1013 lines
1.2 MiB
1013 lines
1.2 MiB
{
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"cells": [
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||
{
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||
"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-21T18:08:34.210364Z",
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"start_time": "2025-06-21T18:08:33.967513Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import talib as ta # Make sure TA-Lib is installed: pip install TA-Lib\n",
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"import statsmodels.api as sm\n",
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"\n",
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"import warnings\n",
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"\n",
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"# 忽略所有警告\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"\n",
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"# --- 0. Configure your file path ---\n",
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"# Please replace 'your_futures_data.csv' with the actual path to your CSV file\n",
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"file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_i@SHFE_rb/KQ_i@SHFE_rb_min60.csv'\n"
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],
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"id": "b93c7ca1",
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||
"outputs": [],
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||
"execution_count": 1
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},
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{
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||
"cell_type": "code",
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||
"id": "60a48bac",
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||
"metadata": {
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||
"ExecuteTime": {
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||
"end_time": "2025-06-21T18:08:34.354678Z",
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||
"start_time": "2025-06-21T18:08:34.306963Z"
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}
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},
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"source": [
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"\n",
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"# --- 1. Data Loading and Preprocessing ---\n",
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"def load_and_preprocess_data(file_path):\n",
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" \"\"\"\n",
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" Loads historical futures data and performs basic preprocessing.\n",
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" Assumes data contains 'datetime', 'open', 'high', 'low', 'close', 'volume' columns.\n",
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" \"\"\"\n",
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" try:\n",
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" df = pd.read_csv(file_path, parse_dates=['datetime'], index_col='datetime')\n",
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" # Ensure data is sorted by time\n",
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" df = df.sort_index()\n",
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" # Check and handle missing values\n",
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" initial_rows = len(df)\n",
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" df.dropna(inplace=True)\n",
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" if len(df) < initial_rows:\n",
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" print(f\"Warning: Missing values found in data, deleted {initial_rows - len(df)} rows.\")\n",
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"\n",
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" # Check if necessary columns exist\n",
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" required_columns = ['open', 'high', 'low', 'close', 'volume']\n",
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" if not all(col in df.columns for col in required_columns):\n",
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" raise ValueError(f\"CSV file is missing required columns. Please ensure it contains: {required_columns}\")\n",
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"\n",
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" print(f\"Successfully loaded {len(df)} rows of data.\")\n",
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" print(\"First 5 rows of data:\")\n",
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" print(df.head())\n",
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" return df\n",
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" except FileNotFoundError:\n",
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" print(f\"Error: File '{file_path}' not found. Please check the path.\")\n",
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" return None\n",
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" except Exception as e:\n",
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" print(f\"Error during data loading or preprocessing: {e}\")\n",
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" return None\n",
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"\n",
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"# --- 2. Stationary Indicator Calculation Function ---\n",
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"def calculate_stationary_indicators(df, volume_window=10, price_lag=5):\n",
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" \"\"\"\n",
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" Calculates stationary indicators based on volume and price.\n",
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"\n",
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" Parameters:\n",
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" df (pd.DataFrame): K-line data containing 'close' and 'volume' columns.\n",
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" volume_window (int): Window size for calculating volume indicators (e.g., 10 for the past 10 periods' average volume).\n",
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" price_lag (int): Lag period for calculating future returns (e.g., 5 for future 5 periods' returns).\n",
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" \"\"\"\n",
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" df_processed = df.copy()\n",
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"\n",
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" # --- Stationary Volume Indicators ---\n",
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" # 1. Volume Rate of Change (VROC)\n",
