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Customer Segmentation and Behavior Analysis
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{"cells":[{"cell_type":"markdown","metadata":{"id":"K3jumTXqecOs"},"source":["### **Mounting google drive**"]},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":124211,"status":"ok","timestamp":1723447117723,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"y5IIaQgzi3nk","outputId":"c5d235da-c0ea-4c78-a13b-14f29d43e734"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"pIvJ2_ECekMZ","executionInfo":{"status":"ok","timestamp":1723447117724,"user_tz":-300,"elapsed":31,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"}}},"outputs":[],"source":["import os\n","os.environ['KAGGLE_CONFIG_DIR'] = '/content/drive/MyDrive/kaggle'"]},{"cell_type":"markdown","metadata":{"id":"KN5jwbEIkXu4"},"source":["### **Extracting the dataset from a zip file**"]},{"cell_type":"code","execution_count":6,"metadata":{"executionInfo":{"elapsed":727,"status":"ok","timestamp":1723447551858,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"3yiuRwKmkOrc"},"outputs":[],"source":["import zipfile\n","\n","with zipfile.ZipFile('/content/sample_data/customer_shopping_data.csv.zip', 'r') as zip_ref:\n"," zip_ref.extractall('/content') # Extract to the current directory\n"]},{"cell_type":"markdown","metadata":{"id":"CLpIvlyLm39i"},"source":["### **Importing Nesscery libaries**"]},{"cell_type":"code","execution_count":15,"metadata":{"executionInfo":{"elapsed":608,"status":"ok","timestamp":1723447797361,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"JXnwearpm3Ay"},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import sklearn\n","from sklearn.cluster import KMeans\n","from sklearn.preprocessing import StandardScaler\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"markdown","metadata":{"id":"3MlVIaKInCzd"},"source":["### **Loading Dataset**"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1723447608975,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"DlDUbTrYnBvd","outputId":"af706884-512d-4995-b676-e522d046a473"},"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 99457 entries, 0 to 99456\n","Data columns (total 10 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 invoice_no 99457 non-null object \n"," 1 customer_id 99457 non-null object \n"," 2 gender 99457 non-null object \n"," 3 age 99457 non-null int64 \n"," 4 category 99457 non-null object \n"," 5 quantity 99457 non-null int64 \n"," 6 price 99457 non-null float64\n"," 7 payment_method 99457 non-null object \n"," 8 invoice_date 99457 non-null object \n"," 9 shopping_mall 99457 non-null object \n","dtypes: float64(1), int64(2), object(7)\n","memory usage: 7.6+ MB\n"]}],"source":["# Load the CSV file into a Pandas DataFrame\n","data = pd.read_csv('customer_shopping_data.csv')\n","data.info()"]},{"cell_type":"markdown","metadata":{"id":"puHYpNXGuP1r"},"source":["### **Renaming the columns & Extracting overall information of Dataset**"]},{"cell_type":"code","execution_count":9,"metadata":{"executionInfo":{"elapsed":32,"status":"ok","timestamp":1723447619373,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"0ppRhG7SuHmc","colab":{"base_uri":"https://localhost:8080/"},"outputId":"ce6eec12-b73f-42d5-c483-56f398a09445"},"outputs":[{"output_type":"stream","name":"stdout","text":["The size of the dataset is (99457, 10)\n","The data have 99457 rows and 10 columns.\n","\n","The overall information of the dataset:\n","\n"]}],"source":["\n","# Create a dictionary to map old column names to new column names\n","new_names = {'invoice_no': 'Invoice_No', 'customer_id': 'Customer_Id','gender':'Gender' ,'age': 'Age', 'category': 'Category',\n"," 'quantity': 'Quantity', 'price': 'Price',\n"," 'payment_method': 'Payment_Method','invoice_date':'Order_Date','shopping_mall':'Shopping_Mall'}\n","\n","# Rename columns using the dictionary\n","Data = data.rename(columns=new_names)\n","\n","print(f\"The size of the dataset is {data.shape}\")\n","print(f\"The data have {data.shape[0]} rows and {data.shape[1]} columns.\")\n","print()\n","print(f\"The overall information of the dataset:\")\n","print()\n"]},{"cell_type":"markdown","metadata":{"id":"_cqNrUDfl_Ti"},"source":["### Data Cleaning & Inital Data Exploration"]},{"cell_type":"code","execution_count":10,"metadata":{"executionInfo":{"elapsed":1359,"status":"ok","timestamp":1723447627862,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"cX8yIWOhmeRN","colab":{"base_uri":"https://localhost:8080/"},"outputId":"128c6044-f527-415d-a85a-7a21e4549d5e"},"outputs":[{"output_type":"stream","name":"stdout","text":["The missing values presented in the dataset are given below:\n","\n","----------------------------------------------------------------------\n","invoice_no 0\n","customer_id 0\n","gender 0\n","age 0\n","category 0\n","quantity 0\n","price 0\n","payment_method 0\n","invoice_date 0\n","shopping_mall 0\n","dtype: int64\n","\n","----------------------------------------------------------------------\n","\n","The number of duplicated data avilabel in the dataset is equal to \n"," 0\n"]}],"source":["Missing_values=data.isnull().sum() # Identifying Missing Values by using \"isnull().sum()\" function\n","\n","print('The missing values presented in the dataset are given below:') # Printing Missing values\n","print(f'\\n----------------------------------------------------------------------\\n{Missing_values}')\n","\n","# Identififying duplicates\n","Duplicate_data=Data.duplicated().sum() #Viewing duplicated data by using duplicated().sum() function\n","\n","print('\\n----------------------------------------------------------------------\\n')\n","print(f'The number of duplicated data avilabel in the dataset is equal to \\n {Duplicate_data}')"]},{"cell_type":"markdown","metadata":{"id":"nPbJN5PgqUlO"},"source":["### **Identifing unique values presented in our dataset**"]},{"cell_type":"code","execution_count":11,"metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1723447636358,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"hvT2pqHOqoh5","colab":{"base_uri":"https://localhost:8080/"},"outputId":"bd15cd92-86b8-4b51-95fc-8efc97c235b2"},"outputs":[{"output_type":"stream","name":"stdout","text":["The unique values presented in the dataset are given below:\n","\n","----------------------------------------------------------------------\n","Invoice_No 99457\n","Customer_Id 99457\n","Gender 2\n","Age 52\n","Category 8\n","Quantity 5\n","Price 40\n","Payment_Method 3\n","Order_Date 797\n","Shopping_Mall 10\n","dtype: int64\n"]}],"source":["Unique_values=Data.nunique() # This nunique() function describe uniques value in dataset\n","\n","print('The unique values presented in the dataset are given below:') # printing out Unique values\n","\n","print(f'\\n----------------------------------------------------------------------\\n{Unique_values}')"]},{"cell_type":"markdown","metadata":{"id":"pX2w78CKr9Fz"},"source":["### **Obtaining descriptive statics of our dataset**"]},{"cell_type":"code","execution_count":12,"metadata":{"executionInfo":{"elapsed":12,"status":"ok","timestamp":1723447649621,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"H4fi1yfXsL27","colab":{"base_uri":"https://localhost:8080/"},"outputId":"e995a1c5-8031-4994-c531-8829c6c24e31"},"outputs":[{"output_type":"stream","name":"stdout","text":["The descripticve statics of the catagroical coluns are given below:\n","\n","----------------------------------------------------------------------\n"," Invoice_No Customer_Id Gender Category Payment_Method Order_Date \\\n","count 99457 99457 99457 99457 99457 99457 \n","unique 99457 99457 2 8 3 797 \n","top I138884 C241288 Female Clothing Cash 24/11/2021 \n","freq 1 1 59482 34487 44447 159 \n","\n"," Shopping_Mall \n","count 99457 \n","unique 10 \n","top Mall of Istanbul \n","freq 19943 \n"]}],"source":["# Deseriptive statics for catagrocail columns\n","\n","Descriptive_statics = Data.select_dtypes(include=['object']).describe()\n","\n","print('The descripticve statics of the catagroical coluns are given below:')\n","\n","print(f'\\n----------------------------------------------------------------------\\n{Descriptive_statics}')"]},{"cell_type":"markdown","metadata":{"id":"0-oyTajmlsM5"},"source":["### Numrical Static for data"]},{"cell_type":"code","execution_count":13,"metadata":{"executionInfo":{"elapsed":9,"status":"ok","timestamp":1723447656680,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"5KNVNvptlz-h","colab":{"base_uri":"https://localhost:8080/"},"outputId":"e1b6f473-4f8d-4f74-81e8-0c2598eb9b29"},"outputs":[{"output_type":"stream","name":"stdout","text":["The descripticve statics of the numrical coluns are given below:\n","\n","----------------------------------------------------------------------\n"," Age Quantity Price\n","count 99457.000000 99457.000000 99457.000000\n","mean 43.427089 3.003429 689.256321\n","std 14.990054 1.413025 941.184567\n","min 18.000000 1.000000 5.230000\n","25% 30.000000 2.000000 45.450000\n","50% 43.000000 3.000000 203.300000\n","75% 56.000000 4.000000 1200.320000\n","max 69.000000 5.000000 5250.000000\n"]}],"source":["# Deseriptive statics for Numrical columns\n","Descriptive_statics= Data.select_dtypes(include=['int64','float64']).describe()\n","\n","print('The descripticve statics of the numrical coluns are given below:')\n","\n","print(f'\\n----------------------------------------------------------------------\\n{Descriptive_statics}')"]},{"cell_type":"markdown","metadata":{"id":"Kgybl6AeJ9Jk"},"source":["###Customer Segemantion"]},{"cell_type":"code","execution_count":16,"metadata":{"executionInfo":{"elapsed":920,"status":"ok","timestamp":1723447815241,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"NIYtuvzsJ-fT","colab":{"base_uri":"https://localhost:8080/"},"outputId":"70d30ab3-7878-4a87-83e7-6b8e3cfb8349"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Age