJ0mea1skLwmROmRvFY2SF7TT9Irsh5Yv349EydOJDQ0lL59+2q7OAavX79+/P3330yYMAF7e3t69eql7SIJoXMkr5UtkteEeH6S18oWyWt6SBE6JzExUfnPf/6jZGZmKseOHVMqVKig9OvXT8nKytJ20cT/LysrS+nbt69SoUIFJTo6WsnIyFD+85//KImJidoumhBlkuS1sk/ymhDFI3mt7JO8pl+kV2QdtHjxYt577z3OnDmDj48PlpaWREZGUqFCBW0XTTwhJSUFb29vrl69yt69e3FwcGDhwoUMHz5c20UTosyRvKYbJK8JUXSS13SD5DX9IRVbHTRw4EDOnDmDkZERN27cICoqijp16mi7WCIP165do1mzZlhYWJCVlYWzszMrV67UdrGEKHMkr+kOyWtCFI3kNd0heU0/SOdROmj//v0kJSURGxvLqFGjGDp0KL/++qu2iyWe8uuvvzJ06FBGjRpFbGwsDx8+ZP/+/doulhBlkuQ13SB5TYiik7ymGySv6Q+p2OqYhIQEEhIS+Oeff3jllVf46KOPePjwIba2ttoumniKra0tDx8+5KOPPuKVV17hn3/+4dKlS1y+fFnbRROiTJG8pjskrwlRNJLXdIfkNf0hFVsdk9MswtjYmC5dunD8+HH27duHvb29lksmnmZvb8++ffs4fvw4Xbp0wdjYGECatgjxFMlrukPymhBFI3lNd0he0x/yjK2OOXPmDNOnT+err76idu3a2i6OKIbr16/z6aefEhISgqOjo7aLI0SZIXlNd0leEyJvktd0l+Q13SUVWyGEEEIIIYQQOk2aIgshhBBCCCGE0Gkm2i5AYRISEkhMTNR2MQxSjRo1sLKy0nYxXhiJrbJLF2NP4kn/6EocSuzpHl2JreKQONQefYyn4pDYe3F0LbbKdMU2ISEBR0dHkpOTtV0Ug1SxYkXOnDmjUwFdVBJbZZuuxZ7Ek37ShTiU2NNNuhBbxSFxqF36Fk/FIbH3YulabJXpim1iYiLJycmsWrVKHt5+yc6cOcPAgQNJTEzUmWAuDomtsksXY0/iSf/oShxK7OkeXYmt4pA41B59jKfikNh7cXQxtsp0xTaHo6MjHh4e2i6G0EMSW6I0STwJbZHYE2WBxKHQFok9AdJ5lBBCCCGEEEIIHScVWyGEEEIIIYQQOs0gK7YajYaUlJRC53vnnXfYv39/qW13yZIl2NnZ0aBBA4YPH05GRkae8y1duhRXV1dMTEyYP3/+M9M3bNiAq6srzs7OODk5ER8fD8DRo0fx8vKiYsWKBAQElFq5Rekp67GXnJxM//79sbW1pWHDhmzcuFGdNnfuXFxcXHBzc0Oj0RAWFlZq5RPPT5djKysriw8++IAGDRpga2vLwoUL1WmbNm1SY87Z2ZkJEyYgw69rV1mPtYKOoQsWLMDV1RWNRoOrqytz5859Zvlbt25hYWEhx9EySJdj7/bt23Tv3h03NzccHR0ZPHhwkfZFaF9Zj7uCjq8GRynDoqOjFUCJjo7WdlGe28WLF5U6deoo169fV7KyspRu3bopixYtynPemJgYJTY2VgkMDFTmzZuXa9rx48cVBwcH5erVq4qiKMr9+/eVR48eKYqiKJcvX1b++OMPZdGiRUqvXr2eq7z69N3nRd/370nFib3JkycrgwcPVpezsLBQ7ty5oyiKokRERCj37t1TFEVREhISlBo1aijx8fGlXl5d/G10scylobRia8WKFUq7du2UjIwM5fbt20q9evWUM2fOKIqiKA8ePFAyMzMVRVGUx48fK02bNlW2bNnywvdNV35TXSnn8yqtY2hODlOU7OPnG2+8oZw8eTLXPAEBAUpQUNBzH0fzo4+/mT7uU47Sir0PP/xQGT16tKIoipKRkaF06tRJWbBgwXOXT5+/+6LQ1/0vrePr89DF71Zv79hu2LABBwcHGjVqxJQpUzAyMuLhw4cAuV5bW1szefJkvLy8qF+/PlOmTFHX4ePjw9atW0ulPOvXr6dHjx5YWFhgZGTEiBEjWLNmTZ7zuru74+joSLlyz/48M2fOZOzYsdStWxeAKlWqULFiRQAsLS1p1qwZZmZmpVJmUTK6HHthYWG89957ANSvX582bdqwZcsWANq3b0/VqlUBeOONN7CwsODy5culUkZRNPoaW2FhYYwYMQJjY2OqVatGnz59+PnnnwGoXLmymgtTU1N5/PhxnrlRlC5djrWCjqE5OQyy73JkZGRgZGSkfrZ69WosLCzw9vYulXKL4tPX2ANISkoiKyuLtLQ0kpOTsbS0LJUyiueny3FX0PHV0OhEr8jFdfPmTYYPH86RI0ews7Nj9uzZBc5/7949Dh06xK1bt7C1tSU4OJjXX3+9wGW8vLzyHTMrOjoaY2PjXJ8lJCRQr1499b21tTUJCQlF26EnxMbGYmNjg7e3Nw8ePKBr166EhoY+sz2hHboee0WdNyIigrt379K4ceMCyypKjz7HVl7Tjh07pr4/dOgQI0aM4Ny5c4wcOZIuXboUuB/i+eh6rBVm/fr1fP7555w/f55p06bh6uoKwL///susWbPYu3cv69evL9G6xfPR59ibNGkSvXr1onbt2qSkpDBgwAD8/f2LvR5R+nQ97kozP+o6vazYHjlyBA8PD+zs7AAIDg5m9OjR+c7/9ttvA1CzZk1sbGyIi4srNEAPHTpU7HI9eVVYKeEzYunp6URHR7N9+3YURcHf35/FixczcuTIEq1PlC59iL3C5j19+jTBwcGEhYVRoUKFYpdFlIy+x1ZB07y8vDh16hS3bt2iZ8+e7N+/nzZt2hS7rKJo9CHWChIQEEBAQADx8fH06NEDPz8/7O3tGTZsGN988w2VKlUq8brF89Hn2Fu3bh1ubm5ERESQnJyMv78/y5cvJygoqETrE6VHH+KutPKjrtPLiq2iKLl+4MKYm5urr42NjfN9OPtJxb3yYmVlpXbyBHDp0qUSDXZcr149evbsqVYoevbsSVRUlFRsywhdj72ceWvWrKnO6+fnp06PjY2la9euLF26lFatWhVaVlF69Dm2cqY1bdq0wPXUrFmTLl26sG7dOqnYvkC6HmtFZW1tTfPmzdm6dSv29vYcPnyYoUOHAvDw4UNSUlLo1KkTO3bseK7tiKLT59ibN28eS5cuxdjYmMqVKxMQEMCePXukYlsG6HrcFXbuZkj08kElT09PoqOjOX/+PAArVqwo9W0cOnSImJiYPP/yahbcq1cvNm3axI0bN1AUhUWLFtGvX79ib3fAgAH8/vvvZGVlkZmZyc6dO3F3dy+NXRKlQNdjr3fv3ixYsACAuLg49u7dqzaVOnPmDH5+fnz33Xd06NCh1PdLFEyfY6t3794sXryYzMxM7ty5Q1hYGH379gXg7NmzZGVlAdnPp23duhU3N7dS33fxf3Q91gpy5swZ9fWtW7fYtWuXGk937twhPj6e+Ph4ZsyYQefOnaVS+5Lpc+zZ2Niwbds2ILv13fbt23FxcXnu/RHPT9fjrqDjq6HRy4qthYUFixYtokuXLnh5efHo0SNMTU3VTpa0wcbGhsmTJ9OyZUsaNGhArVq11CvD//77LxqNRp131apVWFpasm7dOiZNmoSlpSUnTpwAoF+/ftStWxdnZ2fc3d2pU6cO77//PgAXLlzA0tKSMWPG8Ntvv2FpaZlr2Azx4ul67IWEhJCSkoKtrS2dOnViwYIFVKtWDYBRo0Zx//59xo8fj0ajQaPRyEnfS6TPsRUYGIi9vT0NGzakadOmhISE4OjoCGQ333NxccHd3Z0WLVrg6+vLO++889L31ZDoeqwVdAydN28ezs7OaDQafH19GT16tFyoK0P0OfbmzJnDoUOH1HxWu3ZtRo0apY1dEk/R9bgr6PhqcF5iD8zF9jzdTD948EB9vXTpUqVly5alWTS9p4tdfBfHi9w/ib3no4ux97LKLLH18uhKHL6ockqsvTi6ElvFUZr7JLFXPPoYT8VRWvsvcfcsXYwtvXzGFmDu3LmsW7eOjIwMqlWrxvfff6/tIgkDIbEnXhSJLfGySKwJbZHYE9ogcacf9LZiO2HCBCZMmKDtYggDJLEnXhSJLfGySKwJbZHYE9ogcacf9PIZWyGEEEIIIYQQhkMqtiXg4+PD1q1btbb9pUuX4urqiomJCfPnz881LSsriw8++IAGDRpga2ubq/OosLAwGjVqhIuLC66ursybN+9lF10Uk7ZjDWDhwoU4Ojri4uKCm5sbqampQMGxlpqaSlBQEK6urri4uODv709iYqK2dkHkQduxFRAQoHZCptFoKFeuHL/88guQ3VHZk9PMzc2ZO3euuuyUKVNo0KABDRo0YNKkSernu3fvpnnz5jg5OeHi4sKECRMMejy/skrbsZcjMjISY2PjXMfRgvLapk2bcHNzQ6PR4OzsLPGlY7Qdd59++imOjo64u7vTrFkzdu/erU4rKO6E7tN27EH+53L6Rm+bIuuzxo0bs3btWqZOnfrMtFWrVhEbG8u5c+e4f/8+Hh4etGvXDgcHBywtLdm2bRu1a9fm/v37NG7cGA8PD1q2bKmFvRC6YMuWLaxevZojR45QtWpVbt68iampKVBwrC1evJiHDx9y6tQpjIyMGDZsGN988w3ffPONlvdIlBXr169XXx87dow333yTTp06AeSqxF6/fp369evTp08fAPbt28eaNWs4deoUJiYmtGzZklatWtGpUydee+011qxZg42NDampqfj6+rJmzRoGDBjwcndOlHlJSUmMHz+ezp075/q8oLzm6+vLW2+9Rbly5UhLS6NVq1Y0b97cYIfVEMXTunVrJk2aRIUKFTh58iQ+Pj5cu3YNc3PzAuNOiOdV0LmcvtHZO7YpKSn07dsXJycn3N3d6dixI5B9EtS2bVsaN26Ms7Mzo0aNUq+ohoaG0r9/f7p27YqtrS19+vThxIkTtGvXDhsbG8aMGaOu38fHhw8//BAfHx/s7OwICQnJ88psUlISw4YNo1mzZri5uTFixAjS09OB7LsKjo6O6l2HS5culcq+u7u74+joSLlyz/58YWFhjBgxAmNjY6pVq0afPn34+eefAWjZsiW1a9cGoGrVqjg4OBAXF1cqZdJnhhxr06dPZ/LkyVStWhWAWrVqqeOtFRRrAMnJyaSnp5ORkcHDhw+xtLQslTLpE0OOrSctXbqUgQMHYmZm9sy0H3/8kU6dOqm5KywsjKCgIF555RXMzMwYMmQIa9asAaBRo0bY2NgAYG5ujkaj4eLFi6VeXn1g6LE3ZswYQkJCqFGjRq7PC8prlStXVo+7qampPH78OM/jsMifIcdd586dqVChAgCurq5kZmaqLZkKO56K52fIsVfQuZze0UZXzEVVUDfTGzduVDp06KC+v337tqIoipKSkqIkJSUpiqIoGRkZSpcuXZR169YpiqIon3/+uWJra6vcu3dPycjIUNzc3JSOHTsqqampysOHD5WaNWsqZ8+eVRRFUby9vZUOHTooaWlpyqNHj5TGjRsrYWFh6rTw8HBFURRl2LBhyo8//qgoiqJkZWUpQ4cOVWbNmqXcuXNHqVq1qpKcnKwoiqI8evRISUlJeWY/du7cqbi7u+f59+mnnxb4/QwePFiZN29ers9cXFyUP/74Q32/YMECJTg4+Jll//rrL6VatWrK1atX81y3LnbxXRzF2T9DjrXXXntNmTp1quLl5aU0btxYmTNnjjqtoFhLSUlR+vbtq1StWlWpVq2a0rlzZyUzM7PQ71pRdDP2SlpmQ46tHCkpKcqrr76qnDp1Ks/p9vb2yi+//KK+79q1q7oPiqIov/76q9K2bdtnlrt27ZpiYWFR4jjSlTiU2Ct+7P32229KQECAoijPHkcLO4YePHhQcXV1VczMzJTRo0crWVlZRf7Oc+hKbBVHUffJkOPuST/88IOi0WjU90U9d8uLPsZTcUjsPd+5XGl8t2WJzjZFdnd35++//2bkyJF4e3vj5+cHZD+nMH78eA4cOICiKNy8eRONRkNAQAAAnTp1Uq9YuLm54e7ujpmZGWZmZtjb23Px4kUaNmwIwODBgzE1NcXU1JSBAwcSERGhNofLsXnzZo4cOcLMmTOB7CtC5cuXp0qVKtjZ2TFw4EA6duxIly5d8rxj5evrS0xMTKl+N0ZGRuprJY+rRVeuXOGtt95i0aJF1K1bt1S3rY8MOdYyMjK4cOEC+/bt4/79+3h7e2Nra6t+B/nFWkREBEZGRly/fp1y5coRFBTEf//7X0JDQ4u1fX1nyLGVY8OGDdjZ2eHq6vrMtIMHD/LgwQP1e8lRWI578OAB3bp146OPPsLDw6NE5dJ3hhp79+7d4+OPP2bnzp35zlNQfHl5eXHq1Clu3bpFz5492b9/P23atCny9g2docbdk3bt2sXkyZOficHC8pp4PoYce4Wdy+kTna3Y2tjYEBsby+7du4mIiOCjjz4iJiaGBQsWcPv2bf744w/Mzc0ZM2ZMrgekzc3N1dfGxsbPvM/IyMh3m08mnRyKorB582a1+duTjhw5wqFDh4iMjMTT05M1a9bQunXrXPNEREQwbty4PLfXpUsXvvzyy/y/hDxYWVkRHx9P06ZNAbh06RJWVlbq9H///RdfX18mTpxI7969i7VuQ2XIsWZlZUX//v3V5lGdO3cmKioKPz+/AmNt0aJFDBo0SN3nt99+m2+++UYqtk8x5NjKsWTJEoYOHZrvtMGDB+dqMpUTdzmeznFJSUm8+eab+Pv752omJnIz1Nj7888/uXbtGs2aNQMgMTGR8PBwbt26xeTJkws9huaoWbMmXbp0Yd26dVKxLQZDjbsce/fuJTg4mPDwcOzt7dXPixp3ouQMOfYKOpfTNzr7cMiVK1cwMjLC39+fGTNmoCgKly9f5u7du9SuXRtzc3Nu3LjBunXrSryNlStXkpGRQUpKCj/99BO+vr7PzOPv78+0adPUwL579y7nz58nKSmJGzduqJ0FtGrVihMnTjyzfM6Vl7z+ilupBejduzeLFy8mMzOTO3fuEBYWRt++fQG4du0a7du3Z/z48QwePLjY6zZUhhxrAwYMYPv27UD2M2V79+7F3d0dKDjWbGxs2LFjB4qioCgKW7duxcXFpcTfj74y5NgCiIuLIyoqiv79+z8z7eHDh6xfv54hQ4bk+rx3796sWLGCR48e8fjxY5YuXUq/fv3UZXI6oXqyt2TxLEONvVatWnHz5k3i4+OJj48nICCAyZMnM3nyZKDgvHb27FmysrKA7AsoW7duxc3NrcTfjyEy1LiD7I7vAgMD2bJli3oczVFQ3InSYcixV9C5nL7R2Tu2p0+f5uOPP0ZRFLKysggMDMTNzY1Ro0bRu3dvNBoNr7/+ep5BVVQeHh74+vpy9epVunfvrjZLeNLs2bMZP368OlyFqakpX3/9Nebm5gQEBPDo0SOMjIyws7MrtcrkqlWr+Pjjj7l79y5btmxh2rRphIeH06hRIwIDAzl69KjaLCIkJARHR0cAPvvsMxISEpgzZw5z5swB4D//+Q/BwcGlUi59ZcixNnr0aN59912cnJwwMjKid+/e9OjRA6DAWAsNDWX48OE4OztjZGSEk5MTixcvLpUy6RNDji3I7jSqV69eVKlS5ZlpOcOT2dnZ5frcx8eHPn36qE2X+/Xrx5tvvgnAnDlziIqK4tGjR2zatAnIPmGcMGFCqZVZXxh67OWnoLy2bt06fvrpJ0xNTcnMzCQgIIB33nnnhZdJnxhy3A0dOpTHjx/nOudauXIlrq6uBcadKB2GHHsFncvpnZfwHG+JafOh5Scf9DZEuvjAeHGUpf0z9Fh7Wln6bYqqrJZZYqvkyupv+rSyWk6JvfyV1d/seZSVfTLEuCsr3722lJX918fYKyvfbXHobFNkIYQQQgghhBACdLgp8osWGRmp7SIIAyGxJl4UiS2hLRJ7Qhsk7oS2SOyVDXLHVgghhBBCCCGETjO4im1QUBDz58/XahkiIyOpWLEiGo2GmzdvAnD06FFatmyJm5sbGo2G3bt3F2ld//zzDx06dMDd3R1nZ2fCwsLUaQsWLMDV1RWNRoOrqytz585Vp4WFheHk5ESNGjVKd+cMWFmNLUVRCA0NpWHDhri4uODj46POn5ycTP/+/bG1taVhw4Zs3LhRnTZ37lxcXFzUmHwytgqzd+9emjZtirOzMw4ODhw+fBiA/fv3o9FoMDIy4uHDh6Wz03qqrMaTl5cXGo0GjUaDi4sLRkZGnDp1Sl1m4cKFODo6qrGTM2zCjRs36NmzJ25ubjg4ODB79mx1mZyOolxcXHB1dWXevHlFKl98fDw+Pj5UrVqVJk2aPDN969atODg4YGtrS69evdSYS0lJQaPRUKlSJbZu3VrSr0cvldW4Cw4OVnNR06ZN2bVrlzp/QECAGpM5HbL88ssvudZ59uxZKlasmO8wGU8rKCazsrIYN24cLi4uODg4MHToUNLS0gC4cOECGo2G8uXL8+effz7vV2HQymosfvXVV9jb21OuXLln8seFCxdo3749Go0GBwcHxo4dq/akXZCCjrdyvvZyldW4u3nzJm+++SZ2dna4uLhw4MCBIq8vv+Pyt99+i62tbZ7HT10lTZG1xMnJiWPHjgHZFY8ePXqwcuVK2rZty99//02HDh04d+4cFSpUKHA9QUFBDBs2jKCgIG7cuEHTpk1p1aoVr7/+OgMHDuS9994D4MGDB2qlxs3Njb59+9K8eXO9CmaR7cnYguwD5unTp/nzzz8pX748165dU6fNmDEDMzMzzp8/T1xcHC1atKBt27a89tprODs7c/DgQapWrcrly5fx8PDA09OTevXqFbj9f//9l8GDB7Nt2zYcHR1JTU1Vk2jr1q2JiYnJc2w3UTY9HU+HDh1SX69fv57JkyerQ55s2bKF1atXc+TIEapWrcrNmzcxNTUFYMyYMbi6urJx40YePnyIl5cXLVu2pGnTplhaWrJt2zZq167N/fv3ady4MR4eHrRs2bLAslWpUoUpU6Zw//59Pv/881zTHj58yNChQ9m7dy8ODg68//77fPnll0ydOpUKFSoQExOT6yKPKFuejrtvv/2WV199FYCYmBh8fX25desWRkZGrF+/Xp3v2LFj6pBPOTIzM3n33Xfp3r17kbdfUEwuWbKEU6dOcfz4cUxNTXnnnXeYM2cOISEhNGjQgJiYGKytrZ/3KxBlxNOx2L59e/r27Zvn+Nvjxo3jrbfeYtSoUaSmptK0aVPat29f6HihBR1v5XzNMD0ddx9//DGenp5s376do0ePEhAQwIULFzAxKbgqV9BxefTo0TRq1KjIF/x0gc7esZ0yZQoffPCB+v7hw4dUq1aNxMRETp8+TevWrfHw8MDJyYmpU6fmuY7Q0NBcP+b8+fMJCgpS38+YMYNmzZrh4eGBn58fly9ffiH7cvv2be7cuUPbtm0BcHBw4NVXX2Xbtm2FLnvy5Ek1YVpYWODu7q5e6atatao6X3JyMhkZGVKhKAJ9ii2A6dOn8/XXX1O+fHkA6tSpo04LCwtTL37Ur1+fNm3asGXLFiD74J0TQ2+88QYWFhZFKufChQsZOHCgOlSBubm5ekJqiPQtnp60dOnSXCd306dPZ/LkyWrc1KpVC2NjYyA7V3Xp0gWASpUq4e3tzcqVKwFo2bIltWvXBrLzloODA3FxcYVuv1q1arRq1YpXXnnlmWnbtm2jSZMmODg4ADBy5EjWrFnzHHurW/Qt7p7MIffu3cv3WLZ06VIGDhyImZmZ+tm0adPo2rWrOpRKURQUkydPnsTX15fy5ctjZGSEn5+fGsviWfoWi82bN6dBgwb5Tr9//z6Q3TIkPT091zE3PyU93or86VvcrV27Vj1fa9q0KRYWFkW6a1vQcVkf6WzFNigoiLCwMLX5z7p162jbti01atTA2tqaiIgIjh8/TnR0NGvXrs111aMofvrpJ86dO8fhw4c5fvw4/fv35/33389z3qebQT35V5Qgr1GjBhYWFmzYsAGAP/74g3PnzhEfH1/osk2bNmXVqlVAdhOYQ4cO5Vpu/fr1ODs7U69ePUJCQtSxH0X+9Cm2Hjx4wK1bt9i0aROenp54enrmauKUkJCQ6w6stbU1CQkJz6wnIiKCu3fv0rhx40K3GRsbS0pKCr6+vmg0Gj744AOSk5MLXU5f6VM8Penq1atERkYycOBA9bPY2FiOHTtGy5YtadKkSa7HH5o2bcpPP/1EVlYWN2/eZMeOHXnmuNjYWA4fPky7du2KVZ6n5RXbV69eLVKzQH2gj3H38ccf06BBA3r27Mm6deueqdympqayZs2aXBdbTp06xY4dOxg9enSx9u9JT8dk06ZN2bJlC0lJSaSlpfHzzz8X6XhtqPQxFvMze/Zs1q1bR926dalbty6DBg2iUaNGxVpHcY63In/6FHe3b98mKyuLmjVrqp/ld772tIKOy/pIZ5siW1pa0qhRI3755RcCAgJYtmwZH330EZB9lWzkyJHExMRQrlw5Ll++TExMTLGacWzevJljx46piSUzMzPfKxxPNoMqqS1btjB+/Hi+/PJLXF1dadWqldpUoCDLly9n3LhxaDQabGxs8PX1zbVcQEAAAQEBxMfH06NHD/z8/LC3t3/u8uozfYqt9PR00tLSSElJ4ciRIyQkJNCiRQucnZ1xcXEByHVyqCjKM+s4ffo0wcHBhIWFFdo0PmebkZGRREREULlyZYYMGUJoaCjffPPNc+2LrtKneHrS8uXL6dq1a67nvjIyMrhw4QL79u3j/v37eHt7Y2tri5+fHzNnzmTcuHF4eHhQu3Zt2rVrx61bt3Kt88qVK7z11lssWrSIunXrPncZDbmFij7G3bRp05g2bRoRERGEhIRw8OBBtSUKwIYNG7Czs1Mv4KanpzNs2DCWLVtW4jsUecXkoEGDuHTpEm3atOGVV17B19e3yP1iGCJ9jMX8LF68mMDAQEJCQrh58ybt2rXD09OzyBfqinu8FfnTt7h7+niW1/laXgo6Lusjna3YQnZnEsuXL0ej0XD+/Hk6d+4MwKeffoqFhQUnTpzAxMSEnj17qs/4PcnExITMzEz1/ZPzKIrCxIkTGTJkSKHlCAgI4Pz583lOCw8P54033ih0HW5ubrmaHjs6OuLk5FTocvXq1WPdunXq+zfffJOOHTs+M5+1tTXNmzdn69atUrEtAn2JrerVq1OpUiX1rpqVlRUtW7bk2LFjuLi4YGVlRXx8vHoV8NKlS7mSXWxsLF27dmXp0qW0atWq0PJCdkw2atSI1157DYB+/foZbKU2h77E05PbXLZsGQsWLMj1uZWVFf3798fY2Jhq1arRuXNnoqKi8PPzo1q1aixdulSdd8SIEbly3L///ouvry8TJ06kd+/eRSpHQaysrHJVNuLj43n99dcpV05nGyoVm77FXQ5fX1/ef/99Tp8+neuu1pIlS3Ldrb127RoXLlxQc9q9e/dQFIW7d++yZMmSQreTX0waGRnx2Wef8dlnnwHw888/F+l4bcj0NRafNnfuXC5evAhkN/ns3Lkze/fuLVLFtiTHW1EwfYm76tWrA3Dr1q1c52tWVlaFbrug47I+0ukjfI8ePYiKimLatGkEBgaqV0ru3r2LpaUlJiYmnD17lp07d+a5fIMGDTh27BhZWVkkJyerTYEB/P39WbhwIXfu3AGyr/yeOHEiz/WsX7+emJiYPP+KmiSvX7+uvv7+++955ZVX1EQ4f/58PvnkkzyXu3HjhnrVZseOHcTGxjJgwAAAzpw5o85369Ytdu3apXbyIgqmT7HVv39/tm/frpY/KipKjYPevXurlZO4uDj27t2Lv78/kB0/fn5+fPfdd3To0CHXOqOiomjfvn2e2xswYAB79uzh8ePHAGzfvh13d/cilVVf6VM8QXav12lpac/ExYABA9RYS01NZe/evepvf/v2bdLT0wE4fvw4mzdvZuTIkUB2BaR9+/aMHz+ewYMH51rn1atX1edki+PNN9/k6NGj/P3330D2s9/9+vUr9np0mb7EXUZGBv/884/6Pioqips3b2JjY6N+FhcXR1RUFP3791c/s7KyIjExkfj4eOLj4/nwww8ZNmyYWqktKI8VFJOpqancu3cPgMTERKZNm6beCRJ505dYLIyNjY16k+LRo0fs3r1bbR21adMmBg0alOdyBR1vRcnpU9w9eb529OhRrl+/rl4AKaieUNBxWR/p9B1bMzMzevfuzcKFC3NV4iZOnEhgYCCrV6/G2to63ytlvXr1Yv369Tg5OWFtbY1GoyElJQWAwMBAbt++jY+PD0ZGRmRkZDB06NBiPytRVIsXL2b16tUoioKjoyObNm1Smx2cOXOG+vXr57lceHg406ZNw8TEhDp16vDbb7+pzVfmzZvH3r17MTU1RVEURo8eLQmziPQptr766iuCg4NZuHAhAJ988gkeHh4AhISEMGTIEGxtbSlXrhwLFiygWrVqAIwaNYr79+8zfvx4xo8fD8DXX39Np06duHTpUr7NpLy8vOjWrRsajQYTExNcXFxYtGjRC9k3XaFP8QTZd8aCg4Ofufs5evRo3n33XZycnDAyMqJ379706NEDyK5EfPDBB5iamlK5cmXWrl2rdqry2WefkZCQwJw5c5gzZw4A//nPfwgODubff//Nt9fHx48f06BBAx4/fsz9+/extLQkMDCQqVOnUrlyZX744Qe6d+9ORkYGrq6urFix4oV9J2WRvsRdZmYmQUFB3L9/H2NjY1555RXWr1+vtgqB7E6jevXqRZUqVYq83oLyWEExmdOcz9jYmMzMTD788EO6dev2fDup5/QlFgGmTp3KggULuHXrFkFBQZibm3PixAlq1qzJihUreP/995k5cybp6el0796dgIAAAM6fP59vfBZ0vBUlp09x9/XXXxMYGIidnR3ly5dn5cqV6rGxoHpCQcdlvaSUYdHR0QqgREdHa7sopWrPnj1K48aNizx/mzZtlAcPHpR6OeLi4pTq1avnOU1fv/sc+rp/xY2tkvrggw+U/fv3l3h5QElKSspzmi7+NrpY5qJ4WfFUkJkzZyorV658Iev29vZWwsPD85ymK7+prpSzOHQljxWkXr16yunTp/Ocpo+/mT7uk6KUbiz27NlTiYuLK9Gyhny+Vhh93P+XWU8oaFu6+N3qdFNkXVW+fHlu3LiRa+Dlguzdu5fKlSuXahnCwsLo1q0bFhYWpbpeoV3Fja2Smjt3bomeAdq/fz8ajQYLCwuDetZRV72seCrImDFjcvW8XBpSUlLQaDRcvHgRc3PzUl23eH5lPY8V5MKFC2g0GtLT04vUAaQo20ozFjds2FCi8Y3lfM3wvKx6wrfffsvIkSNzdQKp63S6KbKu8vLy0vr4ZH379qVv375aLYMofWUhtgrSunVrYmJitF0MUURlPZ5KqkKFChKHZZgux12DBg0ktvRIWYhFOV8zPC8r7kaPHv1cQ6GVRXLLRAghhBBCCCGETpOKrRBCCCGEEEIInSYVWyGEEEIIIYQQOk0nnrF9sotu8XIYynduKPupS3T5N9HlsovcdO231LXyGjJ9/q30ed/KKvnOs8n3UPp08Tst0xXbGjVqULFixVLvEVMUTcWKFfWqp7QnSWyVbboWexJP+kkX4lBiTzfpQmwVh8ShdulbPBWHxN6LpWuxZaQoiqLtQhQkISGBxMREbRfDINWoUQMrKyttF+OFkdgqu3Qx9iSe9I+uxKHEnu7RldgqDolD7dHHeCoOib0XR9diq8xXbIUQQgghhBBCiIJI51FCCCGEEEIIIXSaVGyFEEIIIYQQQug0qdgKIYQQQgghhNBpUrEVQgghhBBCCKHTpGIrhBBCCCGEEEKnScVWCCGEEEIIIYROk4qtEEIIIYQQQgidJhVbIYQQQgghhBA6TSq2QgghhBBCCCF0mlRshRBCCCGEEELoNKnYCiGEEEIIIYTQaVKxFUIIIYQQQgih06RiK4QQQgghhBBCp0nFVgghhBBCCCGETpOKrRBCCCGEEEIInSYVWyGEEEIIIYQQOk0qtkIIIYQQQgghdJpUbIUQQgghhBBC6DSp2AohhBBCCCGE0GlSsRVCCCGEEEIIodOkYiuEEEIIIYQQQqdJxVYIIYQQQgghhE6Tiq0QQgghhBBCCJ0mFVshhBBCCCGEEDpNKrZCCCGEEEIIIXSaVGyFEEIIIYQQQug0qdgKIYQQQgghhNBpUrEVQgghhBBCCKHTpGIrhBBCCCGEEEKnScVWCCGEEEIIIYROk4qtEEIIIYQQQgid9v8BeeGc84VGURkAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plot_tree(tuned_model.estimator_[0], feature_names=feature_set, fontsize=8)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Reduced features**" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9850\n", + "F2-score: 0.8092\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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77bffBBcXF8HQ0FCoUqWKMGHCBOHAgQNyKygEQblVKwCKfby+iiA1NVUIDAwUHB0dBX19fcHCwkJwc3MTpk6dKjx//lxW7969e8Knn34qmJiYCBUrVhQ+/fRT4fTp00qtWil08+ZN4YsvvhCcnJwEqVQqGBkZCfXr1xeCg4MVVo6sWbNGaNy4sWBgYCCYmZkJPXr0kK2ief11MDY2Vuin8LV98/Up6n37559/BB8fH8HU1FSwtrYWxo0bJ+zfv1/uNf/777+Ffv36CbVq1RKMjIwEMzMzoXnz5sL69esV+nhz5dCdO3eE/v37C5aWloK+vr5Qt25dYdGiRUJ+fr6sTuHqjkWLFimMD4Awc+ZMhfLXFffZe1NRK0+U/cxlZGQIvXr1EszNzQWJRCJ7fd829jdXrVy6dEkwMjJSeI2ysrIENzc3oUaNGgr/3kiRRBAEoQz/bhARkZpp9Rw5EZEmYCAnIhI5BnIiIpFjICciEjkGciIikWMgJyISOQZyIiKR0/ozO4lIuxi5jlW67sv470txJOqjsYFclTeLxKvwH1pW3jsqkkYwVEfEkmjeRITGBnIioiLpaN4dhxjIiUi7lMIlp8sbAzkRaRdOrRARiRwzciIikWNGTkQkcszIiYhEjhk5EZHIMSMnIhI5ZuRERCLHE4KIiESOGTkRkcjpcI6ciEjcmJETEYkcV60QEYkcM3IiIpFjRk5EJHLMyImIRI4ZORGRyPGEICIikePUChGRyHFqhYhI5JiRExGJHAM5EZHIcWqFiEjkmJETEYkcM3IiIpFjRk5EJG4SHQZyIiJRk3BqhYhI5DQvjjOQE5F2YUZORCRyDORERCLHQE5EJHIM5EREYqd5cZyBnIi0CzNyIiKRYyAnIhI5HZ7ZSUQkcpqXkEPz/jQREb2FRCJR+lESYWFhcHR0hKGhIdzc3HDy5Mm31t+0aRNcXFxQoUIF2NnZYciQIUhPT1epTwZyItIqpRnIIyIiEBQUhKlTpyI+Ph6tW7dG586dkZiYWGT9U6dOYeDAgQgICMCVK1ewbds2nDt3DsOGDVOpXwZyItIqpRnIlyxZgoCAAAwbNgzOzs5YtmwZqlWrhvDw8CLrnzlzBjVq1EBgYCAcHR3RqlUrjBw5ErGxsSr1y0BORNpFovwjOzsbT58+lXtkZ2cX2WxOTg7i4uLg4+MjV+7j44PTp08XuY+npyfu3buHyMhICIKAlJQUbN++Hb6+viodEgM5EWkVVTLy0NBQmJmZyT1CQ0OLbDctLQ35+fmwtbWVK7e1tUVycnKR+3h6emLTpk3w9/eHgYEBKleuDHNzc6xYsUKlY2IgJyKtokogDwkJwZMnT+QeISEh72z/dYIgFDtNc/XqVQQGBmLGjBmIi4vDwYMHkZCQgFGjRql0TFx+SERaRZW5b6lUCqlUqlRdKysr6OrqKmTfDx8+VMjSC4WGhsLLywsTJkwAADRu3BjGxsZo3bo15s6dCzs7O6X6ZkZORFpFoiNR+qEKAwMDuLm5ISoqSq48KioKnp6eRe7z4sULhROUdHV1AbzK5JXFjJyItEppnqIfHByMAQMGwN3dHR4eHli1ahUSExNlUyUhISG4f/8+Nm7cCADo1q0bhg8fjvDwcHTq1AlJSUkICgpC8+bNYW9vr3S/DOREpFVKM5D7+/sjPT0dc+bMQVJSEho2bIjIyEg4ODgAAJKSkuTWlA8ePBjPnj3D999/j6+//hrm5uZo3749FixYoFK/EkGV/F1EjFzHlvcQqAy8jP8eAJCVV84DoTJhqIbUs9qYPUrXvbuyx/t3WAY4R15ORvRujWv7ZuHRmaX4Y9NEeLnWemv9kX0+QvyOaciIWYKLu6ajf9fmctv19HQQMuJjXNk7E4/OLMWfEZPh7emscr8v478v8vHVwA7vf9BaLGLLJnT2aY9mro3Qt/cnOB/39hM+Ys+dRd/en6CZayN06dQBWyO2KNQ5cvgQenbrAvcmDdGzWxccPSI/N5uZ+RwLQ+fh447t0LxpYwz8rC8u/3VJrk74yhXo0fVjtHBvglYezTAiYDAuXbr4/gf8IVNhHblYMJCXg14+TbFowqdY8NMhtOw3H6fjb2L391+gWuVKRdYf3rsV5ozrhnk/RqJpr3mY+0Mklk3ugy4fNZTVmfVFNwz7tBWCF26D66dzsWb7KUR8Oxwudauq1G+NjiFyjxEzf0FBQQF2Hb1Qaq+Hpjt4IBIL54di+IjRiNi+G02buuGLkcOR9OBBkfXv3buLMaNHoGlTN0Rs341hw0dhwf/m4cjhQ7I6Fy/EY+L4r9C1ew9s27kHXbv3wMSvg+SC8KwZ0xATcxrz5i/E9l2/wcPTCyOHDUFKSoqsjoNDDYRMnYEdu37D+p83w75KFYwePhQZGRml94KUs9K+1kp54NRKOfh943jE/30XX/4vQlYWv2Mafjt+CTNW7FWoH70+GDEXbmHKst2yskXjP0XT+tXRYehSAMCtw/OwYM0h/Lj1d1mdrUuG4/mLbAydtrFE/Ra2YVLBEF1GqXaCQlkRw9TKZ317w7l+fUybMVtW5tetM9q174gvv/paof7SbxfhxPFj2P3bAVnZN7Nn4J/r1/Hz5lfv3YSvg5D5/DnCflwjqzN6RABMTc2wYPESZGVlwbN5UyxbEYaP2rSV1enzSQ981KYtxn75VZFjff78ObxauGHVT+vRoqXH+x662qljasUh8Del6975rtv7d1gGmJGXMX09Xbg6V8PRmGty5UfPXENLF8ci9zHQ10NWTq5c2cvsXLg3dICens5b63j+N3VSkn5tLCri41YNsWF3jPIHSHJyc3Jw7eoVeHi2kiv38PTCxQvxRe5z6eIFeHh6yZV5erXG1SuXkZv76j2+dOGCQpueXq1lbebn5yE/P19hDbTU0BDx8eeLHeuObRGoWLEi6tStq/xBiowmZuTlumrl3r17CA8Px+nTp5GcnAyJRAJbW1t4enpi1KhRqFat2jvbyM7OVrj2gbIL+MuDVSUT6Onp4mHGM7nylPRnsLU0LXKfIzHXMNjPE79FX0L8tbtoWr86BvZoCQN9PViZmyA57SmOxFxD4Oftcer8Ddy6m4Z2zeuia5vG0NWVlLjfz7u1wLMXWdh97ML7H7iWevT4EfLz82FpaSlXbmlphbS01CL3SUtLg6Wl1Rv1LZGXl4fHjx/B2trmvzpvtmkpa9PY2AQuTVyx6ocwONasCUtLKxyI3Ie/Ll1E9f9WUBQ6cTwak8YHIyvrJaysrfHD6rWoVMnifQ/9gyWmAK2scsvIT506BWdnZ+zatQsuLi4YOHAgPv/8c7i4uGD37t1o0KAB/vjjj3e2o8q1ED4kb05oSSSSYk8ACF19EIf/uIoTG8bj2bnl2LZ0BH7Z+ycAID+/AAAwftF23Ex8iIs7p+Pp2WVYOrk3Nu49g/x8+TZV6Xdgj5aIOBCL7JwPeN5CJFQ5bbu4+gAgee0XOIU6kG9zXuhCCIIA73YfoZlrI2z+5Wd09u0KXR1duf2aNW+BrTt2Y+OmX+HVqjUmfB2k8vWwxaS0TggqT+WWkX/11VcYNmwYli5dWuz2oKAgnDt37q3thISEIDg4WK5MKpViwR7FuccPQdqj58jLy4etZUW5chsLE4VsuVBWdi5Gzd6EsfO2wNbCFElpTxDwqReePn+JtMeZsnb7BK+G1EAPlmbGeJD6BHMDe+D2g/QS9evlWgt1HStjwOR16jhsrVXJvBJ0dXWRlpYmV56Rka6QdReyslLM1jMyMqCnpwczc/PX6rzRZnqGXJvVqlfH2g2/4MWLF8jMfA5raxtM+DoIVapWlduvQoUKqO7ggOoODmjs0gTdOvtg987tCBg+sqSH/UFjRq5Gly9ffuuFYUaOHInLly+/sx2pVApTU1O5x4c8tZKbl4/4a3fRvmU9ufL2LevhzMWEt+6bl1eA+w8fo6BAQO9Objhw8opCNp2dk4cHqU+gp6cDvw5NsO/4pRL1O8jPA3FXE/HXP/dLcpj0H30DAzjXb4Azp+W/XZ45fRouTVyL3KexSxOceeOypzGnT6F+g4bQ19d/VadJE5yJ+UOhTlFtVqhQAdbWNnj65Ali/jiFtu3evpRUEATk5OS889jESiJR/iEW5ZaR29nZ4fTp06hbzI8qMTExSl8wRmy+++UYfpo7EOevJuLPSwkI+MQL1SpbYM32V7eEmjOuO+xtzDBs+s8AAKfqNnBv6IBzl2+jUsUKCBzQHvVr2cu2A0Czhg6wtzHHxev3UMXGHFNHdoGOjgRL1h9Rut9CFY0N8Ym3KyYv2VUGr4bmGzBoCKZOnoj6DRvCxcUVO7ZFICkpCb39+wIAli/9Fg8fpmBe6EIAQG//vvh1yyYsWhCKT3v1wcWL8di1YwcWLPpW1uZnnw/E0EGfY+2aVWjXvgOijx3Fn2disO7nzbI6f5w6CQgCHBwdcTcxEUsXL4RDDUf06PkJgFfX+Viz6ge0bdceVtbWePL4MSJ+3YyUlGR4d/q4DF+hsqWJGXm5BfLx48dj1KhRiIuLg7e3N2xtbSGRSJCcnIyoqCisWbMGy5YtK6/hlarth8/DwswYU0Z0RmUrU1y5kQS/cWFITHoEAKhsZYpqlf//xyZdXQm+HNAedRxskZuXj99j/0G7wd8iMen/1/pKpfqYOaYrHKtY4fmLbBz64woCpm/Ek+cvle63UO9ObpBAgq0HVbtLCRXt485d8OTxI6wKD0Nq6kM41a6DlT+sgr19FQBAWmoqkpOSZPWrVq2GleGrsGhBKCK2bIK1jQ0mTZmKjj6dZHWauDbFgkVL8P2KZVi54jtUq14NCxYvRePGLrI6z58/w3fLliAlORlmZubo4O2DcV9+JcvqdXV1kZBwC3v37MLjR49gbm6OBg0bYd3GTXByql1Gr07Z08A4Xr7ryCMiIrB06VLExcUhPz8fwKsPl5ubG4KDg9GnT58St/0hryMn9RHDOnJSH3WsI6876dC7K/3n+oJO7670ASjX5Yf+/v7w9/dHbm6u7IcbKysrWcZARKRumpiRfxBXP9TX19fY+XAi+rDoiGhZobI+iEBORFRWmJETEYkcM3IiIpHj8kMiIpFjICciEjkNjOMM5ESkXZiRExGJnAbGcQZyItIuzMiJiEROA+M4AzkRaRdm5EREIqeBcZyBnIi0C8/sJCISOU6tEBGJnAbGcQZyItIuzMiJiEROA+M4AzkRaRdm5EREIsdATkQkchoYx5UL5N99953SDQYGBpZ4MEREpU1rM/KlS5cq1ZhEImEgJ6IPmtaeEJSQkFDa4yAiKhMamJBDp6Q75