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" df_processed['volume_roc'] = df_processed['volume'].pct_change(volume_window) * 100\n",
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"\n",
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" # 2. Volume to Moving Average Ratio\n",
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" df_processed['volume_ma_ratio'] = df_processed['volume'] / df_processed['volume'].rolling(window=volume_window).mean()\n",
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"\n",
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" # 3. Normalized Volume (Z-score standardization)\n",
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" # Using rolling mean and rolling standard deviation to avoid look-ahead bias and ensure local stationarity\n",
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" rolling_mean_vol = df_processed['volume'].rolling(window=volume_window).mean()\n",
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" rolling_std_vol = df_processed['volume'].rolling(window=volume_window).std()\n",
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" # Avoid division by zero\n",
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" df_processed['volume_normalized_zscore'] = (df_processed['volume'] - rolling_mean_vol) / rolling_std_vol.replace(0, np.nan)\n",
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"\n",
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" # --- Stationary Price Indicators ---\n",
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" # 1. Current Period Log Return\n",
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" df_processed['log_return'] = np.log(df_processed['close'] / df_processed['close'].shift(1))\n",
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"\n",
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" # 2. Future N-period Log Return (Our target variable for research)\n",
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" # shift(-price_lag) moves future data up to align with the current row for future return calculation\n",
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" df_processed['future_log_return'] = np.log(df_processed['close'].shift(-price_lag) / df_processed['close'])\n",
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"\n",
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" # 3. MACD Histogram Difference (Measures momentum change rate, potentially capturing trend initiation)\n",
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" try:\n",
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" macd, macdsignal, macdhist = ta.MACD(df_processed['close'], fastperiod=12, slowperiod=26, signalperiod=9)\n",
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" df_processed['macd_hist_diff'] = macdhist.diff(1)\n",
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" except Exception as e:\n",
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" print(f\"TA-Lib MACD calculation failed, possibly due to installation or data issues: {e}. 'macd_hist_diff' will contain NaN.\")\n",
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" df_processed['macd_hist_diff'] = np.nan\n",
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"\n",
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" # Drop rows with NaN values resulting from rolling windows and shift operations\n",
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" df_processed.dropna(inplace=True)\n",
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" if df_processed.empty:\n",
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" print(\"Warning: Data is empty after indicator calculation. Check original data volume or adjust window parameters.\")\n",
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" else:\n",
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" print(f\"Indicators calculated. {len(df_processed)} rows of data remaining for analysis.\")\n",
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" return df_processed\n",
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"\n",
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"# --- 3. Analysis and Visualization Function ---\n",
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"def analyze_and_visualize(processed_df):\n",
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" if processed_df.empty:\n",
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" print(\"No data available for analysis. Please check data loading and indicator calculation steps.\")\n",
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" return\n",
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"\n",
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" print(\"\\n--- Statistical Description of Indicators ---\")\n",
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" print(processed_df[['volume_roc', 'volume_ma_ratio', 'volume_normalized_zscore',\n",
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" 'log_return', 'future_log_return']].describe())\n",
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"\n",
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" # --- Correlation Analysis ---\n",
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" print(\"\\n--- Correlation between Volume Indicators and Future Returns ---\")\n",
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" volume_indicators = ['volume_roc', 'volume_ma_ratio', 'volume_normalized_zscore']\n",
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" for indicator in volume_indicators:\n",
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" if indicator in processed_df.columns and 'future_log_return' in processed_df.columns:\n",
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" correlation = processed_df[indicator].corr(processed_df['future_log_return'])\n",
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" print(f\"Correlation between '{indicator}' and 'future_log_return': {correlation:.4f}\")\n",
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" else:\n",
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" print(f\"Column '{indicator}' or 'future_log_return' does not exist. Skipping correlation calculation.\")\n",
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"\n",
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" # Plot correlation heatmap\n",
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" plt.figure(figsize=(9, 7))\n",
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" sns.heatmap(processed_df[volume_indicators + ['future_log_return']].corr(), annot=True, cmap='coolwarm', fmt=\".2f\")\n",
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" plt.title('Correlation Matrix: Volume Indicators vs. Future Log Returns', fontsize=16)\n",
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" plt.show()\n",
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"\n",
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" # --- Conditional Analysis: Future Returns based on Volume Anomaly ---\n",