Quantity Price\n","cluster \n","0 56.349907 4.209777 749.640532\n","1 30.775085 1.489385 344.427428\n","2 56.696288 1.821283 288.288039\n","3 30.435019 3.938624 570.252151\n","4 43.245536 4.281246 3345.128292\n"]}],"source":["\n","# Feature selection for segmentation\n","features = Data[['Age','Quantity','Price']]\n","\n","# Standardize features\n","scaler = StandardScaler()\n","scaled_features = scaler.fit_transform(features)\n","\n","# Apply K-Means clustering\n","kmeans = KMeans(n_clusters=5, random_state=0) # Number of clusters can be adjusted\n","Data['cluster'] = kmeans.fit_predict(scaled_features)\n","\n","# Analyze clusters\n","cluster_summary = Data.groupby('cluster').agg({\n"," 'Age': 'mean',\n"," 'Quantity': 'mean',\n"," 'Price': 'mean'\n","})\n","print(cluster_summary)\n","\n"]},{"cell_type":"code","execution_count":17,"metadata":{"executionInfo":{"elapsed":2818,"status":"ok","timestamp":1723447826508,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"qxbefZ2SU1I5","colab":{"base_uri":"https://localhost:8080/","height":616},"outputId":"509c41a7-ff16-4605-f2ca-ae71d2454b19"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","Average age of customers: 43\n","Aveage age Catagory group: (35, 45]\n"]}],"source":["#Customer segmentation by age\n","\n","age_bins = [18,25,35,45,55,65,75,85,100] #Creating age bins\n","Data['age_group'] = pd.cut(Data['Age'], bins = age_bins)\n","\n","age_segmentation = Data['age_group'].value_counts()\n","\n","plt.figure(figsize = (10,6))\n","\n","sns.barplot(x=age_segmentation.index, y = age_segmentation.values, color = 'darkblue')\n","plt.xlabel('Age Groups')\n","plt.ylabel('Number of Customers')\n","plt.title('Age Based Distribution')\n","plt.xticks(rotation= 0)\n","plt.show()\n","print()\n","print(f\"Average age of customers: {Data['Age'].mean():.0f}\")\n","print(f\"Aveage age Catagory group: {Data['age_group'].mode()[0]}\")"]},{"cell_type":"markdown","metadata":{"id":"ee1hQ71XauXP"},"source":["### Customer based segimantation by Gender"]},{"cell_type":"code","execution_count":18,"metadata":{"executionInfo":{"elapsed":714,"status":"ok","timestamp":1723447887779,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"YSGuqqzha1br","colab":{"base_uri":"https://localhost:8080/","height":521},"outputId":"a4847d97-1329-40a2-b9de-dd521608cfc1"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Assuming 'Data' is your DataFrame\n","\n","# Count the occurrences of each gender\n","gender_counts = Data['Gender'].value_counts()\n","\n","# Create a pie chart\n","plt.figure(figsize=(8, 6))\n","plt.pie(gender_counts,\n"," labels=gender_counts.index,\n"," autopct='%1.1f%%',\n"," startangle=90,\n"," explode=[0, 0.1],\n"," shadow=True,\n"," colors=['skyblue', 'green'])\n","\n","# Add a title and legend\n","plt.title('Gender Distribution')\n","plt.legend(title='Gender')\n","\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"ullau72VeCtf"},"source":["### Age distribution across different product categories"]},{"cell_type":"code","execution_count":19,"metadata":{"executionInfo":{"elapsed":4953,"status":"ok","timestamp":1723447965890,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"wlAX71daerkC","colab":{"base_uri":"https://localhost:8080/","height":718},"outputId":"5b4c8d49-c3f7-4ca6-b7a5-ca62c73c22fb"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA/YAAAK9CAYAAACO8PdPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACiFUlEQVR4nOzdeXhMZ//H8c8kskkkQSOxRiKWRO1rGrUVsZZKbVU7LUIttdTTIiiqrbXWLhItqSpaisZONbSU2klRGi0JpRFrRHJ+f7gyv45YEkIy+n5d17kec+773Od7ZsY8/bjPYjIMwxAAAAAAALBKNtldAAAAAAAAeHgEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAeAqcOnVKJpNJERER5nVhYWEymUxPZP9169ZV3bp1za+3bNkik8mkpUuXPpH9d+3aVcWLF38i+8KTERERIZPJpFOnTmV3KTke3/+c6c7fRQB4nAj2AJABs2fPlslkUo0aNbK7lMfqzJkzCgsL0969e7O7lHRycm2SdOTIEZlMJjk6OiohISG7y8ly5cuXV7FixWQYxj37BAUFydPTU7du3XqClWU/k8lkXmxsbFSoUCE1atRIW7Zsye7SssT27dsVFhaW6e/1li1b1Lp1a3l5ecne3l4FChRQixYttHz58kzXcO3aNYWFhT017ykAZDWCPQBkwKJFi1S8eHHt3LlTx48fz+5yMuSdd97R9evXM7XNmTNnNGbMmEyH53Xr1mndunWZ2iaz7lfbJ598opiYmMe6/wdZuHChvLy8JOmJnanwJHXs2FGnT5/Wtm3b7tp+6tQp7dixQ+3atVOuXLkeeX+dOnXS9evX5e3t/chjPQkNGzbUF198oQULFqh3797av3+/6tevr++//z67S3tk27dv15gxYzIV7EePHq169erp4MGDev311zV37lwNHTpUV65cUUhIiCIjIzNVw7Vr1zRmzBirCvZP4ncRANIQ7AHgAU6ePKnt27drypQp8vDw0KJFi7K7pAzJlSuXHB0dH+s+rl27Jkmyt7eXvb39Y93X/djZ2cnBwSHb9m8YhiIjI/XKK6+oadOmWfodSU1N1Y0bN7JsvIf1yiuvyGQy3TOQffnllzIMQx07dnyk/Vy9elWSZGtrK0dHxyd2OcmjKlWqlF599VV16tRJo0aN0vr162UYhqZNm3bPbW7cuKHU1NQnV+QTsnTpUo0dO1Yvv/yyDh06pDFjxqh79+4aOnSoNm/erKioKLm6umZ3mY9NTvldBPDfQrAHgAdYtGiR8ubNq2bNmunll1++Z2i7cOGCOnXqJFdXV7m7u6tLly7at29fumvfJeno0aN6+eWXlS9fPjk6Oqpq1apauXJlhupJSEhQ165d5ebmZt7P3WbS7naN/fr161WrVi25u7vLxcVFpUuX1v/+9z9Jt0+brVatmiSpW7du5lOL02qvW7eunn32We3evVu1a9dW7ty5zdve61rSlJQU/e9//5OXl5ecnZ314osv6vTp0xZ9ihcvrq5du6bb9t9jPqi2u11jfPXqVb355psqWrSoHBwcVLp0aX344YfpTiU3mUzq16+fvv32Wz377LNycHBQ2bJlFRUVla6me4mOjtapU6fUvn17tW/fXj/88IP+/PPPdP1SU1M1ffp0lStXTo6OjvLw8FDjxo31yy+/pKtn0aJFKlu2rBwcHMy1/Prrr2rSpIlcXV3l4uKiF154QT/99JPFPpKTkzVmzBiVLFlSjo6Oyp8/v2rVqqX169eb+8TFxalbt24qUqSIHBwcVLBgQbVs2fK+17MXLVpUtWvX1tKlS5WcnJyuPTIyUiVKlFCNGjX0xx9/qG/fvipdurScnJyUP39+tWnTJt34adfRb926VX379lWBAgVUpEgRi7Y7t5k9e7b5fSlUqJBCQ0PTff8z8p1K89FHH6ls2bLKnTu38ubNq6pVq2Z6NvluypUrp2eeeUYnT56U9P/3nVi8eLHeeecdFS5cWLlz51ZiYqIk6euvv1aVKlXk5OSkZ555Rq+++qr++uuvdOOmfU8dHR317LPP6ptvvknXJ21fd85u3+1eHNLt36O2bdvKw8NDTk5OKl26tN5++21Jt39Hhg4dKkny8fEx/92733dl5MiRypcvn+bPny87O7t07cHBwWrevLkk6ebNmxo1apSqVKkiNzc3OTs76/nnn9fmzZst6vbw8JAkjRkzxlxDWFiYxTFk5Dd1//79qlOnjpycnFSkSBG9++67Cg8Pf+jvWmZ/F5OSkjR69Gj5+fnJwcFBRYsW1bBhw5SUlGTR736/1QBwN49+rhwAPOUWLVqk1q1by97eXh06dNCcOXO0a9cuc9CUbge2Fi1aaOfOnerTp4/KlCmjFStWqEuXLunGO3TokIKCglS4cGG99dZbcnZ21pIlS9SqVSstW7ZML7300j1rMQxDLVu21I8//qjevXvL399f33zzzV33c7f9Nm/eXOXLl9fYsWPl4OCg48ePKzo6WpLk7++vsWPHatSoUXrttdf0/PPPS5Kee+458xgXLlxQkyZN1L59e7366qvy9PS87z7Hjx8vk8mk4cOH69y5c5o2bZoaNGigvXv3ysnJ6YE1p8lIbf9mGIZefPFFbd68WT169FDFihW1du1aDR06VH/99ZemTp1q0f/HH3/U8uXL1bdvX+XJk0czZsxQSEiIYmNjlT9//gfWt2jRIpUoUULVqlXTs88+q9y5c+vLL780B6I0PXr0UEREhJo0aaKePXvq1q1b2rZtm3766SdVrVrV3G/Tpk1asmSJ+vXrp2eeeUbFixfXoUOH9Pzzz8vV1VXDhg2TnZ2d5s2bp7p162rr1q3m+z+EhYVp4sSJ6tmzp6pXr67ExET98ssv2rNnjxo2bChJCgkJ0aFDh9S/f38VL15c586d0/r16xUbG3vfm7B17NhRr732mtauXWsOZpJ04MABHTx4UKNGjZIk7dq1S9u3b1f79u1VpEgRnTp1SnPmzFHdunV1+PBh5c6d22Lcvn37ysPDQ6NGjTLP2N9NWFiYxowZowYNGqhPnz6KiYkx/32Mjo6+a4i8n08++URvvPGGXn75ZQ0YMEA3btzQ/v379fPPP+uVV17J1Fh3+ueff/TPP//Iz8/PYv24ceNkb2+vIUOGKCkpSfb29oqIiFC3bt1UrVo1TZw4UfHx8Zo+fbqio6P166+/yt3dXdLtU7tDQkIUEBCgiRMn6sKFC+Z/oHlY+/fv1/PPPy87Ozu99tprKl68uE6cOKHvvvtO48ePV+vWrfXbb7/pyy+/1NSpU/XMM89Ikjlo3+nYsWM6evSounfvrjx58jxw/4mJifr000/VoUMH9erVS5cvX9Znn32m4OBg7dy5UxUrVpSHh4fmzJmjPn366KWXXlLr1q0l3b7vg5Tx39S//vpL9erVk8lk0ogRI+Ts7KxPP/30rmf7ZOa7ltHfxdTUVL344ov68ccf9dprr8nf318HDhzQ1KlT9dtvv+nbb781H8/9fqsB4K4MAMA9/fLLL4YkY/369YZhGEZqaqpRpEgRY8CAARb9li1bZkgypk2bZl6XkpJi1K9f35BkhIeHm9e/8MILRrly5YwbN26Y16WmphrPPfecUbJkyfvW8+233xqSjPfff9+87tatW8bzzz+fbj+jR482/v0zP3XqVEOScf78+XuOv2vXrnTjpKlTp44hyZg7d+5d2+rUqWN+vXnzZkOSUbhwYSMxMdG8fsmSJYYkY/r06eZ13t7eRpcuXR445v1q69Kli+Ht7W1+nfY+vfvuuxb9Xn75ZcNkMhnHjx83r5Nk2NvbW6zbt2+fIcn46KOP0u3rTjdv3jTy589vvP322+Z1r7zyilGhQgWLfps2bTIkGW+88Ua6MVJTUy3qsbGxMQ4dOmTRp1WrVoa9vb1x4sQJ87ozZ84YefLkMWrXrm1eV6FCBaNZs2b3rPeff/4xJBkffPDBA4/tThcvXjQcHByMDh06WKx/6623DElGTEyMYRiGce3atXTb7tixw5BkfP755+Z14eHhhiSjVq1axq1btyz6p7WdPHnSMAzDOHfunGFvb280atTISElJMfebOXOmIcmYP3++eV1Gv1MtW7Y0ypYtm+HjvxdJRo8ePYzz588b586dM37++WfjhRdeMCQZkydPNgzj//9O+Pr6Wrw/N2/eNAoUKGA8++yzxvXr183rV61aZUgyRo0aZV5XsWJFo2DBgkZCQoJ53bp16wxJFt//tH1t3rzZos6TJ0+m+ztUu3ZtI0+ePMYff/xh0fff38kPPvjA4rO4nxUrVhiSjKlTpz6wr2Hc/v1KSkqyWPfPP/8Ynp6eRvfu3c3rzp8/b0gyRo8enW6MjP6m9u/f3zCZTMavv/5qXnfhwgUjX758D/1dy8zv4hdffGHY2NgY27Zts+g3d+5cQ5IRHR1tGEbGfqsB4E6cig8A97Fo0SJ5enqqXr16km6fJt2uXTstXrxYKSkp5n5RUVGys7NTr169zOtsbGwUGhpqMd7Fixe1adMmtW3bVpcvX9bff/+tv//+WxcuXFBwcLCOHTt219Nv06xZs0a5cuVSnz59zOtsbW3Vv3//Bx5L2qzfihUrHvq6XgcHB3Xr1i3D/Tt37mwxa/fyyy+rYMGCWrNmzUPtP6PWrFkjW1tbvfHGGxbr33zzTRmGke6GZg0aNFCJEiXMr8uXLy9XV1f9/vvvD9zX999/rwsXLqhDhw7mdR06dNC+fft06NAh87ply5bJZDJp9OjR6ca485KJOnXqKCAgwPw6JSVF69atU6tWreTr62teX7BgQb3yyiv68ccfzad0u7u769ChQzp27Nhd63VycpK9vb22bNmif/7554HH92958+ZV06ZNtXLlSvPMumEYWrx4sapWrapSpUqZ95EmOTlZFy5ckJ+fn9zd3bVnz5504/bq1Uu2trb33feGDRt08+ZNDRw4UDY2//+fL7169ZKrq6tWr16dqWORbr9Xf/75p3bt2pXpbe/02WefycPDQwUKFFCNGjUUHR2twYMHa+DAgRb9unTpYvH+/PLLLzp37pz69u1rcU+MZs2aqUyZMubjOnv2rPbu3asuXbrIzc3N3K9hw4YW35XMOH/+vH744Qd1795dxYoVs2h72HsbpH0PMzJbL93+/Uq7Dj01NVUXL17UrVu3VLVq1bt+V+6Umd/UqKgoBQYGqmLFiubt8+XLl+6+EJn9rmX0d/Hrr7+Wv7+/ypQpY67z77//Vv369SXJfPlBVvxWA/jvIdgDwD2kpKRo8eLFqlevnk6ePKnjx4/r+PHjqlGjhuLj47Vx40Zz3z/++EMFCxZMd4rxnafhHj9+XIZhaOTIkfLw8LBY0gLfuXPn7llT2n5cXFws1pcuXfqBx9OuXTsFBQWpZ8+e8vT0VPv27bVkyZJM/Ydj4cKFM3UzqJIlS1q8NplM8vPze+zPJv/jjz9UqFChdOHC39/f3P5vd4Ya6XaIzUjwXbhwoXx8fMynyx4/flwlSpRQ7ty5Le7HcOLECRUqVEj58uV74Jg+Pj4Wr8+fP69r167d9XP29/dXamqq+d4FY8eOVUJCgkqVKqVy5cpp6NCh2r9/v7m/g4ODJk2apO+//16enp6qXbu23n//fcXFxT2wLun26fhXr17VihUrJN2+Y/qpU6cswtH169c1atQo8/0NnnnmGXl4eCghIUGXLl164PHeTdpndud7YG9vL19f33SfaUYMHz5cLi4uql69ukqWLKnQ0NCHPt25ZcuWWr9+vTZs2KCff/5Zf//9tyZPnmwRDKX0x3qv45KkMmXKmNvT/vfOv1P32jYj0v7h6tlnn32o7e8m7aZ4ly9fzvA2CxYsUPny5c33hPDw8NDq1avv+l25U2Z+U//44490v8lS+t/pzH7XMvq7eOzYMR06dChdnWn/IJZWZ1b8VgP47+EaewC4h02bNuns2bNavHixFi9enK590aJFatSoUabGTPsPsyFDhig4OPiufe72H55ZwcnJST/88IM2b96s1atXKyoqSl999ZXq16+vdevWPXDGNG2MrHavmcGUlJQM1ZQV7rUf4z7PbJduz05+9913unHjxl0DV2RkpPk+A5nxKO9z7dq1deLECa1YsULr1q3Tp59+qqlTp2ru3Lnq2bOnJGngwIFq0aKFvv32W61du1YjR47UxIkTtWnTJlWqVOm+4zdv3lxubm7mpwBERkbK1tZW7du3N/fp37+/wsPDNXDgQAUGBsrNzU0mk0nt27e/azjJ6u9VRr9T/v7+iomJ0apVqxQVFaVly5Zp9uzZGjVqlMaMGZOpfRYpUkQNGjR4YL/H8XfoTvc7/setTJkykm7fdyEjFi5cqK5du6pVq1YaOnSoChQoIFtbW02cOFEnTpx44PbZ+ZuaJqOfaWpqqsqVK6cpU6bctb1o0aLm8R71txrAfw/BHgDuYdGiRSpQoIBmzZqVrm358uX65ptvNHfuXDk5Ocnb21ubN2/WtWvXLGbt73zmfdpp1HZ2dhkKAXfy9vbWxo0bdeXKFYtZ+4w+w93GxkYvvPCCXnjhBU2ZMkUTJkzQ22+/rc2bN6tBgwZZ/mixO08HNwxDx48fN9/0Sro9M363u/r/8ccfFqedZ6Y2b29vbdiwQZcvX7aYtT969Ki5PSssX75cN27c0Jw5c8w3FUsTExOjd955R9HR0apVq5ZKlCihtWvX6uLFixmatf83Dw8P5c6d+66f89GjR2VjY2MOBdLt04u7deumbt266cqVK6pdu7bCwsLMwV6SSpQooTfffFNvvvmmjh07pooVK2ry5MlauHDhfWtxcHDQyy+/rM8//1zx8fH6+uuvVb9+fXl5eZn7LF26VF26dNHkyZPN627cuJGp56DfKe0zi4mJsfhe3Lx5UydPnrT4+5TR75QkOTs7q127dmrXrp1u3ryp1q1ba/z48RoxYsRjf1ykZHlcaadkp4mJiTG3p/3v3S6xuPN7kTdvXklK9x7cOdOc9l4cPHjwvjVm5u9eqVKlVLp0aa1YsULTp09Pd3bRnZYuXSpfX18tX77cYj93XrJyrxoy85vq7e2d7jdZSv87nZnvWmaUKFFC+/bt0wsvvPDA9/RBv9UAcCdOxQeAu7h+/bqWL1+u5s2b6+WXX0639OvXT5cvXzY/Tik4OFjJycn65JNPzGOkpqam+0eBAgUKqG7dupo3b57Onj2bbr/nz5+/b11NmzbVrVu3NGfOHPO6lJQUffTRRw88posXL6Zbl3atadqjlpydnSWlDwQP6/PPP7c4JXfp0qU6e/asmjRpYl5XokQJ/fTTT7p586Z53apVq9I9Fi8ztTVt2lQpKSmaOXOmxfqpU6fKZDJZ7P9RLFy4UL6+vurdu3e678iQIUPk4uJiPh0/JCREhmHcdSb4QWcG2NraqlGjRlqxYoXFZQzx8fGKjIxUrVq1zKdAX7hwwWJbFxcX+fn5mT/ja9eu6caNGxZ9SpQooTx58qR75Na9dOzYUcnJyXr99dd1/vz5dNco29rapjumjz766JFmjBs0aCB7e3vNmDHDYuzPPvtMly5dUrNmzSyOJyPfqTvfK3t7ewUEBMgwjLs+0u9xqFq1qgoUKKC5c+davP/ff/+9jhw5Yj6uggULqmLFilqwYIHFKerr16/X4cOHLcb09vaWra2tfvjhB4v1s2fPtnjt4eGh2rVra/78+YqNjbVo+/d7nNnfhTFjxujChQvmJz/cad26dVq1apWk/z9b5t/7+/nnn7Vjxw6LbdL+wfTOGjLzmxocHKwdO3Zo79695nUXL15M9wjTzHzXMqNt27b666+/LP5/Is3169fN963IyG81ANyJGXsAuIuVK1fq8uXLevHFF+/aXrNmTXl4eGjRokVq166dWrVqperVq+vNN9/U8ePHVaZMGa1cudL8H2j/np2ZNWuWatWqpXLlyqlXr17y9fVVfHy8duzYoT///FP79u27Z10tWrRQUFCQ3nrrLZ06dUoBAQFavnx5hq5FHTt2rH744Qc1a9ZM3t7eOnfunGbPnq0iRYqoVq1akm4HInd3d82dO1d58uSRs7OzatSokaFroO8mX758qlWrlrp166b4+HhNmzZNfn5+FjcZ7Nmzp5YuXarGjRurbdu2OnHihBYuXGhxM7vM1taiRQvVq1dPb7/9tk6dOqUKFSpo3bp1WrFihQYOHJhu7Idx5swZbd68Od0N+tI4ODgoODhYX3/9tWbMmKF69eqpU6dOmjFjho4dO6bGjRsrNTVV27ZtU7169dSvX7/77u/dd981P9u6b9++ypUrl+bNm6ekpCS9//775n4BAQGqW7euqlSponz58umXX37R0qVLzeP/9ttveuGFF9S2bVsFBAQoV65c+uabbxQfH29xOv391KlTR0WKFNGKFSvk5ORkfvxYmubNm+uLL76Qm5ubAgICtGPHDm3YsCFDjw68Fw8PD40YMUJjxoxR48aN9eKLLyomJkazZ89WtWrV9Oqrr5r7ZvQ71ahRI3l5eSkoKEienp46cuSIZs6cqWbNmmX45m+Pys7OTpMmTVK3bt1Up04ddejQwfy4u+LFi2vQoEHmvhMnTlSzZs1Uq1Ytde/eXRcvXtRHH32ksmXL6sqVK+Z+bm5uatOmjT766COZTCaVKFFCq1atuuv9O2bMmKFatWqpcuXKeu211+Tj46NTp05p9erV5gBcpUoVSdLbb7+t9u3by87OTi1atDAH/ju1a9dOBw4c0Pjx4/Xrr7+qQ4cO8vb21oULFxQVFaWNGzcqMjJS0u3vyvLly/XSSy+pWbNmOnnypObOnauAgACLY3JyclJAQIC++uorlSpVSvny5dOzzz6rZ599NsO/qcOGDdPChQvVsGFD9e/f3/y4u2LFiunixYvm3+nMfNcyo1OnTlqyZIl69+6tzZs3KygoSCkpKTp69KiWLFmitWvXqmrVqhn6rQaAdLLjVvwAkNO1aNHCcHR0NK5evXrPPl27djXs7OyMv//+2zCM249jeuWVV4w8efIYbm5uRteuXY3o6GhDkrF48WKLbU+cOGF07tzZ8PLyMuzs7IzChQsbzZs3N5YuXfrA2i5cuGB06tTJcHV1Ndzc3IxOnToZv/766wMfd7dx40ajZcuWRqFChQx7e3ujUKFCRocOHYzffvvNYvwVK1YYAQEBRq5cuSzGrFOnzj0fDXavx919+eWXxogRI4wCBQoYTk5ORrNmzdI9VsswDGPy5MlG4cKFDQcHByMoKMj45Zdf0o15v9rufNydYRjG5cuXjUGDBhmFChUy7OzsjJIlSxoffPCBxWO8DOP2o8pCQ0PT1XSvR6b9u2ZJxsaNG+/ZJyIiwpBkrFixwjCM24/2+uCDD4wyZcoY9vb2hoeHh9GkSRNj9+7dD6zHMAxjz549RnBwsOHi4mLkzp3bqFevnrF9+3aLPu+++65RvXp1w93d3XBycjLKlCljjB8/3rh586ZhGIbx999/G6GhoUaZMmUMZ2dnw83NzahRo4axZMmSex7H3QwdOtSQZLRt2zZd2z///GN069bNeOaZZwwXFxcjODjYOHr0aLr3NO2Rdrt27Uo3xp2Pu0szc+ZMo0yZMoadnZ3h6elp9OnTx/jnn3/SbZ+R79S8efOM2rVrG/nz5zccHByMEiVKGEOHDjUuXbqUqffifp9ZmrS/E19//fVd27/66iujUqVKhoODg5EvXz6jY8eOxp9//pmu37Jlywx/f3/DwcHBCAgIMJYvX37X7//58+eNkJAQI3fu3EbevHmN119/3Th48OBdHxl58OBB46WXXjLc3d0NR0dHo3Tp0sbIkSMt+owbN84oXLiwYWNjk+FH36X95hQoUMDIlSuX4eHhYbRo0cL898Ewbj+WbsKECYa3t7fh4OBgVKpUyVi1atVdj2n79u1GlSpVDHt7+3SPvsvob+qvv/5qPP/884aDg4NRpEgRY+LEicaMGTMMSUZcXJxF34x81zLzu2gYtx9vOGnSJKNs2bKGg4ODkTdvXqNKlSrGmDFjzN+7jP5WA8C/mQzjAef/AQAe2rfffquXXnpJP/74o4KCgrK7HADAHQYOHKh58+bpypUr3JgOgNXiGnsAyCLXr1+3eJ127burq6sqV66cTVUBANLc+Tt94cIFffHFF6pVqxahHoBV4xp7AMgi/fv31/Xr1xUYGKikpCQtX75c27dv14QJE57II64AZJ2UlJQH3szSxcXlgXd9R84SGBiounXryt/fX/Hx8frss8+UmJiokSNHZndpAPBIOBUfALJIZGSkJk+erOPHj+vGjRvy8/NTnz59HnhTNAA5z6lTpx5408jRo0crLCzsyRSELPG///1PS5cu1Z9//imTyaTKlStr9OjRPEIOgNUj2AMAANzhxo0b+vHHH+/bx9fX1+I55wAAZBeCPQAAAAAAVoyb5wEAAAAAYMW4eV4GpKam6syZM8qTJ49MJlN2lwMAAAAAeMoZhqHLly+rUKFCsrF5wJx8Zh98n5W8vb0NSemWvn37GoZhGNevXzf69u1r5MuXz3B2djZat25txMXFWYzxxx9/GE2bNjWcnJwMDw8PY8iQIUZycrJFn82bNxuVKlUy7O3tjRIlShjh4eGZqvP06dN3rZOFhYWFhYWFhYWFhYWF5XEup0+ffmBmzdYZ+127diklJcX8+uDBg2rYsKHatGkjSRo0aJBWr16tr7/+Wm5uburXr59at26t6OhoSbcfRdOsWTN5eXlp+/btOnv2rDp37iw7OztNmDBBknTy5Ek1a9ZMvXv31qJFi7Rx40b17NlTBQsWVHBwcIbqzJMnjyTp9OnTcnV1zcq3AAAAAACAdBITE1W0aFFzHr2fHHXzvIEDB2rVqlU6duyYEhMT5eHhocjISL388suSpKNHj8rf3187duxQzZo19f3336t58+Y6c+aMPD09JUlz587V8OHDdf78ednb22v48OFavXq1Dh48aN5P+/btlZCQoKioqAzVlZiYKDc3N126dIlgDwAAAAB47DKTQ3PMzfNu3ryphQsXqnv37jKZTNq9e7eSk5MtnitapkwZFStWTDt27JAk7dixQ+XKlTOHekkKDg5WYmKiDh06ZO5z57NJg4ODzWPcTVJSkhITEy0WAAAAAAByohwT7L/99lslJCSoa9eukqS4uDjZ29vL3d3dop+np6fi4uLMff4d6tPa09ru1ycxMVHXr1+/ay0TJ06Um5ubeSlatOijHh4AAAAAAI9Fjgn2n332mZo0aaJChQpldykaMWKELl26ZF5Onz6d3SUBAAAAAHBXOeJxd3/88Yc2bNig5cuXm9d5eXnp5s2bSkhIsJi1j4+Pl5eXl7nPzp07LcaKj483t6X9b9q6f/dxdXWVk5PTXetxcHCQg4PDIx8XAAAAgOxnGIZu3bplceNuICews7OTra3tI4+TI4J9eHi4ChQooGbNmpnXValSRXZ2dtq4caNCQkIkSTExMYqNjVVgYKAkKTAwUOPHj9e5c+dUoEABSdL69evl6uqqgIAAc581a9ZY7G/9+vXmMQAAAAA8vW7evKmzZ8/q2rVr2V0KkI7JZFKRIkXk4uLySONke7BPTU1VeHi4unTpoly5/r8cNzc39ejRQ4MHD1a+fPnk6uqq/v37KzAwUDVr1pQkNWrUSAEBAerUqZPef/99xcXF6Z133lFoaKh5xr13796aOXOmhg0bpu7du2vTpk1asmSJVq9enS3HCwAAAODJSE1N1cmTJ2Vra6tChQrJ3t5eJpMpu8sCJN0+k+T8+fP6888/VbJkyUeauc/2YL9hwwbFxsaqe/fu6dqmTp0qGxsbhYSEKCkpScHBwZo9e7a53dbWVqtWrVKfPn0UGBgoZ2dndenSRWPHjjX38fHx0erVqzVo0CBNnz5dRYoU0aeffprhZ9gDAAAAsE43b95UamqqihYtqty5c2d3OUA6Hh4eOnXqlJKTkx8p2Oeo59jnVDzHHgAAALA+N27c0MmTJ+Xj4yNHR8fsLgdI537fUat8jj0AAAAAAMg8gj0AAAAAAFaMYA8AAAAAgBUj2AMAAACAlYqLi1P//v3l6+srBwcHFS1aVC1atNDGjRsztH1ERITc3d0fb5F47LL9rvgAAAAAgMw7deqUgoKC5O7urg8++EDlypVTcnKy1q5dq9DQUB09ejS7S8y05ORk2dnZZXcZVocZewAAAACwQn379pXJZNLOnTsVEhKiUqVKqWzZsho8eLB++uknSdKUKVNUrlw5OTs7q2jRourbt6+uXLkiSdqyZYu6deumS5cuyWQyyWQyKSwsTJKUlJSkIUOGqHDhwnJ2dlaNGjW0ZcsWi/1/8skn5kcJvvTSS5oyZUq62f85c+aoRIkSsre3V+nSpfXFF19YtJtMJs2ZM0cvvviinJ2d9e6778rPz08ffvihRb+9e/fKZDLp+PHjWfcGPkUI9gAAAABgZS5evKioqCiFhobK2dk5XXtawLaxsdGMGTN06NAhLViwQJs2bdKwYcMkSc8995ymTZsmV1dXnT17VmfPntWQIUMkSf369dOOHTu0ePFi7d+/X23atFHjxo117NgxSVJ0dLR69+6tAQMGaO/evWrYsKHGjx9vUcM333yjAQMG6M0339TBgwf1+uuvq1u3btq8ebNFv7CwML300ks6cOCAevTooe7duys8PNyiT3h4uGrXri0/P78sef+eNjzHPgN4jj0AAABgfZ7m59jv3LlTNWrU0PLly/XSSy9leLulS5eqd+/e+vvvvyXdvsZ+4MCBSkhIMPeJjY2Vr6+vYmNjVahQIfP6Bg0aqHr16powYYLat2+vK1euaNWqVeb2V199VatWrTKPFRQUpLJly+rjjz8292nbtq2uXr2q1atXS7o9Yz9w4EBNnTrV3OfMmTMqVqyYtm/frurVqys5OVmFChXShx9+qC5dumTqfcrpeI49AAAAAPxHZXR+dsOGDXrhhRdUuHBh5cmTR506ddKFCxd07dq1e25z4MABpaSkqFSpUnJxcTEvW7du1YkTJyRJMTExql69usV2d74+cuSIgoKCLNYFBQXpyJEjFuuqVq1q8bpQoUJq1qyZ5s+fL0n67rvvlJSUpDZt2mTomP+LuHkeAAAAAFiZkiVLymQy3fcGeadOnVLz5s3Vp08fjR8/Xvny5dOPP/6oHj166ObNm8qdO/ddt7ty5YpsbW21e/du2draWrS5uLhk6XFIuuulBD179lSnTp00depUhYeHq127dvesF8zYAwAAAIDVyZcvn4KDgzVr1ixdvXo1XXtCQoJ2796t1NRUTZ48WTVr1lSpUqV05swZi3729vZKSUmxWFepUiWlpKTo3Llz8vPzs1i8vLwkSaVLl9auXbsstrvztb+/v6Kjoy3WRUdHKyAg4IHH17RpUzk7O2vOnDmKiopS9+7dH7jNfxnBHgAAAACs0KxZs5SSkqLq1atr2bJlOnbsmI4cOaIZM2YoMDBQfn5+Sk5O1kcffaTff/9dX3zxhebOnWsxRvHixXXlyhVt3LhRf//9t65du6ZSpUqpY8eO6ty5s5YvX66TJ09q586dmjhxovna+P79+2vNmjWaMmWKjh07pnnz5un777+XyWQyjz106FBFRERozpw5OnbsmKZMmaLly5ebb9B3P7a2turatatGjBihkiVLKjAwMGvfvKcMwR4AAAAArJCvr6/27NmjevXq6c0339Szzz6rhg0bauPGjZozZ44qVKigKVOmaNKkSXr22We1aNEiTZw40WKM5557Tr1791a7du3k4eGh999/X9Ltu9B37txZb775pkqXLq1WrVpp165dKlasmKTb18rPnTtXU6ZMUYUKFRQVFaVBgwZZ3ACuVatWmj59uj788EOVLVtW8+bNU3h4uOrWrZuh40u7ZKBbt25Z84Y9xbgrfgZwV3wAAADA+jzNd8XPiXr16qWjR49q27ZtWTLetm3b9MILL+j06dPy9PTMkjFzmqy6Kz43zwMAAAAAZNqHH36ohg0bytnZWd9//70WLFig2bNnP/K4SUlJOn/+vMLCwtSmTZunNtRnJU7FBwAAAABk2s6dO9WwYUOVK1dOc+fO1YwZM9SzZ89HHvfLL7+Ut7e3EhISzJcG4P6YsQcAAAAAZNqSJUsey7hdu3ZV165dH8vYTytm7AEAAAAAsGLM2APAAzQe+VWm+keNa/eYKgEAAADSY8YeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYN88DAAAA8J/zS9XqT2xfVX/Z+cT2lRmnTp2Sj4+Pfv31V1WsWDG7y8EjYMYeAAAAAHKYrl27ymQymZf8+fOrcePG2r9/f3aXhhyIYA8AAAAAOVDjxo119uxZnT17Vhs3blSuXLnUvHnz7C4LORDBHgAAAAByIAcHB3l5ecnLy0sVK1bUW2+9pdOnT+v8+fOSpAMHDqh+/fpycnJS/vz59dprr+nKlSvm7VNTUzV27FgVKVJEDg4OqlixoqKiou65v5SUFHXv3l1lypRRbGysDMNQWFiYihUrJgcHBxUqVEhvvPHGYz9uZB7X2AOPQeORX2Wqf9S4do+pEgB34u8nAMAaXblyRQsXLpSfn5/y58+vq1evKjg4WIGBgdq1a5fOnTunnj17ql+/foqIiJAkTZ8+XZMnT9a8efNUqVIlzZ8/Xy+++KIOHTqkkiVLWoyflJSkDh066NSpU9q2bZs8PDy0dOlSTZ06VYsXL1bZsmUVFxenffv2ZcPR40EI9gAAAACQA61atUouLi6SpKtXr6pgwYJatWqVbGxsFBkZqRs3bujzzz+Xs7OzJGnmzJlq0aKFJk2aJE9PT3344YcaPny42rdvL0maNGmSNm/erGnTpmnWrFnm/Vy5ckXNmjVTUlKSNm/eLDc3N0lSbGysvLy81KBBA9nZ2alYsWKqXv3J3XQQGUewBwAAVi0zZ2FwBgYAa1KvXj3NmTNHkvTPP/9o9uzZatKkiXbu3KkjR46oQoUK5lAvSUFBQUpNTVVMTIycnJx05swZBQUFWYwZFBSUbta9Q4cOKlKkiDZt2iQnJyfz+jZt2mjatGny9fVV48aN1bRpU7Vo0UK5chEjcxqusQcAAACAHMjZ2Vl+fn7y8/NTtWrV9Omnn+rq1av65JNPsnQ/TZs21f79+7Vjxw6L9UWLFlVMTIxmz54tJycn9e3bV7Vr11ZycnKW7h+PjmAPAAAAAFbAZDLJxsZG169fl7+/v/bt26erV6+a26Ojo2VjY6PSpUvL1dVVhQoVUnR0tMUY0dHRCggIsFjXp08fvffee3rxxRe1detWizYnJye1aNFCM2bM0JYtW7Rjxw4dOHDg8R0kHgrnUAAAAABADpSUlKS4uDhJt0/Fnzlzpq5cuaIWLVqoevXqGj16tLp06aKwsDCdP39e/fv3V6dOneTp6SlJGjp0qEaPHq0SJUqoYsWKCg8P1969e7Vo0aJ0++rfv79SUlLUvHlzff/996pVq5YiIiKUkpKiGjVqKHfu3Fq4cKGcnJzk7e39RN8HPBjBHgAAAMB/TtVfdmZ3CQ8UFRWlggULSpLy5MmjMmXK6Ouvv1bdunUlSWvXrtWAAQNUrVo15c6dWyEhIZoyZYp5+zfeeEOXLl3Sm2++qXPnzikgIEArV65Md0f8NAMHDlRqaqqaNm2qqKgoubu767333tPgwYOVkpKicuXK6bvvvlP+/Pkf+7Ejcwj2AAAAAJDDREREmB9bdy/lypXTpk2b7tluY2Oj0aNHa/To0XdtL168uAzDsFg3ePBgDR482Py6VatWGa4Z2Ydr7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiubK7AAAAAAB40hqP/OqJ7StqXLvHMq7JZNI333yjVq1aPfQYp06dko+Pj3799VdVrFjxrn0iIiI0cOBAJSQkPPR+8HgxYw8AAAAAOVBcXJz69+8vX19fOTg4qGjRomrRooU2btz4UON17dr1of4RoF27dvrtt98eap94MpixBwAAAIAc5tSpUwoKCpK7u7s++OADlStXTsnJyVq7dq1CQ0N19OjRJ1aLk5OTnJycntj+kHnM2AMAAABADtO3b1+ZTCbt3LlTISEhKlWqlMqWLavBgwfrp59+uus2Bw4cUP369eXk5KT8+fPrtdde05UrVyRJYWFhWrBggVasWCGTySSTyaQtW7aYt/39999Vr1495c6dWxUqVNCOHTvMbREREXJ3dze/DgsLU8WKFfXFF1+oePHicnNzU/v27XX58mVzn8uXL6tjx45ydnZWwYIFNXXqVNWtW1cDBw7M0vcJtxHsAQAAACAHuXjxoqKiohQaGipnZ+d07f8O2WmuXr2q