uTk4Pr168jLy1PneIiISpWORKL0QyxUDuQvXrxAQEAAKlSogAYNGiAxMRHAq7nx+fPnq32ARETqJJEo/yiJsLAwODo6wtDQEG5ubjh58uRb62dnZ2Pq1KlwcHCAVCpFrVq1sHbtWpX6VDmQh4SE4OLFizh+/DgMDQ1l5R07dkRERISqzRERlSmJRKL0Q1UREREICgrC1KlTER8fj9atW6Nz586yhLcoffr0wdGjR/HTTz/h+vXr2LJlC+rVq6dSvyovP9y9ezciIiLQsmVLuQOtX78+bt68qWpzRERlqjR/61yyZAkCAgIwbNgwAMCyZctw6NAhhIeHIzQ0VKH+wYMHceLECdy6dQsWFhYAgBo1aqjcr8oZeWpqKmxsbBTKMzMzNXJZDxFpFlUy8uzsbDx9+lTukZ2dXWS7OTk5iIuLg4+Pj1y5j48PTp8+XeQ+e/fuhbu7OxYuXIgqVaqgTp06GD9+PF6+fKnSMakcyJs1a4b9+/fLnhcG79WrV8PDw0PV5oiIypQqc+ShoaEwMzOTexSVWQNAWloa8vPzYWtrK1dua2uL5OTkIve5desWTp06hcuXL2PXrl1YtmwZtm/fjjFjxqh0TCpPrYSGhuLjjz/G1atXkZeXh+XLl+PKlSuIiYnBiRMnVG2OiKhMSaD8zEFISAiCg4PlyqRS6dvbf2NmQhCEYmcrCgoKIJFIsGnTJpiZmQF4NT3Tq1cvrFy5EkZGRkqNU+WM3NPTE3/88QdevHiBWrVq4fDhw7C1tUVMTAzc3NxUbY6IqEzp6kiUfkilUpiamso9igvkVlZW0NXVVci+Hz58qJClF7Kzs0OVKlVkQRwAnJ2dIQgC7t27p/QxlehaK40aNcKGDRtKsisRUbkqrZ/yDAwM4ObmhqioKPTs2VNWHhUVhR49ehS5j5eXF7Zt24bnz5/DxMQEAPDPP/9AR0cHVatWVbrvEgXy/Px87Nq1C9euXYNEIoGzszN69OgBPT1eg4uIPmyleaJPcHAwBgwYAHd3d3h4eGDVqlVITEzEqFGjALyaqrl//z42btwIAOjfvz+++eYbDBkyBLNnz0ZaWhomTJiAoUOHKj2tApQgkF++fBk9evRAcnIy6tatC+DVXxBra2vs3bsXjRo1UrVJIqIyU5qL6/z9/ZGeno45c+YgKSkJDRs2RGRkJBwcHAAASUlJcmvKTUxMEBUVhXHjxsHd3R2Wlpbo06cP5s6dq1K/EkEQBFV2aNmyJWxsbLBhwwZUqlQJAPDo0SMMHjwYDx8+RExMjEoDKC1GrmPLewhUBl7Gfw8AyOKVIrSCoRq+9Pdad17putuHNH3/DsuAyi/LxYsXERsbKwviAFCpUiXMmzcPzZo1U+vgiIjUTRNPd1F51UrdunWRkpKiUP7w4UM4OTmpZVBERKVFEy+apVRG/vTpU9n//+9//0NgYCBmzZqFli1bAgDOnDmDOXPmYMGCBaUzSiIiNRFPeFaeUoHc3NxcbkG7IAjo06ePrKxwmr1bt27Iz88vhWESEamHJl5KRKlAHh0dXdrjICIqE7raeoegNm3alPY4iIjKhAYm5CU7IQh4dYOJxMRE5OTkyJU3btz4vQdFRFRatHZq5XWpqakYMmQIDhw4UOR2zpET0YdMA2dWVF9+GBQUhEePHuHMmTMwMjLCwYMHsWHDBtSuXRt79+4tjTESEalNad4hqLyonJEfO3YMe/bsQbNmzaCjowMHBwd4e3vD1NQUoaGh8PX1LY1xEhGphXjCs/JUzsgzMzNldwiysLBAamoqgFdXRDx/XvlTX4mIyoMmnhBUojM7r1+/DgBo0qQJfvzxR9y/fx8//PAD7Ozs1D5AIiJ1UuUOQWKh8tRKUFAQkpKSAAAzZ85Ep06dsGnTJhgYGGD9+vXqHh8RkVqJae5bWSoH8s8++0z2/66urrh9+zb+/vtvVK9eHVZWVmodHBGRumlgHC/5OvJCFSpUQNOm4rjUIxGR1p7Z+ebNR99myZIlJR6MOhVep5q0gzquU03aQWunVuLj45VqTBNfICLSLCqv8BABjb1o1rUHmeU9BCoDzvbGAACLAZvLeSRUFjJ+7v/ebWhiwskvpESkVTRwipyBnIi0CwM5EZHIcWqFiEjkmJETEYmcBibkJVuJ8/PPP8PLywv29va4c+cOAGDZsmXYs2ePWgdHRKRuehKJ0g+xUDmQh4eHIzg4GF26dMHjx49lN5IwNzfHsmXL1D0+IiK10sSLZqkcyFesWIHVq1dj6tSp0NXVlZW7u7vjr7/+UuvgiIjUTRMvY6vyHHlCQgJcXV0VyqVSKTIzeRIOEX3YRBSflaZyRu7o6IgLFy4olB84cAD169dXx5iIiEqNjkT5h1ionJFPmDABY8aMQVZWFgRBwNmzZ7FlyxaEhoZizZo1pTFGIiK1EdOUibJUDuRDhgxBXl4eJk6ciBcvXqB///6oUqUKli9fjr59+5bGGImI1EYD43jJ1pEPHz4cw4cPR1paGgoKCmT38CQi+tCJacpEWe91QhDvCEREYiOB5kVylQO5o6PjW69VcOvWrfcaEBFRadLTwAuSl+jmy6/Lzc1FfHw8Dh48iAkTJqhrXEREpYIXzQLw5ZdfFlm+cuVKxMbGvveAiIhKkybOkavtS0bnzp2xY8cOdTVHRFQqeIr+W2zfvh0WFhbqao6IqFSU9in6YWFhcHR0hKGhIdzc3HDy5Eml9vvjjz+gp6eHJk2aqNynylMrrq6ucnNMgiAgOTkZqampCAsLU3kARERlqTSnViIiIhAUFISwsDB4eXnhxx9/ROfOnXH16lVUr1692P2ePHmCgQMHokOHDkhJSVG5X5UDuZ+fn9xzHR0dWFtbo23btqhXr57KAyAiKkulOWWyZMkSBAQEYNiwYQBeXd770KFDCA8PR2hoaLH7jRw5Ev3794euri52796tcr8qBfK8vDzUqFEDnTp1QuXKlVXujIiovOmosI48Ozsb2dnZcmVSqRRSqVShbk5ODuLi4jB58mS5ch8fH5w+fbrYPtatW4ebN2/il19+wdy5c5Ue2+tUmiPX09PD6NGjFQ6MiEgsVPmxMzQ0FGZmZnKP4jLrtLQ05Ofnw9bWVq7c1tYWycnJRe7z77//YvLkydi0aRP09Ep+fqbKe7Zo0QLx8fFwcHAocadEROVFT4VJ8pCQEAQHB8uVFZWNv+7NdeqCIBS5dj0/Px/9+/fH7NmzUadOHaXHVBSVA/kXX3yBr7/+Gvfu3YObmxuMjY3ltjdu3Pi9BkREVJpUmSMvbhqlKFZWVtDV1VXIvh8+fKiQpQPAs2fPEBsbi/j4eIwdOxYAUFBQAEEQoKenh8OHD6N9+/ZK9a10IB86dCiWLVsGf39/AEBgYKBsm0Qikf3VKbz1GxHRh6i0LmNrYGAANzc3REVFoWfPnrLyqKgo9OjRQ6G+qampwl3VwsLCcOzYMWzfvh2Ojo5K9610IN+wYQPmz5+PhIQEpRsnIvrQlOaqleDgYAwYMADu7u7w8PDAqlWrkJiYiFGjRgF4NVVz//59bNy4ETo6OmjYsKHc/jY2NjA0NFQofxelA7kgCADAuXEiErXSvGaWv78/0tPTMWfOHCQlJaFhw4aIjIyUxc2kpCQkJiaqvV+JUBih30FHRwcpKSmwtrZW+yBKw7UHvH+oNnC2f/UbjcWAzeU8EioLGT/3f+82NsTeVbruIPdq791fWVDpx846deq888phGRkZ7zUgIqLSJKJLqChNpUA+e/ZsmJmZldZYiIhKndbfs7Nv3768rRsRiZrmhXEVArkmXoydiLSPJoYylVetEBGJma4GRnKlA3lBQUFpjoOIqExo4uxCya/SQkQkQpoXxhnIiUjLMCMnIhK50jyzs7wwkBORVmFGTkQkcpoXxhnIiUjLaGBCzkBORNpFlXt2igUDORFpFa2/1goRkdhpYBxnICci7cKpFSIikWNGTkQkcgzkREQiJ+HUChGRuOloXhxnICci7cKMnIhI5DhHTmoTuXsrdkdsxKP0NFSrURMBY8ejQeOmRdbNSE/FurCluPnvNSTdS4TvJ30xbOwEuTpTg4bjysU4hX3dWrTC9PnfyZ6npz7ExlXLcf7saWRnZ8O+anWMnTADTnXrAwCWz5+J6EO/ybVRx7khFoZtfN9D1mpDO9TGOF9n2JoZ4e/7TzDllzic+Se12Pq9PGsg0NcZNW0r4unLXBy79ADTt8Tj0fMcAMDAtrXg38oRzlXNAQAXEjIwd9tFnL+VLmtjSAcnDG1fG9WtTQAAf997gkW7/8KRS0myOt+PaIn+rWvK9R17Iw0+sw+r69A/OFp9hyBSn1PHDmHtysUYGRSCeg1dcOi3Hfhm0jisWL8d1rZ2CvVzc3NhZl4JvT8LwN7tm4psc/KcxcjLy5U9f/bkCYKG9YVn246ysufPnmLyuCFo5OqO6fNXwKySBZLv34WxSUW5tpo298S4SbNkz/X09N/ziLVbzxbV8b/Pm2LC+lj8+W8qBrdzwtYJbeExeT/up79QqN+ijjXCR7bE1E3ncTD+PuwqVcCSIc2wPKAFBi4/CQDwcrbFjpg7OPtvLLJzCxDo64wdE9vBM2Q/kh69BAA8yHiJ2VsvIiHlGQCgbytH/PLVR2g77SD+vv9E1t+Riw8wdvUZ2fOcPM2+GxinVkgt9mzbhI5d/ODt2xMAMGzsBFw4F4ODe7djwPBxCvVtK9tj2LhXGfiRA3uKbLOiqZnc85PHDkFqaAivNt6ysp1b1sPKxhaBk2bLtf0mPX0DVLKwUv3AqEhfdK6HX07cws8nbgIApmw6j/aN7DC0Q218s/WiQv1mTpZITM3EqsP/AAASUzOx/tgNBPo6y+qMDD8tt8+XP51F9+bV8VH9yoj4IwEAcCj+vlydedsvYWiH2nB3spQL5Nl5+Xj4JEs9BysCGpiQa+Q11j9oubm5uPnPNTRxbylX3sTdA39fVvxHXVJHIvegVTsfGBoZycrOnj4Bp7r1sXDWRAzq2QFfDe+Hw/t2Kux7+UIsBvXsgC8G+GHl4m/w+FGG2salbfR1deBSwwLRfyXJlUdfTkbz2kX/sTz7bxrsLSqgo8urP7LWpobo3rwaDl94UGw/FaS60NOV4FFmdpHbdSQSfNLSARWkejj3b5rctlb1bHF95Sc4u7Arlg1tDitTqSqHKDoSFR5i8UFn5Hfv3sXMmTOxdu3aYutkZ2cjO1v+wyuVfrgfxGdPHqOgIB/mlSzlys0qWeDRo/Ri9lLNP9cuIzHhBsZOmCFXnvLgPg7u2Y7uvT9Dr8+G4t9rl7FmxSLo6xugXaeuAAC35p7watMR1pXtkJJ0H5vXhmNG8Eh8++Mm6BsYqGV82sSyohR6ujpIfSqf8T588hI2ZorTaMCrQD4y/DR+GuMFQ31d6OvpIDLuHib9HFtsPzP8myDp0UucuJIsV+5c1QyHZvrAUF8XmVl5GLD8JK4/eCrbfvTiA+z5MxH30jNR3doEUz5tjD0hHdBu+kGNnWLRxItmfdAZeUZGBjZs2PDWOqGhoTAzM5N7hIaGltEI34PCZ0lQ29zdkcjdqO7ohDrODeV7EApQs049DBg+DjVr10On7r3g7dsTB/duk9Vp1b4T3D1aw8HRCc0922DGghV4cO8OYs+cVMvYtJUgyD+XSCQQ3iz8T117U4QOcMPi3ZfRbsZB9FoYDQdrYywZ0rzI+uN8nfFpSwcMXH4S2bnywfdG0jO0mXoAPrMPY+2xfxE2oiXq2pvKtu/6MxFRFx/g2r0nOBR/H30WRaNW5YrwaaI45aYpmJGr2d69e9+6/datW+9sIyQkBMHBwXJlUqkUt9Lz3mtspaWimTl0dHTxOEM++37y6BHMK1m8d/vZWS9xKvow+g0epbCtkqUVqjnIr1Co6uCImJNHi23PwtIa1rZ2SLp/973Hpo3Sn2UjL78ANmaGcuXWpoYKWXqhoG4NcPbfNKyIvAYAuHr3MTKz83BgujfmbbuIlNfms8d2qYfgbg3Qc8ExXL37WKGt3PwCJDx8DuDVyhZXR0uM7FQXwevOFdl3ypMs3E17gZq2FYvcrhHEFKGVVK6B3M/P762ZCfDu++tJpdJiplI+zECur6+PWnWccSH2T7Rs3V5WfiHuDFp4tX3v9k8dj0JuTg7aeHdR2FavQRPcv3tbruzBvTtFrpQp9PTJY6Q9TOGPnyWUm1+Ai7cz0LZhZeyPuycrb9uwMiLP3ytynwpSXeTly/+bKCh49fz1fw/jujjj6x4N0GthNC4kKPc7hkQCGOjrFru9kokBqlhUQMpjzf3xUxNXrZTr1IqdnR127NiBgoKCIh/nz58vz+GVmh69P8ORyF04Erkbd+/cwk8rFyMtJRmdun0KAPh59Qos+990uX1u3biOWzeuI+vlCzx9/Bi3blzH3duK31iORO5Gi1ZtYWpmrrCte+/P8M/Vy9j2y09Iup+IE0cO4PC+nejSow8A4OXLF1gXvhR/X7mIlOQH+OtCLOZNDYKpmTlatm6n/hdCS4Qd+BsD2tbCZx/VRB17U8z7rCmqWFbAuqP/AgCm93FB2EgPWf2D8ffR1b0ahnRwgoO1MVrUtkLoADfE3UxD8uNXSwvH+TpjSq/GGLf6TySmZcLGzBA2ZoYwlv5/bjattwta1rFGNStjOFc1w9RejdHK2QbbT98GABhL9TCnnyuaOVmhmpUxvOrZYEtwG2Q8z8b+OM39BiaRKP8Qi3LNyN3c3HD+/Hn4+fkVuf1d2bpYtWrfCU+fPkHExtV4lJGG6jVqYfr872Dz31LAjPQ0pD6U/9EqeHg/2f/f/Ocafj96ANa2dlj9635Z+f27d3DtrwuYtSisyH5r12uAyd8sxs+rv8fWjatha2ePgDHjZdm7jo4O7tz6F8cP70Pm82eoZGmFhk2aYfyM+TCqYKzul0Fr7PozEZVMpJjg1xC25ka4du8J/Bcfx73/1pDbmhuhqmUFWf0tJxNgYqiP4R3r4Jt+TfHkRQ5OXk3B7IgLsjoBHWpDqq+LDV+2lutrwc6/sGDXXwAAGzND/DDKA7bmRnj6MhdXEh+j96LjOH751Wcrv0BA/arm8G/lCLMK+kh5nIWT11IQ8P0feJ71YX6jVQcxBWhlSYRyjJQnT55EZmYmPv744yK3Z2ZmIjY2Fm3atFG57WsPMt93eCQCzvav/sBYDNhcziOhspDxc//3biM24em7K/3H3dH03ZU+AOWakbdu3fqt242NjUsUxImIiqOJGfkHvY6ciEjdNDCOM5ATkZbRwEj+QZ8QRESkbhIV/iuJsLAwODo6wtDQEG5ubjh5sviT6Xbu3Alvb29YW1vD1NQUHh4eOHTokMp9MpATkVYpzeWHERERCAoKwtSpUxEfH4/WrVujc+fOSExMLLL+77//Dm9vb0RGRiIuLg7t2rVDt27dEB8fr9oxleeqldLEVSvagatWtIs6Vq1cTHymdF2X6qqd4dqiRQs0bdoU4eHhsjJnZ2f4+fkpfemQBg0awN/fHzNmzHh35f8wIyci7aLCxVays7Px9OlTucebF+krlJOTg7i4OPj4+MiV+/j44PTp00Xu86aCggI8e/YMFhaqXa6DgZyItIoqc+SqXJQvLS0N+fn5sLW1lSu3tbVFcnJykfu86dtvv0VmZib69Omj0jFx1QoRaRUdFea+i7so39u8eX0oQRDeec0oANiyZQtmzZqFPXv2wMbGRvlBgoGciLSNCoG8+IvyKbKysoKurq5C9v3w4UOFLP1NERERCAgIwLZt29CxY8e31i0Kp1aISKuU1vJDAwMDuLm5ISoqSq48KioKnp6exe63ZcsWDB48GJs3b4avr2+JjokZORFpldI8RT84OBgDBgyAu7s7PDw8sGrVKiQmJmLUqFf3BwgJCcH9+/exceNGAK+C+MCBA7F8+XK0bNlSls0bGRnBzMys2H7exEBORFqlNE/s9Pf3R3p6OubMmYOkpCQ0bNgQkZGRcHBwAAAkJSXJrSn/8ccfkZeXhzFjxmDMmDGy8kGDBmH9+vVK98t15CRqXEeuXdSxjvxakvKxwdlOHJdvZkZORFpFE+8QxEBORFqFl7ElIhI5DYzjDOREpF2UOTlHbBjIiUiraGAcZyAnIu2igXGcgZyItIwGRnIGciLSKlx+SEQkcpwjJyISOQ2M4wzkRKRlNDCSM5ATkVbhHDkRkcipcocgsWAgJyKtwh87iYhET/MiOQM5EWkVZuRERCKngXGcgZyItAszciIikePyQyIisdO8OM5ATkTaRQPjOAM5EWkXHQ2cJGcgJyLtonlxnIGciLSLBsZxBnIi0i4aOLPCQE5E2oXLD4mIRE4TM3Kd8h4AERG9H2bkRKRVNDEjZyAnIq3COXIiIpFjRk5EJHIM5EREIsepFSIikWNGTkQkchoYxxnIiUjLaGAkZyAnIq2iiXPkEkEQhPIeBBFRWcnKU76uoUhSXZ6iryGys7Mxa9YsZGdnl/dQqAzw/S45Qz3lH2LBjFxDPH36FGZmZnjy5AlMTU3LezhUyvh+0+uYkRMRiRwDORGRyDGQExGJHAO5hpBKpZg5cyakUml5D4XKAN9veh1/7CQiEjlm5EREIsdATkQkcgzkREQix0BORCRyDOQaIiwsDI6OjjA0NISbmxtOnjxZ3kOiUvD777+jW7dusLe3h0Qiwe7du8t7SPQBYCDXABEREQgKCsLUqVMRHx+P1q1bo3PnzkhMTCzvoZGaZWZmwsXFBd9//315D4U+IFx+qAFatGiBpk2bIjw8XFbm7OwMPz8/hIaGluPIqDRJJBLs2rULfn5+5T0UKmfMyEUuJycHcXFx8PHxkSv38fHB6dOny2lURFSWGMhFLi0tDfn5+bC1tZUrt7W1RXJycjmNiojKEgO5hpC8cUdZQRAUyohIMzGQi5yVlRV0dXUVsu+HDx8qZOlEpJkYyEXOwMAAbm5uiIqKkiuPioqCp6dnOY2KiMqSiG5mRMUJDg7GgAED4O7uDg8PD6xatQqJiYkYNWpUeQ+N1Oz58+e4ceOG7HlCQgIuXLgACwsLVK9evRxHRuWJyw81RFhYGBYuXIikpCQ0bNgQS5cuxUcffVTewyI1O378ONq1a6dQPmjQIKxfv77sB0QfBAZyIiKR4xw5EZHIMZATEYkcAzkRkcgxkBMRiRwDORGRyDGQExGJHAM5EZHIMZATEYkcAzmJwqxZs9CkSRPZ88GDB7/3DRXU0QbRh4CBnN7L4MGDIZFIIJFIoK+vj5o1a2L8+PHIzMws1X6XL1+u9Cnpt2/fhkQiwYULF0rcBtGHjBfNovf28ccfY926dcjNzcXJkycxbNgwZGZmyt16DgByc3Ohr6+vlj7NzMw+iDaIPgTMyOm9SaVSVK5cGdWqVUP//v3x2WefYffu3bLpkLVr16JmzZqQSqUQBAFPnjzBiBEjYGNjA1NTU7Rv3x4XL16Ua3P+/PmwtbVFxYoVERAQgKysLLntb06LFBQUYMGCBXBycoJUKkX16tUxb948AICjoyMAwNXVFRKJBG3bti2yjezsbAQGBsLGxgaGhoZo1aoVzp07J9t+/PhxSCQSHD16FO7u7qhQoQI8PT1x/fp1Nb6aRKpjICe1MzIyQm5uLgDgxo0b2Lp1K3bs2CGb2vD19UVycjIiIyMRFxeHpk2bokOHDsjIyAAAbN26FTNnzsS8efMQGxsLOzs7hIWFvbXPkJAQLFiwANOnT8fVq1exefNm2Y01zp49CwA4cuQIkpKSsHPnziLbmDhxInbs2IENGzbg/PnzcHJyQqdOnWTjKjR16lR8++23iI2NhZ6eHoYOHVri14pILQSi9zBo0CChR48esud//vmnYGlpKfTp00eYOXOmoK+vLzx8+FC2/ejRo4KpqamQlZUl106tWrWEH3/8URAEQfDw8BBGjRolt71FixaCi4tLkf0+ffpUkEqlwurVq4scY0JCggBAiI+PL3bsz58/F/T19YVNmzbJtufk5Aj29vbCwoULBUEQhOjoaAGAcOTIEVmd/fv3CwCEly9fFv8iEZUyZuT03vbt2wcTExMYGhrCw8MDH330EVasWAEAcHBwgLW1taxuXFwcnj9/DktLS5iYmMgeCQkJuHnzJgDg2rVr8PDwkOvjzeevu3btGrKzs9GhQ4cSH8PNmzeRm5sLLy8vWZm+vj6aN2+Oa9euydVt3Lix7P/t7OwAvLq1HlF54Y+d9N7atWuH8PBw6Ovrw97eXu4HTWNjY7m6BQUFsLOzw/HjxxXaMTc3L1H/RkZGJdrvdcJ/l+VX5ibWrx9f4baCgoL3HgNRSTEjp/dmbGwMJycnODg4vHNVStOmTZGcnAw9PT04OTnJPaysrAAAzs7OOHPmjNx+bz5/Xe3atWFkZISjR48Wud3AwAAAkJ+fX2wbTk5OMDAwwKlTp2Rlubm5iI2NhbOz81uPiai8MSOnMtWxY0d4eHjAz88PCxYsQN26dfHgwQNERkbCz88P7u7u+PLLLzFo0CC4u7ujVatW2LRpE65cuYKaNWsW2aahoSEmTZqEiRMnwsDAAF5eXkhNTcWVK1cQEBAAGxsbGBkZ4eDBg6hatSoMDQ0Vlh4aGxtj9OjRmDBhguz+lwsXLsSLFy8QEBBQFi8NUYkxkFOZkkgkiIyMxNSpUzF06FCkpqaicuXK+Oijj2SrTPz9/XHz5k1MmjQJWVlZ+PTTTzF69GgcOnSo2HanT58OPT09zJgxAw8ePICdnZ3s5tN6enr47rvvMGfOHMyYMQOtW7cucmpn/vz5KCgowIABA/Ds2TO4u7vj0KFDqFSpUqm8FkTqwnt2EhGJHOfIiYhEjoGciEjkGMiJiESOgZyISOQYyImIRI6BnIhI5BjIiYhEjoGciEjkGMiJiESOgZyISOQYyImIRO7/AMwLz6Qv8FwRAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'decisiontree-reduced_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plot_tree(tuned_model.estimator_[0], feature_names=feature_set, fontsize=8)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Extra