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" # Define thresholds for abnormal volume (using quantiles of Z-score to adapt dynamically)\n",
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" if 'volume_normalized_zscore' in processed_df.columns:\n",
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" low_vol_threshold = processed_df['volume_normalized_zscore'].quantile(0.2)\n",
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" high_vol_threshold = processed_df['volume_normalized_zscore'].quantile(0.8)\n",
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"\n",
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" def categorize_volume(zscore):\n",
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" if zscore <= low_vol_threshold:\n",
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" return 'Low Volume'\n",
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" elif zscore >= high_vol_threshold:\n",
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" return 'High Volume'\n",
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" else:\n",
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" return 'Normal Volume'\n",
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"\n",
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" processed_df['volume_category'] = processed_df['volume_normalized_zscore'].apply(categorize_volume)\n",
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"\n",
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" print(\"\\n--- Statistics of Future Log Returns by Volume Category ---\")\n",
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" print(processed_df.groupby('volume_category')['future_log_return'].describe())\n",
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"\n",
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" # Plot box plot of future returns by volume category\n",
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" plt.figure(figsize=(10, 6))\n",
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" sns.boxplot(x='volume_category', y='future_log_return', data=processed_df, order=['Low Volume', 'Normal Volume', 'High Volume'], palette='viridis')\n",
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" plt.title('Distribution of Future Log Returns by Volume Category', fontsize=16)\n",
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" plt.xlabel('Volume Category', fontsize=12)\n",
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" plt.ylabel('Future Log Return', fontsize=12)\n",
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" plt.grid(True, linestyle='--', alpha=0.7)\n",
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" plt.show()\n",
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"\n",
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" # Plot histogram of future returns, categorized by volume\n",
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" plt.figure(figsize=(12, 7))\n",
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" sns.histplot(data=processed_df, x='future_log_return', hue='volume_category', kde=True, bins=70,\n",
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" palette={'Low Volume': 'red', 'Normal Volume': 'blue', 'High Volume': 'green'},\n",
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" alpha=0.6, line_kws={'linewidth':2})\n",
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" plt.title('Distribution of Future Log Returns by Volume Category', fontsize=16)\n",
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" plt.xlabel('Future Log Return', fontsize=12)\n",
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" plt.ylabel('Frequency', fontsize=12)\n",
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" plt.grid(True, linestyle='--', alpha=0.7)\n",
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" plt.show()\n",
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" else:\n",
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" print(\"Column 'volume_normalized_zscore' not found. Skipping volume category analysis.\")\n",
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"\n",
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"\n",
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" # --- Price Chart with Indicator Overlay (Simplified to line plot; consider mplfinance for OHLC charts) ---\n",
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" print(\"\\n--- Price Chart with Volume Indicator Overlay ---\")\n",
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" # Select a segment of data for visualization, ensuring sufficient data points\n",
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" if len(processed_df) > 100: # Need at least 100 data points to select a segment\n",
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" sample_size = min(200, len(processed_df) // 2) # Show max 200 data points or half of data\n",
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" plot_df = processed_df.sample(n=sample_size, random_state=42).sort_index() # Randomly sample and sort to maintain time continuity\n",
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" else:\n",
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" plot_df = processed_df.copy() # If data volume is small, plot all\n",
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"\n",
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||
" if not plot_df.empty:\n",
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" fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(15, 12), sharex=True, gridspec_kw={'height_ratios': [3, 1, 1]})\n",
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"\n",
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" # Subplot 1: Price Trend\n",
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" ax1.plot(plot_df.index, plot_df['close'], label='Close Price', color='blue', linewidth=1.5)\n",
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" ax1.set_title(f'Futures Price Trend, Normalized Volume, and Future Returns (Sample Period: {plot_df.index.min().strftime(\"%Y-%m-%d %H:%M\")} to {plot_df.index.max().strftime(\"%Y-%m-%d %H:%M\")})', fontsize=16)\n",
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" ax1.set_ylabel('Price', fontsize=12)\n",
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||
" ax1.grid(True, linestyle='--', alpha=0.6)\n",
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" ax1.legend()\n",
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"\n",
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" # Subplot 2: Normalized Volume Indicator\n",
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" ax2.bar(plot_df.index, plot_df['volume_normalized_zscore'], color='grey', alpha=0.7, label='Normalized Volume (Z-score)')\n",
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||
" if 'volume_normalized_zscore' in processed_df.columns:\n",