4OBg5c2bV7t27dLXX3+tDRs2qF+/fpKkIUOGqG3btmrcuLHOnj2rs2fP6rnnnjNv//bbb2vIkCHau3evSpUqpQ4dOujWrVv3rPHEiRP69ttvtWrVKq1atUpbt27Ve++9Z24fPHiwoqOjtXLlSq1fv17btm3Tnj17HuFdwf1wKj4AAAAA5CDHjx+XYRgqU6ZMhreJjIzUjRs39Pnnn5v/MWDmzJlq0aKFJk2aJE9PTzk5OSkpKUleXl7pth8yZIiaNWsmSRozZozKli2r48eP37OG1NRURUREKE+ePJKkTp06aePGjRo/frwuX76sBQsWKDIyUi+88IIkKTw8XIUKFcrU+4CMY8YeAAAAAHIQwzAyvc2RI0dUoUIFixn+oKAgpaamKiYm5oHbly9f3vznggULSpLOnTt3z/7Fixc3h/q0bdL6//7770pOTlb16tXN7W5ubipdunTGDwiZQrAHAAAAgBykZMmSMplMT/QGeXZ2duY/m0wmSbdn5TPSP22b+/XH40WwBwAAAIAcJF++fAoODtasWbN09erVdO13e568v7+/9u3bZ9E/OjpaNjY25plye3t7paSkPLa60/j6+srOzk67du0yr7t06RKPzHuMCPYAAAAAkMPMmjVLKSkpql69upYtW6Zjx47pyJEjmjFjhgIDA9P179ixoxwdHdWlSxcdPHhQmzdvVv/+/dWpUyd5enpKun36/P79+xUTE6O///5bycnJj6X2PHnyqEuXLho6dKg2b96sQ4cOqUePHrKxsTGfDYCsxc3zAAAAAPznRI1rl90l3Jevr6/27Nmj8ePH680339TZs2fl4eGhKlWqaM6cOen6586dW2vXrtWAAQNUrVo15c6dWyEhIZoyZYq5T69evbRlyxZVrVpVV65c0ebNm1W8ePHHUv+UKVPUu3dvNW/eXK6urho2bJhOnz4tR0fHx7K//zqT8TB3ZviPSUxMlJubmy5duiRXV9fsLgdWoPHIrzLVP6f/H8t/HZ/n04XP8+mTmc+UzxP4b7lx44ZOnjwpHx8fAmU2u3r1qgoXLqzJkyerR48e2V1OjnG/72hmcigz9gAAAACALPXrr7/q6NGjql69ui5duqSxY8dKklq2bJnNlT2dCPYAAAAAgCz34YcfKiYmRvb29qpSpYq2bdumZ555JrvLeioR7AEAAAAAWapSpUravXt3dpfxn8Fd8QEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGI+7AwAAAPCf88oX7Z/YviI7LX5i+8qpihcvroEDB2rgwIHZXcpTiRl7AAAAAMiB4uLi1L9/f/n6+srBwUFFixZVixYttHHjxuwu7Z4iIiLk7u6ebv2uXbv02muvPfmC/iOYsQcAAACAHObUqVMKCgqSu7u7PvjgA5UrV07Jyclau3atQkNDdfTo0ewuMVM8PDyyu4SnGjP2AAAAAJDD9O3bVyaTSTt37lRISIhKlSqlsmXLavDgwfrpp58kSbGxsWrZsqVcXFzk6uqqtm3bKj4+3jzGvn37VK9ePeXJk0eurq6qUqWKfvnlF0n/P7O+atUqlS5dWrlz59bLL7+sa9euacGCBSpevLjy5s2rN954QykpKeYxk5KSNGTIEBUuXFjOzs6qUaOGtmzZIknasmWLunXrpkuXLslkMslkMiksLEzS7VPxp02bZh4nISFBr7/+ujw9PeXo6Khnn31Wq1atkiT98ccfatGihfLmzStnZ2eVLVtWa9aseYzvtvVjxh4AAAAAcpCLFy8qKipK48ePl7Ozc7p2d3d3paammkP91q1bdevWLYWGhqpdu3bmoN2xY0dVqlRJc+bMka2trfbu3Ss7OzvzONeuXdOMGTO0ePFiXb58Wa1bt9ZLL70kd3d3rVmzRr///rtCQkIUFBSkdu3aSZL69eunw4cPa/HixSpUqJC++eYbNW7cWAcOHNBzzz2nadOmadSoUYqJiZEkubi4pKs/NTVVTZo00eXLl7Vw4UKVKFFChw8flq2trSQpNDRUN2/e1A8//CBnZ2cdPnz4ruPg/xHsAQAAACAHOX78uAzDUJkyZe7ZZ+PGjTpw4IBOnjypokWLSpI+//xzlS1bVrt27VK1atUUGxuroUOHmscpWbKkxRjJycmaM2eOSpQoIUl6+eWX9cUXXyg+Pl4uLi4KCAhQvXr1tHnzZrVr106xsbEKDw9XbGysChUqJEkaMmSIoqKiFB4ergkTJsjNzU0mk0leXl73rH3Dhg3auXOnjhw5olKlSkmSfH19ze2xsbEKCQlRuXLl0rXh7jgVHwAAAAByEMMwHtjnyJEjKlq0qDnUS1JAQIDc3d115MgRSdLgwYPVs2dPNWjQQO+9955OnDhhMUbu3LnNoV6SPD09Vbx4cYvZcU9PT507d06SdODAAaWkpKhUqVJycXExL1u3bk039v3s3btXRYoUMYf6O73xxht69913FRQUpNGjR2v//v0ZHvu/imAPAAAAADlIyZIlZTKZHvkGeWFhYTp06JCaNWumTZs2KSAgQN988425/d+n5UuSyWS667rU1FRJ0pUrV2Rra6vdu3dr79695uXIkSOaPn16hutycnK6b3vPnj31+++/q1OnTjpw4ICqVq2qjz76KMPj/xcR7AEAAAAgB8mXL5+Cg4M1a9YsXb16NV17QkKC/P39dfr0aZ0+fdq8/vDhw0pISFBAQIB5XalSpTRo0CCtW7dOrVu3Vnh4+EPXValSJaWkpOjcuXPy8/OzWNJOvbe3t7e42d7dlC9fXn/++ad+++23e/YpWrSoevfureXLl+vNN9/UJ5988tB1/xcQ7AEAAAAgh5k1a5ZSUlJUvXp1LVu2TMeOHdORI0c0Y8YMBQYGqkGDBipXrpw6duyoPXv2aOfOnercubPq1KmjqlWr6vr16+rXr5+2bNmiP/74Q9HR0dq1a5f8/f0fuqZSpUqpY8eO6ty5s5YvX66TJ09q586dmjhxolavXi3p9t3vr1y5oo0bN+rvv//WtWvX0o1Tp04d1a5dWyEhIVq/fr1Onjyp77//XlFRUZKkgQMHau3atTp58qT27NmjzZs3P1Ld/wXcPA8AAADAf05kp8XZXcJ9+fr6as+ePRo/frzefPNNnT17Vh4eHqpSpYrmzJkjk8mkFStWqH///qpdu7ZsbGzUuHFj8ynrtra2unDhgjp37qz4+Hg988wzat26tcaMGfNIdYWHh+vdd9/Vm2++qb/++kvPPPOMatasqebNm0uSnnvuOfXu3Vvt2rXThQsXNHr0aPMj7/5t2bJlGjJkiDp06KCrV6/Kz89P7733niQpJSVFoaGh+vPPP+Xq6qrGjRtr6tSpj1T3085kZOTODI/RX3/9peHDh+v777/XtWvX5Ofnp/DwcFWtWlXS7RtHjB49Wp988okSEhIUFBSkOXPmWNzR8eLFi+rfv7++++472djYKCQkRNOnT7e46cP+/fsVGhqqXbt2ycPDQ/3799ewYcMyVGNiYqLc3Nx06dIlubq6Zu0bgKdS45FfZap/1Lh2j6kSZAU+z6cLn+fTJzOfKZ8n8N9y48YNnTx5Uj4+PnJ0dMzucoB07vcdzUwOzdZT8f/55x8FBQXJzs5O33//vQ4fPqzJkycrb9685j7vv/++ZsyYoblz5+rnn3+Ws7OzgoODdePGDXOfjh076tChQ1q/fr1WrVqlH374Qa+99pq5PTExUY0aNZK3t7d2796tDz74QGFhYfr444+f6PECAAAAAJDVsvVU/EmTJqlo0aIWN3Dw8fEx/9kwDE2bNk3vvPOOWrZsKen2sxk9PT317bffqn379jpy5IiioqK0a9cu8yz/Rx99pKZNm+rDDz9UoUKFtGjRIt28eVPz58+Xvb29ypYtq71792rKlCkW/wAAAAAAAIC1ydYZ+5UrV6pq1apq06aNChQooEqVKlnc7fDkyZOKi4tTgwYNzOvc3NxUo0YN7dixQ5K0Y8cOubu7m0O9JDVo0EA2Njb6+eefzX1q164te3t7c5/g4GDFxMTon3/+SVdXUlKSEhMTLRYAAAAAAHKibA32v//+u/l6+bVr16pPnz564403tGDBAklSXFycJMnT09NiO09PT3NbXFycChQoYNGeK1cu5cuXz6LP3cb49z7+beLEiXJzczMvRYsWzYKjBQAAAAAg62VrsE9NTVXlypU1YcIEVapUSa+99pp69eqluXPnZmdZGjFihC5dumRe/v1sSAAAAAAAcpJsDfYFCxZUQECAxTp/f3/FxsZKkry8vCRJ8fHxFn3i4+PNbV5eXjp37pxF+61bt3Tx4kWLPncb49/7+DcHBwe5urpaLAAAAAAA5ETZGuyDgoIUExNjse63336Tt7e3pNs30vPy8tLGjRvN7YmJifr5558VGBgoSQoMDFRCQoJ2795t7rNp0yalpqaqRo0a5j4//PCDkpOTzX3Wr1+v0qVLW9yBHwAAAAAAa5OtwX7QoEH66aefNGHCBB0/flyRkZH6+OOPFRoaKkkymUwaOHCg3n33Xa1cuVIHDhxQ586dVahQIbVq1UrS7Rn+xo0bq1evXtq5c6eio6PVr18/tW/fXoUKFZIkvfLKK7K3t1ePHj106NAhffXVV5o+fboGDx6cXYcOAAAAAECWyNbH3VWrVk3ffPONRowYobFjx8rHx0fTpk1Tx44dzX2GDRumq1ev6rXXXlNCQoJq1aqlqKgoOTo6mvssWrRI/fr10wsvvCAbGxuFhIRoxowZ5nY3NzetW7dOoaGhqlKlip555hmNGjWKR90BAAAAAKxetgZ7SWrevLmaN29+z3aTyaSxY8dq7Nix9+yTL18+RUZG3nc/5cuX17Zt2x66TgAAAABPj+mvzHti+xoQ+foT29fD2rJli+rVq6d//vlH7u7u2V0OMilbT8UHAAAAAFjq2rWrTCZTuuX48ePZXZoWLlyoMmXKyNHRUcWLF9e4ceMytF3dunUtjsXT01Nt2rTRH3/88Zgr/m8g2AMAAABADtO4cWOdPXvWYvHx8cnWmk6dOqXOnTurVatWOnLkiJYsWZKpmnr16qWzZ8/qzJkzWrFihU6fPq1XX331MVacMf++ybq1ItgDAAAAQA7j4OAgLy8vi8XW1laStHXrVlWvXl0ODg4qWLCg3nrrLd26dcu8bVJSkt544w0VKFBAjo6OqlWrlnbt2mUx/po1a1SqVCk5OTmpXr16OnXq1ANrSptt7969u3x8fFS9evVMBfPcuXPLy8tLBQsWVM2aNdWvXz/t2bPHos/BgwfVpEkTubi4yNPTU506ddLff/8tSfr4449VqFAhpaamWmzTsmVLde/e3fx6xYoVqly5shwdHeXr66sxY8ZYvD8mk0lz5szRiy++KGdnZ40fP14pKSnq0aOHfHx85OTkpNKlS2v69OkW+7l165beeOMNubu7K3/+/Bo+fLi6dOlivrG7JKWmpmrixInmcSpUqKClS5dm+D16WAR7AAAAALASf/31l5o2bapq1app3759mjNnjj777DO9++675j7Dhg3TsmXLtGDBAu3Zs0d+fn4KDg7WxYsXJUmnT59W69at1aJFC+3du1c9e/bUW2+99cB9Fy5cWFWrVlW/fv1048aNRzqOixcvasmSJeZHlEtSQkKC6tevr0qVKumXX35RVFSU4uPj1bZtW0lSmzZtdOHCBW3evNlinKioKPMN2Ldt26bOnTtrwIABOnz4sObNm6eIiAiNHz/eYv9hYWF66aWXdODAAXXv3l2pqakqUqSIvv76ax0+fFijRo3S//73Py1ZssS8zaRJk7Ro0SKFh4crOjpaiYmJ+vbbby3GnThxoj7//HPNnTtXhw4d0qBBg/Tqq69q69atj/R+PQjBHgAAAABymFWrVsnFxcW8tGnTRpI0e/ZsFS1aVDNnzlSZMmXUqlUrjRkzRpMnT1ZqaqquXr2qOXPm6IMPPlCTJk0UEBCgTz75RE5OTvrss88kSXPmzFGJEiU0efJklS5dWh07dlTXrl0fWFOvXr1kGIZ8fX3VpEkTJSYmmttatGihfv363Xf72bNny8XFRc7OzsqfP79iYmI0f/58c/vMmTNVqVIlTZgwQWXKlFGlSpU0f/58bd68Wb/99pvy5s2rJk2aWNw4fenSpXrmmWdUr149SdKYMWP01ltvqUuXLvL19VXDhg01btw4zZtnebPEV155Rd26dZOvr6+KFSsmOzs7jRkzRlWrVpWPj486duyobt26WQT7jz76SCNGjNBLL72kMmXKaObMmRY3GkxKStKECRM0f/58BQcHy9fXV127dtWrr76abv9ZLdvvig8AAAAAsFSvXj3NmTPH/NrZ2VmSdOTIEQUGBspkMpnbgoKCdOXKFf35559KSEhQcnKygoKCzO12dnaqXr26jhw5Yh7j3zPlkhQYGHjfeg4fPqyIiAgdOnRI/v7+6tq1q+rWrauoqCgVKFBABw8efOBp+R07dtTbb78tSYqPj9eECRPUqFEj7d69W3ny5NG+ffu0efNmubi4pNv2xIkTKlWqlDp27KhevXpp9uzZcnBw0KJFi9S+fXvZ2Nyes963b5+io6MtZuhTUlJ048YNXbt2Tblz55YkVa1aNd0+Zs2apfnz5ys2NlbXr1/XzZs3VbFiRUnSpUuXFB8fr+rVq5v729raqkqVKuZLA44fP65r166pYcOGFuPevHlTlSpVuu9786gI9gAAAACQwzg7O8vPzy+7yzDbv3+/HBwcFBAQIEmaP3++2rVrp6CgIA0bNkyXL1/Wiy++eN8x3NzczMfk5+enzz77TAULFtRXX32lnj176sqVK2rRooUmTZqUbtuCBQtKun1mgGEYWr16tapVq6Zt27Zp6tSp5n5XrlzRmDFj1Lp163RjODo6mv+c9g8laRYvXqwhQ4Zo8uTJCgwMVJ48efTBBx/o559/zuA7dHvfkrR69WoVLlzYos3BwSHD4zwMgj0AAAAAWAl/f38tW7ZMhmGYZ+2jo6OVJ08eFSlSRPnz55e9vb2io6Pl7e0t6fZd33ft2qWBAweax1i5cqXFuD/99NN991u4cGElJSXp559/Vo0aNWRra6vIyEi9+OKLeu211zRlyhQ5OTll6ljSbgZ4/fp1SVLlypW1bNkyFS9eXLly3T2qOjo6qnXr1lq0aJGOHz+u0qVLq3Llyub2ypUrKyYmJtP/KBIdHa3nnntOffv2Na87ceKE+c9ubm7y9PTUrl27VLt2bUm3zwTYs2ePeVY/ICBADg4Oio2NVZ06dTK1/0fFNfYAAAAAYCX69u2r06dPq3///jp69KhWrFih0aNHa/DgwbKxsZGzs7P69OmjoUOHKioqSocPH1avXr107do19ejRQ5LUu3dvHTt2TEOHDlVMTIwiIyMVERFx3/3WqlVLzz33nNq1a6dvv/1WJ06cUFRUlM6cOSNnZ2dFRkbq2rVr9x3j2rVriouLU1xcnPbt26c+ffrI0dFRjRo1kiSFhobq4sWL6tChg3bt2qUTJ05o7dq16tatm1JSUszjdOzYUatXr9b8+fPNN81LM2rUKH3++ecaM2aMDh06pCNHjmjx4sV655137ltbyZIl9csvv2jt2rX67bffNHLkyHRPEujfv78mTpyoFStWKCYmRgMGDNA///xj/geWPHnyaMiQIRo0aJAWLFigEydOaM+ePfroo4+0YMGC++7/UTFjDwAAAOA/Z0Dk69ldwkMpXLiw1qxZo6FDh6pChQrKly+fevToYRFc33vvPaWmpqpTp066fPmyqlatqrVr1ypv3rySpGLFimnZsmUaNGiQPvroI1WvXl0TJkyweGTcnUwmk6KiojRmzBgNHjxYf/31l/z8/PTaa6+pTZs2qlGjhjp27Khly5aZr3e/0yeffKJPPvlEkpQ3b16VL19ea9asUenSpSVJhQoVUnR0tIYPH65GjRopKSlJ3t7eaty4scWY9evXV758+RQTE6NXXnnFYh/BwcFatWqVxo4dq0mTJsnOzk5lypRRz5497/u+vv766/r111/Vrl07mUwmdejQQX379tX3339v7jN8+HDFxcWpc+fOsrW11Wuvvabg4GDzmQeSNG7cOHl4eGjixIn6/fff5e7ursqVK+t///vffff/qEyGYRiPdQ9PgcTERLm5uenSpUtydXXN7nJgBRqP/CpT/aPGtXtMlSAr8Hk+Xfg8nz6Z+Uz5PIH/lhs3bujkyZPy8fGxuL4ayAqpqany9/dX27ZtNW7cuIca437f0czkUGbsAQAAAAB4gD/++EPr1q1TnTp1lJSUpJkzZ+rkyZPpzhrIDlxjDwAAAADAA9jY2CgiIkLVqlVTUFCQDhw4oA0bNsjf3z+7S2PGHgAAAACABylatKiio6Ozu4y7YsYeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIrxuDsAAAAA/zmnwnye2L6Kh53M8jFNJpO++eYbtWrVKsvHhvVhxh4AAAAAcpjz58+rT58+KlasmBwcHOTl5aXg4OAc+xx1ZC9m7AEAAAAghwkJCdHNmze1YMEC+fr6Kj4+Xhs3btSFCxeyuzTkQMzYAwAAAEAOkpCQoG3btmnSpEmqV6+evL29Vb16dY0YMUIvvviiud/ff/+tl156Sblz51bJkiW1cuVKi3G2bt2q6tWry8HBQQULFtRbb72lW7dumdtTU1M1ceJE+fj4yMnJSRUqVNDSpUvN7f/88486duwoDw8POTk5qWTJkgoPD3/8bwAyjWAPAAAAADmIi4uLXFxc9O233yopKeme/caMGaO2bdtq//79atq0qTp27KiLFy9Kkv766y81bdpU1apV0759+zRnzhx99tlnevfdd83bT5w4UZ9//rnmzp2rQ4cOadCgQXr11Ve1detWSdLIkSN1+PBhff/99zpy5IjmzJmjZ5555vEePB4Kp+IDAAAAQA6SK1cuRUREqFevXpo7d64qV66sOnXqqH379ipfvry5X9euXdWhQwdJ0oQJEzRjxgzt3LlTjRs31uzZs1W0aFHNnDlTJpNJZcqU0ZkzZzR8+HCNGjVKycnJmjBhgjZs2KDAwEBJkq+vr3788UfNmzdPderUUWxsrCpVqqSqVatKkooXL/7E3wtkDDP2AAAAAJDDhISE6MyZM1q5cqUaN26sLVu2qHLlyoqIiDD3+XfId3Z2lqurq86dOydJOnLkiAIDA2Uymcx9goKCdOXKFf355586fvy4rl27poYNG5rPEHBxcdHnn3+uEydOSJL69OmjxYsXq2LFiho2bJi2b9/+ZA4emcaMPQAAAADkQI6OjmrYsKEaNmyokSNHqmfPnho9erS6du0qSbKzs7PobzKZlJqamqGxr1y5IklavXq1ChcubNHm4OAgSWrSpIn++OMPrVmzRuvXr9cLL7yg0NBQffjhh494ZMhqzNgDAAAAgBUICAjQ1atXM9TX399fO3bskGEY5nXR0dHKkyePihQpooCAADk4OCg2NlZ+fn4WS9GiRc3beHh4qEuXLlq4cKGmTZumjz/+OMuPC4+OGXsAAAAAyEEuXLigNm3aqHv37ipfvrzy5MmjX375Re+//75atmyZoTH69u2radOmqX///urXr59iYmI0evRoDR48WDY2NsqTJ4+GDBmiQYMGKTU1VbVq1dKlS5cUHR0tV1dXdenSRaNGjVKVKlVUtmxZJSUladWqVfL393/MR4+HQbAHAAAA8J9TPOxkdpdwTy4uLqpRo4amTp2qEydOKDk5WUWLFlWvXr30v//9L0NjFC5cWGvWrNHQoUNVoUIF5cuXTz169NA777xj7jNu3Dh5eHho4sSJ+v333+Xu7q7KlSub92Fvb68