Tree (extremely randomized tree)" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = ExtraTreeClassifier(max_depth=4, random_state=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**All features**" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9390\n", + "F2-score: 0.5869\n", + "Recall: 0.7353\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'extratree-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plot_tree(tuned_model.estimator_[0], feature_names=feature_set, fontsize=8)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Reduced features**" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9470\n", + "F2-score: 0.6808\n", + "Recall: 0.8529\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'extratree-reduced_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plot_tree(tuned_model.estimator_[0], feature_names=feature_set, fontsize=8)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ds_basic", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Predictive Maintenance of Equipment/Model/04_tree_ensembles.ipynb b/Predictive Maintenance of Equipment/Model/04_tree_ensembles.ipynb new file mode 100644 index 000000000..0185b66f1 --- /dev/null +++ b/Predictive Maintenance of Equipment/Model/04_tree_ensembles.ipynb @@ -0,0 +1,489 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "gc.enable()\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(category=FutureWarning, action='ignore')\n", + "\n", + "import joblib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import (\n", + " TunedThresholdClassifierCV,\n", + " StratifiedKFold\n", + ")\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.ensemble import (\n", + " RandomForestClassifier, \n", + " ExtraTreesClassifier,\n", + " BaggingClassifier\n", + ")\n", + "from sklearn.metrics import (\n", + " make_scorer, \n", + " fbeta_score, \n", + " recall_score,\n", + " accuracy_score,\n", + " confusion_matrix\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_DIR = '../Dataset/processed'\n", + "\n", + "train = pd.read_csv(f'{DATA_DIR}/train.csv')\n", + "test = pd.read_csv(f'{DATA_DIR}/test.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "TARGET = 'Machine failure'" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "features = [f for f in train.columns if f != TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "reduced_features = [f for f in features if f not in \n", + " ('Type', 'air_temp_celsius', 'process_temp_celsius', 'power')]" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "class_ratio = train[TARGET].value_counts()[0] / train[TARGET].value_counts()[1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Modeling framework" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_model(classifier, feature_set):\n", + " fbeta = make_scorer(fbeta_score, beta=2)\n", + " skf = StratifiedKFold(n_splits=9, shuffle=True, random_state=0)\n", + " # no scaling needed for tree-based models\n", + " model_pipeline = make_pipeline(classifier)\n", + "\n", + " tuned_model = TunedThresholdClassifierCV(\n", + " estimator=model_pipeline,\n", + " scoring=fbeta,\n", + " response_method='auto',\n", + " thresholds=100,\n", + " cv=skf,\n", + " refit=True,\n", + " n_jobs=-1,\n", + " random_state=0\n", + " ).fit(train[feature_set], train[TARGET])\n", + "\n", + " return tuned_model" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_model(model, feature_set):\n", + " predictions = model.predict(test[feature_set])\n", + " \n", + " accuracy = accuracy_score(test[TARGET], predictions)\n", + " recall = recall_score(test[TARGET], predictions)\n", + " f2 = fbeta_score(test[TARGET], predictions, beta=2)\n", + " print(f'Accuracy: {accuracy:.4f}\\nF2-score: {f2:.4f}\\nRecall: {recall:.4f}\\n')\n", + " \n", + " fig, ax = plt.subplots(figsize=(4, 3))\n", + " ax.set_title('Normalized Confusion Matrix')\n", + " sns.heatmap(\n", + " data=confusion_matrix(test[TARGET], predictions, normalize='true'),\n", + " annot=True, fmt='.4f', linewidths=0.1, cmap=plt.cm.Blues\n", + " )\n", + " plt.xlabel('Prediction')\n", + " plt.ylabel('True label')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "def save_model(model, model_config, notebook='04'):\n", + " MODEL_DIR = 'saved_models'\n", + " save_path = f'{MODEL_DIR}/{notebook}_{model_config}.joblib'\n", + " joblib.dump(model, save_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = RandomForestClassifier(\n", + " n_estimators=100, max_depth=6, n_jobs=1, random_state=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**All features**" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9850\n", + "F2-score: 0.8092\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'randomforest-all_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Reduced features**" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9840\n", + "F2-score: 0.8046\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'randomforest-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Extra Trees" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = ExtraTreesClassifier(\n", + " n_estimators=100, max_depth=5, n_jobs=1, random_state=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**All features**" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9810\n", + "F2-score: 0.7714\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'extratrees-all_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Reduced features**" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9830\n", + "F2-score: 0.7803\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'extratrees-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bagging Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = DecisionTreeClassifier(max_depth=4, random_state=0)\n", + "classifier = BaggingClassifier(\n", + " estimator=estimator, n_estimators=10, n_jobs=1, random_state=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**All features**" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9900\n", + "F2-score: 0.8333\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'bagging-all_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Reduced features**" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9850\n", + "F2-score: 0.8092\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'bagging-reduced_features')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ds_basic", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Predictive Maintenance of Equipment/Model/05_gradient_boosting.ipynb b/Predictive Maintenance of Equipment/Model/05_gradient_boosting.ipynb new file mode 100644 index 000000000..ac4fdb009 --- /dev/null +++ b/Predictive Maintenance of Equipment/Model/05_gradient_boosting.ipynb @@ -0,0 +1,434 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "gc.enable()\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(category=FutureWarning, action='ignore')\n", + "\n", + "import joblib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import (\n", + " TunedThresholdClassifierCV,\n", + " StratifiedKFold\n", + ")\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.ensemble import (\n", + " AdaBoostClassifier, \n", + " HistGradientBoostingClassifier\n", + ")\n", + "from sklearn.metrics import (\n", + " make_scorer, \n", + " fbeta_score, \n", + " recall_score,\n", + " accuracy_score,\n", + " confusion_matrix\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_DIR = '../Dataset/processed'\n", + "\n", + "train = pd.read_csv(f'{DATA_DIR}/train.csv')\n", + "test = pd.read_csv(f'{DATA_DIR}/test.