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" ax2.axhline(high_vol_threshold, color='green', linestyle='--', linewidth=0.8, label=f'High Vol Threshold ({high_vol_threshold:.2f})')\n",
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" ax2.axhline(low_vol_threshold, color='red', linestyle='--', linewidth=0.8, label=f'Low Vol Threshold ({low_vol_threshold:.2f})')\n",
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" ax2.set_ylabel('Normalized Volume', fontsize=12)\n",
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" ax2.grid(True, linestyle='--', alpha=0.6)\n",
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" ax2.legend()\n",
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"\n",
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" # Subplot 3: Future Log Return\n",
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" ax3.plot(plot_df.index, plot_df['future_log_return'], label='Future Log Return', color='purple', linewidth=1.5)\n",
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" ax3.axhline(0, color='black', linestyle='--', linewidth=0.8) # Zero return line\n",
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" ax3.set_ylabel('Future Log Return', fontsize=12)\n",
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" ax3.set_xlabel('Time', fontsize=12)\n",
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" ax3.grid(True, linestyle='--', alpha=0.6)\n",
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" ax3.legend()\n",
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"\n",
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" plt.tight_layout()\n",
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" plt.show()\n",
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" else:\n",
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" print(\"Selected plot time range has no data. Adjust time range or check data volume.\")\n",
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"\n"
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],
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"outputs": [],
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||
"execution_count": 2
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||
},
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||
{
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||
"cell_type": "code",
|
||
"id": "9ab3d054",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-21T18:08:35.089167Z",
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||
"start_time": "2025-06-21T18:08:34.428402Z"
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}
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||
},
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||
"source": [
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"\n",
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"df_raw = load_and_preprocess_data(file_path)\n",
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"\n",
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"if df_raw is not None and not df_raw.empty:\n",
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" # 您可以在这里调整 volume_window 和 price_lag 参数\n",
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" # volume_window: 用于计算成交量移动平均的周期，例如5分钟K线，设置为5表示过去5分钟的平均成交量\n",
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" # price_lag: 用于计算未来收益率的周期，例如5分钟K线，设置为5表示未来5分钟的收益率\n",
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" processed_data = calculate_stationary_indicators(\n",
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" df_raw, volume_window=10, price_lag=5\n",
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" )\n",
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" analyze_and_visualize(processed_data)\n",
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"else:\n",
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" print(\"无法进行分析，请检查数据加载是否成功。\")"
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],
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"outputs": [
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||
{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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||
"Successfully loaded 3902 rows of data.\n",
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"First 5 rows of data:\n",
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" open high low close volume open_oi \\\n",
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"datetime \n",
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"2022-12-30 14:00:00 4113.0 4118.0 4091.0 4099.0 386597.0 2793890.0 \n",
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"2023-01-03 09:00:00 4087.0 4087.0 4012.0 4032.0 882749.0 2759241.0 \n",
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||
"2023-01-03 10:00:00 4032.0 4050.0 4032.0 4037.0 208523.0 2713076.0 \n",
|
||
"2023-01-03 11:00:00 4037.0 4048.0 4032.0 4046.0 96128.0 2717795.0 \n",
|
||
"2023-01-03 13:00:00 4049.0 4059.0 4040.0 4052.0 143108.0 2719770.0 \n",
|
||
"\n",
|
||
" close_oi \n",
|
||
"datetime \n",
|
||
"2022-12-30 14:00:00 2759241.0 \n",
|
||
"2023-01-03 09:00:00 2713076.0 \n",
|
||
"2023-01-03 10:00:00 2717795.0 \n",
|
||
"2023-01-03 11:00:00 2719770.0 \n",
|
||
"2023-01-03 13:00:00 2723678.0 \n",
|
||
"Indicators calculated. 3863 rows of data remaining for analysis.\n",
|
||
"\n",
|
||
"--- Statistical Description of Indicators ---\n",
|
||
" volume_roc volume_ma_ratio volume_normalized_zscore log_return \\\n",
|
||
"count 3863.000000 3863.000000 3863.000000 3863.000000 \n",
|
||
"mean inf 0.998015 -0.008718 -0.000071 \n",
|
||
"std NaN 0.467965 0.937661 0.004022 \n",
|
||
"min -100.000000 0.000000 -2.216503 -0.027787 \n",
|
||
"25% -40.224708 0.643299 -0.740525 -0.002158 \n",
|
||
"50% -2.259478 0.924949 -0.164875 0.000000 \n",
|
||
"75% 64.149292 1.247852 0.582903 0.001947 \n",
|
||
"max inf 4.054781 2.809615 0.038023 \n",
|
||
"\n",
|
||
" future_log_return \n",
|
||
"count 3863.000000 \n",
|
||
"mean -0.000363 \n",
|
||
"std 0.009122 \n",
|
||
"min -0.050010 \n",
|
||
"25% -0.005788 \n",
|
||
"50% -0.000296 \n",
|
||
"75% 0.004854 \n",
|
||
"max 0.068530 \n",
|
||
"\n",
|
||
"--- Correlation between Volume Indicators and Future Returns ---\n",
|
||
"Correlation between 'volume_roc' and 'future_log_return': nan\n",
|
||
"Correlation between 'volume_ma_ratio' and 'future_log_return': 0.0115\n",
|
||
"Correlation between 'volume_normalized_zscore' and 'future_log_return': 0.0161\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x700 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"--- Statistics of Future Log Returns by Volume Category ---\n",
|
||
" count mean std min 25% 50% \\\n",
|
||
"volume_category \n",
|
||
"High Volume 773.0 -0.000170 0.008692 -0.039407 -0.005085 0.000000 \n",
|
||
"Low Volume 773.0 -0.000510 0.008661 -0.027622 -0.005910 -0.000307 \n",
|
||
"Normal Volume 2317.0 -0.000378 0.009411 -0.050010 -0.006051 -0.000519 \n",