RI0bo1KlTcnJy0vPPP6/Fixc/lmPGoyHYAwAAAEAO4uDgoIkTJ2rixIn37PPvU+zTJCQkWLyuU6eOdu7cec8xTCaTBgwYoAEDBty1/Z133rH4hwDkXFxjDwAAAACAFSPYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWjGAPAAAAAIAVI9gDAAAAAGDFCPYAAAAAAFgxgj0AAAAAAFaMYA8AAAAAeCy2bNkik8mkhISE7C7lqZYruwsAAAAAgCft7NkWT2xfBQt+l+ltzp8/r1GjRmn16tWKj49X3rx5VaFCBY0aNUpBQUGPocrH47nnntPZs2fl5uaW3aU81Qj2AAAAAJDDhISE6ObNm1qwYIF8fX0VHx+vjRs36sKFC9ldWqbY29vLy8vrnu0pKSkymUyyseFk8kfBuwcAAAAAOUhCQoK2bdumSZMmqV69evL29lb16tU1YsQIvfjii5Kk2NhYtWzZUi4uLnJ1dVXbtm0VHx9vHqNr165q1aqVxbgDBw5U3bp1JUkff/yxChUqpNTUVIs+LVu2VPfu3c2vV6xYocqVK8vR0VG+vr4aM2aMbt26ZW43mUz69NNP9dJLLyl37twqWbKkVq5caW6/81T8iIgIubu7a+XKlQoICJCDg4NiY2Oz4m37TyPYAwAAAEAO4uLiIhcXF3377bdKSkpK156amqqWLVvq4sWL2rp1q9avX6/ff/9d7dq1y/A+2rRpowsXLmjz5s3mdRcvXlRUVJQ6duwoSdq2bZs6d+6sAQMG6PDhw5o3b54iIiI0fvx4i7HGjBmjtm3bav/+/WratKk6duyoixcv3nPf165d06RJk/Tpp5/q0KFDKlCgQIbrxt0R7AEAAAAgB8mVK5ciIiK0YMECubu7KygoSP/73/+0f/9+SdLGjRt14MABRUZGqkqVKqpRo4Y+//xzbd26Vbt27crQPvLmzasmTZooMjLSvG7p0qV65plnVK9ePUm3A/tbb72lLl26yNfXVw0bNtS4ceM0b948i7G6du2qDh06yM/PTxMmTNCVK1e0c+fOe+47OTlZs2fP1nPPPafSpUsrd+7cmX2LcAeCPQAAAADkMCEhITpz5oxWrlypxo0ba8uWLapcubIiIiJ05MgRFS1aVEWLFjX3DwgIkLu7u44cOZLhfXTs2FHLli0znxWwaNEitW/f3ny9+759+zR27FjzGQQuLi7q1auXzp49q2vXrpnHKV++vPnPzs7OcnV11blz5+65X3t7e4tt8OgI9gAAAACQAzk6Oqphw4YaOXKktm/frq5du2r06NEZ2tbGxkaGYVisS05OtnjdokULGYah1atX6/Tp09q2bZv5NHxJunLlisaMGaO9e/ealwMHDujYsWNydHQ097Ozs7MY12Qypbt2/9+cnJxkMpkydBzIGO6KDwAAAABWICAgQN9++638/f11+vRpnT592jxrf/jwYSUkJCggIECS5OHhoYMHD1psv3fvXosQ7ujoqNatW2vRokU6fvy4SpcurcqVK5vbK1eurJiYGPn5+T2Bo8OjINgDAAAAQA5y4cIFtWnTRt27d1f58uWVJ08e/fLLL3r//ffVsmVLNWjQQOXKlVPHjh01bdo03bp1S3379lWdOnVUtWpVSVL9+vX1wQcf6PPPP1dgYKAWLlyogwcPqlKlShb76tixo5o3b65Dhw7p1VdftWgbNWqUmjdvrmLFiunll1+WjY2N9u3bp4MHD+rdd999Yu8HHoxT8QEAAAAgB3FxcVGNGjU0depU1a5dW88++6xGjhypXr16aebMmTKZTFqxYoXy5s2r2rVrq0GDBvL19dVXX31lHiM4OFgjR47UsGHDVK1aNV2+fFmdO3dOt6/69esrX758iomJ0SuvvGLRFhwcrFWrVmndunWqVq2aatasqalTp8rb2/uxvwfIHJNx54UXSCcxMVFubm66dOmSXF1ds7scWIHGI796cKd/iRqX8UeT4Mnj83y68Hk+fTLzmfJ5Av8tN27c0MmTJ+Xj42NxTTiQU9zvO5qZHMqMPQAAAAAAVoxgDwAAAACAFSPYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWjGAPAAAAAIAVI9gDAAAAAGDFCPYAAAAAAFgxgj0AAAAAAFaMYA8AAAAA/wFhYWGqWLHiU7Mf/L9c2V0AAAAAADxpczoGPrF99Vm0I8N9TSbTfdtHjx6tsLCwR6wITxuCPQAAAADkEGfPnjX/+auvvtKoUaMUExNjXufi4pIdZSGH41R8AAAAAMghvLy8zIubm5tMJpPFusWLF8vf31+Ojo4qU6aMZs+ebbH9n3/+qQ4dOihfvnxydnZW1apV9fPPP1v0+eKLL1S8eHG5ubmpffv2unz5srmtbt26euONNzRs2DDly5dPXl5e6c4QiI2NVcuWLeXi4iJXV1e1bdtW8fHx9zym1NRUjR07VkWKFJGDg4MqVqyoqKgoiz7bt29XxYoV5ejoqKpVq+rbb7+VyWTS3r17ZRiG/Pz89OGHH1pss3fvXplMJh0/fjwzb/FTiWAPAAAAAFZg0aJFGjVqlMaPH68jR45owoQJGjlypBYsWCBJunLliurUqaO//vpLK1eu1L59+zRs2DClpqaaxzhx4oS+/fZbrVq1SqtWrdLWrVv13nvvWexnwYIFcnZ21s8//6z3339fY8eO1fr16yXdDuktW7bUxYsXtXXrVq1fv16///672rVrd8+6p0+frsmTJ+vDDz/U/v37FRwcrBdffFHHjh2TJCUmJqpFixYqV66c9uzZo3Hjxmn48OHm7U0mk7p3767w8HCLccPDw1W7dm35+fk92hv7FOBUfAAAAACwAqNHj9bkyZPVunVrSZKPj48OHz6sefPmqUuXLoqMjNT58+e1a9cu5cuXT5LShd7U1FRFREQoT548kqROnTpp48aNGj9+vLlP+fLlNXr0aElSyZIlNXPmTG3cuFENGzbUxo0bdeDAAZ08eVJFixaVJH3++ecqW7asdu3apWrVqqWr+8MPP9Tw4cPVvn17SdKkSZO0efNmTZs2TbNmzVJkZKRMJpM++eQTOTo6KiAgQH/99Zd69eplHqNr164aNWqUdu7cqerVqys5OVmRkZHpZvH/q5ixBwAAAIAc7urVqzpx4oR69OghFxcX8/Luu+/qxIkTkm6fml6pUiVzqL+b4sWLm0O9JBUsWFDnzp2z6FO+fHmL1//uc+TIERUtWtQc6iUpICBA7u7uOnLkSLr9JSYm6syZMwoKCrJYHxQUZO4fExOj8uXLy9HR0dxevXp1i/6FChVSs2bNNH/+fEnSd999p6SkJLVp0+aex/pfwow9AAAAAORwV65ckSR98sknqlGjhkWbra2tJMnJyemB49jZ2Vm8NplMFqfqZ7RPdujZs6c6deqkqVOnKjw8XO3atVPu3Lmzu6wcgRl7AAAAAMjhPD09VahQIf3+++/y8/OzWHx8fCTdnmnfu3evLl68+Njq8Pf31+nTp3X69GnzusOHDyshIUEBAQHp+ru6uqpQoUKKjo62WB8dHW3uX7p0aR04cEBJSUnm9l27dqUbq2nTpnJ2dtacOXMUFRWl7t27Z9VhWT2CPQAAAABYgTFjxmjixImaMWOGfvvtNx04cEDh4eGaMmWKJKlDhw7y8vJSq1atFB0drd9//13Lli3Tjh07sqyGBg0aqFy5curYsaP27NmjnTt3qnPnzqpTp46qVq16122GDh2qSZMm6auvvlJMTIzeeust7d27VwMGDJAkvfLKK0pNTdVrr72mI0eOaO3ateZr500mk3kcW1tbde3aVSNGjFDJkiUVGBiYZcdl7Qj2AAAAAGAFevbsqU8//VTh4eEqV66c6tSpo4iICPOMvb29vdatW6cCBQqoadOmKleunN577z3zqfpZwWQyacWKFcqbN69q166tBg0ayNfXV1999dU9t3njjTc0ePBgvfnmmypXrpyioqK0cuVKlSxZUtLtWf3vvvtOe/fuVcWKFfX2229r1KhRkmRx3b0k9ejRQzdv3lS3bt2y7JieBibDMIzsLiKnS0xMlJubmy5duiRXV9fsLgdWoPHIe/+w3U3UuHs/HgTZj8/z6cLn+fTJzGfK5wn8t9y4cUMnT56Uj49PuoCInG3RokXq1q2bLl26ZHHvgG3btumFF17Q6dOn5enpmY0VZo37fUczk0O5eR4AAAAAIFt9/vnn8vX1VeHChbVv3z4NHz5cbdu2NYf6pKQknT9/XmFhYWrTps1TEeqzEqfiAwAAAACyVVxcnF599VX5+/tr0KBBatOmjT7++GNz+5dffilvb28lJCTo/fffz8ZKcyZm7AEAAAAA2WrYsGEaNmzYPdu7du2qrl27PrmCrAwz9gAAAAAAWLFsDfZhYWEymUwWS5kyZcztN27cUGhoqPLnzy8XFxeFhIQoPj7eYozY2Fg1a9ZMuXPnVoECBTR06FDdunXLos+WLVtUuXJlOTg4yM/PTxEREU/i8AAAAAAAeOyyfca+bNmyOnv2rHn58ccfzW2DBg3Sd999p6+//lpbt27VmTNn1Lp1a3N7SkqKmjVrpps3b2r79u1asGCBIiIizI9GkKSTJ0+qWbNmqlevnvbu3auBAweqZ8+eWrt27RM9TgAAAAAAHodsv8Y+V65c8vLySrf+0qVL+uyzzxQZGan69etLksLDw+Xv76+ffvpJNWvW1Lp163T48GFt2LBBnp6eqlixosaNG6fhw4crLCxM9vb2mjt3rnx8fDR58mRJkr+/v3788UdNnTpVwcHBT/RYAQAAAADIatk+Y3/s2DEVKlRIvr6+6tixo2JjYyVJu3fvVnJysho0aGDuW6ZMGRUrVkw7duyQJO3YsUPlypWzeNRBcHCwEhMTdejQIXOff4+R1idtjLtJSkpSYmKixQIAAAAAQE6UrcG+Ro0aioiIUFRUlObMmaOTJ0/q+eef1+XLlxUXFyd7e3u5u7tbbOPp6am4uDhJtx+JcOfzC9NeP6hPYmKirl+/fte6Jk6cKDc3N/NStGjRrDhcAAAAAACyXLaeit+kSRPzn8uXL68aNWrI29tbS5YskZOTU7bVNWLECA0ePNj8OjExkXAPAAAAAMiRsv0a+39zd3dXqVKldPz4cTVs2FA3b95UQkKCxax9fHy8+Zp8Ly8v7dy502KMtLvm/7vPnXfSj4+Pl6ur6z3/8cDBwUEODg5ZdVgAAAAAcpj46Zuf2L48B9TLcF+TyXTf9tGjRyssLOwRK8LTJtuvsf+3K1eu6MSJEypYsKCqVKkiOzs7bdy40dweExOj2NhYBQYGSpICAwN14MABnTt3ztxn/fr1cnV1VUBAgLnPv8dI65M2BgAAAADkFP9+Yti0adPk6upqsW7IkCHZXSJyoGwN9kOGDNHWrVt16tQpbd++XS+99JJsbW3VoUMHubm5qUePHho8eLA2b96s3bt3q1u3bgoMDFTNmjUlSY0aNVJAQIA6deqkffv2ae3atXrnnXcUGhpqnnHv3bu3fv/9dw0bNkxHjx7V7NmztWTJEg0aNCg7Dx0AAAAA0vHy8jIvbm5uMplM5tcFChTQlClTVKRIETk4OKhixYqKiooyb1u/fn3169fPYrzz58/L3t7ePNk5e/ZslSxZUo6OjvL09NTLL7/8RI8Pj0e2Bvs///xTHTp0UOnSpdW2bVvlz59fP/30kzw8PCRJU6dOVfPmzRUSEqLatWvLy8tLy5cvN29va2urVatWydbWVoGBgXr11VfVuXNnjR071tzHx8dHq1ev1vr161WhQgVNnjxZn376KY+6AwAAAGBVpk+frsmTJ+vDDz/U/v37FRwcrBdffFHHjh2TJPXs2VORkZFKSkoyb7Nw4UIVLlxY9evX1y+//KI33nhDY8eOVUxMjKKiolS7du3sOhxkoWy9xn7x4sX3bXd0dNSsWbM0a9ase/bx9vbWmjVr7jtO3bp19euvvz5UjQAAAACQE3z44YcaPny42rdvL0maNGmSNm/erGnTpmnWrFlq3bq1+vXrpxUrVqht27aSpIiICHXt2lUmk0mxsbFydnZW8+bNlSdPHnl7e6tSpUrZeUjIIjnqGnsAAAAAQHqJiYk6c+aMgoKCLNYHBQXpyJEjkm5PjHbq1Enz58+XJO3Zs0cHDx5U165dJUkNGzaUt7e3fH191alTJy1atEjXrl17oseBx4NgDwAAAABPiZ49e2r9+vX6888/FR4ervr168vb21uSlCdPHu3Zs0dffvmlChYsqFGjRqlChQpKSEjI3qLxyAj2AAAAAJDDubq6qlChQoqOjrZYHx0dbX4imCSVK1dOVatW1SeffKLIyEh1797don+uXLnUoEEDvf/++9q/f79OnTqlTZs2PZFjwOOTo55jDwAAAAC4u6FDh2r06NEqUaKEKlasqPDwcO3du1eLFi2y6NezZ0/169dPzs7Oeumll8zrV61apd9//121a9dW3rx5tWbNGqWmpqp06dJP+lCQxQj2AAAAAGAF3njjDV26dElvvvmmzp07p4CAAK1cuVIlS5a06NehQwcNHDhQHTp0kKOjo3m9u7u7li9frrCwMN24cUMlS5bUl19+qbJlyz7pQ0EWI9gDAAAA+M/xHFAvu0t4oK5du5pvfCdJNjY2Gj16tEaPHn3f7f7++2/duHFDPXr0sFhfq1Ytbdmy5TFUiuxGsAcAAACAp0BycrIuXLigd955RzVr1lTlypWzuyQ8Idw8DwAAAACeAtHR0SpYsKB27dqluXPnZnc5eIKYsQcAAACAp0DdunVlGEZ2l4FswIw9AAAAAABWjGAPAAAAAIAVI9gDAAAAeKqlpqZmdwnAXWXVpRNcYw8AAADgqWRvby8bGxudOXNGHh4esre3l8lkyu6yAEm3Q/358+dlMplkZ2f3SGMR7AEAAAA8lWxsbOTj46OzZ8/qzJkz2V0OkI7JZFKRIkVka2v7SOMQ7AEAAAA8tezt7VWsWDHdunVLKSkp2V0OYMHOzu6RQ71EsAcAAADwlEs71flRT3cGcipungcAAAAAgBUj2AMAAAAAYMUI9gAAAAAAWDGCPQAAAAAAVoyb5+UQjUd+leG+UePaPcZKAAAAAADWhBl7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIrlmGD/3nvvyWQyaeDAgeZ1N27cUGhoqPLnzy8XFxeFhIQoPj7eYrvY2Fg1a9ZMuXPnVoECBTR06FDdunXLos+WLVtUuXJlOTg4yM/PTxEREU/giAAAAAAAePxyRLDftWuX5s2bp/Lly1usHzRokL777jt9/fXX2rp1q86cOaPWrVub21NSUtSsWTPdvHlT27dv14IFCxQREaFRo0aZ+5w8eVLNmjVTvXr1tHfvXg0cOFA9e/bU2rVrn9jxAQAAAADwuGR7sL9y5Yo6duyoTz75RHnz5jWvv3Tpkj777DNNmTJF9evXV5UqVRQeHq7t27frp59+kiStW7dOhw8f1sKFC1WxYkU1adJE48aN06xZs3Tz5k1J0ty5c+Xj46PJkyfL399f/fr108svv6ypU6dmy/ECAAAAAJCVsj3Yh4aGqlmzZmrQoIHF+t27dys5OdlifZkyZVSsWDHt2LFDkrRjxw6VK1dOnp6e5j7BwcFKTEzUoUOHzH3uHDs4ONg8xt0kJSUpMTHRYgEAAAAAICfKlZ07X7x4sfbs2aNdu3ala4uLi5O9vb3c3d0t1nt6eiouLs7c59+hPq09re1+fRITE3X9+nU5OTml2/fEiRM1ZsyYhz4uAAAAAACelGybsT99+rQGDBigRYsWydHRMbvKuKsRI0bo0qVL5uX06dPZXRIAAAAAAHeVbcF+9+7dOnfunCpXrqxcuXIpV65c2rp1q2bMmKFcuXLJ09NTN2/eVEJCgsV28fHx8vLykiR5eXmlu0t+2usH9XF1db3rbL0kOTg4yNXV1WIBAAAAACAnyrZg/8ILL+jAgQPau3evealatao6duxo/rOdnZ02btxo3iYmJkaxsbEKDAyUJAUGBurAgQM6d+6cuc/69evl6uqqgIAAc59/j5HWJ20MAAAAAACsWbZdY58nTx49++yzFuucnZ2VP39+8/oePXpo8ODBypcvn1xdXdW/f38FBgaqZs2akqRGjRopICBAnTp10vvvv6+4uDi98847Cg0NlYODgySpd+/emjlzpoYNG6bu3btr06ZNWrJkiVavXv1kDxgAAAAAgMcgW2+e9yBTp06VjY2NQkJClJSUpODgYM2ePdvcbmtrq1WrVqlPnz4KDAyUs7OzunTporFjx5r7+Pj4aPXq1Ro0aJCmT5+uIkWK6NNPP1VwcHB2HBIAAAAAAFkqRwX7LVu2WLx2dHTUrFmzNGvWrHtu4+3trTVr1tx33Lp16+rXX3/NihIBAAAAAMhRsv059gAAAAAA4OER7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAij1UsPf19dWFCxfSrU9ISJCvr+8jFwUAAAAAADLmoYL9qVOnlJKSkm59UlKS/vrrr0cuCgAAAAAAZEyuzHReuXKl+c9r166Vm5ub+XVKSoo2btyo4sWLZ1lxAAAAAADg/jIV7Fu1aiVJMplM6tKli0WbnZ2dihcvrsmTJ2dZcQAAAAAA4P4yFexTU1MlST4+Ptq1a5eeeeaZx1IUAAAAAADImEwF+zQnT57M6joAAAAAAMBDeKhgL0kbN27Uxo0bde7cOfNMfpr58+c/cmEAAAAAAODBHirYjxkzRmPHjlXVqlVVsGBBmUymrK4LAAAAAABkwEMF+7lz5yoiIkKdOnXK6noAAAAAAEAmPNRz7G/evKnnnnsuq2sBAAAAAACZ9FDBvmfPnoqMjMzqWgAAAAAAQCY91Kn4N27c0Mcff6wNGzaofPnysrOzs2ifMmVKlhQHAAAAAADu76GC/f79+1WxYkVJ0sGDBy3auJEeAAAAAABPzkMF+82bN2d1HQAAAAAA4CE81DX2AAAAAAAgZ3ioGft69erd95T7TZs2PXRBAAAAAAAg4x4q2KddX58mOTlZe/fu1cGDB9WlS5esqAsAAAAAAGTAQwX7qVOn3nV9WFiYrly58kgFAQAAAACAjMvSa+xfffVVzZ8/PyuHBAAAAAAA95GlwX7Hjh1ydHTMyiEBAAAAAMB9PNSp+K1bt7Z4bRiGzp49q19++UUjR47MksIAAAAAAMCDPVSwd3Nzs3htY2Oj0qVLa+zYsWrUqFGWFAYAAAAAAB7soYJ9eHh4VtcBAAAAAAAewkMF+zS7d+/WkSNHJElly5ZVpUqVsqQoAAAAAACQMQ8V7M+dO6f27dtry5Ytcnd3lyQlJCSoXr16Wrx4sTw8PLKyRgAAAAAAcA8PdVf8/v376/Llyzp06JAuXryoixcv6uDBg0pMTNQbb7yR1TUCAAAAAIB7eKgZ+6ioKG3YsEH+/v7mdQEBAZo1axY3zwMAAAAA4Al6qBn71NRU2dnZpVtvZ2en1NTURy4KAAAAAABkzEMF+/r162vAgAE6c+aMed1ff/2lQYMG6YUXXsiy4gAAAAAAwP09VLCfOXOmEhMTVbx4cZUoUUIlSpSQj4+PEhMT9dFHH2V1jQAAAAAA4B4e6hr7okWLas+ePdqwYYOOHj0qSfL391eDBg2ytDgAAAAAAHB/mZqx37RpkwICApSYmCiTyaSGDRuqf//+6t+/v6pVq6ayZctq27Ztj6tWAAAAAABwh0wF+2nTpqlXr15ydXVN1+bm5qbXX39dU6ZMybLiAAAAAADA/WUq2O/bt0+NGze+Z3ujRo20e