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "TARGET = 'Machine failure'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "features = [f for f in train.columns if f != TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "reduced_features = [f for f in features if f not in \n", + " ('Type', 'air_temp_celsius', 'process_temp_celsius', 'power')]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "categorical_features = [\n", + " 'Type', \n", + " 'temp_diff_above_threshold', \n", + " 'power_out_of_range', \n", + " 'strain_below_11k', \n", + " 'strain_above_12k'\n", + "]\n", + "\n", + "numerical_features = [f for f in features if f not in categorical_features]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "class_ratio = train[TARGET].value_counts()[0] / train[TARGET].value_counts()[1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Modeling framework" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_model(classifier, feature_set):\n", + " fbeta = make_scorer(fbeta_score, beta=2)\n", + " skf = StratifiedKFold(n_splits=9, shuffle=True, random_state=0)\n", + " # no scaling needed for tree-based models\n", + " model_pipeline = make_pipeline(classifier)\n", + "\n", + " tuned_model = TunedThresholdClassifierCV(\n", + " estimator=model_pipeline,\n", + " scoring=fbeta,\n", + " response_method='auto',\n", + " thresholds=100,\n", + " cv=skf,\n", + " refit=True,\n", + " n_jobs=-1,\n", + " random_state=0\n", + " ).fit(train[feature_set], train[TARGET])\n", + "\n", + " return tuned_model" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_model(model, feature_set):\n", + " predictions = model.predict(test[feature_set])\n", + " \n", + " accuracy = accuracy_score(test[TARGET], predictions)\n", + " recall = recall_score(test[TARGET], predictions)\n", + " f2 = fbeta_score(test[TARGET], predictions, beta=2)\n", + " print(f'Accuracy: {accuracy:.4f}\\nF2-score: {f2:.4f}\\nRecall: {recall:.4f}\\n')\n", + " \n", + " fig, ax = plt.subplots(figsize=(4, 3))\n", + " ax.set_title('Normalized Confusion Matrix')\n", + " sns.heatmap(\n", + " data=confusion_matrix(test[TARGET], predictions, normalize='true'),\n", + " annot=True, fmt='.4f', linewidths=0.1, cmap=plt.cm.Blues\n", + " )\n", + " plt.xlabel('Prediction')\n", + " plt.ylabel('True label')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def save_model(model, model_config, notebook='05'):\n", + " MODEL_DIR = 'saved_models'\n", + " save_path = f'{MODEL_DIR}/{notebook}_{model_config}.joblib'\n", + " joblib.dump(model, save_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# AdaBoost" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = DecisionTreeClassifier(max_depth=5, random_state=0)\n", + "classifier = AdaBoostClassifier(\n", + " estimator=estimator, \n", + " n_estimators=50, \n", + " learning_rate=0.05,\n", + " algorithm='SAMME',\n", + " random_state=0\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**All features**" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9910\n", + "F2-score: 0.8580\n", + "Recall: 0.8529\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'adaboost-all_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Reduced features**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9840\n", + "F2-score: 0.8239\n", + "Recall: 0.8529\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'adaboost-reduced_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HistGradientBoosting" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = HistGradientBoostingClassifier(\n", + " learning_rate=0.1,\n", + " max_iter=1000,\n", + " max_depth=5,\n", + " tol=1e-4,\n", + " early_stopping=True,\n", + " n_iter_no_change=20,\n", + " validation_fraction=0.1,\n", + " categorical_features=\"from_dtype\",\n", + " scoring=make_scorer(fbeta_score, beta=2),\n", + " class_weight=None,\n", + " random_state=0\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "train[categorical_features] = train[categorical_features].astype('category')\n", + "test[categorical_features] = test[categorical_features].astype('category')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**All features**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9940\n", + "F2-score: 0.8537\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'histgradientboost-all_features')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Reduced features**" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9890\n", + "F2-score: 0.8284\n", + "Recall: 0.8235\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'histgradientboost-reduced_features')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ds_basic", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Predictive Maintenance of Equipment/Model/06_neural_network_mlp.ipynb b/Predictive Maintenance of Equipment/Model/06_neural_network_mlp.ipynb new file mode 100644 index 000000000..dd4c97a2c --- /dev/null +++ b/Predictive Maintenance of Equipment/Model/06_neural_network_mlp.ipynb @@ -0,0 +1,593 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importing libraries:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "gc.enable()\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(category=FutureWarning, action='ignore')\n", + "\n", + "import joblib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import (\n", + " TunedThresholdClassifierCV,\n", + " StratifiedKFold\n", + ")\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.metrics import (\n", + " make_scorer, \n", + " fbeta_score, \n", + " recall_score,\n", + " accuracy_score,\n", + " confusion_matrix\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importing processed datasets:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_DIR = '../Dataset/processed'\n", + "\n", + "train = pd.read_csv(f'{DATA_DIR}/train.csv')\n", + "test = pd.read_csv(f'{DATA_DIR}/test.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((9000, 14), (1000, 14))" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.shape, test.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "TARGET = 'Machine failure'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "features = [f for f in train.columns if f != TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "categorical_features = [\n", + " 'Type', \n", + " 'temp_diff_above_threshold', \n", + " 'power_out_of_range', \n", + " 'strain_below_11k', \n", + " 'strain_above_12k'\n", + "]\n", + "\n", + "numerical_features = [f for f in features if f not in categorical_features]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "reduced_features = [f for f in features if f not in \n", + " ('Type', 'air_temp_celsius', 'process_temp_celsius', 'power')]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Modeling framework" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_model(classifier, feature_set):\n", + " fbeta = make_scorer(fbeta_score, beta=2)\n", + " skf = StratifiedKFold(n_splits=9, shuffle=True, random_state=0)\n", + "\n", + " scaler = StandardScaler()\n", + " model_pipeline = make_pipeline(scaler, classifier)\n", + "\n", + " tuned_model = TunedThresholdClassifierCV(\n", + " estimator=model_pipeline,\n", + " scoring=fbeta,\n", + " response_method='auto',\n", + " thresholds=100,\n", + " cv=skf,\n", + " refit=True,\n", + " n_jobs=-1,\n", + " random_state=0\n", + " ).fit(train[feature_set], train[TARGET])\n", + "\n", + " n_iter = tuned_model.estimator_[1].n_iter_\n", + " losses = tuned_model.estimator_[1].loss_curve_\n", + " scores = tuned_model.estimator_[1].validation_scores_\n", + " fig, ax = plt.subplots(1, 2, sharex=True, figsize=(12, 3))\n", + " ax[0].set_title(\"Validation loss\")\n", + " sns.lineplot(x=range(n_iter), y=losses, ax=ax[0], color='red')\n", + " ax[1].set_title(\"Validation accuracy\")\n", + " sns.lineplot(x=range(n_iter), y=scores, ax=ax[1], color='blue')\n", + " plt.show()\n", + "\n", + " return tuned_model" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_model(model, feature_set):\n", + " predictions = model.predict(test[feature_set])\n", + " \n", + " accuracy = accuracy_score(test[TARGET], predictions)\n", + " recall = recall_score(test[TARGET], predictions)\n", + " f2 = fbeta_score(test[TARGET], predictions, beta=2)\n", + " print(f'Accuracy: {accuracy:.4f}\\nF2-score: {f2:.4f}\\nRecall: {recall:.4f}\\n')\n", + " \n", + " fig, ax = plt.subplots(figsize=(4, 3))\n", + " ax.set_title('Normalized Confusion Matrix')\n", + " sns.heatmap(\n", + " data=confusion_matrix(test[TARGET], predictions, normalize='true'),\n", + " annot=True, fmt='.4f', linewidths=0.1, cmap=plt.cm.Blues\n", + " )\n", + " plt.xlabel('Prediction')\n", + " plt.ylabel('True label')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def save_model(model, model_config, notebook='06'):\n", + " MODEL_DIR = 'saved_models'\n", + " save_path = f'{MODEL_DIR}/{notebook}_{model_config}.joblib'\n", + " joblib.dump(model, save_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multi-layer Perceptron (MLP)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Configuration - 1" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = MLPClassifier(\n", + " activation='relu',\n", + " solver='adam',\n", + " alpha=1e-3,\n", + " learning_rate_init=1e-3,\n", + " max_iter=1000,\n", + " tol=1e-4,\n", + " early_stopping=True,\n", + " validation_fraction=0.1,\n", + " n_iter_no_change=20,\n", + " random_state=0\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9900\n", + "F2-score: 0.8133\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'mlp_cfg1-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9800\n", + "F2-score: 0.7670\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'mlp_cfg1-reduced_features') " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Configuration - 2" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = MLPClassifier(\n", + " hidden_layer_sizes=(32, 32),\n", + " activation='relu',\n", + " solver='adam',\n", + " alpha=1e-3,\n", + " learning_rate_init=1e-3,\n", + " max_iter=1000,\n", + " tol=1e-4,\n", + " early_stopping=True,\n", + " validation_fraction=0.1,\n", + " n_iter_no_change=20,\n", + " random_state=0\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9910\n", + "F2-score: 