|
||
"\n",
|
||
" 75% max \n",
|
||
"volume_category \n",
|
||
"High Volume 0.004926 0.034253 \n",
|
||
"Low Volume 0.004851 0.030201 \n",
|
||
"Normal Volume 0.004840 0.068530 \n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
],
|
||
"image/png": 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Iv/fR16um7xvN83Xr1k1ITU2t0I+CggJBoVAInTt3Fm7fvl1h+/r16wUfHx9h+vTplf4tyLQ4lJEsjuZMvz5Xp3JycgAAgYGBaNKkSYXt/v7+tboysWDBghqd9QOATp06Yfr06VptPXr0EM9iffvttzWOy1jWrl0LAHjrrbfg6+srtkskErz99tvo0KEDCgoKsGXLFp2PHzduXIWJ9CNGjICnpycKCwsrDEetzIMHD8Qz4PPmzdNaLdPW1hYffPABXF1dce3aNfzyyy8G9VEf5YdBVjYctD5zcnLCggULKlxxys/PF69ErFixosJcj6FDh+LVV1/F3bt38dNPP5kktj179uD69etwc3PDv/71L615O23btsX7778PAFi/fj0ePHggblu3bh2Ah8M8u3XrpvWcEydOhL+/v9FizM3Nxd69exEREQGpVIoFCxZoLfxRH/6OVakuTzk4OGDp0qVaObJZs2aYNm0agIfDFsu7c+cOmjZtWuHqCvDwSmKnTp0MjrFRo0ZYtGiR1rC1Vq1aiSMHNm3apPX6a4YAf/fddxAEQeu5tm7dipKSEjzzzDMG5ecXX3wRdnZ2uHDhAk6dOqW17dixY7h8+TIaN26MZ599FoD585IuAQEBmDFjhnjFCHh4hdHJyQk3btxA79698fLLL2s95o033gAAJCcno7S0VGw/ePAgUlJS4Ovri0WLFmm9P2xsbBAeHg4fHx8cPXoUFy5c0Cs+zTDRR684G9I/Hx+fCu0tW7ZEeHg4gIfDiQ21Zs0alJSUICwsDEOGDNHa1rp1a/znP/8B8L+8A0BcPVIqlWLhwoVafx9HR0csXLhQ63XQMMb7ZtKkSVAoFBXamzZtipdffhmlpaU6v5c1v3fcuHGV/SnIxFiYkcXRjCHXlfAe1blzZ8hkMmzbtg0bN27ErVu3jBZH8+bNdR6Y6Oull17S2a750jx+/Hilc2vqwo0bN5CZmQmg4vAP4OHfX7NSYWVznypb3UwzvEPf+RenTp1CUVERnJycdK6EVv5gyRT3h+vWrRuGDx9e4b/yQw/rs969e+tc2OXo0aO4f/8+unXrVukKgz169ACAKucs1MZff/0FAHjuued0TvIfMmQImjVrhn/++Ucs5MvKysR4XnjhBZ3P+/zzz9cqrtDQULEA7927N2bNmoWCggJxrk159eHvWBl98pSfn5/OFVk1Q34f/Zz6+/ujsLAQc+fOxenTpyvM66mJvn376iyigoOD4eTkhHv37uHMmTNie0BAALp27YrLly9rLcSiVqvx/fffA3h4fzJDODs7Y/DgwQAeDsMuT/Pz0KFDxQNwc+clXfr161fhu9HGxkYcati/f/8Kj3F2doaTkxNKS0u1TngeOHAAwMPPoK7hoJohxEDdvq9LSkqwf/9+xMTEYMGCBZg3bx4iIiKwefNmAKh07nNl1Go1/vzzTwAQX69H+fv7w8HBAWlpaeIJgmPHjkEQBHTq1EnnkEUfHx+t+W0axnjfDB06tNL+hISEQCKRYPPmzVrzKw8fPoyMjAy0b98effv2rfTxZFqcY0YWRzPZuFmzZtXu6+HhgXnz5uGTTz7BRx99hI8++gitW7eGQqHAgAEDMHTo0Bqv+KTvmPrKVHaPNE37/fv3kZ+fX+Mzi7WlORhzcnLSebURePj3Lb/voyq7dYHm+cqfAa+KpqCu6m9eXSy10dCXy6/s73b16lUAD7+wdR1AlFfZggi1pXm9Kvs8SCQStGnTBnfv3hX3zcvLE987lfWttvcg1MyBUavVyMnJQXJyMu7fv4/w8HB89913WlfF6sPfsTL65Cl3d3ed7ZrP6aM3+V24cCGmT5+OnTt3YufOnXjsscfg7++PXr164aWXXqrRLUuqer1at26N/Px83LhxQ6s9JCQEqamp2Lhxozh3LyEhAdevX0enTp0qXEnVxyuvvILdu3fj559/xrx582Bvb49//vlHvApTftEPc+clXSp7LR977LFqt+fn52vlZM37OiYmBjExMVX+Xn3f1y4uLsjOzq508ZzqKJVKvPvuu+Jqu7rcu3fPoOfMz88XH6OrcNW1f8uWLcXXtKrXv3Xr1jh37pxWmzHeN1U91tPTE3379kViYiL27dsnFnGaq2Vjx47V68Q2mQYLM7IogiAgLS0NAHQOZ9AlJCQEw4YNw/79+3H8+HEcP34cP//8M37++WesWLECGzdurNH9u8oPuTGVR4foVMUYZ62Njcn/f0z5+lT33JW9VzWPe/zxx6s9iK0vC6bUlUfvY1Z+EYTZs2dj8+bN4vvbnH/Hmr725VW3Mt6jvLy8sHfvXhw6dAhHjhxBamoqjh8/jiNHjmDlypX4z3/+U+mIAGN65pln0LJlS/z555+4evUq2rZti02bNgEw/GqZRu/evdG6dWtcv34dv/32G55//nns2bMHRUVFaNeuXa1GSRhDda93da+lIa+15ncFBgaKhUJlNIuhVKdz587Izs6uMFRUH8XFxXjrrbeQk5ODESNGYMyYMXj88cfRpEkTyGQyXLp0qcorSZUp/zfVNTrkUY/eJqGq7zlTfQdW97kODQ1FYmIiNm7ciKFDhyI7Oxv79++Hg4NDgz7JaAlYmJFFOXDgAO7evQvg4Rltfbm6umL06NHiEKT09HT861//QmpqKj799FMsW7bMJPFWpbLlkDXL9dvb24tLcwP/+zL4559/dD6uqjOINaEZkqU5m6jrqpnmjKqpb7SrKZw1fxtd6iqWypjy9THVc2vOnrdv3x6RkZE1C66WNK+X5vXTRfNZ0ezr5OQEOzs7lJSUICsrC97e3hUeU9V7paZxRkdH46WXXsKJEyfw008/icWHKf+Odf2515eNjQ369+8vXmG4d+8evv32W3zxxRf48MMP8fTTTxu0smRVtxXRvJaPfrZtbGwwZswYREdHY9OmTRg9ejQOHToEJyenGg9llUqlGDFiBFasWIFt27bh+eefF4cxjhw5UmtfU+Sl+vR6a97XgwYNwuTJk43ynIMGDcK+ffuQmJiInJycCqsdVyU5ORk5OTno3LlzhdURAeDKlSs1isnZ2RmNGjXC/fv3MXfuXLi4uOj1OH1ef13b6uL7rF+/fmjXrh3++usv/P333/jvf/8LlUqFl156qdIRMFQ3OMeMLEZhYaGYjPv27au1GIWhvLy8MGXKFAAQr8BpaL4YTT2/q7JFADT3+AoMDNQa169J0Onp6RUeU1xcXOlYdE1/9LmXT3mtWrUSz5LqugeLIAjiEsTlryyYgmZ8f35+vrjccnn379/H7t276ySWylT1+giCIM5heJQ+r09NX/vq9O7dG7a2tvjrr79qPLSotjRzr3bv3q1zaOtvv/2Gu3fv4rHHHhNvj2FraytOfN+1a5fO5/3555+NHquXlxdee+01AMAXX3whvma1+TtW9/pX9doD/5sHZG5NmjTBO++8A0dHRxQXF+Py5csGPf7QoUM6/3YHDhxAfn6+1utf3quvvgp7e3ts374d3377LQRBwMiRI2s1omHEiBGQSqU4cuQIDh06hJSUFMhksgqLZpgiL2kO2nW93rdv39aaZ2dqmuGhe/fuNWj0RlVeeOEFtG7dGqWlpVi4cGG1VwBPnz4t3sdOc1K2suGYVS2sU9XnTCaToU+fPgAeLkakr+7du0MikeDMmTM657VdvHixwjBGoG6+zyQSibg41bfffosffvgBABf9qA9YmFGDJwgCDhw4gFdeeQWXL19GixYtsHjxYr0ee/jwYRw4cEBrpSnNc/7xxx8AKs6D0hwI/f3337UPvgpnzpzB119/rdV27NgxcSjOo/fR6d27N4CHq5OVH3deVFSEf//738jOztb5e1q1agWg8gO7qkyaNAkAsGrVKq0vGEEQsGrVKqSlpcHR0bHCYgjGZm9vLw5NWrZsmdaZxtLSUvznP//B7du30aZNGzzzzDMmjaUymtdn586dWjcTLi0tRVRUVKVDdzSvz5UrVyq8Tx99bkNf++q4uroiJCQERUVFmDFjBs6fP19hn5KSEvz+++81ev/oY9iwYZDL5bh16xaWLl2qdeB09epV8QpUSEiIeB8r4H+r8q1fvx5KpVLrOePj43HixAmTxPvmm2/CwcEBmZmZ4omJ2vwdNfmmsht59+rVC1KpFImJieJCKcDDz+C6devqbLU/jeLiYnz77bc65xQdO3YMBQUFkMlk4vtaX/fv38fChQu1biZ98+ZN8fV/7bXXtF5/DRcXFzz//PPIz8/H5s2bjXJ/Jrlcjj59+kCtVmPOnDkAHhYpjw55N0Ve0hQIsbGxKCgoENtzc3Px/vvvi/fRqwuDBg2Cv78/Tp48iXnz5ul8ze/evYvvvvtO7xN/tra2iI6Ohr29PX777Te8+eabOq+W5+fnIzo6GmPGjBHnOGoW2Dh8+HCFz8vmzZvFYkaX6j5nb7/9NmxtbREVFYUdO3boLBgvXLiAX3/9Vfy5TZs24n3LFi5cqDW3rbCwEAsXLtRZ0NbV99nw4cPRtGlTbNu2DXfu3EHPnj11ji6gusWhjNSg/PDDD+LBR0lJCfLy8nD27FlxpagePXrg448/1nvhjfPnz4vLQHfq1Alubm548OABzp49i+vXr6Np06aYNWuW1mOeeeYZHD16FOHh4QgKChJvXjp58mSjzg8JCQnBZ599hp07d6JDhw64desWjh07BrVajdDQ0AqTkIcNG4b4+HicPn0azz33HAIDA6FWq3H69GnY2tpi5MiRFVYSA4AuXbrAzc0NZ8+exfDhw+Hj4wMbGxu0b99evGpYmddeew2pqanYuXMnRo4ciSeffFK8wfSlS5fQqFEjLF++XO+hH7Uxc+ZMnD59GocPH8azzz6Lnj174rHHHoNSqURWVhacnJwQExNT48VcaiswMBCDBg3C77//jpEjRyIwMBD29vY4e/Ys7t27h9DQUK2lljXkcjn8/Pxw+vRpvPDCC/Dz84O9vT2cnZ3Fg8Kavvb6mD17Nm7duoX//ve/ePnll9GxY0e0bdsWMpkMN27cwLlz51BUVISvv/660pulVmbVqlXiCnm6fPjhh+jcuTNiYmIwdepUfPfdd/jzzz/RpUsX/PPPPzhy5AgePHiAoKAgvPXWW1qPffrpp/Hqq69i8+bNGDt2LAIDA+Hm5oYLFy4gPT0dEyZMQFxcXIX5ILXl4uKCiRMnYuXKlVi9ejVefvll2Nra1vjvOGTIEKxduxYTJkxAr169xEUa5syZA2dnZ7i7u2PcuHFYt24dJkyYgMDAQDg5OeHcuXPIzs7GtGnT8NVXXxm1j1UpLS1FZGQkPvnkE/j4+ODxxx+Hra2tePN4AJgxY4bBOeHll1/GH3/8gcGDByMwMFC8wXRRURG6du2KmTNnVvrY0NBQ8f3fv3//Wi/8Ajxc5CMxMVEsRsov+lGesfPS66+/jh9++AFnzpzB0KFDoVAoUFxcjFOnTsHd3R2DBw/Gvn37at0/fUilUqxcuRLTp0/Hjh078Msvv6BDhw6Qy+UoLS3F1atXceHCBahUKvHm4PoICAjAhg0bEBYWhoSEBPzxxx/o1KkT2rRpA6lUiqysLJw+fRoqlQpt27YV/3adOnUSc+zLL7+Mnj17olmzZkhLS8OlS5cwffp0rFmzRufvrO5z1rlzZ0RFRYkrPEZHR8Pb2xvOzs64e/cuLly4gBs3buDZZ5/VWk5/4cKFOH/+PI4cOYJBgwahR48eEAQBycnJ4qqL+/fvr5CH6uL77LHHHsOIESMQHx8PgFfL6gsWZtSgpKSkICUlBcDDe+s0adIEPj4+8PPzw7BhwxAQEGDQ8w0cOBD37t3DsWPHcOXKFZw4cQKNGjVCq1atMG3aNLz++usVzuyOGTMG//zzD3766SccOHBAHF714osvGrUwe/rppzFo0CB8+eWX4lW9Tp06Ydy4cTonINva2uLbb79FTEwM9u3bh0OHDsHFxQVPP/00Zs2aJV5pe5SdnR2++eYb/N///R+USiXOnTsHtVqNHj16VFuYSSQSfPLJJ+jXrx82b96MM2fOoLi4GK6urhgxYgSmTp1aZ4tC2NnZITY2Flu2bMHOnTtx7NgxlJSUwN3dHSEhIZg6darZ5pdpREdHY9WqVfjvf/+Lv/76C46OjuJS68eOHav0cStWrMCnn36Ko0ePYs+ePSgrK0Pr1q3Fwqymr70+bGxs8Omnn+LFF1/E1q1bceLECfz9999o3LgxWrRogeDgYAwcOBBPPvmkwc999erVKueOac4wBwQE4Mcff8TXX3+NP//8E7/99hvs7OzQqVMnvPTSSxg1apTOg75FixbB398f3333HU6cOAF7e3sEBATgww8/FOcs1eY+hZWZNGkSvvvuO1y/fh3btm3Da6+9VuO/Y1hYGKRSKX777Tfs27dPvGr6xhtviLHPnz8fcrkcP/zwA1JTU/HYY4+ha9euiI6Oxr179+q0MHNwcMCiRYuQnJyMs2fPIikpCaWlpXBzc8OQIUMwZswY8QqvIdq0aYOtW7ciOjoaR44cwd27dyGXy/H8889j6tSpVQ5N7NixI1q0aIHbt28b7eBz0KBBcHZ2Rl5eHlxdXTFgwACd+xk7Lzk6OuK7777DZ599hoMHD+LPP/9