/fuRy4KAAAAAABkTKaCfXx8/F0fc5cmV65cOn/+/CMXBQAAAAAAMiZTwb5w4cI6ePDgPdv379+vggULPnJRAAAAAAAgYzIV7Js2baqRI0fqxo0b6dquX7+u0aNHq3nz5llWHAAAAAAAuL9MPe7unXfe0fLly1WqVCn169dPpUuXliQdPXpUs2bNUkpKit5+++3HUigAAAAAAEgvU8He09NT27dvV58+fTRixAgZhiFJMplMCg4O1qxZs+Tp6flYCgUAAAAAAOllKthLkre3t9asWaN//vlHx48fl2EYKlmypPLmzfs46gMAAAAAAPeR6WCfJm/evKpWrVpW1gIAAAAAADIpUzfPAwAAAAAAOQvBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYgR7AAAAAACsGMEeAAAAAAArRrAHAAAAAMCKZWuwnzNnjsqXLy9XV1e5uroqMDBQ33//vbn9xo0bCg0NVf78+eXi4qKQkBDFx8dbjBEbG6tmzZopd+7cKlCggIYOHapbt25Z9NmyZYsqV64sBwcH+fn5KSIi4kkcHgAAAAAAj122BvsiRYrovffe0+7du/XLL7+ofv36atmypQ4dOiRJGjRokL777jt9/fXX2rp1q86cOaPWrVubt09JSVGzZs108+ZNbd++XQsWLFBERIRGjRpl7nPy5Ek1a9ZM9erV0969ezVw4ED17NlTa9eufeLHCwAAAABAVsuVnTtv0aKFxevx48drzpw5+umnn1SkSBF99tlnioyMVP369SVJ4eHh8vf3108//aSaNWtq3bp1Onz4sDZs2CBPT09VrFhR48aN0/DhwxUWFiZ7e3vNnTtXPj4+mjx5siTJ399fP/74o6ZOnarg4OC71pWUlKSkpCTz68TExMf0DgAAAAAA8GhyzDX2KSkpWrx4sa5evarAwEDt3r1bycnJatCggblPmTJlVKxYMe3YsUOStGPHDpUrV06enp7mPsHBwUpMTDTP+u/YscNijLQ+aWPczcSJE+Xm5mZeihYtmpWHCgAAAABAlsn2YH/gwAG5uLjIwcFBvXv31jfffKOAgADFxcXJ3t5e7u7uFv09PT0VFxcnSYqLi7MI9WntaW3365OYmKjr16/ftaYRI0bo0qVL5uX06dNZcagAAAAAAGS5bD0VX5JKly6tvXv36tKlS1q6dKm6dOmirVu3ZmtNDg4OcnBwyNYaAAAAAADIiGwP9vb29vLz85MkValSRbt27dL06dPVrl073bx5UwkJCRaz9vHx8fLy8pIkeXl5aefOnRbjpd01/9997ryTfnx8vFxdXeXk5PS4DgsAAAAAgCci24P9nVJTU5WUlKQqVarIzs5OGzduVEhIiCQpJiZGsbGxCgwMlCQFBgZq/PjxOnfunAoUKCBJWr9+vVxdXRUQEGDus2bNGot9rF+/3jwGAAD388oX7TPVP7LT4sdUCQAAwN1la7AfMWKEmjRpomLFiuny5cuKjIzUli1btHbtWrm5ualHjx4aPHiw8uXLJ1dXV/Xv31+BgYGqWbOmJKlRo0YKCAhQp06d9P777ysuLk7vvPOOQkNDzafS9+7dWzNnztSwYcPUvXt3bdq0SUuWLNHq1auz89ABAAAAAMgS2Rrsz507p86dO+vs2bNyc3NT+fLltXbtWjVs2FCSNHXqVNnY2CgkJERJSUkKDg7W7Nmzzdvb2tpq1apV6tOnjwIDA+Xs7KwuXbpo7Nix5j4+Pj5avXq1Bg0apOnTp6tIkSL69NNP7/moOwB4kqa/Mi9T/QdEvv6YKgEAAIC1ytZg/9lnn9233dHRUbNmzdKsWbPu2cfb2zvdqfZ3qlu3rn799deHqhEAAAAAgJwsx11jDwAA8LhwzwQAwNOIYA8AWSwzwaGG6j3GSgAAAPBfQLAHcoDMBEFmjwAAAAD8m012FwAAAAAAAB4ewR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBh3xQeszPRX5mWq/4DI1x9TJQAAAAByAoI9AADAPfCPqQAAa8Cp+AAAAAAAWDGCPQAAAAAAVoxT8QEAyEKZOXWb07YBAEBWYMYeAAAAAAArRrAHAAAAAMCKEewBAAAAALBiBHsAAAAAAKwYwR4AAAAAACtGsAcAAAAAwIoR7AEAAAAAsGIEewAAAAAArBjBHgAAAAAAK0awBwAAAADAihHsAQAAAACwYrmyuwAAAAAgTeORX2Wqf9S4do+pEgCwHszYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWjGAPAAAAAIAVI9gDAAAAAGDFCPYAAAAAAFgxgj0AAAAAAFaMYA8AAAAAgBUj2AMAAAAAYMUI9gAAAAAAWDGCPQAAAAAAVoxgDwAAAACAFSPYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWjGAPAAAAAIAVI9gDAAAAAGDFCPYAAAAAAFgxgj0AAAAAAFaMYA8AAAAAgBUj2AMAAAAAYMUI9gAAAAAAWDGCPQAAAAAAVoxgDwAAAACAFSPYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWjGAPAAAAAIAVI9gDAAAAAGDFCPYAAAAAAFgxgj0AAAAAAFaMYA8AAAAAgBUj2AMAAAAAYMUI9gAAAAAAWDGCPQAAAAAAVoxgDwAAAACAFSPYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWjGAPAAAAAIAVI9gDAAAAAGDFCPYAAAAAAFgxgj0AAAAAAFaMYA8AAAAAgBUj2AMAAAAAYMUI9gAAAAAAWDGCPQAAAAAAVoxgDwAAAACAFSPYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWLFuD/cSJE1WtWjXlyZNHBQoUUKtWrRQTE2PR58aNGwoNDVX+/Pnl4uKikJAQxcfHW/SJjY1Vs2bNlDt3bhUoUEBDhw7VrVu3LPps2bJFlStXloODg/z8/BQREfG4Dw8AAAAAgMcuW4P91q1bFRoaqp9++knr169XcnKyGjVqpKtXr5r7DBo0SN99952+/vprbd26VWfOnFHr1q3N7SkpKWrWrJlu3ryp7du3a8GCBYqIiNCoUaPMfU6ePKlmzZqpXr162rt3rwYOHKiePXtq7dq1T/R4AQAAAADIarmyc+dRUVEWryMiIlSgQAHt3r1btWvX1qVLl/TZZ58pMjJS9evXlySFh4fL399fP/30k2rWrKl169bp8OHD2rBhgzw9PVWxYkWNGzdOw4cPV1hYmOzt7TV37lz5+Pho8uTJkiR/f3/9+OOPmjp1qoKDg5/4cT9p01+Zl6n+AyJff0yVAAAAAACyWrYG+ztdunRJkpQvXz5J0u7du5WcnKwGDRqY+5QpU0bFihXTjh07VLNmTe3YsUPlypWTp6enuU9wcLD69OmjQ4cOqVKlStqxY4fFGGl9Bg4ceNc6kpKSlJSUZH6dmJiYVYeYJV75on2m+tdQvcdUCQAAAAAgu+WYm+elpqZq4MCBCgoK0rPPPitJiouLk729vdzd3S36enp6Ki4uztzn36E+rT2t7X59EhMTdf369XS1TJw4UW5ubualaNGiWXKMAAAAAABktRwT7ENDQ3Xw4EEtXrw4u0vRiBEjdOnSJfNy+vTp7C4JAAAAAIC7yhGn4vfr10+rVq3SDz/8oCJFipjXe3l56ebNm0pISLCYtY+Pj5eXl5e5z86dOy3GS7tr/r/73Hkn/fj4eLm6usrJySldPQ4ODnJwcMiSYwOAp1X89M2Z6u85gMuCAAAAHodsnbE3DEP9+vXTN998o02bNsnHx8eivUqVKrKzs9PGjRvN62JiYhQbG6vAwEBJUmBgoA4cOKBz586Z+6xfv16urq4KCAgw9/n3GGl90sYAAAAAAMBaZeuMfWhoqCIjI7VixQrlyZPHfE28m5ubnJyc5Obmph49emjw4MHKly+fXF1d1b9/fwUGBqpmzZqSpEaNGikgIECdOnXS+++/r7i4OL3zzjsKDQ01z7r37t1bM2fO1LBhw9S9e3dt2rRJS5Ys0erVq7Pt2IH/oszM8DK7i/+CU2E+D+70L8XDTj6mSgAAgDXL1hn7OXPm6NKlS6pbt64KFixoXr766itzn6lTp6p58+YKCQlR7dq15eXlpeXLl5vbbW1ttWrVKtna2iowMFCvvvqqOnfurLFjx5r7+Pj4aPXq1Vq/fr0qVKigyZMn69NPP/1PPOoOAAAAAPB0y9YZe8MwHtjH0dFRs2bN0qxZs+7Zx9vbW2vWrLnvOHXr1tWvv/6a6RoBa5eZGUFmA3M+ZniBnI3fXABAdsgxd8UHAAAAAACZR7AHAAAAAMCK5YjH3QEAgOzF4wsBALBezNgDAAAAAGDFmLEHAAB4ynAGBgD8tzBjDwAAAACAFSPYAwAAAABgxQj2AAAAAABYMYI9AAAAAABWjGAPAAAAAIAVI9gDAAAAAGDFCPYAAAAAAFgxgj3+r717D4/p3vc4/kmQm9wkEZEtLq3siHZLCCGoe4U6RWUf6tJqKVpSRauabhVU6aEobdFzGrduFK1LL66VbkdJKd2RtohqY1NN6G6Iul+yzh+ezDEyiRmSJmvyfj3PPI9Z67fW+mV9/NbMd9asNQAAAAAAE6OwBwAAAADAxCjsAQAAAAAwMQp7AAAAAABMjMIeAAAAAAATo7AHAAAAAMDEKOwBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOjsAcAAAAAwMQo7AEAAAAAMDEKewAAAAAATIzCHgAAAAAAE6OwBwAAAADAxCjsAQAAAAAwMQp7AAAAAABMjMIeAAAAAAATo7AHAAAAAMDEKOwBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOjsAcAAAAAwMQo7AEAAAAAMDEKewAAAAAATIzCHgAAAAAAE6OwBwAAAADAxCjsAQAAAAAwMQp7AAAAAABMjMIeAAAAAAATo7AHAAAAAMDEKOwBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOrXNYdAIpycs4XDrWv8Vz7UuoJAAAAAJRfnLEHAAAAAMDEOGOPQo5OrGd327oTs0qxJwAAAACA2+GMPQAAAAAAJkZhDwAAAACAiVHYAwAAAABgYhT2AAAAAACYGIU9AAAAAAAmRmEPAAAAAICJUdgDAAAAAGBiFPYAAAAAAJgYhT0AAAAAACZGYQ8AAAAAgIlR2AMAAAAAYGIU9gAAAAAAmBiFPQAAAAAAJkZhDwAAAACAiVHYAwAAAABgYhT2AAAAAACYGIU9AAAAAAAmRmEPAAAAAICJUdgDAAAAAGBiFPYAAAAAAJhY5bLuAAAAAHCn+r3/qN1tlz/2QSn2BADKDmfsAQAAAAAwMc7YAwAAoEKY0+9dh9o/t3xYKfUEAEoWZ+wBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOjsAcAAAAAwMQo7AEAAAAAMLEyLez/93//Vw8//LBCQ0Pl4uKidevWWc03DEMTJkxQzZo15enpqU6dOumHH36wapObm6v+/fvL19dX/v7+Gjx4sM6dO2fVJiMjQw888IA8PDwUFham6dOnl/afBgAAAADAH6JMf+7u/PnzioqK0qBBg9SrV69C86dPn665c+dqyZIlqlevnl555RXFx8frwIED8vDwkCT1799f2dnZ2rp1q65evaonn3xSQ4cO1fLlyyVJZ8+eVefOndWpUyctWLBA3377rQYNGiR/f38NHTr0D/17AaA8m98/zqH2vWKnllJPAAAA4IgyLey7du2qrl272pxnGIbefPNNjR8/Xj169JAkLV26VDVq1NC6dev06KOP6uDBg9q0aZO+/vprNW3aVJL01ltv6aGHHtIbb7yh0NBQLVu2TFeuXNHChQvl5uam++67T+np6Zo1axaFPQAAAADA9MrtNfZZWVnKyclRp06dLNP8/PzUvHlzpaWlSZLS0tLk7+9vKeolqVOnTnJ1ddXu3bstbdq0aSM3NzdLm/j4eGVmZur06dM2t3358mWdPXvW6gEAAAAAQHlUpmfsi5OTkyNJqlGjhtX0GjVqWObl5OQoODjYan7lypUVEBBg1aZevXqF1lEwr1q1aoW2PW3aNE2aNKlk/hAAKEPZ2Q+XdRcAFMHR8Vmz5iel1BMAgNmV2zP2ZSkpKUl5eXmWx/Hjx8u6SwAAAAAA2FRuz9iHhIRIkk6ePKmaNWtapp88eVLR0dGWNqdOnbJa7tq1a8rNzbUsHxISopMnT1q1KXhe0OZW7u7ucnd3L5G/AwBQ+vY2jbW/cdfnS68jAAAAZaDcFvb16tVTSEiItm3bZinkz549q927d+uZZ56RJMXFxenMmTPat2+fYmJiJEmpqanKz89X8+bNLW3+9re/6erVq6pSpYokaevWrYqIiLD5NXygIuNroQDKA4c+qJH4sAYAUOGVaWF/7tw5HTlyxPI8KytL6enpCggIUO3atTVq1ChNmTJF4eHhlp+7Cw0NVc+ePSVJkZGR6tKli4YMGaIFCxbo6tWrSkxM1KOPPqrQ0FBJUr9+/TRp0iQNHjxY48aN03fffac5c+Zo9uzZZfEnA06Fn0cDAAAAyl6ZFvZ79+5V+/btLc/HjBkjSRo4cKAWL16sF198UefPn9fQoUN15swZtW7dWps2bbL8hr0kLVu2TImJierYsaNcXV2VkJCguXPnWub7+flpy5YtGjFihGJiYhQUFKQJEybwU3cAAKfnyIdvfPAGAIB5lWlh365dOxmGUeR8FxcXTZ48WZMnTy6yTUBAgJYvX17sdho1aqQdO3bccT8BOB+uyQZgNnxQAwAoSrm9xh4oT7jeEwAAAEB5xc/dAQAAAABgYpyxBwDAJBz95QoAAFAxcMYeAAAAAAATo7AHAAAAAMDEKOwBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOjsAcAAAAAwMQo7AEAAAAAMDF+xx4AAAAo507O+cLutjWea1+KPQFQHnHGHgAAAAAAE6OwBwAAAADAxCjsAQAAAAAwMQp7AAAAAABMjJvnAQAAADYcnVjP7rZ1J2aVYk8AoHicsQcAAAAAwMQo7AEAAAAAMDEKewAAAAAATIzCHgAAAAAAE6OwBwAAAADAxLgrfinZ2zTWsQW6Pl86HQEAAAAAODXO2AMAAAAAYGKcscddyc5+2KH26174t91te8VOdbQ7AAAAAFDhcMYeAAAAAAATo7AHAAAAAMDEKOwBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOjsAcAAAAAwMQo7AEAAAAAMDEKewAAAAAATIzCHgAAAAAAE6OwBwAAAADAxCjsAQAAAAAwMQp7AAAAAABMjMIeAAAAAAATo7AHAAAAAMDEKOwBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOjsAcAAAAAwMQo7AEAAAAAMDEKewAAAAAATIzCHgAAAAAAE6OwBwAAAADAxCjsAQAAAAAwscpl3QEAAAA4r71NYx1boOvzpdMRAHBiFPYAAADAH2x+/ziH2veKnVpKPQHgDCjsAQAAgLuUnf1wWXcBQAXGNfYAAAAAAJgYhT0AAAAAACZGYQ8AAAAAgIlR2AMAAAAAYGIU9gAAAAAAmBiFPQAAAAAAJkZhDwAAAACAiVHYAwAAAABgYhT2AAAAAACYGIU9AAAAAAAmRmEPAAAAAICJUdgDAAAAAGBiFPYAAAAAAJgYhT0AAAAAACZGYQ8AAAAAgIlR2AMAAAAAYGIU9gAAAAAAmBiFPQAAAAAAJkZhDwAAAACAiVHYAwAAAABgYhT2AAAAAACYGIU9AAAAAAAmRmEPAAAAAICJUdgDAAAAAGBiFPYAAAAAAJgYhT0AAAAAACZGYQ8AAAAAgIlVqML+nXfeUd26deXh4aHmzZtrz549Zd0lAAAAAADuSoUp7FeuXKkxY8YoOTlZ33zzjaKiohQfH69Tp06VddcAAAAAALhjFaawnzVrloYMGaInn3xSDRs21IIFC+Tl5aWFCxeWddcAAAAAALhjlcu6A3+EK1euaN++fUpKSrJMc3V1VadOnZSWllao/eXLl3X58mXL87y8PEnS2bNn7d7muevXHerjtcsX7G579eJVh9Z96epFh9r/fjnf7rZXfnesLxevXrO/H5fOO7RuTwfycVRp5ik5lqlZ85Qcy7Q085Qcy9SseUqOZVqaeUrlZ4yWZp6SY5mWZp4Sx1xbeA21zax5SuXnmFuRXkMB/DEK6k/DMG7b1sWwp5XJ/fLLL/rTn/6kXbt2KS4uzjL9xRdf1Pbt27V7926r9hMnTtSkSZP+6G4CAAAAAGDl+PHjqlWrVrFtKsQZe0clJSVpzJgxluf5+fnKzc1VYGCgXFxcyrBnpe/s2bMKCwvT8ePH5evrW9bdwV0iT+dCns6FPJ0PmToX8nQu5OlcKkqehmHo999/V2ho6G3bVojCPigoSJUqVdLJkyetpp88eVIhISGF2ru7u8vd3d1qmr+/f2l2sdzx9fV16kFS0ZCncyFP50KezodMnQt5OhfydC4VIU8/Pz+72lWIm+e5ubkpJiZG27Zts0zLz8/Xtm3brL6aDwAAAACA2VSIM/aSNGbMGA0cOFBNmzZVbGys3nzzTZ0/f15PPvlkWXcNAAAAAIA7VmEK+z59+ujXX3/VhAkTlJOTo+joaG3atEk1atQo666VK+7u7kpOTi50KQLMiTydC3k6F/J0PmTqXMjTuZCncyHPwirEXfEBAAAAAHBWFeIaewAAAAAAnBWFPQAAAAAAJkZhDwAAAACAiVHYm8hvv/2m4OBgHT16tKy7ckeOHj0qFxcXubi4KDo6uqy7U+bMnufixYsteY4aNaqsu1MukKlzIU/nYvY8//GPf1jy7NmzZ1l3p8yRp/MhU/Mye3b2MMNrKoW9ibz22mvq0aOH6tata5k2cuRIxcTEyN3dvchiefPmzWrRooV8fHxUvXp1JSQkODzwpk2bpmbNmsnHx0fBwcHq2bOnMjMzrdq0a9fO8h++4PH0009b5oeFhSk7O1vPP/+8Q9t2VrfmuX//fvXt21dhYWHy9PRUZGSk5syZY7XMzS8aNz9ycnIc2vawYcN07733ytPTU9WrV1ePHj106NAhqza2tvPBBx9Y5vfp00fZ2dmKi4u7sx3ghG7N9LffflOXLl0UGhoqd3d3hYWFKTExUWfPnrUsU1KZFjAMQ127dpWLi4vWrVtnNY9MHWPrmFvgt99+U61ateTi4qIzZ85YppdUnrc7nkrk6Shbed5uH5bk+ExLS1OHDh1UtWpV+fr6qk2bNrp48aJlft26dQtt5/XXX7fMb9mypbKzs9W7d+872wFOpqjxuXjxYjVq1EgeHh4KDg7WiBEjLPNuPsFw8+Orr75yaNu21uHi4qIZM2ZY2pCn427N9OZC6tbHqVOnJJXcGM3JydFjjz2mkJAQVa1aVU2aNNFHH31k1YZMi2ZrPH799dfq2LGj/P39Va1aNcXHx2v//v2W+SU1HtesWaPOnTsrMDBQLi4uSk9PL9Tm0qVLGjFihAIDA+Xt7a2EhASdPHnSqs2xY8fUrVs3eXl5KTg4WGPHjtW1a9cs883wmlphfu7O7C5cuKCUlBRt3ry50LxBgwZp9+7dysjIKDQvKytLPXr00JgxY7Rs2TLl5eVp9OjR6tWrl7755hu7t799+3aNGDFCzZo107Vr1/Tyyy+rc+fOOnDggKpWrWppN2TIEE2ePNny3MvLy/LvSpUqKSQkRN7e3nZv11nZynPfvn0KDg7W3//+d4WFhWnXrl0aOnSoKlWqpMTERKvlMzMz5evra3keHBzs0PZjYmLUv39/1a5dW7m5uZo4caI6d+6srKwsVapUydJu0aJF6tKli+W5v7+/5d+enp7y9PSUm5ubQ9t2VrYydXV1VY8ePTRlyhRVr15dR44c0YgRI5Sbm6vly5dbLX+3mRZ488035eLiUuR8MrVPccdcSRo8eLAaNWqkEydO2JxfEnkWdzwtQJ72KS7P4vZhgbvNMy0tTV26dFFSUpLeeustVa5cWfv375erq/X5lcmTJ2vIkCGW5z4+PpZ/u7m5KSQkRJ6enrp8+bJD23c2ReU5a9YszZw5UzNmzFDz5s11/vx5mycyPv/8c913332W54GBgQ5tPzs72+r5xo0bNXjwYCUkJFhNJ0/72cq0T58+VmNTkp544gldunSp0Bi82zH6+OOP68yZM/r4448VFBSk5cuXq3fv3tq7d68aN25saUemhdnK7ty5c+rSpYu6d++uefPm6dq1a0pOTlZ8fLyOHz+uKlWqWNre7Xg8f/68Wrdurd69e1tlc7PRo0frs88+0+rVq+Xn56fExET16tVLO3fulCRdv35d3bp1U0hIiHbt2qXs7Gw9/vjjqlKliqZOnSrJHK+pFPYmsWHDBrm7u6tFixZW0+fOnStJ+vXXX20W9vv27dP169c1ZcoUyxuIF154QT169NDVq1etBlZxNm3aZPV88eLFCg4O1r59+9SmTRvLdC8vL4WEhDj0t1VEtvIcNGiQVZt77rlHaWlpWrNmTaHCPjg42OabT3sNHTrU8u+6detqypQpioqK0tGjR3Xvvfda5vn7+5OnnWxlWq1aNT3zzDOW53Xq1NHw4cOtzuoUuNtMJSk9PV0zZ87U3r17VbNmTZttyNQ+RR1zJWn+/Pk6c+aMJkyYoI0bN9pcviTytOd4Sp72KS5Pe/bh3eY5evRojRw5Ui+99JJlWkRERKF2Pj4+5GkHW3mePn1a48eP1yeffKKOHTtapjdq1KjQ8oGBgXe1n29ddv369Wrfvr3uueceq+nkaT9bmRYUUgV+/fVXpaamKiUlpdDydztGd+3apfnz5ys2NlaSNH78eM2ePVv79u2zKuzJtDBb2R06dEi5ubmaPHmywsLCJEnJyclq1KiR/vWvf6l+/fqWtnc7Hh977DFJKvLbyHl5eUpJSdHy5cvVoUMHSTc+0I2MjNRXX32lFi1aaMuWLTpw4IA+//xz1ahRQ9HR0Xr11Vc1btw4TZw4sVwX8zfjq/gmsWPHDsXExDi8XExMjFxdXbVo0SJdv35deXl5ev/999WpUye7i3pb8vLyJEkBAQFW05ctW6agoCDdf//9SkpK0oULF+54G87M3jzz8vIK7WNJio6OVs2aNfXggw9aPm28U+fPn9eiRYtUr149y8G3wIgRIxQUFKTY2FgtXLhQhmHc1bacmT2Z/vLLL1qzZo3atm1baN7dZnrhwgX169dP77zzTrEvkGRqn6LyPHDggCZPnqylS5cWOtt6s5IYo/YcT8nTPsWNT3v24d3keerUKe3evVvBwcFq2bKlatSoobZt2+rLL78s1Pb1119XYGCgGjdurBkzZlh9DRT/z1aeW7duVX5+vk6cOKHIyEjVqlVLvXv31vHjxwst3717dwUHB6t169b6+OOP76ovJ0+e1GeffabBgwcXmkee9rPnNXTp0qXy8vLSX//610Lz7vaY27JlS61cuVK5ubnKz8/XBx98oEuXLqldu3ZW7ci0MFvZRUREKDAwUCkpKbpy5YouXryolJQURUZGFrp8piTHoy379u3T1atX1alTJ8u0Bg0aqHbt2kpLS5N041tVf/nLX1SjRg1Lm/j4eJ09e1bff/99ifeptHDG3iT+9a9/KTQ01OHl6tWrpy1btqh3794aNmyYrl+/rri4OG3YsOGO+5Kfn69Ro0apVatWuv/++y3T+/Xrpzp16ig0NFQZGRkaN26cMjMztWbNmjvelrOyJ89du3Zp5cqV+uyzzyzTatasqQULFqhp06a6fPmy3nvvPbVr1067d+9WkyZNHOrDvHnz9OKLL+r8+fOKiIjQ1q1brT6RnDx5sjp06CAvLy9t2bJFw4cP17lz5zRy5EjH/tgKorhM+/btq/Xr1+vixYt6+OGH9d5771nmlVSmo0ePVsuWLdWjR48i25Cp/WzlefnyZfXt21czZsxQ7dq19dNPPxVarqTytOd4Sp72K2p83m4flkSeBf9PJk6cqDfeeEPR0dFaunSpOnbsqO+++07h4eGSbtwzp0mTJgoICNCuXbuUlJSk7OxszZo1q4T2gvOwledPP/2k/Px8TZ06VXPmzJGfn5/Gjx+vBx98UBkZGXJzc5O3t7dmzpypVq1aydXVVR999JF69uypdevWqXv37nfUlyVLlsjHx0e9evWymk6ejrHnfVFKSor69etndRa/pI65q1atUp8+fRQYGKjKlSvLy8tLa9eutTqzTKa22crOx8dH//jHP9SzZ0+9+uqrkqTw8HBt3rxZlSvfKD9LYzzakpOTIzc3t0Lf6KhRo4blXgw5OTlWRX3B/IJ5pmHAFDp37mwMHz68yPnJyclGVFRUoenZ2dlGeHi4MXbsWOObb74xtm/fbrRt29bo2LGjkZ+ff0d9efrpp406deoYx48fL7bdtm3bDEnGkSNH7OprRXK7PL/99lsjKCjIePXVV2+7rjZt2hgDBgxwuA9nzpwxDh8+bGzfvt14+OGHjSZNmhgXL14ssv0rr7xi1KpVq9D0tm3bGs8995zD23c2xWWanZ1tHDx40Fi/fr3RsGFD45lnnil2XY5mun79eqN+/frG77//bpkmyVi7dm2xy5Fp0WzlOXr0aKNPnz6W51988YUhyTh9+nSx67rTMXqzoo6nNyPPot3umFugqH14M0fz3LlzpyHJSEpKspr+l7/8xXjppZeKXC4lJcWoXLmycenSJavpAwcONHr06GH39p2RrTxfe+01Q5KxefNmy7RTp04Zrq6uxqZNm4pc12OPPWa0bt36jvsSERFhJCYm3rYdeRbvdmN0165dhiRj7969t13XnRxzExMTjdjYWOPzzz830tPTjYkTJxp+fn5GRkZGkcuQ6Q22srtw4YIRGxtrPP7448aePXuMtLQ0IyEhwbjvvvuMCxcuFLmuuxmPWVlZhiTjn//8p9X0ZcuWGW5uboXaN2vWzHjxxRcNwzCMIUOGGJ07d7aaf/78eUOSsWHDBqvp5fk1la/im0RQUJBOnz7t8HLvvPOO/Pz8NH36dDVu3Fht2rTR3//+d23btk27d+92eH2JiYn69NNP9cUXX6hWrVrFtm3evLkk6ciRIw5vx9kVl+eBAwfUsWNHDR06VOPHj7/tumJjY+9oH/v5+Sk8PFxt2rTRhx9+qEOHDmnt2rVFtm/evLl+/vnnCnVDGEcUl2lISIgaNGig7t27691339X8+fML3XzpZo5mmpqaqh9//FH+/v6qXLmy5dPwhISEQl8jvBmZFs1WnqmpqVq9erVlHxdcxxsUFKTk5OQi13WnY/Rm9hxPybNo9r6G2rMPHc2z4H4XDRs2tJoeGRmpY8eOFduXa9euOfXPR90pW3na2s/Vq1dXUFDQbffznY7PHTt2KDMzU0899dRt25Jn8W43Rt977z1FR0fbdRmjo2P0xx9/1Ntvv62FCxeqY8eOioqKUnJyspo2bap33nmnyOXI9AZb2S1fvlxHjx7VokWL1KxZM7Vo0ULLly9XVlaW1q9fX+S67mY8FiUkJERXrlyx+gUb6cZlNAWXLoaEhBS6S37BczPdU4HC3iQaN26sAwcOOLzchQsXCl0HWnDX8/z8fLvXYxiGEhMTtXbtWqWmpqpevXq3Xabg5yaKuolXRVZUnt9//73at2+vgQMH6rXXXrNrXenp6Xe9jw3DkGEYxb6ZTU9PV7Vq1eTu7n5X23JW9o7RgnF3u33tSKYvvfSSMjIylJ6ebnlI0uzZs7Vo0aJit0OmttnK86OPPtL+/fst+7jgkoodO3ZY/aTWrUpijNpzPCXPotk7Pu3Zh47mWbduXYWGhhb6idjDhw+rTp06xW7H1dX1jn8hw5nZyrNVq1aSZLWfc3Nz9e9///u2+/lOx2dKSopiYmIUFRV127bkWbzixui5c+e0atUqm/cxsMXRTAvuX2Lr/XJx75XJ9AZb2RXUHzf/Sk/B89vt05KuG2JiYlSlShVt27bNMi0zM1PHjh2z/HRdXFycvv32W8vPKEo37tvh6+tb6EPZ8oxr7E0iPj5eSUlJOn36tKpVq2aZfuTIEZ07d045OTm6ePGi5c1fw4YN5ebmpm7dumn27NmaPHmy+vbtq99//10vv/yy6tSpY3WXz9sZMWKEli9frvXr18vHx8dyvYmfn588PT31448/avny5XrooYcUGBiojIwMjR49Wm3atLF5R9qKzlae3333nTp06KD4+HiNGTPGso8rVaqk6tWrS7rxU2b16tXTfffdp0uXLum9995TamqqtmzZYve2f/rpJ61cuVKdO3dW9erV9fPPP+v111+Xp6enHnroIUnSJ598opMnT6pFixby8PDQ1q1bNXXqVL3wwgslvCech61MN2zYoJMnT6pZs2by9vbW999/r7Fjx6pVq1aWm8eURKYhISE2P1GuXbu25UM4MnWMrTxv/sUISfr3v/8t6caZ14Jr90oiT3uOp+TpGFt52rMPSyJPFxcXjR07VsnJyYqKilJ0dLSWLFmiQ4cO6cMPP5R048ZNu3fvVvv27eXj46O0tDSNHj1aAwYMsHrNxw228vzzn/+sHj166LnnntN///d/y9fXV0lJSWrQoIHat28v6cb18G5ubpb3P2vWrNHChQut7ntir7Nnz2r16tWaOXNmoXnk6bii3udK0sqVK3Xt2jUNGDCg0HIlMUYbNGig+vXra9iwYXrjjTcUGBiodevWaevWrfr0008lkWlxbGX34IMPauzYsRoxYoSeffZZ5efn6/XXX1flypVLfDzm5ubq2LFj+uWXXyT9/4d7Be+N/Pz8NHjwYI0ZM0YBAQHy9fXVs88+q7i4OMud/Dt37qyGDRvqscce0/Tp05WTk6Px48drxIgR5vqwvIwvBYADYmNjjQULFlhNa9u2rSGp0CMrK8vSZsWKFUbjxo2NqlWrGtWrVze6d+9uHDx40DK/4JqUL774osht29qGJGPRokWGYRjGsWPHjDZt2hgBAQGGu7u7Ub9+fWPs2LFGXl5eoXVxjf0Nt+aZnJxscx/XqVPH0ua//uu/jHvvvdfw8PAwAgICjHbt2hmpqalW6120aJFR3NA+ceKE0bVrVyM4ONioUqWKUatWLaNfv37GoUOHLG02btxoREdHG97e3kbVqlWNqKgoY8GCBcb169cLra88X2v0R7s109TUVCMuLs7w8/MzPDw8jPDwcGPcuHFW12SXRKa26JZr7MnUcbaOuTezdY19SeRpz/GUPB13a5727MOSHJ/Tpk0zatWqZXh5eRlxcXHGjh07LPP27dtnNG/e3HKsiIyMNKZOnVro2l3DqHjX7xbF1vjMy8szBg0aZPj7+xsBAQHGI488Yhw7dswyf/HixUZkZKTh5eVl+Pr6GrGxscbq1aut1lEwrm9+H2XLu+++a3h6ehpnzpwpNI8870xRx9y4uDijX79+NpcpqTF6+PBho1evXkZwcLDh5eVlNGrUyFi6dKllPpkWz1Z2W7ZsMVq1amX4+fkZ1apVMzp06GCkpaVZ5pfUeCzI99ZHcnKypc3FixeN4cOHG9WqVTO8vLyMRx55xMjOzrZaz9GjR42uXbsanp6eRlBQkPH8888bV69eLbS98vyaSmFvIp9++qkRGRlp843b3UhNTTX8/f2N3NzcEl1vUSjsbyitPCdMmGC0bdu2RNdZnPJ8gPujkalzIU/n4ix5VsSiwZbSynPhwoVG/fr1jStXrpToeotCnv+PMWpezjIe7VGeX1O5xt5EunXrpqFDh+rEiRMlut4NGzbo5ZdfLvWvEh07dkze3t6aOnVqqW7HLEorz40bN2r69Okluk5bli1bJm9vb+3YsaPUt2UWZOpcyNO5mD3PHTt2yNvbW8uWLSv1bZlBab4nmjp1qqpUqVKi670VeRbGGDUvs49He5jhNdXFMAyjrDuBiuHmO4e6u7srLCysbDuEu/L7779b7hjq7++voKCgMu4R7haZOhfydC4XL160vGn29vY21Z2aURh5Oh8ydW5meE2lsAcAAAAAwMT4Kj4AAAAAACZGYQ8AAAAAgIlR2AMAAAAAYGIU9gAAAAAAmBiFPQAAAAAAJkZhDwAAAACAiVHYAwDgRNLS0lSpUiV169btD93ulStXNGPGDDVp0kRVq1aVn5+foqKiNH78eP3yyy9/aF8AAKho+B17AACcyFNPPSVvb2+lpKQoMzNToaGhpb7Ny5cvq3PnzsrIyNCkSZPUqlUrVa9eXVlZWVqxYoWqVaumadOm2Vz2ypUrcnNzK/U+AgDgzDhjDwCAkzh37pxWrlypZ555Rt26ddPixYsLtfn4448VHh4uDw8PtW/fXkuWLJGLi4vOnDljafPll1/qgQcekKenp8LCwjRy5EidP3++yO3Onj1bX375pVJTUzVy5EjFxMSodu3aatu2rRYsWKCpU6da2rZr106JiYkaNWqUgoKCFB8fL0navn27YmNj5e7urpo1a+qll17StWvXLMvVrVtXb775ptV2o6OjNXHiRMtzFxcXzZ8/X127dpWnp6fuueceffjhh5b5V65cUWJiomrWrCkPDw/VqVOnyA8cAAAwEwp7AACcxKpVq9SgQQNFRERowIABWrhwoW7+Yl5WVpb++te/qmfPntq/f7+GDRumv/3tb1br+PHHH9WlSxclJCQoIyNDK1eu1JdffqnExMQit7tixQo9+OCDaty4sc35Li4uVs+XLFkiNzc37dy5UwsWLNCJEyf00EMPqVmzZtq/f7/mz5+vlJQUTZkyxeF98MorryghIUH79+9X//799eijj+rgwYOSpLlz5+rjjz/WqlWrlJmZqWXLlqlu3boObwMAgPKGwh4AACeRkpKiAQMGSJK6dOmivLw8bd++3TL/3XffVUREhGbMmKGIiAg9+uijeuKJJ6zWMW3aNPXv31+jRo1SeHi4WrZsqblz52rp0qW6dOmSze0ePnxYERERVtMeeeQReXt7y9vbWy1btrSaFx4erunTpysiIkIRERGaN2+ewsLC9Pbbb6tBgwbq2bOnJk2apJkzZyo/P9+hffCf//mfeuqpp/TnP/9Zr776qpo2baq33npLknTs2DGFh4erdevWqlOnjlq3bq2+ffs6tH4AAMojCnsAAJxAZmam9uzZYylUK1eurD59+iglJcWqTbNmzayWi42NtXq+f/9+LV682FKUe3t7Kz4+Xvn5+crKyrK7P/PmzVN6eroGDRqkCxcuWM2LiYmxen7w4EHFxcVZndlv1aqVzp07p59//tnubUpSXFxcoecFZ+yfeOIJpaenKyIiQiNHjtSWLVscWjcAAOVV5bLuAAAAuHspKSm6du2a1c3yDMOQu7u73n77bfn5+dm1nnPnzmnYsGEaOXJkoXm1a9e2uUx4eLgyMzOtptWsWVOSFBAQUKh91apV7erLzVxdXXXr/X6vXr3q0DqaNGmirKwsbdy4UZ9//rl69+6tTp06WV2HDwCAGXHGHgAAk7t27ZqWLl2qmTNnKj093fLYv3+/QkNDtWLFCklSRESE9u7da7Xs119/bfW8SZMmOnDggOrXr1/oUdTd6/v27autW7fqn//85x31PzIyUmlpaVaF+86dO+Xj46NatWpJkqpXr67s7GzL/LNnz9r8BsFXX31V6HlkZKTlua+vr/r06aP/+Z//0cqVK/XRRx8pNzf3jvoNAEB5QWEPAIDJffrppzp9+rQGDx6s+++/3+qRkJBg+Tr+sGHDdOjQIY0bN06HDx/WqlWrLHfOL/ga/Lhx47Rr1y4lJiYqPT1dP/zwg9avX1/szfNGjx6tuLg4dezYUXPmzNE333yjrKwsbd68WRs3blSlSpWK7f/w4cN1/PhxPfvsszp06JDWr1+v5ORkjRkzRq6uN96qdOjQQe+//7527Nihb7/9VgMHDrS53tWrV2vhwoU6fPiwkpOTtWfPHkvfZ82apRUrVujQoUM6fPiwVq9erZCQEPn7+zu6ywEAKFco7AEAMLmUlBR16tTJ5tftExIStHfvXmVkZKhevXr68MMPtWbNGjVq1Ejz58+33BXf3d1dktSoUSNt375dhw8f1gMPPKDGjRtrwoQJVl/xv5WHh4e2bdumcePGadGiRWrdurUiIyM1atQotWrVSuvWrSu2/3/605+0YcMG7dmzR1FRUXr66ac1ePBgjR8/3tImKSlJbdu21X/8x3+oW7du6tmzp+69995C65o0aZI++OADNWrUSEuXLtWKFSvUsGFDSZKPj4+mT5+upk2bqlmzZjp69Kg2bNhg+fAAAACzcjFuvWANAABUGK+99poWLFig48ePl3VX7pqLi4vWrl2rnj17lnVXAAD4Q3HzPAAAKpB58+apWbNmCgwM1M6dOzVjxoxiv2YPAADKPwp7AAAqkB9++EFTpkxRbm6uateureeff15JSUll3S0AAHAX+Co+AAAAAAAmxt1iAAAAAAAwMQp7AAAAAABMjMIeAAAAAAATo7AHAAAAAMDEKOwBAAAAADAxCnsAAAAAAEyMwh4AAAAAABOjsAcAAAAAwMT+D+SIpYfUK/KKAAAAAElFTkSuQmCC\n"},"metadata":{}}],"source":["# Product wise age segimantation\n","Data_age_X_category = Data.groupby(['Category', 'age_group']).size().reset_index(name='count')\n","Data_age_X_category\n","\n","plt.figure(figsize = (12,8))\n","sns.barplot(x='age_group',y='count',hue='Category',data=Data_age_X_category, palette = 'Set1')\n","plt.title('Age distribution Across Various_Product Categories')\n","plt.xlabel('Age Groups')\n","plt.ylabel('Count')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"D9oY2vpJgSi1"},"source":["### Gender distribution across different product categories\n"]},{"cell_type":"code","execution_count":20,"metadata":{"executionInfo":{"elapsed":1467,"status":"ok","timestamp":1723448003849,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"durGPzF0goeT","colab":{"base_uri":"https://localhost:8080/","height":718},"outputId":"2d59dda7-96e7-498d-ba16-46d919c48fe9"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Distrubiting