0.8182\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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OnTqCTCYTypUrJ4wdO1Y4fPiwwgwKQVBt1gqAfJd3ZxHExcUJ/v7+goODg6Cvry+Ym5sLbm5uQmBgoPD69Wt5vSdPnghdu3YVjI2NhdKlSwtdu3YVzp07p9KslVz3798Xhg4dKlSpUkWQSqWCoaGhUKNGDSEgIEBp5sjatWsFZ2dnwcDAQDA1NRU6d+4sn0Xz7utgZGSktJ/c1/b91yev9+3u3buCl5eXYGJiIpQtW1b44YcfhEOHDim85v/884/Qo0cPwdHRUTA0NBRMTU2F+vXrCxs3blTax/szhx49eiT07NlTsLCwEPT19YXq1asL8+fPF7KysuR1cmd3zJ8/X6l/AIRp06Yplb8rv8/e+/KaeaLqZy4xMVH45ptvBDMzM0Eikchf34L6/v6slevXrwuGhoZKr1Fqaqrg5uYmVKpUSen3jZRJBEEQPuHfDSIiKmJaPUZORKQJGMiJiESOgZyISOQYyImIRI6BnIhI5BjIiYhEjoGciEjktP7KTiLSLoYuw1Wu+zZieTH2pOhobCBX580i8cr9RUvN/EBF0giyoohYEs0biNDYQE5ElCcdzXviEAM5EWmXYrjldEljICci7cKhFSIikWNGTkQkcszIiYhEjhk5EZHIMSMnIhI5ZuRERCLHjJyISOR4QRARkcgxIyciEjkdjpETEYkbM3IiIpHjrBUiIpFjRk5EJHLMyImIRI4ZORGRyDEjJyISOV4QREQkchxaISISOQ6tEBGJHDNyIiKRYyAnIhI5Dq0QEYkcM3IiIpFjRk5EJHLMyImIxE2iw0BORCRqEg6tEBGJnObFcQZyItIuzMiJiESOgZyISOQYyImIRI6BnIhI7DQvjjOQE5F2YUZORCRyDORERCKnwys7iYhETvMScgZyItIumji0onnfMYiICiCRSFReCiM4OBgODg6QyWRwc3PDmTNnCqy/ZcsW1KlTB6VKlYKtrS369u2LhIQEtfbJQE5EWqU4A3lISAhGjhyJwMBAREREoHHjxmjbti2ioqLyrH/27Fn07t0bfn5+uHnzJnbs2IFLly6hf//+au2XgZyItItEjUVNixYtgp+fH/r37w8nJycsWbIEFSpUwMqVK/Osf+HCBVSqVAn+/v5wcHDAl19+iUGDBuHy5ctq7ZeBnIi0ijoZeVpaGpKTkxWWtLS0PNtNT09HeHg4vLy8FMq9vLxw7ty5PLfx9PTEkydPEBoaCkEQ8Pz5c+zcuRPt27dX65gYyIlIq6gTyIOCgmBqaqqwBAUF5dlufHw8srKyYG1trVBubW2NmJiYPLfx9PTEli1b4OPjAwMDA9jY2MDMzAzLli1T65gYyIlIq6gTyCdOnIiXL18qLBMnTvxg++8SBCHf8fZbt27B398fU6dORXh4OI4cOYLIyEgMHjxYrWPi9EMi0ioSHdUHv6VSKaRSqUp1LS0toaurq5R9x8bGKmXpuYKCgtCoUSOMHTsWAODs7AwjIyM0btwYs2bNgq2trUr7ZkZORFqluGatGBgYwM3NDWFhYQrlYWFh8PT0zHObN2/eKF1pqqurCyAnk1cVM3Ii0irFeUFQQEAAevXqBXd3d3h4eGD16tWIioqSD5VMnDgRT58+xebNmwEAHTt2xIABA7By5Uq0adMG0dHRGDlyJOrXrw87OzuV98tATkRapTgDuY+PDxISEjBz5kxER0ejVq1aCA0Nhb29PQAgOjpaYU65r68vXr16heXLl2P06NEwMzNDixYtMHfuXLX2KxHUyd9FxNBleEl3oUADv22MUX1awsbSFLfuR2Pcgl34M+J+vvUHdWuCwT5NYG9njscxLzB33VFsPfiXfL2eng7G9vPC9x0awM7KDHcfPcfkpfsQdu62vM4/h2bA3s5Cqe2fQ/7AqDnbAQBW5qUxa0RntPJwgqmxIc5euYeAeTtwPyquCI++6LyNWA4ASM0s4Y58QMi2Ldi4YR3i4+LgWKUqxk2YBFc393zrX770FxbMm4P79/5FWSsr+Pbrj24+PRTq/H7sKFYsW4rHj6NQoUJFDB8xCi1btZavX7dmFY6HHUNk5ANIZTLUreuCkQFjUMmh8n9thB3Dzu0huH3rBpKSkhCycy++cHIq+hegiMiKIPWsMHyfynUfL+/88Tv8BDhGXgK+8XLF/LFdMXfdUTTsMQfnIu5j7/KhqGBTJs/6A779EjN/6IjZq0Lh+s1szPo5FEsmdEO7JrXkdaYP7Yj+Xb9EwLwdcOk6C2t3nkXIwgGoU728vM6X389HpVYT5Uu7wTlTnHaHRcjrbF88EA7lLfHtyFVo2GMOoqITEfrzDyglMyimV0PzHTkcinlzgjBg4BCE7NwLV1c3DB00ANHPnuVZ/8mTxxg2ZCBcXd0QsnMv+g8YjLn/m43fjx2V17l2NQLjxoxCh06dsWP3PnTo1BnjRo/E9evX5HUuX/oLPj2+wy/btmPVmg3IzMrC4AF+ePPmjbzO27dvUNfFBSNGjSm+F+AzU9yX6JcEZuQl4I/NYxDxz2OM+F+IvCxi12QcOHUdU5ftV6p/cmMAzl99gElL9srL5o/pCtcaFdGy32IAwINjszF37VGs2v6HvM72RQPw+k0a+k3enGc/5o/piraNa6FW5xkAgCoVrfD3vqlw7ToLtx/knHnX0ZEg6vgcTP5pLzbuOf/Rx17UxJCRf9f9WzjVqIHJU2fIy7w7tkXzFq0wYtRopfqLF87H6VMnsPfAYXnZjzOm4u6dO/hla85nZuzokUh5/RrBq9bK6wwZ6AcTE1PMXbAoz34kJiaieWMPrN/0K9zc6ymse/r0Cdp5tdSKjNze/4DKdR/91PHjd/gJMCP/xPT1dOHiVAHHz99WKD9+4TYa1nHIcxsDfT2kpmcolL1Ny4B7LXvo6ekUWMfTxTHffnRvVw+b9v0XnKUGOb8lqen/RcXsbAHpGZnwrJt3O1SwjPR03L51Ex6eXyqUe3g2wrWrEXluc/3aVXh4NlIo82zUGLdu3kBGRs57fP3qVaU2PRs1zrdNAHj96hUAwMTUVO3j0CSamJGXaCB/8uQJAgMD0bx5czg5OaFGjRpo3rw5AgMD8fjxY5XaUOcS2s+BZRlj6OnpIjbxlUL584RXsLYwyXOb38/fhq+3J1ycKgAAXGtURO/ODWGgrwdLM2N5Hf/vW8CxYllIJBK0aPAFOjR1ho1l3m12au4Ms9KG+PXARXnZnYcxePQsAT/+0AlmpQ2hr6eLMX1bw7asKWwstfuXv7BeJL1AVlYWLCwUz01YWFgiPj7v8w7x8fGwsLB8r74FMjMzkZT04p0677dpkW+bgiBgwbwguLi6oWrVaoU9HI2giYG8xGatnD17Fm3btkWFChXg5eUFLy8vCIKA2NhY7N27F8uWLcPhw4fRqFGjAtsJCgrCjBkzFMqmTZtWnF0vEu8PaEkkknznjQatOQJrCxOc3jQGEgkQm/gKv+6/iNF9WyMrKxsAMGb+TgRP6YFru6dAEAQ8eBKPzfsvoHenhnm22cfbE0f/vIXouJfysszMbPQYsxYrp32H6D/mIzMzCycu3sGRszeL5qC1mDpX++VXHwAk79zJSakO8m8zaNZM/Hv3Ljb+slWtfmsidS4IEosSC+SjRo1C//79sXjx4nzXjxw5EpcuXSqwnYkTJyIgIEChTCqVYu4+5bHHz0H8i9fIzMyCtUVphXIrc2OlLD1XaloGBs/YguGzt8Ha3ATR8S/h17URkl+/RXxSirzdbgFrIDXQg4WpEZ7FvcQs/854+Ez5vsYVbcugRYPq6D5mjdK6iNuP0bD7HJgYy2Cgr4f4F6/xx+YxCL+V9204qWBlzMpAV1cX8fHxCuWJiQlKWXcuS0vlbD0xMRF6enowNTN7p857bSYk5tlm0OwfcerUCazf9CusbWw+4mg0g5gybVWV2NDKjRs3CryfwKBBg3Djxo0PtiOVSmFiYqKwqHpJbUnIyMxCxO3HaNHwC4XyFg2/wIVrkQVum5mZjaexScjOFvBtGzccPnNTKYtPS8/Es7iX0NPTgXfLujh46rpSO706eSA28RUOn8k/005+nYr4F6/hWLEsXGtUzLMd+jB9AwM41aiJC+f+VCi/cO4c6tR1yXMb5zp1ceG9u+WdP3cWNWrWgr6+fk6dunVx4fyfSnXebVMQBPxv1kwc//0Y1qzfhPLlKxTFIYmeRKL6IhYllpHb2tri3LlzqF69ep7rz58/r/J9BsTmp19PYN2s3rhyKwoXr0fC7+tGqGBjjrU7c54kMvOHTrCzMkX/Kb8AyJlN4l7LHpduPESZ0qXg36sFajjaydcDQL1a9rCzMsO1O09QzsoMgYPaQUdHgkUbf1fYt0QiQe/ODbHl4EX5sMy7vm7lgrgXr/E4JhG1qtphwdhvcODUdRy/8E8xviKarVefvgicMA41atVCnTou2LUjBNHR0fjWpzsAYOnihYiNfY7ZQfMAAN/6dMdv27Zg/twgdP2mG65di8CeXbswd/5CeZvffd8b/fp8j/VrV6N5i5Y4eeI4Ll44jw3vDJ3878cZOBx6EEuWBcOolBHi43KyfOPSpSGTyQAAL5OSEB0djbi4WADAw4c5yYSlpSUsy5Yt/henBGhiRl5igXzMmDEYPHgwwsPD0bp1a1hbW0MikSAmJgZhYWFYu3YtlixZUlLdK1Y7j12BuakRJg1sCxtLE9y8Fw3vH4IRFZ1zIsvG0gQVbMzl9XV1JRjRqwWq2VsjIzMLf1y+i+a+CxEVnSivI5XqY9qwDnAoZ4nXb9Jw9M+b8JuyGS9fv1XYd4sG1VHR1hyb9l7Is282ZU0wd/TXsLIojZj4ZGw5eBFBq48Uw6ugPb5q2w4vk15g9cpgxMXFokrValjx82rY2ZUDAMTHxSEmOlpev3z5ClixcjXmzw1CyLYtKGtlhfGTAtHKq428Tl0XV8ydvwjLly3BimU/oULFCpi7YDGcnevI62wP2QYA8PPtpdCfmbOC0LnL1wCAUydPYOrk/+7mN37MKADA4KHDMWTYD0X8SnweNDCOl+w88pCQECxevBjh4eHIysoCkHPDGDc3NwQEBKBbt26FbvtznkdORUcM88ip6BTFPPLq449+uNL/uzO3zYcrfQZK9F4rPj4+8PHxQUZGhvzEjaWlpXwckIioqGliRv5Z3DRLX19fY8fDiejzosPph0RE4saMnIhI5JiRExGJHKcfEhGJHAM5EZHIaWAcZyAnIu3CjJyISOQ0MI4zkBORdmFGTkQkchoYxxnIiUi7MCMnIhI5DYzjDOREpF14ZScRkchxaIWISOQ0MI4zkBORdmFGTkQkchoYxxnIiUi7MCMnIhI5BnIiIpHTwDiuWiD/6aefVG7Q39+/0J0hIipuWpuRL168WKXGJBIJAzkRfda09oKgyMjI4u4HEdEnoYEJOXQKu2F6ejru3LmDzMzMouwPEVGx0pFIVF7EQu1A/ubNG/j5+aFUqVKoWbMmoqKiAOSMjc+ZM6fIO0hEVJQkEtWXwggODoaDgwNkMhnc3Nxw5syZAuunpaUhMDAQ9vb2kEqlcHR0xPr169Xap9qBfOLEibh27RpOnToFmUwmL2/VqhVCQkLUbY6I6JOSSCQqL+oKCQnByJEjERgYiIiICDRu3Bht27aVJ7x56datG44fP45169bhzp072LZtG7744gu19qv29MO9e/ciJCQEDRs2VDjQGjVq4P79++o2R0T0SRXnuc5FixbBz88P/fv3BwAsWbIER48excqVKxEUFKRU/8iRIzh9+jQePHgAc3NzAEClSpXU3q/aGXlcXBysrKyUylNSUjRyWg8RaRZ1MvK0tDQkJycrLGlpaXm2m56ejvDwcHh5eSmUe3l54dy5c3lus3//fri7u2PevHkoV64cqlWrhjFjxuDt27dqHZPagbxevXo4dOiQ/Ofc4L1mzRp4eHio2xwR0Selzhh5UFAQTE1NFZa8MmsAiI+PR1ZWFqytrRXKra2tERMTk+c2Dx48wNmzZ3Hjxg3s2bMHS5Yswc6dOzFs2DC1jkntoZWgoCB89dVXuHXrFjIzM7F06VLcvHkT58+fx+nTp9Vtjojok5JA9ZGDiRMnIiAgQKFMKpUW3P57IxOCIOQ7WpGdnQ2JRIItW7bA1NQUQM7wzDfffIMVK1bA0NBQpX6qnZF7enrizz//xJs3b+Do6Ihjx47B2toa58+fh5ubm7rNERF9Uro6EpUXqVQKExMThSW/QG5paQldXV2l7Ds2NlYpS89la2uLcuXKyYM4ADg5OUEQBDx58kTlYyrUvVZq166NTZs2FWZTIqISVVyn8gwMDODm5oawsDB06dJFXh4WFobOnTvnuU2jRo2wY8cOvH79GsbGxgCAu3fvQkdHB+XLl1d534UK5FlZWdizZw9u374NiUQCJycndO7cGXp6vAcXEX3eivNCn4CAAPTq1Qvu7u7w8PDA6tWrERUVhcGDBwPIGap5+vQpNm/eDADo2bMnfvzxR/Tt2xczZsxAfHw8xo4di379+qk8rAIUIpDfuHEDnTt3RkxMDKpXrw4g5y9I2bJlsX//ftSuXVvdJomIPpninFzn4+ODhIQEzJw5E9HR0ahVqxZCQ0Nhb28PAIiOjlaYU25sbIywsDD88MMPcHd3h4WFBbp164ZZs2aptV+JIAiCOhs0bNgQVlZW2LRpE8qUKQMAePHiBXx9fREbG4vz58+r1YHiYugyvKS7QJ/A24jlAIBU3ilCK8iK4Ev/NxuuqFx3Z1/Xj9/hJ6D2y3Lt2jVcvnxZHsQBoEyZMpg9ezbq1atXpJ0jIipqmni5i9qzVqpXr47nz58rlcfGxqJKlSpF0ikiouKiiTfNUikjT05Olv//f//7H/z9/TF9+nQ0bNgQAHDhwgXMnDkTc+fOLZ5eEhEVEfGEZ9WpFMjNzMwUJrQLgoBu3brJy3KH2Tt27IisrKxi6CYRUdHQxFuJqBTIT548Wdz9ICL6JHS19QlBTZs2Le5+EBF9EhqYkBfugiAg5wETUVFRSE9PVyh3dnb+6E4RERUXrR1aeVdcXBz69u2Lw4cP57meY+RE9DnTwJEV9acfjhw5Ei9evMCFCxdgaGiII0eOYNOmTahatSr2799fHH0kIioyxfmEoJKidkZ+4sQJ7Nu3D/Xq1YOOjg7s7e3RunVrmJiYICgoCO3bty+OfhIRFQnxhGfVqZ2Rp6SkyJ8QZG5ujri4OAA5d0S8ckX1S1+JiEqCJl4QVKgrO+/cuQMAqFu3LlatWoWnT5/i559/hq2tbZF3kIioKKnzhCCxUHtoZeTIkYiOjgYATJs2DW3atMGWLVtgYGCAjRs3FnX/iIiKlJjGvlWldiD/7rvv5P93cXHBw4cP8c8//6BixYqwtLQs0s4RERU1DYzjhZ9HnqtUqVJwdRXHrR6JiLT2ys73Hz5akEWLFhW6M0Up9z7VpB2K4j7VpB20dmglIiJCpcY08QUiIs2i9gwPEdDYm2ZdjXpV0l2gT6BuxdIAANuBu0q4J/QpRK/u+tFtaGLCyS+kRKRVNHCInIGciLQLAzkRkchxaIWISOSYkRMRiZwGJuSFm4nzyy+/oFGjRrCzs8OjR48AAEuWLMG+ffuKtHNEREVNTyJReRELtQP5ypUrERAQgHbt2iEpKUn+IAkzMzMsWbKkqPtHRFSkNPGmWWoH8mXLlmHNmjUIDAyErq6uvNzd3R1///13kXaOiKioaeJtbNUeI4+MjISLi4tSuVQqRUpKSpF0ioiouIgoPqtM7YzcwcEBV69eVSo/fPgwatSoURR9IiIqNjoS1RexUDsjHzt2LIYNG4bU1FQIgoC//voL27ZtQ1BQENauXVscfSQiKjJiGjJRldqBvG/fvsjMzMS4cePw5s0b9OzZE+XKlcPSpUvRvXv34ugjEVGR0cA4Xrh55AMGDMCAAQMQHx+P7Oxs+TM8iYg+d2IaMlHVR10QxCcCEZHYSKB5kVztQO7g4FDgvQoePHjwUR0iIipOehp4Q/JCPXz5XRkZGYiIiMCRI0cwduzYouoXEVGx4E2zAIwYMSLP8hUrVuDy5csf3SEiouKkiWPkRfYlo23btti1i09pIaLPGy/RL8DOnTthbm5eVM0RERWL4r5EPzg4GA4ODpDJZHBzc8OZM2dU2u7PP/+Enp4e6tatq/Y+1R5acXFxURhjEgQBMTExiIuLQ3BwsNodICL6lIpzaCUkJAQjR45EcHAwGjVqhFWrVqFt27a4desWKlasmO92L1++RO/evdGyZUs8f/5c7f2qHci9vb0VftbR0UHZsmXRrFkzfPHFF2p3gIjoU1In0U5LS0NaWppCmVQqhVQqzbP+okWL4Ofnh/79+wPIub330aNHsXLlSgQFBeW7n0GDBqFnz57Q1dXF3r17Ve/g/1MrkGdmZqJSpUpo06YNbGxs1N4ZEVFJ01FjHnlQUBBmzJihUDZt2jRMnz5dqW56ejrCw8MxYcIEhXIvLy+cO3cu331s2LAB9+/fx6+//opZs2ap3Ld3qRXI9fT0MGTIENy+fbtQOyMiKmnqZOQTJ05EQECAQll+2Xh8fDyysrJgbW2tUG5tbY2YmJg8t/n3338xYcIEnDlzBnp6hb8+U+0tGzRogIiICNjb2xd6p0REJUVPjUHygoZR8vP+PHVBEPKcu56VlYWePXtixowZqFatmlr7eJ/agXzo0KEYPXo0njx5Ajc3NxgZGSmsd3Z2/qgOEREVp+KaVmhpaQldXV2l7Ds2NlYpSweAV69e4fLly4iIiMDw4cMBANnZ2RAEAXp6ejh27BhatGih0r5VDuT9+vXDkiVL4OPjAwDw9/eXr5NIJPK/OrmPfiMi+hwV121sDQwM4ObmhrCwMHTp0kVeHhYWhs6dOyvVNzExUXqqWnBwME6cOIGdO3fCwcFB5X2rHMg3bdqEOXPmIDIyUuXGiYg+N8V5oU9AQAB69eoFd3d3eHh4YPXq1YiKisLgwYMB5Iy5P336FJs3b4aOjg5q1aqlsL2VlRVkMplS+YeoHMgFQQAAjo0TkagV5z2zfHx8kJCQgJkzZyI6Ohq1atVCaGioPG5GR0cjKiqqyPcrEXIj9Afo6Ojg+fPnKFu2bJF3ojhcjXpV0l2gT6BuxdIAANuBvD2ENohe3fWj29h0+bHKdfu4V/jo/X0Kap3srFat2gfvHJaYmPhRHSIiKk4iuoWKytQK5DNmzICpqWlx9YWIqNhp/TM7u3fvzse6EZGoaV4YVyOQa+LN2IlI+2hiKFN71goRkZjpamAkVzmQZ2dnF2c/iIg+CU0cXSj8XVqIiERI88I4AzkRaRlm5EREIlecV3aWFAZyItIqzMiJiERO88I4AzkRaRkNTMgZyIlIu6jzzE6xYCAnIq2i9fdaISISOw2M4wzkRKRdOLRCRCRyzMiJiESOgZyISOQkHFohIhI3Hc2L4wzkRKRdmJETEYkcx8ipyBzdvwMHdvyCpIR4lK9UGX2GjIZTbZc86148cwJhB3fi4f27yMzIQHn7yvim10DUrefxXr3jCNn4M55HP4G1bXl07zsU9b9sLl+/Y/Mq7PxljcI2pmUssHr7UfnPSS8SsHXNMlwPv4CUlFdwqu2KvsPGwrZ8xSI8eu3Tp2llDG1TDVamMtx9loypIddw8V5CnnWX+LrBx7OSUvmdZ8loNj0MAKCnK8EPX1VHN0972JgZ4n7MK8zefQMnbz7Ps80fvqqOSV/Xwprf/8XU7dfl5e1c7NCrSWU425vB3FiKVjN/x80nLz/+gD9jWv2EICo6504dw6aVC+H3wwRUr1kHvx/ajaBJ/li0bgcsrWyU6t/+OwK1XRuge79hMDIqjVNHD2De1FGYvWwjHKp8AQC4e+s6lsyahG6+g1G/UXP89edJLJk1ATMWr0NVp1rytspXqowpc4PlP+vo6Mr/LwgCFkwbA109PYyZuRClShnh4K4tmDV+KBau3QGZoWExviqaq5N7ecz0qYOJWyNw6V4CejVxwBb/L9F0+jE8TXyrVH9KyDXM3n1D/rOejg5+n9oSB8KfyMvGd66Jrg0qYswvV3Av5hWa1bTGuiEe6DT3JG48VgzEdezL4PsmDrj5OElpX6WkevjrXjwOhD/Bwt5uRXfQnzFNHFrRxFvzfvYO7dqCFl91Rst23ihv7wDfoaNhUdYaxw7szLO+79DR6OzTB1Wq14Rt+Yro4TcMtuUqIvz8GXmd0N3b4OzWAF169EW5ipXQpUdf1HKpj9DdWxXa0tXRg5m5pXwxMSsjXxf9NAr/3v4b/f0noEr1mrCrUAn9f5iA1Ldv8efJo6DCGdS6KradfYitZx/i35hXmLr9Op69eIM+TSvnWf/V20zEJafJlzqVysCslAFC/nwkr/NNw4r46fA/OHEjBlHxKdh8+gFO33qOwa2rKbRVSqqLFf3rYcwvV/DyTYbSvnZeiMLiQ//gj9uxRXvQnzGJRPVFLBjIP7HMjAw8uPsPnN0aKpTXcWuIuzev57OVouzsbLx9kwLj0ibysru3rsPZrYFim+4NcfeWYpsxz6Iw2OcrDO/VCUtmT8Tz6P+yvMyMnF90fQOpvExHVxd6+nq4c+OqSn0jRfq6EjhXNMPpW4pDHqdvxcLd0UKlNno0qoQz/8TiSeIbeZmBng7SMhSfo/s2PQv1qyi2GdTDBcf/jsEZLQrUHyJRYxGLzzqQP378GP369SuwTlpaGpKTkxWWtLS0T9RD9SW/TEJ2dhZMy5grlJuWMUfSi3iV2ji481ekpabCo2lreVnSiwSYllH8JTYtY4GkF/+Nw1b5ohaGjZuBSXOWY+CoQLxMTMCUEX54lZwEALCrUAllrW2xbd1yvH6VjMyMDOz9bSOSEhPwIlG1vpEic2Mp9HR1EJecqlAel5yKsiayD25vZSpDi1rW2HImUqH81M3nGNS6KhysjCGRAE2crPBVXVtYmf7XZud65VHb3gz/e2eYhnJumqXqIhafdSBPTEzEpk2bCqwTFBQEU1NThSUoKOgT9bDw3n9KiSAIKj255M8TR7Dzl9UYMfl/Sn8M3t9aEASF8UCX+o3QoHFLVHSoAmfXBhg/aykA4PSxgwAAPT09BEydh+gnUfD7ugV6dfgSt66Fo249T+jofNYflc+e8N7PqsYIHw97JL/NwJGrzxTKp4ZcQ2Tsa5yZ6YWo4C6Y3aMufvvzEbKFnD3ZlTHEjz51MHzdJaRlZufVtNbSxIy8RE927t+/v8D1Dx48+GAbEydOREBAgEKZVCrF7efpH9W34mJiagYdHV0kJSrOWEhOegFTs4K/ap87dQw/L/oRo6bMhbOr4jCK2XvZd06biUrB/l0yQ0NUdHBEzNPH8rLK1Zwwb9VWvEl5jcyMDJiYlUHgD31QuWoNVQ+R3pH4Og2ZWdmwei/7tiwtU8rS89K9USXsvBCFjCzFPwUJr9PRN/g8pHo6KGNsgJikVAR+XQtR8TnDL872ZVDWRIajgS3k2+jp6qBhVUv0be4I+6F7kP3+XxdtIaYIraISDeTe3t6QSCQQhPw/UR/KUqVSKaRSaR5rPs9Arqevj8rVvsD1KxcVpgZev3IR7p5N893uzxNHsHLhjxgxaTZcG3yptL5aDWdcD7+I9l2/+6/N8IuoVsM53zYz0tPxNOohvqilPO2xlJExACD6SRTu372Nbn2GqHR8pCgjS8D1qCQ0qWGFw+9k1U2crHD02rMCtgQ8qlmisrUxtq58mG+dtMxsxCSlQk9Xgvau5XDgcs45jzO3Y+VTFXMt8XXDvZhXWH7krvYGcWjmrJUSDeS2trZYsWIFvL2981x/9epVuLlp3pSo9l2/w/K5U+FYzQlVnZxxPHQ34mNj0LpDVwDA1nXLkRgfi+HjZwLICeIr5k1Dn6FjUNWpFpL+f7zaQCqTB9y2XbpjesBA7PttI9w9m+HyuVP4+8pFzFi8Tr7fX1YtgVvDxrC0ssHLpBfYvXUd3r5JQVOvDvI650//DhMzM1ha2SAq8h42BS9EPc+mqOOueHKWVLcq7F8s61cP1x69QPj9RHzfxAHlzEth8+mcce9JXWrCxswQ/hsuK2zX88tKCH+QgDvPkpXadHEoA1szQ9x4/BK2ZjKM7lgDOhIJVhy9CwBISctU2u5NWhZevE5XKDcrpY9y5qVgbZYztdTRpjQAIDY5FXHJn++5po8hoqFvlZVoIHdzc8OVK1fyDeQfytbFyrOZF14lv8SuX9fiRWI8KlRyxITZS1HW2hYAkJQQj4TYGHn93w/tRlZWFtYvm4v1y+bKy5u27oCh46YDAKrXrIMRgbMRsnElQjb9DGvb8hgRGKQwhzwh/jl++l8gkpOTYGJaBlWdamHWTxvk+wWApMR4/LJqMZJeJKCMuSWatG6Prt/1L+ZXRLPtv/wEZYwMENDeCVamMtx5lozvl/0pn4ViZSpDOfNSCtuUNtRDe9dymPLbtTzblOnrYnznmqhY1ghv0jJx/O8Y/LD+EpLfKk8xLIhXHTss7esu/3nVwJwhuwUHbmHhgdtqtSUWmhjIJUIJRsozZ84gJSUFX331VZ7rU1JScPnyZTRtmv+QQ36uRr362O6RCNStmJNB2g7cVcI9oU8henXXj27jcqTyN5z8uDuYfLjSZ6BEM/LGjRsXuN7IyKhQQZyIKD+amJHzEn0i0ioaGMc/73nkRERFrpgnkgcHB8PBwQEymQxubm44c+ZMvnV3796N1q1bo2zZsjAxMYGHhweOHlX/dhgM5ESkVSRq/FNXSEgIRo4cicDAQERERKBx48Zo27YtoqKi8qz/xx9/oHXr1ggNDUV4eDiaN2+Ojh07IiIiQr1jKsmTncWJJzu1A092apeiONmpTmzI/XypqkGDBnB1dcXKlSvlZU5OTvD29lb5ivOaNWvCx8cHU6dOVXm/zMiJSKuoM7Kizr2c0tPTER4eDi8vL4VyLy8vnDt3TqW+ZWdn49WrVzA3z/+K7LwwkBORdlEjkqtzL6f4+HhkZWXB2tpaodza2hoxMTF5bvO+hQsXIiUlBd26dVPrkDhrhYi0ijpj3/ndy6nA9gt5Q7xt27Zh+vTp2LdvH6ysrFTuI8BATkRaRkeNc5j538tJmaWlJXR1dZWy79jYWKUs/X0hISHw8/PDjh070KpVK9U7+P84tEJE2qWYph8aGBjAzc0NYWGKNysLCwuDp6dnvttt27YNvr6+2Lp1K9q3b6/eTv8fM3Ii0irFeffDgIAA9OrVC+7u7vDw8MDq1asRFRWFwYMHA8gZqnn69Ck2b94MICeI9+7dG0uXLkXDhg3l2byhoSFMTU1V3i8DORFpleK8RN/HxwcJCQmYOXMmoqOjUatWLYSGhsLe3h4AEB0drTCnfNWqVcjMzMSwYcMwbNgweXmfPn2wceNGlffLeeQkapxHrl2KYh757WcpKtd1sjP66P19CszIiUi7aODNVhjIiUir8AlBREQix9vYEhGJnAbGcQZyItIuqlxlKTYM5ESkVTQwjjOQE5F20cA4zkBORFpGAyM5AzkRaRVOPyQiEjmOkRMRiZwGxnEGciLSMhoYyRnIiUircIyciEjk1HlCkFgwkBORVuHJTiIi0dO8SM5ATkRahRk5EZHIaWAcZyAnIu3CjJyISOQ4/ZCISOw0L44zkBORdtHAOM5ATkTaRUcDB8kZyIlIu2heHGcgJyLtooFxnIGciLSLBo6sMJATkXbh9EMiIpHTxIxcp6Q7QEREH4cZORFpFU3MyBnIiUircIyciEjkmJETEYkcAzkRkchxaIWISOSYkRMRiZwGxnEGciLSMhoYyRnIiUiraOIYuUQQBKGkO0FE9KmkZqpeVyaSVJeX6GuItLQ0TJ8+HWlpaSXdFfoE+H4XnkxP9UUsmJFriOTkZJiamuLly5cwMTEp6e5QMeP7Te9iRk5EJHIM5EREIsdATkQkcgzkGkIqlWLatGmQSqUl3RX6BPh+07t4spOISOSYkRMRiRwDORGRyDGQExGJHAM5EZHIMZBriODgYDg4OEAmk8HNzQ1nzpwp6S5RMfjjjz/QsWNH2NnZQSKRYO/evSXdJfoMMJBrgJCQEIwcORKBgYGIiIhA48aN0bZtW0RFRZV016iIpaSkoE6dOli+fHlJd4U+I5x+qAEaNGgAV1dXrFy5Ul7m5OQEb29vBAUFlWDPqDhJJBLs2bMH3t7eJd0VKmHMyEUuPT0d4eHh8PLyUij38vLCuXPnSqhXRPQpMZCLXHx8PLKysmBtba1Qbm1tjZiYmBLqFRF9SgzkGkLy3hNlBUFQKiMizcRALnKWlpbQ1dVVyr5jY2OVsnQi0kwM5CJnYGAANzc3hIWFKZSHhYXB09OzhHpFRJ+SiB5mRPkJCAhAr1694O7uDg8PD6xevRpRUVEYPHhwSXeNitjr169x7949+c+RkZG4evUqzM3NUbFixRLsGZUkTj/UEMHBwZg3bx6io6NRq1YtLF68GE2aNCnpblERO3XqFJo3b65U3qdPH2zcuPHTd4g+CwzkREQixzFyIiKRYyAnIhI5BnIiIpFjICciEjkGciIikWMgJyISOQZyIiKRYyAnIhI5BnIShenTp6Nu3bryn319fT/6gQpF0QbR54CBnD6Kr68vJBIJJBIJ9PX1UblyZYwZMwYpKSnFut+lS5eqfEn6w4cPIZFIcPXq1UK3QfQ5402z6KN99dVX2LBhAzIyMnDmzBn0798fKSkpCo+eA4CMjAzo6+sXyT5NTU0/izaIPgfMyOmjSaVS2NjYoEKFCujZsye+++477N27Vz4csn79elSuXBlSqRSCIODly5cYOHAgrKysYGJighYtWuDatWsKbc6ZMwfW1tYoXbo0/Pz8kJqaqrD+/WGR7OxszJ07F1WqVIFUKkXFihUxe/ZsAICDgwMAwMXFBRKJBM2aNcuzjbS0NPj7+8PKygoymQxffvklLl26JF9/6tQpSCQSHD9+HO7u7ihVqhQ8PT1x586dInw1idTHQE5FztDQEBkZGQCAe/fuYfv27di1a5d8aKN9+/aIiYlBaGgowsPD4erqipYtWyIxMREAsH37dkybNg2zZ8/G5cuXYWtri+Dg4AL3OXHiRMydOxdTpkzBrVu3sHXrVvmDNf766y8AwO+//47o6Gjs3r07zzbGjRuHXbt2YdOmTbhy5QqqVKmCNm3ayPuVKzAwEAsXLsTly5ehp6eHfv36Ffq1IioSAtFH6NOnj9C5c2f5zxcvXhQsLCyEbt26CdOmTRP09fWF2NhY+frjx48LJiYmQmpqqkI7jo6OwqpVqwRBEAQPDw9h8ODBCusbNGgg1KlTJ8/9JicnC1KpVFizZk2efYyMjBQACBEREfn2/fXr14K+vr6wZcsW+fr09HTBzs5OmDdvniAIgnDy5EkBgPD777/L6xw6dEgAILx9+zb/F4momDEjp4928OBBGBsbQyaTwcPDA02aNMGyZcsAAPb29ihbtqy8bnh4OF6/fg0LCwsYGxvLl8jISNy/fx8AcPv2bXh4eCjs4/2f33X79m2kpaWhZcuWhT6G+/fvIyMjA40aNZKX6evro379+rh9+7ZCXWdnZ/n/bW1tAeQ8Wo+opPBkJ3205s2bY+XKldDX14ednZ3CCU0jIyOFutnZ2bC1tcWpU6eU2jEzMyvU/g0NDQu13buE/78tvyoPsX73+HLXZWdnf3QfiAqLGTl9NCMjI1SpUgX29vYfnJXi6uqKmJgY6OnpoUqVKgqLpaUlAMDJyQkXLlxQ2O79n99VtWpVGBoa4vjx43muNzAwAABkZWXl20aVKlVgYGCAs2fPyssyMjJw+fJlODk5FXhMRCWNGTl9Uq1atYKHhwe8vb0xd+5cVK9eHc+ePUNoaCi8vb3h7u6OESNGoE+fPnB3d8eXX36JLVu24ObNm6hcuXKebcpkMowfPx7jxo2DgYEBGjVqhLi4ONy8eRN+fn6wsrKCoaEhjhw5gvLly0MmkylNPTQyMsKQIUMwduxY+fMv582bhzdv3sDPz+9TvDREhcZATp+URCJBaGgoAgMD0a9fP8TFxcHGxgZNmjSRzzLx8fHB/fv3MX78eKSmpqJr164YMmQIjh49mm+7U6ZMgZ6eHqZOnYpnz57B1tZW/vBpPT09/PTTT5g5cyamTp2Kxo0b5zm0M2fOHGRnZ6NXr1549eoV3N3dcfToUZQpU6ZYXguiosJndhIRiRzHyImIRI6BnIhI5BjIiYhEjoGciEjkGMiJiESOgZyISOQYyImIRI6BnIhI5BjIiYhEjoGciEjkGMiJiETu/wCmMY3CsnCYrQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'mlp_cfg2-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9800\n", + "F2-score: 0.7670\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'mlp_cfg2-reduced_features') " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Configuration - 3" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = MLPClassifier(\n", + " hidden_layer_sizes=(16, 8),\n", + " activation='relu',\n", + " solver='adam',\n", + " alpha=1e-3,\n", + " learning_rate_init=1e-3,\n", + " max_iter=1000,\n", + " tol=1e-4,\n", + " early_stopping=True,\n", + " validation_fraction=0.1,\n", + " n_iter_no_change=20,\n", + " random_state=0\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9870\n", + "F2-score: 0.7988\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'mlp_cfg3-all_features')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9780\n", + "F2-score: 0.7584\n", + "Recall: 0.7941\n", + "\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_set = reduced_features\n", + "tuned_model = fit_model(classifier, feature_set)\n", + "evaluate_model(tuned_model, feature_set)\n", + "save_model(tuned_model, 'mlp_cfg3-reduced_features') " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ds_basic", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Predictive Maintenance of Equipment/Model/README.md b/Predictive Maintenance of Equipment/Model/README.md new file mode 100644 index 000000000..2c6613c01 --- /dev/null +++ b/Predictive Maintenance of Equipment/Model/README.md @@ -0,0 +1,93 @@ +## **PROJECT TITLE** + +### ๐ŸŽฏ **Goal** + +Detecting machine failure based on different operational parameters for predictive maintenance of equipment. + +### ๐Ÿงต **Dataset** + +[Predictive Maintenance Dataset (AI4I 2020)](https://www.kaggle.com/datasets/stephanmatzka/predictive-maintenance-dataset-ai4i-2020) + +### ๐Ÿงพ **Description** + +This synthetic dataset is modeled after an existing milling machine and consists of 10,000 data points stored as rows with 14 features in columns. Only 339 out of 10000 data points represent machine failure, making it an extremely imbalanced classification problem. + +### ๐Ÿงฎ **What I had done!** + +1. Exploratory analysis of features along with preprocessing. +2. Feature engineering based on domain knowledge of different types of machine failures. +3. Feature selection based on statistical tests. +4. Created a holdout set for testing all the models using Stratified sampling to maintain imbalance ratio. +5. Training and validation of multiple types and configurations of: linear models, support vector machines, tree models, tree ensembles, gradient-boosting trees and neural networks. +6. Models were tuned and evaluated based on F2-score, which is a harmonic, weighted mean of precision and recall, with recall having twice the importance of precision. This is because identifying all instances of machine failure correctly is critical to us. +7. Created a Streamlit web app to provide an interface for testing new data points with appropriate input methods. For inference, the best model is chosen i.e., AdaBoostClassifier trained on full feature set. + +### ๐Ÿš€ **Models Implemented** + +* Linear models: Logistic Regression, Ridge Classifier, Passive-Aggressive Classifier, Perceptron +* Support Vector Machine: LinearSVC, SVC with polynomial kernel, SVC with RBF kernel +* Tree models: Decision-tree, Extra-Tree (Extremely Randomized Tree) classifier +* Tree ensembles: Random Forest, Extra-Trees Classifier, Bagging Classifier +* Gradient-boosting models: AdaBoost (best model), Hist-Gradient Boosting +* Neural network: Multi-layer Perceptron (three configurations) + +### ๐Ÿ“š **Libraries Needed** + +* Pandas +* Numpy +* Scikit-learn +* Matplotlib +* Seaborn +* Joblib + +### ๐Ÿ“Š **Exploratory Data Analysis Results** + +**Feature distributions**: +![Image](../Images/notebook_00/air_temp_distribution.png) +![Image](../Images/notebook_00/process_temp_distribution.png) +![Image](../Images/notebook_00/rotational_speed_distribution.png) +![Image](../Images/notebook_00/torque_distribution.png) +![Image](../Images/notebook_00/tool_wear_distribution.png) + +**Feature engineering**: +![Image](../Images/notebook_00/feat_engg_temp_diff_distribution.png) +![Image](../Images/notebook_00/feat_engg_power_distribution.png) +![Image](../Images/notebook_00/feat_engg_strain_distribution.png) + +**Feature selection**: +![Image](../Images/notebook_00/pearson_correlation_heatmap.png) + +### ๐Ÿ“ˆ **Performance of the Models based on the Accuracy Scores** + +The most important metric for our imbalanced classification is recall. To balance accuracy/precision and recall, we tuned the models based on F2-score (where recall is weighted twice that of precision). + +Each model