Ey5YtMXr0aLz11lt6jxYxlpYtW2LLli3Yvn07du/ejfPnz+PUqVNo1qwZ3Nzc8Nprr2HgwIE6r2ZWJSAgAHv37sXOnTvx+++/4+zZs/j7778hkUjQokULDB48GM888wyGDBmiVdTExMRg3bp1+PHHH3H8+HHY29vDz88PH3zwAR5//PFKCzN9PmfDhg2Dv78/1q9fj6SkJKSkpEClUsHV1RUeHh54/fXXKywu0rJlS2zduhVffPEFfv/9dyQkJMDV1RXPPfccZs6cKZ74fTQP1dX3WVBQEOLj4+Hu7o5BgwbV+vmo9iSCsQYGExERNRDz5s3D9u3bERERgYkTJ5o7HDKhpKQkTJw4Ee3bt8eePXu4GizVCwUFBRg8eDAKCwvFk2l1bc6cOdi1axfee+89TJ8+vc5/P1XEOWZERGSR/v777wpzbtRqNbZs2YIdO3bA3t4ezz33nJmio7qgUqnw+eefAwAmTpzIoozq3MmTJyu0aeYE3r17FwMGDDBLUXb+/Hns2bMHDg4OePXVV+v895NuHMpIREQW6ZtvvsGePXvg6+uLli1bori4GBcvXsT169chk8nw4Ycf1ugehVT/bdu2DceOHcPp06dx4cIF+Pj4VFjOnqgujBo1Cq1atYKXlxecnJxw8+ZNnD17FkVFRZDL5ViwYEGdxvOvf/0LxcXF+PPPP1FWVoZZs2Zp3XqHzIuFGRERWaRhw4bh3r17OHPmDM6dO4eysjI0b94czz77LMaPHy8uqU+WJzk5GTt27ICjoyOefvppzJ8/X+/FJ4iM6Y033sCRI0dw7tw5FBQUwNbWFm3btkVwcDAmTJhgknmuVdm6dSukUinc3d0xadIkTJ06tU5/P1WNc8yIiIiIiIjMjHPMiIiIiIiIzIyFGRERERERkZlxwLUJqNVqlJWVQSqVcgUoIiIiIiIrJggC1Go1bGxsIJVWfl2MhZkJlJWV4dSpU+YOg4iIiIiI6gl/f3/Y2dlVup2FmQloKmF/f3/IZDIzR0PmoFarcfnyZbRr167KMyNEZLmYB4iIeYCAh/dUPHXqVLXvARZmJqAZviiTyViYWSmJRAKJRAKZTMZETGSlmAeIiHmAyqtuihPfIUQmIJFI4OHhwTmGRFaMeYCImAfIECzMiEyENzMlIuYBImIeIH2xMCMyAUEQkJGRAd6/nch6MQ8QEfMAGYKFGRERERERkZmxMCMiIiIiIjIzFmZERERERERmxsKMyAQkEgk8PT25ChORFWMeICLmATIECzMiEykrKzN3CERkZswDRMQ8QPpiYUZkAoIgIDMzk6swEVkx5gEiYh4gQ7AwIyIiIiIiMjMWZkRERERERGbGwozIRKRSfryIrB3zABExD5C+bMwdAJElkkql8PT0NHcYRGRGzANExDxAhmBhRmQCgiCguLgYjRs35hK5RFZIpVIhNTUV2dnZcHd3R9euXSGTycwdFhHVMR4PkCFYmBGZgCAIyMrK4r1LiKxQQkICoqOjkZ2dLba5u7sjLCwMwcHBZoyMiOoajwfIEBz0SkREZCQJCQmIiIiAt7c3YmNjsXbtWsTGxsLb2xsRERFISEgwd4hERFRPsTAjIiIyApVKhejoaAQFBSEqKgp+fn5o1KgR/Pz8EBUVhaCgIMTExEClUpk7VCIiqodYmBGZiJ2dnblDIKI6pFQqkZ2djQkTJoirsGnygFQqxfjx45GVlQWlUmnGKImorvF4gPTFOWZEJiCVSuHh4WHuMIioDuXk5AAAvLy8AFTMA5p2zX5EZPl4PECG4BUzIhMQBAEFBQUQBMHcoRBRHXF1dQUApKenA6iYBzTtmv2IyPLxeIAMwcKMyAQEQcCtW7eYiImsiEKhgLu7O+Li4qBWq7XygFqtRnx8PORyORQKhblDJaI6wuMBMgQLMyIiIiOQyWQICwtDYmIiwsPDcerUKRQXF+PUqVMIDw9HYmIiZs2axfuZERGRTpxjRkREZCTBwcGIjIxEdHQ0pk6dKrbL5XJERkbyPmZERFQpFmZEJuLg4GDuEIjIDIKDg9GvXz+kpKQgPT0dXl5e6NatG6+UEVkpHg+QvliYEZmAVCqFXC43dxhEZCYymQxPPvkknnzySXOHQkRmxOMBMgTnmBGZgCAIyM3N5WRfIivGPEBEzANkCBZmRCbARExEzANExDxAhmBhRkREREREZGYszIiIiIiIiMyMhRmRiTg6Opo7BCIyM+YBImIeIH1xVUYiE5BKpXBzczN3GERkRswDRMQ8QIbgFTMiE1Cr1bh16xbUarW5QyEiM2EeICLmATIECzMiEykoKDB3CERkZswDRMQ8QPpiYUZERERERGRmLMyIiIiIiIjMjIt/EJmARCKBi4sLJBKJuUMhIjNQqVRITU3FlStXkJ+fj65du0Imk5k7LCKqYzweIEOwMCMyAU0iJiLrk5CQgOjoaGRnZ4tt7u7uCAsLQ3BwsBkjI6K6xuMBMgSHMhKZgFqtRlZWFldhIrIyCQkJiIiIgLe3N2JjY/Hdd98hNjYW3t7eiIiIQEJCgrlDJKI6xOMBMgQLMyITKSoqMncIRFSHVCoVoqOjERQUhKioKPj5+UEQBPj5+SEqKgpBQUGIiYmBSqUyd6hEVId4PED6YmFGRERkBEqlEtnZ2ZgwYQKkUu2vV6lUivHjxyMrKwtKpdI8ARIRUb3GwoyIiMgIcnJyAABeXl46t2vaNfsRERGVx8KMyAQkEgnc3Ny4ChORFXF1dQUApKenA6iYBzTtmv2IyPLxeIAMwcKMyAQkEgkcHR2ZiImsiEKhgLu7O+Li4qBWq7XygFqtRnx8PORyORQKhblDJaI6wuMBMgQLMyITUKvVyMzM5CpMRFZEJpMhLCwMiYmJCA8Px4kTJ3D+/HmcOHEC4eHhSExMxKxZs3g/MyIrwuMBMkSDL8w2btyIgQMHwt/fH6NGjcLJkyer3H/Pnj0YOnQo/P398cILL+DAgQMV9klPT8eMGTMQGBgIhUKBkSNHIisry1RdIAtVUlJi7hCIqI4FBwcjMjISFy9exNSpUxESEoKpU6ciPT0dkZGRvI8ZkRXi8QDpq0HfYHr37t1YunQpFi1ahC5duiA+Ph6TJ0/G3r170bx58wr7p6SkYPbs2XjvvfcQHByMXbt24a233sL27dvh4+MDAMjMzMTYsWMxcuRIzJw5E02aNMHff/8Ne3v7uu4eERE1QMHBwejXrx9SUlKQlpYGX19fdOvWjVfKiIioShJBEARzB1FTo0aNgr+/PxYsWADg4eXi/v37IyQkBNOmTauwf1hYGIqLi/Hll1+KbaNHj0bHjh3x0UcfAQDeffdd2NjYICoqqsZxqVQqKJVKKBQKfhFbKbVajYyMDHh6elZYNpuIrAPzABExDxCgf23QYK+YlZSU4MyZM5g+fbrYJpVK0adPH6Smpup8jFKpxIQJE7TagoKCsG/fPgAPPzx//PEHpkyZgsmTJ+Ps2bNo06YNpk+fjsGDBxsco2byd/n4Hh1jLJFIxInhtW0HgEfr7MrapVIpBEEwSjv7VLEdAORyOQRB0NrWkPtkia8T+8Q+mbJPgiDA3d3dovpU03b2iX2y1j4JgoBWrVqJ2yyhT7WJ3Vr7pO8cwwZbmOXl5UGlUlUYsti8eXNkZGTofExOTk6FZYqbN28u3lPmzp07KCoqwtdff42wsDDMmTMHBw8exNtvv41169ahR48eBsV4+fJl8YVxdHSEm5sbcnJyUFBQIO7j4uICFxcX3LhxQ+vO8G5ubnB0dMS1a9e0xibL5XI4ODjg8uXLWi+yh4cHbGxsKvTd09MTZWVlyMzMFNukUik8PT1RXFysNXfOzs4OHh4eKCwsxK1bt8R2BwcHyOVy5OXlITc3V2xnn6rvU0ZGhsX1yRJfJ/aJfTJlnyQSCa5evWpRfbLE14l9Yp/YJ/bJVH3Sd4Bigx3KePPmTfTr1w/ff/89unbtKrZ/8sknSE5Oxg8//FDhMX5+foiMjMTzzz8vtm3cuBErV65EUlKS+JzPP/88Pv30U3GfGTNmwMHBAZ999plesWkuVwYEBGhdruTZBuvpkyAIuHLlCjw8PLSGLjTkPlni68Q+sU+m7JNarcaVK1fQvn17PKqh9qmm7ewT+2StfdLkgXbt2kEmk1lEn2oTu7X2SaVS4eTJk5Y7lNHZ2RkymQx37tzRar9z506lN+90dXUVr47p2t/Z2Rk2Njbw8vLS2sfLywvHjx83OEapVKp1UK5pq2xfY7Rr3gj6tGveTLVtZ58qtqvVaqjVap3vgcpir6y9vvSpunb2iX1inyq2a76ULalPNW1nn9gna+2TIAjiPpbSJ1O0W3Kf9L0O1mBnIdrZ2aFz5844fPiw2KZWq3H48GGtK2jlKRQKHDlyRKstKSlJvNmnnZ0d/P39cenSJa19Ll++jNatWxu3A0RERERERP9fgy3MAGDixInYsmULduzYgfT0dCxcuBDFxcUYMWIEAGDu3LlaQxJDQ0Nx8OBBrF27Funp6VixYgVOnz6NcePGiftMnjwZe/bswZYtW3DlyhVs2LABCQkJGDNmTJ33j4iIiIiIrEODHcoIAM8++yxyc3Px+eef4/bt2/D19UVsbKw4NDE7O1vr0mK3bt2wfPlyREdH47PPPkO7du2wcuVK8R5mAPD0009j4cKF+Oqrr7BkyRK0b98en3/+Obp3717n/aOGSyKRwMPDo9LL8kRk+ZgHiIh5gAzRYBf/qM94HzPSTDKtbEwzEVk+5gEiYh4gQP/aoEEPZSSqrwRBQEZGht6TPYnIsqhUKhw7dgwbNmzAsWPHoFKpzB0SEZkBjwfIEA16KCMREVF9k5CQgOjoaGRnZ4tt7u7uCAsLQ3BwsBkjIyKi+oxXzIiIiIwkISEBERER8Pb2RmxsLNauXYvY2Fh4e3sjIiICCQkJ5g6RiIjqKRZmRERERqBSqRAdHY2goCBERUXBz88PjRo1gp+fH6KiohAUFISYmBgOayQiIp1YmBGZgEQigaenJyf6ElkRpVKJ7OxsTJgwAVKpVCsPSKVSjB8/HllZWVAqleYOlYjqCI8HyBAszIhMpKyszNwhEFEdysnJAQB4eXmJbeXzgKZdsx8RWQceD5C+WJgRmYAgCMjMzOQqTERWRHMPzfT0dAAV84CmXbMfEVk+Hg+QIViYERERGYFCoYC7uzvi4uKgVqu1tqnVasTHx0Mul0OhUJgnQCIiqtdYmBERERmBTCZDWFgYEhMTER4ejlOnTqG4uBinTp1CeHg4EhMTMWvWrCpvLkpERNaL9zEjMhGplOc9iKxNcHAwIiMjER0djalTp4rtcrkckZGRvI8ZkRXi8QDpi4UZkQlIpVJ4enqaOwwiMoPg4GD069cPSqUSOTk5cHV1hUKh4JUyIivE4wEyBAszIhMQBAHFxcVo3Lgxl8glskIymQzdunVjHiCycjweIEPw2iqRCQiCgKysLK7CRGTFmAeIiHmADMHCjIiIiIiIyMxYmBEREREREZkZCzMiE7GzszN3CERkZswDRMQ8QPri4h9EJiCVSuHh4WHuMIjIjJgHiIh5gAzBK2ZEJiAIAgoKCjjZl8iKMQ8QEfMAGYKFGZEJCIKAW7duMRETWSmVSoVjx47hxx9/xLFjx6BSqcwdEhGZAY8HyBAcykhERGRECQkJiI6ORnZ2ttjm7u6OsLAwBAcHmzEyIiKqz3jFjIiIyEgSEhIQEREBb29vxMbGYu3atYiNjYW3tzciIiKQkJBg7hCJiKieYmFGZCIODg7mDoGI6pBKpUJ0dDSCgoIQFRUFPz8/uLi4wM/PD1FRUQgKCkJMTAyHNRJZGR4PkL5YmBGZgFQqhVwuh1TKjxiRtVAqlcjOzsaECRMglUq18oBUKsX48eORlZUFpVJp7lCJqI7weIAMwXcJkQkIgoDc3FxO9iWyIjk5OQAALy8vABXzgKZdsx8RWT4eD5AhWJgRmQATMZH1cXV1BQCkp6cDqJgHNO2a/YjI8vF4gAzBwoyIiMgIFAoF3N3dERcXB7VarbVNrVYjPj4ecrkcCoXCPAESEVG9xsKMiIjICGQyGcLCwpCYmIjw8HCcOnUKxcXFOHXqFMLDw5GYmIhZs2ZBJpOZO1QiIqqHeB8zIhNxdHQ0dwhEVMeCg4MRGRmJ6OhoTJ06VWyXy+WIjIzkfcyIrBCPB0hfLMyITEAqlcLNzc3cYRCRGQQHB6Nfv35QKpXIycmBq6srFAoFr5QRWSEeD5AhWJgRmYBarRYPyLhELpH1kclk6Nq1K/MAkZXj8QAZgu8QIhMpKCgwdwhEZGbMA0TEPED6YmFGRERERERkZizMiIiIiIiIzIyFGZEJSCQSuLi4QCKRmDsUIjIT5gEiYh4gQ3DxDyIT0CRiIrJezANExDxAhuAVMyITUKvVyMrKglqtNncoRGQmzANExDxAhmBhRmQiRUVF5g6BiMyMeYCImAdIXyzMiIiIiIiIzIyFGRERERERkZmxMCMyAYlEAjc3N67CRGTFmAeIiHmADMFVGYlMQCKRwNHR0dxhEJEZMQ8QEfMAGYJXzIhMQK1WIzMzk6swEVkx5gEiYh4gQ7AwIzKRkpISc4dARGbGPEBEzAOkLxZmREREREREZsbCjIiIiIiIyMxYmBGZgEQigVwu5ypMRFaMeYCImAfIEFyVkcgEJBIJHBwczB0GEZkR8wARMQ+QIXjFjMgE1Go1MjIyuAoTkRVjHiAi5gEyBAszIhNhEiYi5gEiYh4gfbEwIyIiIiIiMjMWZkRERERERGbGxT+ITEAikcDDw4OrMBFZKZVKhdTUVNy8eRP5+fno2rUrZDKZucMiojrG4wEyBAszIhOxseHHi8gaJSQkIDo6GtnZ2WKbu7s7wsLCEBwcbMbIiMgceDxA+uJQRiITEAQBGRkZEATB3KEQUR1KSEhAREQEvL29ERsbi7Vr1yI2Nhbe3t6IiIhAQkKCuUMkojrE4wEyBAszIiIiI1CpVIiOjkZQUBCioqLg5+eHRo0awc/PD1FRUQgKCkJMTAxUKpW5QyUionqIhRkREZERKJVKZGdnY8KECZBKtb9epVIpxo8fj6ysLCiVSvMESERE9RoLMyIiIiPIyckBAHh5eencrmnX7EdERFQeCzMiE5BIJPD09OQqTERWxNXVFQCQnp4OoGIe0LRr9iMiy8fjATIECzMiEykrKzN3CERUhxQKBdzd3REXFwe1Wg3gf3lArVYjPj4ecrkcCoXCjFESUV3j8QDpi4UZkQkIgoDMzEyuwkRkRWQyGcLCwpCYmIjw8HCcPHkS58+fx8mTJxEeHo7ExETMmjWL9zMjsiI8HiBDNPjCbOPGjRg4cCD8/f0xatQonDx5ssr99+zZg6FDh8Lf3x8vvPACDhw4UOm+CxYsQIcOHRAXF2fkqImIyBIFBwcjMjISFy9exNSpUzF58mRMnToV6enpiIyM5H3MiIioUg36jne7d+/G0qVLsWjRInTp0gXx8fGYPHky9u7di+bNm1fYPyUlBbNnz8Z7772H4OBg7Nq1C2+99Ra2b98OHx8frX1/++03nDhxAm5ubnXVHSIisgDBwcHo168fUlJSkJaWBl9fX3Tr1o1XyoiIqEoN+orZt99+i9GjR2PkyJHw9vbGokWL0KhRI2zbtk3n/uvWrcNTTz2FKVOmwMvLC2FhYejUqRM2bNigtd/NmzexePFiLF++HLa2tnXRFbJAjy6XTUTWQyaTITAwEEFBQQgMDGRRRmTFeDxA+mqwV8xKSkpw5swZTJ8+XWyTSqXo06cPUlNTdT5GqVRiwoQJWm1BQUHYt2+f+LNarUZ4eDgmT56MJ554olYxqtVqrVV4pFKpOCFcQyKRQCKRGKUdQIUxzJW1S6VSCIJglHb2SXe7p6cn1Gq11raG3idLfJ3YJ/bJlH1q3769xfXJEl8n9ol9MmWf2rVrJ/5OS+lTTWO31j49ur0yDbYwy8vLg0qlqjBksXnz5sjIyND5mJycnArLFDdv3lzrnjJff/01bGxsEBoaWusYL1++LL4wjo6OcHNzQ05ODgoKCsR9XFxc4OLighs3bqCoqEhsd3Nzg6OjI65du4aSkhKxXS6Xw8HBAZcvX9Z6kT08PGBjY1Oh756enigrK0NmZqbYJpVK4enpieLiYmRlZYntdnZ28PDwQGFhIW7duiW2Ozg4QC6XIy8vD7m5uWI7+1R5n9zd3SGRSJCdna2VCBpynyzxdWKf2CdT9kkQBDRr1gwtWrSwmD4Blvc6sU/skyn7JAgC1Go1XF1d0bx5c4vokyW+Tqbuk76Lv0iEBrpMzM2bN9GvXz98//336Nq1q9j+ySefIDk5GT/88EOFx/j5+SEyMhLPP/+82LZx40asXLkSSUlJOH36NKZPn47t27ejZcuWAICBAwciNDS0wpW2qqhUKiiVSgQEBGgNX+HZBuvpkyAIuHTpEtq1a6c1hKEh98kSXyf2iX0yZZ/UajUuXbqk84bTDbVPNW1nn9gna+2TJg94enpCJpNZRJ9qE7u19kmlUuHkyZNQKBRVDm1vsFfMnJ2dIZPJcOfOHa32O3fuVHrzTldXV62rY4/uf+zYMdy5c0dr1SyVSoVly5Zh3bp12L9/v0ExSqVSrYNyTVtl+xqjXfNG0Kdd82aqbTv7VLFd8wHV9R6oLPbK2utLn6prZ5/YJ/apYrvmsZbUp5q2s0/sk7X2qfw+ltInU7Rbcp/0vQ7WYAszOzs7dO7cGYcPH8bgwYMBPDwYPnz4MMaNG6fzMQqFAkeOHNG6+pWUlCTe7POll15Cnz59tB4zefJkvPTSSxgxYoRJ+kFERERERNRgCzMAmDhxIt5//334+fkhICAA8fHxKC4uFououXPnomXLlpg9ezYAIDQ0FCEhIVi7di369++P3bt34/Tp0/joo48APLwK5+zsrPU7bG1t4erqCk9Pz7rtHDV4dnZ25g6BiMyMeYCImAdIXw26MHv22WeRm5uLzz//HLdv34avry9iY2PFoYnZ2dlalxa7deuG5cuXIzo6Gp999hnatWuHlStXVriHGVFtSaVSeHh4mDsMIjIj5gEiYh4gQzTYxT/qM83iH9VN8CPLJQgCCgsL0bRp00rHTBORZWMeICLmAQL0rw14xzsiExAEAbdu3dJ7sicRWRaVSoVjx47hxx9/xLFjx6BSqcwdEhGZAY8HyBANeigjERFRfZOQkIDo6GhkZ2eLbe7u7ggLC9Na9ZeIiKg8XjEjIiIykoSEBERERMDb2xuxsbFYu3YtYmNj4e3tjYiICCQkJJg7RCIiqqdYmBGZiIODg7lDIKI6pFKpEB0djaCgIERFRcHPzw8uLi7w8/NDVFQUgoKCEBMTw2GNRFaGxwOkLxZmRCYglUohl8srveEgEVkepVKJ7OxsTJgwQby5vCYPSKVSjB8/HllZWVAqleYOlYjqCI8HyBB8lxCZgCAIyM3N5WRfIiuSk5MDAPDy8gJQMQ9o2jX7EZHl4/EAGYKFGZEJMBETWR/NPTTT09MBVMwDmnbNfkRk+Xg8QIZgYUZERGQECoUC7u7uiIuLg1qt1tqmVqsRHx8PuVwOhUJhngCJiKheY2FGRERkBDKZDGFhYUhMTER4eDhOnTqF4uJinDp1CuHh4UhMTMSsWbOqvLkoEVkOlUqF48ePIykpCcePH+fCP1Qt3seMyEQcHR3NHQIR1bHg4GBERkYiOjoaU6dOFdvlcjkiIyN5HzMiK8H7GVJNSAQOejU6lUoFpVIJhULBM6NERFZI8z2Qk5MDV1dXfh8QWRHN/QyDgoIwYcIEeHl5IT09HXFxcUhMTORJGiukb23AwswEWJiRWq0WD8i4RC6RdWIeILI+KpUKI0aMgLe3N6KiogBAzAMAEB4ejvT0dGzbto3HiFZE39qA3xREJlJQUGDuEIjIzJgHiKzLo/czBP6XB3g/Q6oOCzMiIiIiIiN49H6Gj+L9DKkqLMyIiIiIiIzg0fsZPor3M6SqsDAjMgGJRAIXFxdIJBJzh0JEZsI8QGR9Hr2fYfk8wPsZUnVYmBGZAA/IiIh5gMj66Lqfob29Pe9nSHrhfcyITECtVuPGjRto1aoVV2MjslLMA0TWqfz9DKdMmSK2836GVB0WZkQmUlRUZO4QiMhMVCoVUlJSkJaWBl9fX3Tr1o1nyImsSHBwMPr168c8QAZhYUZERGRECQkJiI6ORnZ2ttjm7u6OsLAwniknsiIymQyBgYFwdnaGp6cnr5xTtfgOISIiMpKEhARERETA29sbsbGxWLt2LWJjY+Ht7Y2IiAgkJCSYO0QiqiMqlQrHjx9HUlISjh8/DpVKZe6QqJ6TCIIgmDsIS6Pv3b3JcgmCgMLCQjRt2pQT/4mshEqlwogRI+Dt7Y2oqChIJBIxDwiCgPDwcKSnp2Pbtm38biCycLxyTuXpWxvwihmRCUgkEjg6OrIoI7IiSqUS2dnZmDBhAqRSqVYekEqlGD9+PLKysqBUKs0dKhGZUPkr59988w3++OMPfPPNN7xyTtViYUZkZCqVCsnJydi0aROSk5M5dIHISuTk5AAAvLy8ADxclTEzMxNqtVqrXbMfEVkelUqF6OhoBAUFISoqCp07d0ZOTg46d+6MqKgoBAUFISYmhscGpBMX/yAyIg5dILJerq6uAID09HT4+/sDAEpKSsTt6enpWvsRkeXRXDlfsmQJpFIp1Gq1mAc0V86nTJkCpVKJwMBAM0dL9Q2vmBEZCSf9E1k3hUIBd3d3xMXFiVfJNNRqNeLj4yGXy6FQKMwTIBGZXPkr57oW/+CVc6oKr5gRGcGjQxcAICMjA56enoiKikJ4eDhiYmLQr18/TvonslAymQxhYWGIiIjA7Nmz0bp1a+Tk5MDV1RXXr19HUlISIiMjmQOILJjmiviWLVuwY8eOCiNohg8frrUfUXkszIiM4NGhC4IgQC6XQyKRQCKRcOgCkZXQ3FT2wIEDFbb179+fQ5qJLJxCoYCzszNWrVqFoKAgLF68GHK5HFlZWYiLi8OqVavg4uLCK+ekEwszIiN4dNK/RCKBg4ODuJ1DF4isw4oVK3DgwAG4uLhg2LBhaN26Na5fv449e/bgwIEDWLFiBd555x1zh0lEJvTonagaN25c5XYiDc4xIzKC8pP+gYfzSTIyMsR5Jpz0T2T5SkpKsGnTJri4uGDnzp3o06cPiouL0adPH+zcuRMuLi7YtGmT1oIgRGRZlEol8vPz8eabbyI9PR1TpkxBcHAwpkyZgoyMDLzxxhvIy8vjbTNIpxpfMTt48CC2bt2Kq1evoqCgoEL1L5FIsG/fvloHSNQQlJ/0r5ljpinKOOmfyDps27YNKpUKAwYMwOjRoyvMLRkwYAC2b9+Obdu2YcyYMWaMlIhMRTMyZvTo0QgJCUFKSgrS0tLg6+uLbt264f79+1i9ejVH0JBONSrMYmNj8emnn6J58+YICAhAhw4djB0XUYNSftJ/eHg4QkNDIZVKcerUKaxbtw6JiYmc9E9k4a5duwYA2L59O4KCgvD666+joKAAjo6OOHLkCLZv3661HxFZnkdvmxEYGAhnZ2d4enpCKpVyBA1VqUaF2bp169CrVy989dVXsLW1NXZMRA1ScHAwIiMjER0djalTp4rtcrkckZGRnPRPZOHkcjkAoFWrVkhPT0diYqK4zd3dHa1atcKNGzfE/YjI8ugaQaPBETRUnRoVZgUFBXjmmWdYlBE9QrMiW2pqKm7evImWLVuia9euvFJGZAW8vb0BADdu3IC9vb3WttzcXDx48EBrPyKyPI+OoBk/fjw8PDxw+vRpxMfHcwQNValGhZm/vz8uXbpk7FiILIJMJkNgYCAEQRCXyyciy5ebmyv+W1OE6fq5/H5EZHnKj6CZMmWK2M4RNFSdGhVmCxcuxNSpU+Hn54cXXnjB2DERNXiCIIg3mGZhRmQd9C24WJgRWT7NCJpHF//glTKqSo0Ks7CwMJSVlWHu3LlYuHAhWrVqBalUe+V9iUSCn376yShBEjUkKpVKTMR5eXlMxERWIj8/X/x3s2bN0L17d5SVlcHGxgbHjh3D3bt3K+xHRJZLM4Km/OIfRFWpUWHm5OQEJycnPP7448aOh6hBS0hIQHR0dIVlssPCwjh0gcjC3bhxQ/y3n58funbtKq7KeP/+fRw6dKjCfkRERBo1KszWr19v7DiIGryEhAREREQgKCgIixcvhlQqFVdgioiI4LhyIgunGaLYpEkTJCUliYUY8HAUSZMmTXDv3j0OZSSyEhxBQ4YyuDArLi7GgAEDMG3aNEyePNkUMRE1OCqVCtHR0QgKCkJUVBQkEom4+EdUVBTCw8MRExODfv36MSkTWajGjRsDAO7du1dhmyAIYrtmPyKyXBxBQzVh8GDXxo0bQyaToVGjRqaIh6hBUiqVyM7OxoQJE8Qx5GVlZQAAqVSK8ePHIysrC0ql0oxREpEpdenSxaj7EVHDpBlB4+3tjdjYWPz666+IjY2Ft7c3IiIikJCQYO4QqZ6q0SzEIUOG4JdffoEgCMaOh6hBysnJAQB4eXkBeHh2PDMzU/yMaNo1+xGR5Wnfvr1R9yOihqf8CJrIyEg8ePAAP/30Ex48eIDIyEgEBQUhJiYGKpXK3KFSPVSjOWbPPfccFi1ahNDQUIwaNQqtW7fWeQWtc+fOtQ6QqCFwdXUFAKSnp8Pf37/C9vT0dK39iMjy/PLLL3rvFxQUZOJoiMgcNCNohg8fjldeeaXCUMaXX34ZBw8ehFKpRGBgoBkjpfqoRoVZSEiI+O9jx45V2K6ZW5OWllbzyIgaEIVCAXd3d8TFxSEqKkprm2YBELlcDoVCYZ4Aicjk9F1tkasyElkuzciY1atX61wMbM2aNVr7EZVXo8Js6dKlxo6DqEGTyWQICwtDREQEwsPDERoaChsbG5w6dQrr1q1DYmIiIiMjufAHkQVzc3MT/92iRQvcvn1b58/l9yMiy+Li4gIACAgIQGRkJJRKJc6dO4eOHTsiMjISb775Jk6cOCHuR1RejQqz4cOHGzsOogYvODgYkZGR+L//+z9MnTpVbHd3d+dS+URWoGnTpuK/Hz0bXv7n8vsRkWW6e/cuRowYgZs3b4ptLVu25OJ5VKUaFWZEVDmJRGLuEIjIDMp/9h9dHKv8z8wRRJZLc5/Cy5cvi6s0a9y+fRtqtVprP6LyalSYzZs3r9p9JBIJPv7445o8PVGDpFke187OTqs9NzeXN5gmIiKyAuWHKNrY2KCkpETnzxzKSLrUqDA7evRohTa1Wo3bt29DpVLBxcWFN9Akq6JSqRAZGQlBEPDkk0+K9zNTq9WIi4tDYmIili1bxhtME1mwJk2aGHU/Imp4NFfEGjduDEdHR62hjM7OzigoKEBxcbG4H1F5NSrM9u/fr7O9tLQUmzdvRnx8PNauXVurwIgakpSUFOTl5aFLly5YtmwZlEol0tLS4Ovri2XLlomTfVNSUvDkk0+aO1wiMoFHhy3Vdj8ianhSU1MBAMXFxXjw4IHWtvJDGVNTU9GzZ886j4/qN6POMbO1tcW4ceNw8eJFLF68GF999ZUxn56o3jp+/DgAoEePHjrvW/Lss8/ixIkTOH78OAszIgvl4OBg1P2IqOEpfyXM1tZWqzgr/zOvmJEuJln8o2PHjti5c6cpnpqoXvv666/x1FNPYcmSJfDy8kJ6ejri4uLwzTffmDs0IjKxCxcuiP+2t7fXOiAr/3P5/YjIsmhWXXVwcMDu3buxc+dOXLt2DW3atMFLL72EZ599FkVFRVydlXQySWGWlJTEOWZkVbp27QoAcHR0xLJlyyCTyVBYWAg/Pz8sW7YMQ4cORUFBgbgfEVmejIwM8d+PDmEq/3P5/YjIshQWFgIAioqK8PTTT6O0tFTc9sUXX4g/a/YjKq9GhdkXX3yhs72