gender on differnt product\n","Data_age_X_category = Data.groupby(['Gender','Category']).size().reset_index(name='count')\n","Data_age_X_category\n","\n","plt.figure(figsize = (12,8))\n","sns.barplot(x='Category',y='count',hue='Gender',data=Data_age_X_category, palette = ['#FF0000', '#00FF00', '#0000FF'])\n","plt.title('Gender distribution Across Various_Product Categories')\n","plt.xlabel('Category')\n","plt.ylabel('Number of Customers')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"MhEnboDrh8mZ"},"source":["#### Gender distribution across different age groups\n"]},{"cell_type":"code","execution_count":21,"metadata":{"executionInfo":{"elapsed":1478,"status":"ok","timestamp":1723448035789,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"E811BdGwiDTp","colab":{"base_uri":"https://localhost:8080/","height":718},"outputId":"094050d4-795f-4d47-af6a-91aa86f5926e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["\n","Data_age_X_category = Data.groupby(['Gender','age_group']).size().reset_index(name='count')\n","Data_age_X_category\n","\n","plt.figure(figsize = (12,8))\n","ax=sns.barplot(x='age_group',y='count',hue='Gender',data=Data_age_X_category, palette = ['blue','orange'])\n","\n","for p in ax.patches:\n"," total_count = p.get_height()\n"," ax.annotate(f'{total_count:.0f}', (p.get_x() + p.get_width() / 2. , p.get_height()), ha = 'center', va = 'center', xytext = (0,10),textcoords = 'offset points')\n","\n","\n","plt.title('Gender distribution Across Various_Product Categories')\n","plt.xlabel('Age_Group')\n","plt.ylabel('Counts')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"Qe1aNk-upHLf"},"source":["###Purchase History"]},{"cell_type":"code","execution_count":22,"metadata":{"executionInfo":{"elapsed":1579,"status":"ok","timestamp":1723448045415,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"V3pJzzRbpKSz","colab":{"base_uri":"https://localhost:8080/","height":552},"outputId":"682f98c3-3c2c-47e3-be99-6a33049b82cb"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Product categories based on the quantity sold\n","\n","Data_categor_y_X_quantity = Data.groupby('Category')['Quantity'].sum()\n","Data_categor_y_X_quantity\n","Data_categor_y_X_quantity.sort_index().plot(kind = 'bar')\n","plt.title('Product Categories based on the Quantity Sold')\n","plt.xlabel('Categories')\n","plt.ylabel('Total quantity sold')\n","plt.xticks(rotation = 45, ha = 'right')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"omHa9qrFrXyC"},"source":["### Total transication made by paymnet method"]},{"cell_type":"code","execution_count":23,"metadata":{"executionInfo":{"elapsed":1408,"status":"ok","timestamp":1723448054671,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"2P75B4ffru7f","colab":{"base_uri":"https://localhost:8080/","height":524},"outputId":"2fa0d36e-f970-413d-e9c4-c51cd6681798"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Total payment made by Cash: 44447\n","Total payment made by Credit Card: 34931\n","Total payment made by Debit Card: 20079\n"]}],"source":["\n","# Calculate total transactions by payment method\n","Data_price_X_payment_method=Data.groupby('Payment_Method')['Price'].count()\n","# Sort and plot the data\n","Data_price_X_payment_method=Data_price_X_payment_method.sort_values(ascending=False)\n","sns.barplot(x=Data_price_X_payment_method.values,y=Data_price_X_payment_method.index,color='skyblue')\n","plt.title('Payment Method Used by Customers')\n","plt.xlabel('Transactions')\n","plt.ylabel('Payment Type')\n","plt.xticks(rotation=0)\n","plt.show()\n","\n","# Print details for each payment method\n","for payment_method, count in Data_price_X_payment_method.items():\n"," print(f\"Total payment made by {payment_method}: {count}\")"]},{"cell_type":"markdown","metadata":{"id":"yYX_yl5stc0A"},"source":["### **Shppping Mall Segmintation**"]},{"cell_type":"code","execution_count":24,"metadata":{"executionInfo":{"elapsed":2940,"status":"ok","timestamp":1723448076759,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"E2lPiIQNs6NV","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"5339d699-1a16-49e6-dfa1-feef58824c0d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x1100 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["Data_shopping_Mall = Data['Shopping_Mall'].value_counts()\n","Data_shopping_Mall\n","plt.figure(figsize=(12,11))\n","sns.barplot(x=Data_shopping_Mall.index,y=Data_shopping_Mall.values,color='skyblue')\n","plt.title('Frequency of Customers at Different Shopping Mall distribution')\n","plt.xlabel('Shopping Mall Distrubition')\n","plt.ylabel('Frequency')\n","plt.xticks(rotation=50,ha='right')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"dDLzhisF241Z"},"source":["###Specific Method prefered buy diffferent Age Groups"]},{"cell_type":"code","execution_count":25,"metadata":{"executionInfo":{"elapsed":2026,"status":"ok","timestamp":1723448088796,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"WBLLmpa7xZQt","colab":{"base_uri":"https://localhost:8080/","height":718},"outputId":"6ffa2763-4794-45ff-8768-c09ddf89f0f8"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["Data_age_X_payment_method = Data.groupby(['age_group','Payment_Method']).size().reset_index(name='count')\n","Data_age_X_payment_method\n","\n","plt.figure(figsize = (12,8))\n","sns.barplot(x='age_group',y='count',hue='Payment_Method',data=Data_age_X_payment_method, palette = 'Set1')\n","plt.title('Age distribution Across Various_Payment Methods')\n","plt.xlabel\n","plt.ylabel('Count')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"LpNTbPLO4BDs"},"source":["### **Sesional Trend**"]},{"cell_type":"markdown","metadata":{"id":"khX9aRQN4wV5"},"source":["### **Monthely Varition in sales volume of(each years)**"]},{"cell_type":"code","execution_count":30,"metadata":{"executionInfo":{"elapsed":18681,"status":"ok","timestamp":1723448636465,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"a-L-cIqz5DGK","colab":{"base_uri":"https://localhost:8080/","height":718},"outputId":"ad4dc07e-591e-413f-f0a9-79cc6edb5526"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Let Dataframe has columns 'Quantity', 'Price', and 'Order_Date'\n","\n","# Calculate sales amount\n","Data[Sales_Amount] = Data['Quantity'] * Data['Price']\n","\n","# Convert Order_Date to datetime\n","Data['Order_Date'] = pd.to_datetime(Data['Order_Date'], format=\"%d/%m/%Y\")\n","Data['Month'] = Data['Order_Date'].dt.month\n","\n","Monthly_sales = Data.groupby('Month')['Quantity'].sum()\n","plt.figure(figsize = (12,8))\n","sns.lineplot(x=Monthly_sales.index,y=Monthly_sales.values,color='green')\n","plt.title('Monthely Sales Varitation in Sales_Amount')\n","plt.xlabel('Month')\n","plt.ylabel('Sales Amount')\n","plt.xticks(range(1,13),['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'])\n","plt.grid(True)\n","plt.show()\n","\n"]},{"cell_type":"code","source":["Data['Sales_Amount'] = Data['Quantity'] * Data['Price']"],"metadata":{"id":"hSFGaY2nQkCX","executionInfo":{"status":"ok","timestamp":1723448831390,"user_tz":-300,"elapsed":431,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"}}},"execution_count":37,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"e9uX3Y7_sYF3"},"source":["### **Monthely sales varition in sales_Amount over Each Year**"]},{"cell_type":"code","execution_count":41,"metadata":{"executionInfo":{"elapsed":811,"status":"ok","timestamp":1723448990699,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"rVQEsT8Zs1Uv","colab":{"base_uri":"https://localhost:8080/","height":718},"outputId":"5de0f655-0f15-46d9-c162-cbae8fbdc8a3"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["\n","# Assuming the actual column name is 'Total_Sales'\n","Data['Year'] = Data['Order_Date'].dt.year\n","Data['Month'] = Data['Order_Date'].dt.month\n","\n","# Group and aggregate data (replace 'Sales_Amount' with the actual column name)\n","Monthly_sales = Data.groupby(['Year', 'Month'], as_index=False).agg({'Sales_Amount': 'sum'})\n","\n","# Create the line plot with hue for year\n","plt.figure(figsize=(12, 8))\n","\n","sns.lineplot(x='Month', y='Sales_Amount', hue='Year', data=Monthly_sales, markers='o') # Use 'o' for circle markers\n","plt.title('Monthly Sales Variation by Year')\n","plt.xlabel('Month')\n","plt.ylabel('Sales Amount')\n","plt.xticks(range(1, 13), ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n","plt.legend(title='year',loc='center right')\n","plt.grid(True)\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"Q3LXGTCgyjFj"},"source":["###**Identifing any significant seasonal trends or patterns in customer shopping behavior.**"]},{"cell_type":"code","execution_count":42,"metadata":{"executionInfo":{"elapsed":689,"status":"ok","timestamp":1723449001907,"user":{"displayName":"G.M Keerio","userId":"17671004916695510792"},"user_tz":-300},"id":"BgUz5PcyzHEb","colab":{"base_uri":"https://localhost:8080/","height":758},"outputId":"84d5c7b9-8663-40f8-9607-178a4db0764d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["def map_season(Month):\n"," if Month in [12,1,2]:\n"," return 'Winter'\n"," elif Month in [3,4,5]:\n"," return 'Spring'\n"," elif Month in [6,7,8]:\n"," return 'Summer'\n"," else:\n"," return 'Autumn'\n","\n","Data['Season'] = Data['Month'].apply(map_season)\n","Sesional_sales = Data.groupby('Season')['Sales_Amount'].sum()\n","plt.figure(figsize = (12,8))\n","sns.barplot(x=Sesional_sales.index,y=Sesional_sales.values,color='skyblue')\n","plt.title('Sesional Sales Varitation in Sales_Amount')\n","plt.xlabel('Season')\n","plt.ylabel('Sales Amount')\n","plt.xticks(rotation=50,ha='right')\n","plt.grid(True)\n","plt.show()"]}],"metadata":{"colab":{"provenance":[],"mount_file_id":"1DSV_21wL-EB7BODWJ12BW5cOohq3hNVY","authorship_tag":"ABX9TyOiBdEMr73g014SHKFGF9Qw"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}