as two variations, one for each feature set: all (A) and reduced (R). Only the best of the two variations is included in the table. + +| Model configuration | Accuracy (%) | F2-Score (%) | Recall (%) +|:-----:|:-----:|:-----:|:-----: +| Logistic Regression (A) | 97.74 | 75.42 | 79.41 +| Ridge Classifier (A) | 98.70 | 79.88 | 79.41 +| Passive Aggressive Classifier (A) | 98.30 | 73.96 | 73.53 +| Perceptron (R) | 95.50 | 63.45 | 73.53 +| Linear SVM (A) | 97.80 | 75.84 | 79.41 +| SVM - RBF kernel (A) | 99.00 | 81.33 | 79.41 +| SVM - Poly kernel (A) | 99.10 | 81.82 | 79.41 +| Decision Tree Classifier (A) | 99.00 | 83.33 | 82.35 +| Extra Tree Classifier (R) | 94.70 | 68.08 | **85.29** +| Random Forest Classifier (A) | 98.50 | 80.92 | 82.35 +| Extra Trees Classifier (R)| 98.30 | 78.03 | 79.41 +| Bagging Classifier (A) | 99.00 | 83.33 | 82.35 +| AdaBoost Classifier (A) | 99.10 | **85.80** | **85.29** +| Hist-Gradient Boosting Classifier (A) | **99.40** | 85.37 | 82.35 +| Multi-layer Perceptron Config-1 (A) | 99.00 | 81.33 | 79.41 +| Multi-layer Perceptron Config-2 (A) | 99.10 | 81.82 | 79.41 +| Multi-layer Perceptron Config-3 (A) | 98.70 | 79.88 | 79.41 + +### ๐Ÿ“ข **Conclusion** + +After comparing a variety of models on our extremely imbalanced dataset, the best performance was shown by AdaBoost Classifier with an accuracy of 99.1%, recall of 85.29% and F2-score of 85.80%. The best model was used for inference in a Streamlit web app to test new data points. + +### โœ’๏ธ **Your Signature** + +Siddhant Tiwari +([Github](https://www.github.com/siddhant4ds) - [Kaggle](https://www.kaggle.com/sid4ds) - [LinkedIn](https://www.linkedin.com/in/siddhant-tiwari-ds/)) diff --git a/Predictive Maintenance of Equipment/Model/saved_models/01_logistic-all_features.joblib b/Predictive Maintenance of Equipment/Model/saved_models/01_logistic-all_features.joblib new file mode 100644 index 000000000..9cb7a0ef7 Binary files /dev/null and b/Predictive Maintenance of Equipment/Model/saved_models/01_logistic-all_features.joblib differ diff --git a/Predictive Maintenance of Equipment/Model/saved_models/01_logistic-reduced_features.joblib b/Predictive Maintenance of Equipment/Model/saved_models/01_logistic-reduced_features.joblib new file mode 100644 index 000000000..698151871 Binary files /dev/null and b/Predictive Maintenance of 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Equipment/Model/saved_models/06_mlp_cfg3-reduced_features.joblib differ diff --git a/Predictive Maintenance of Equipment/README.md b/Predictive Maintenance of Equipment/README.md new file mode 100644 index 000000000..cd8fcc853 --- /dev/null +++ b/Predictive Maintenance of Equipment/README.md @@ -0,0 +1,35 @@ +# Predictive Maintenance of Equipment + +## Project structure + +. +โ”œโ”€โ”€ Dataset +โ”‚ย ย  โ”œโ”€โ”€ ai4i2020.csv +โ”‚ย ย  โ”œโ”€โ”€ processed +โ”‚ย ย  โ””โ”€โ”€ README.md +โ”œโ”€โ”€ Images +โ”‚ย ย  โ”œโ”€โ”€ notebook_00 +โ”‚ย ย  โ”œโ”€โ”€ notebook_01 +โ”‚ย ย  โ”œโ”€โ”€ notebook_02 +โ”‚ย ย  โ”œโ”€โ”€ notebook_03 +โ”‚ย ย  โ”œโ”€โ”€ notebook_04 +โ”‚ย ย  โ”œโ”€โ”€ notebook_05 +โ”‚ย ย  โ””โ”€โ”€ notebook_06 +โ”œโ”€โ”€ Model +โ”‚ย ย  โ”œโ”€โ”€ 00_eda_preprocessing.ipynb +โ”‚ย ย  โ”œโ”€โ”€ 01_linear_models.ipynb +โ”‚ย ย  โ”œโ”€โ”€ 02_support_vector_machine.ipynb +โ”‚ย ย  โ”œโ”€โ”€ 03_tree_models.ipynb +โ”‚ย ย  โ”œโ”€โ”€ 04_tree_ensembles.ipynb +โ”‚ย ย  โ”œโ”€โ”€ 05_gradient_boosting.ipynb +โ”‚ย ย  โ”œโ”€โ”€ 06_neural_network_mlp.ipynb +โ”‚ย ย  โ”œโ”€โ”€ README.md +โ”‚ย ย  โ””โ”€โ”€ saved_models +โ”œโ”€โ”€ README.md +โ”œโ”€โ”€ requirements.txt +โ””โ”€โ”€ Web App + โ”œโ”€โ”€ app.py + โ”œโ”€โ”€ README.md + โ”œโ”€โ”€ streamlit-app-demo-prediction-no.png + โ”œโ”€โ”€ streamlit-app-demo-prediction-yes.png + โ””โ”€โ”€ streamlit-app-demo.webm diff --git a/Predictive Maintenance of Equipment/Web App/README.md b/Predictive Maintenance of Equipment/Web App/README.md new file mode 100644 index 000000000..fbac5c8fc --- /dev/null +++ b/Predictive Maintenance of Equipment/Web App/README.md @@ -0,0 +1,27 @@ +# App demo + +A Streamlit web application to provide an interface to the user to input operational parameters and predict if they could cause machine failure, along with a confidence score in the form of probability. +This can act as a simulation tool, since these parameters are available once the machine starts operating. User can know in advance if certain combinations of parameters are high risk for machine failure, and avoid operating at those conditions. + +User can input the following parameters: + +1. Product type (Machine quality) +2. Tool wear +3. Air temperature +4. Process temperature +5. Rotational speed +6. Torque + +## Video demonstration + +[streamlit-app-demo.webm](https://github.com/siddhant4ds/ssoc3-ML-Crate/assets/150765441/a18d158f-9417-4af0-9215-472a6504b94e) + +## Screenshots + +### Prediction: No + +![demo-no](streamlit-app-demo-prediction-no.png) + +### Prediction: Yes + +![demo-yes](streamlit-app-demo-prediction-yes.png) diff --git a/Predictive Maintenance of Equipment/Web App/app.py b/Predictive Maintenance of Equipment/Web App/app.py new file mode 100644 index 000000000..b405a6ad9 --- /dev/null +++ b/Predictive Maintenance of Equipment/Web App/app.py @@ -0,0 +1,159 @@ +import joblib +import streamlit as st + +MODEL_PATH = "../Model/saved_models/05_adaboost-all_features.joblib" +loaded_model = joblib.load(MODEL_PATH) + + +def predict_failure( + product_type, + rotational_speed, + torque, + tool_wear, + air_temp, + process_temp, +): + global loaded_model + + # Product type: ordinal mapping str -> int + product_mapping = {"Low": 0, "Medium": 1, "High": 2} + product_type = product_mapping[product_type] + + # Temperature: Kelvin -> Celsius, create temperature difference features + air_temp = air_temp - 273.15 + process_temp = process_temp - 273.15 + temp_diff = process_temp - air_temp + temp_diff_above_threshold = int(temp_diff > 8.5) + + # Create power features using rotational speed and torque + power = (rotational_speed * 0.10472) * torque + power_out_of_range = int(power <= 3500 or power >= 9000) + + # Create strain features using torque and tool wear + strain = tool_wear * torque + strain_below_11k = int(strain <= 11000) + strain_above_12k = int(strain >= 12000) + + data = [ + [ + product_type, + rotational_speed, + torque, + tool_wear, + air_temp, + process_temp, + temp_diff, + temp_diff_above_threshold, + power, + power_out_of_range, + strain, + strain_below_11k, + strain_above_12k, + ] + ] + + prediction = loaded_model.predict(data).squeeze() + proba = loaded_model.predict_proba(data).squeeze()[prediction] + + return prediction, proba + + +# App UI +st.title("Predictive Maintenance of Equipment :gear: :hammer_and_wrench:") + +with st.form(key="inference"): + st.subheader("Tool parameters") + tool_col1, tool_col2 = st.columns( + spec=[0.3, 0.7], gap="medium", vertical_alignment="center" + ) + + with tool_col1: + product_type = st.radio( + label="Product Type (Quality)", + options=["Low", "Medium", "High"], + horizontal=True, + ) + + with tool_col2: + tool_wear = st.slider( + label="Tool wear (min)", + min_value=0, + max_value=300, + value=100, + step=1, + ) + + st.subheader("Operational parameters") + op_col1, op_col2 = st.columns( + spec=[0.5, 0.5], gap="small", vertical_alignment="center" + ) + + with op_col1: + rotational_speed = st.slider( + label="Rotational speed [RPM]", + min_value=1000, + max_value=3000, + value=2000, + step=1, + ) + + with op_col2: + torque = st.slider( + label="Torque (Nm)", + min_value=0.0, + max_value=100.0, + value=40.0, + step=0.1, + ) + + st.subheader("Temperature parameters") + temp_col1, temp_col2 = st.columns( + spec=[0.5, 0.5], gap="small", vertical_alignment="center" + ) + + with temp_col1: + air_temp = st.slider( + label="Air temperature (Kelvin)", + min_value=290.0, + max_value=310.0, + value=300.0, + step=0.1, + ) + + with temp_col2: + process_temp = st.slider( + label="Process temperature (Kelvin)", + min_value=290.0, + max_value=310.0, + value=300.0, + step=0.1, + ) + + result_col1, result_col2 = st.columns( + spec=[0.25, 0.75], gap="large", vertical_alignment="center" + ) + with result_col1: + submitted = st.form_submit_button( + label="Predict machine failure :mag:", + type="primary", + ) + + with result_col2: + if submitted: + prediction, proba = predict_failure( + product_type, + rotational_speed, + torque, + tool_wear, + air_temp, + process_temp, + ) + + if prediction: + prediction = ":red[Yes]" + else: + prediction = ":green[No]" + + st.subheader( + f"Prediction: {prediction} (Confidence: {proba*100:.2f}%)" + ) diff --git a/Predictive Maintenance of Equipment/Web App/streamlit-app-demo-prediction-no.png b/Predictive Maintenance of Equipment/Web App/streamlit-app-demo-prediction-no.png new file mode 100644 index 000000000..b7a248958 Binary files /dev/null and b/Predictive Maintenance of Equipment/Web App/streamlit-app-demo-prediction-no.png differ diff --git a/Predictive Maintenance of Equipment/Web App/streamlit-app-demo-prediction-yes.png b/Predictive Maintenance of Equipment/Web App/streamlit-app-demo-prediction-yes.png new file mode 100644 index 000000000..60dbc79fb Binary files /dev/null and b/Predictive Maintenance of Equipment/Web App/streamlit-app-demo-prediction-yes.png differ diff --git a/Predictive Maintenance of Equipment/Web App/streamlit-app-demo.webm b/Predictive Maintenance of Equipment/Web App/streamlit-app-demo.webm new file mode 100644 index 000000000..251d6abc3 Binary files /dev/null and b/Predictive Maintenance of Equipment/Web App/streamlit-app-demo.webm differ diff --git a/Predictive Maintenance of Equipment/requirements.txt b/Predictive Maintenance of Equipment/requirements.txt new file mode 100644 index 000000000..c5fefcd09 --- /dev/null +++ b/Predictive Maintenance of Equipment/requirements.txt @@ -0,0 +1,7 @@ +pandas==2.2.1 +numpy==1.26.4 +matplotlib==3.8.4 +seaborn==0.13.2 +scikit-learn==1.5.0 +joblib==1.2.0 +streamlit==1.36.0 \ No newline at end of file