wsBDJyck4e/Yspk2bVqvAiBoSzZyRgoIChIeHo1evXigsLETTpk1x5MgRFBQUaO1HRJaHQxmJqPz3fPmi7NGfeTxAuhi1MGvWrBnatm2LRYsWYfTo0bUKjKghKX8/kkOHDuHQoUPV7kdElsXLywunTp3Saz8iskwKhUL8t62trVYxVv7n8vsRadSoMDt37pyx4yBq0FxdXY26HxE1PPrOGeHcEiLLVf4G8o9eFSv/M280T7rU6DpqcnJylWf+c3NzkZycXOOgiBoaf39/Mck6OTlh7NixmDZtGsaOHQsnJycAD5Owv7+/GaMkIlPS96QlT24SWS7NcvlA1UMZy+9HpFGjwiw0NLTSoVoAcOTIEYSGhtY4KKKGJiUlBYIgAAD8/PwwcOBAjBkzBgMHDoSfnx8AQBAEpKSkmDNMIjKhW7duGXU/Imp4NMvge3h4wM3NTWtby5Yt4eHhobUfUXk1GsqoOQCtTElJCWQyWY0CImqI9uzZAwB48cUXkZycjClTpojb5HI5XnjhBezatQt79uxBr169zBUmEZnQvXv3xH/36dMHbdq0ERcBunbtGpKSkirsR0SWpVmzZgAAOzs7bNiwAdu3b0d6ejq8vLwwYsQITJo0SWs/ovL0LsyysrJw/fp18eeMjAydwxULCgrw/fffQy6XGydCogagqKgIADBgwADMmzcPKSkpSEtLg6+vL7p164ZDhw5h165d4n5EpNv169cb7DLSNjb/+0o9duyYWIgBDw/Syu/XUIczNm3aFK1btzZ3GET1louLCwDg4sWLePrpp7VulbF69WrxZ81+ROXpXZht374dX3zxBSQSCSQSCdasWYM1a9ZU2E8QBMhkMixatMiogVZm48aN+Oabb3D79m107NgR//73vxEQEFDp/nv27EFMTAyuX7+Odu3aYc6cOejfvz+Ah2N/o6Oj8eeff+Lq1ato0qQJ+vTpg9mzZ6Nly5Z10h9qmBQKBQ4cOIDVq1ejT58+CAwMhLOzMzw9PQFA/KxwFSaiyuXn52PkyJEWMcSnpKSk0p9v3rzZYIf7y2Qy7NmzR5w7S0Tayg9frGqO2aPDHIkAQCJUNy7x/0tPT8fFixchCALCwsIQEhKC7t27az+ZRILGjRvD19e3Tlaf2717N+bOnYtFixahS5cuiI+Px969e7F37140b968wv4pKSkYN24c3nvvPQQHB2PXrl2IjY3F9u3b4ePjg8LCQsycOROjRo1Cx44dUVBQgP/85z9QqVTYvn273nGpVCoolUooFAoO6TRAQz5TXlZWhsmTJ0MQBCgUCjz//POQSqVQq9X473//C6VSCYlEgm+++UbrrHpDwbPkVFcach4oKSnRGsZcmdjYWK0raA0JcwFR1UpKStC/f380btwYjz32GG7evClua9WqFe7du4fi4mIcOHCgweYBMpy+tYHehVl5O3bsQPfu3dG2bdtaBVlbo0aNgr+/PxYsWADg4UTK/v37IyQkROcNrsPCwlBcXIwvv/xSbBs9ejQ6duyIjz76SOfvOHnyJEaNGoWEhAS9h2eyMDNcfn4+hg4dahFnyi0Rz5IT6Sc8PBwHDhyodHv//v0RFRVVhxERUV06fvw43njjDUgkEvTt2xc9e/ZEWVkZbGxscPToURw6dAiCIGD16tUIDAw0d7hUR/StDWp06n748OHiv2/duoXc3Fx4eHjAwcGhJk9XIyUlJThz5gymT58utkmlUvTp06fSJUiVSiUmTJig1RYUFIR9+/ZV+nvu3bsHiUQCR0dHg2NUq9UV7mfxaOGhGRpqjHag4sIslbVLpVIIgmCUdmPE7uTkhB9++EHrTHlD7NPmzZuxd+9ereeUSCQYOnQoXn311QbZJ+DhWXLNRGVLe+9Z4ueJfTJfn5YtW4bw8HAcPHgQj3rqqaewbNky8buhofTJEl8n9ol9MlWfbt++DQD48MMP8eWXXyIxMVHcJpfL8eGHH2LhwoW4fft2tbmgvvRJ025Jr1Nd90nfCw81HlO1b98+LF++HFeuXAEArF27Fr1790Zubi4mTZqEt99+G4MHD67p01crLy8PKpWqwpDF5s2bIyMjQ+djcnJyKgyxbN68OXJycnTu/+DBAyxfvhzPPfccmjRpYnCMly9fFl8YR0dHuLm5IScnBwUFBeI+Li4ucHFxwY0bN7QWhnBzc4OjoyOuXbumNTdBLpfDwcEBly9f1nqRPTw8YGNjU6Hvnp6eKCsrQ2ZmptgmlUrh6emJ4uJiZGVlie12dnbw8PBAYWGh1nLODg4OkMvlyMvL07p/nbH7VFpaqnVZvyZ9Kioq0tmngoICnX3Kzc3V2adbt27p7FNWVpbOPmVmZqKkpAQhISEYM2YMfvrpJ2zduhXPPvssXnvtNXH4YkPsE/Dws1BcXGyx7z32iX0yZp/eeOMNTJ48GatWrcJff/2FgQMHYvLkyZBIJGKsDa1Plvg6sU/skyn6pPm+b9KkCaKiopCWloacnBy0b98e/fv3F6+ol5SUICMjo0H0yRJfp7ruk74DFGs0lHH//v146623oFAo0LdvX3zxxRf49ttv0bt3bwDA9OnTIZVKsXr1akOfWm83b95Ev3798P3336Nr165i+yeffILk5GT88MMPFR7j5+eHyMhIPP/882Lbxo0bsXLlSq3Vs4CHEzTfeecd3Lx5E+vXrzeoMNNcrgwICNC6XMmzDdbTp3PnzmHChAn49ttv4evraxF9ssTXiX1in0zZp7S0NEycOBFxcXHo2LGjRfSppu3sE/tkaJ+ysrJw9+7dBtcntVqNuXPnok2bNpg5cyYkEgmuX7+ONm3aAACio6Nx/fp1LFu2DFKptEH0SdOuiUUz19RS33um6JNKpcLJkydNM5Rx5cqV6N69O9avX4+8vDx88cUXWtsVCgU2b95ck6fWm7OzM2QyGe7cuaPVfufOnUoXHnF1da1wdUzX/qWlpQgLC0NWVhbi4+NrdLUMePiCS6XSCm2V7WuMds0bQZ92zZuptu3sU9Wx69rWkPtkia8T+8Q+maJP5R9nKX2qTTv7xD7p2ydLWKE1JydHvGeZLlVtq+8enXduSe89Y7dXVlxWpkaF2d9//42IiIhKt7u6ulYomIzNzs4OnTt3xuHDh8Uhk2q1GocPH8a4ceN0PkahUODIkSNa88ySkpK0ljDXFGVXrlzBunXr4OzsbMpuEBEREVE5Tk5O2LZtW4NdoRUAkpOT8d1332ldEGjRogVee+01PPnkk2aMrPaaNm3KxcBMpEaFWePGjVFcXFzp9qtXr9bJCzZx4kS8//778PPzQ0BAAOLj41FcXIwRI0YAAObOnYuWLVti9uzZAIDQ0FCEhIRg7dq16N+/P3bv3o3Tp0+LKzKWlpZi5syZOHv2LL788kuoVCpxEmezZs24rCnpTXOGpLKzP0Rk+ZgHiGquod+WoWPHjhg7dix27tyJyMhIRERE4KWXXuJq3VSlGhVmPXv2xI8//ojx48dX2Hb79m1s2bIFwcHBtQ6uOs8++yxyc3Px+eef4/bt2/D19UVsbKw4NDE7O1vr0mK3bt2wfPlyREdH47PPPkO7du2wcuVK+Pj4AHg4b23//v0AgJdeeknrd61btw49e/Y0eZ/IMvCAjIiYB4ism0wmQ6dOnQAAnTp1YlFG1apRYRYWFoZXX30Vr7zyCoYOHQqJRILExEQcOXIEmzdvhiAIeOutt4wdq07jxo2rdOji+vXrK7QNGzYMw4YN07l/mzZtcP78eaPGR9ZJMy6+IY+PJ6LaYR4gIuYBMoTumWrV8PT0xKZNm+Dk5ISYmBgIgoBvvvkGX375JXx8fLBp0yZx9RkiIiIiIiKqWo3vY/bEE08gLi4Od+/exZUrVyAIAtq2bQsXFxcAD1cf4fANIiIiIiKi6tXoill5zZo1Q0BAALp06QIXFxeUlJRg8+bNGDp0qDHiIyIiIiIisngGXTErKSnB/v37kZmZiWbNmmHAgAFo2bIlAKC4uBgbNmxAfHw8cnJy4OHhYZKAiRoCTvonIuYBImIeIEPoXZjdvHkToaGhyMzMFG+S1qhRI6xevRq2traYPXs2bt68iYCAAPz73//GkCFDTBY0UX3HRExEzANExDxAhtC7MIuOjsa1a9cwZcoUdO/eHdeuXcPKlSvx73//G3l5eXjiiScQFRWFHj16mDJeogaBqzAREfMAETEPkCH0LswOHTqEESNGiDdrBgBXV1fMmjULAwYMwKpVq7TuGUZERERERET60buSunPnDrp06aLVplAoAAAjR45kUUZERERERFRDeldTKpUK9vb2Wm12dnYAgCZNmhg3KiIiIiIiIiti0KqM169fx5kzZ8SfCwsLAQBXrlyBo6Njhf07d+5cy/CIGiZO9iUi5gEiYh4gQxhUmMXExCAmJqZC+6JFi7R+1txcOi0trXbRETVQTMRExDxARMwDZAi9C7OlS5eaMg4ii8JVmIiIeYCImAfIEHoXZsOHDzdlHERERERERFaLSykSERERERGZGQszIiIiIiIiM2NhRmQCnOxLRMwDRMQ8QIZgYUZERERERGRmLMyITEAQBK3/E5H1YR4gIuYBMgQLMyIiIiIiIjMz6AbTGsnJyVVul0gksLOzQ6tWreDm5lajwIiIiIiIiKxFjQqzkJAQvScxPv7445g5cyaeffbZmvwqIiIiIiIii1ejwiw2NhbLly9HSUkJRo8eDQ8PDwDAlStX8MMPP6BRo0Z44403cP36dWzevBmzZ8+GVCrF0KFDjRo8UX3FVZiIiHmAiJgHyBA1KswOHjwIe3t7bNmyBXZ2dlrbxo4di5CQECiVSoSHh2PMmDEYOXIkvv76axZmREREREREOtRo8Y9du3bh+eefr1CUAYC9vT1eeOEF/Pjjj+LPL774ItLT02sVKFFDwlWYiIh5gIiYB8gQNSrMiouLkZOTU+n227dvo6ioSPy5adOmkEq5ACQREREREZEuNaqWevbsiXXr1iEhIaHCtv3792PdunXo2bOn2JaWlobWrVvXPEoiIiIiIiILVqM5ZgsWLEBoaCjefPNNtGzZEm3btgUAXL16FTdv3oRcLse///1vAMCDBw+QnZ2NUaNGGS9qIiIiIiIiC1Kjwkwul2PXrl34/vvvkZiYiOvXrwMAvLy8MH78eLz66qtwcHAA8HCO2ddff228iIkaAM3QXQ7hJbJezANExDxAhqhRYQYAjRs3xsSJEzFx4kRjxkNkETjZl4iYB4iIeYAMUePCTOPixYviFbPWrVvD29u71kERNXRMxETEPEBEzANkiBoXZvv27UNkZKRYlAmCAIlEgjZt2iAiIgKDBg0yWpBERERERESWrEaF2YEDBzBz5kzI5XK8++678PLyAgCkp6djy5YteOedd7BmzRr069fPqMESERERERFZohoVZqtWrUKHDh2wceNGcZEPABg0aBDGjRuHsWPHYuXKlSzMiIiIiIiI9FCjJWLOnz+Pl19+Waso03BwcMDw4cNx/vz5WgdH1FBxFSYiYh4gIuYBMkSN3iX29va4e/dupdvv3r0Le3v7GgdF1NBxsi8RMQ8QEfMAGaJGhVnPnj2xbt06pKamVth24sQJrF+/Hr179651cEQNFRMxETEPEBHzABmiRnPMwsPD8dprr2Hs2LEICAhA+/btAQCXLl3CyZMn0bx5c8yZM8eogRIREREREVmqGl0xa9u2LX766SeEhITg7t272L17N3bv3o27d+8iNDQUO3fuRJs2bYwdKxERERERkUWq8X3Mmjdvjvnz52P+/PkVtt28eRMpKSno1q1brYIjIiIiIiKyBiZZImb79u14/fXXTfHURA0CV2EiIuYBImIeIEPwXUJkApzsS0TMA0TEPECGYGFGZAJMxETEPEBEzANkCBZmREREREREZsbCjIiIiIiIyMz0XpXx119/1ftJL168WKNgiIiIiIiIrJHehdnMmTMhkUj0HiMrkUhqHBTp58aNG8jPzzd3GKRDZmam+H+uxFT/ODk5oVWrVuYOw2iYC+on5oH6jXmA6gLzQP1Xn3KBRNCz0vrrr78MfvIePXoY/BhLoFKpoFQqoVAoIJPJTPI7bty4gVdeGYWSkgcmeX4iS2ZnZ4+tW3+oN4m4Nm7cuIFXRo1CyQPmAiJD2NnbY+sPlpMHRo0ahQfMA0QGs7e3xw8mzgX61gZ6XzGz1iKrvsrPz0dJyQM4tFBAatvU3OEQNRjq0kIU3VYiPz/fIg7I8vPzUfLgAcq6dYHQpIm5wyFqECT37gEpJywqDzx48ABeo73R2K2xucMhajCKbxUjfcvFepML9C7MqH6S2jaFjX0zc4dB1GCUmTsAExGaNIHgxFxAZM0auzXGY615goaooeJgVyIiIiIiIjNjYUZERERERGRmLMyIiIiIiIjMjIUZERERERGRmbEwIyIiIiIiMrMaF2ZZWVlYsGABnnnmGfTo0QPJyckAgNzcXCxZsgRnz541WpBERERERESWrEaF2cWLFzF8+HDs2bMHbdq0QWFhIcrKHi5C7eLiguPHj2PDhg1GDZSIiIiIiMhS1eg+ZlFRUWjatCm2bNkCAOjTp4/W9v79+2PPnj21j46IiIiIiMgK1OiKWXJyMsaMGQMXFxdIJJIK2+VyOW7evFnr4IiIiIiIiKxBjQozQRDQqFGjSrfn5ubCzs6uxkERERERERFZkxoVZp06dcKBAwd0bisrK8PPP/+MLl261CowIiIiIiIia1GjwmzatGk4ePAgPvzwQ/z9998AgDt37iApKQmTJk1CRkYGpk2bZtRAK7Nx40YMHDgQ/v7+GDVqFE6ePFnl/nv27MHQoUPh7++PF154oUKBKQgCYmJiEBQUhICAAEyYMAGXL182YQ+IiIiIiMja1agw69+/P5YuXYo9e/Zg/PjxAIDw8HBMmjQJZ8+exbJly/Dkk08aNVBddu/ejaVLl+Ktt97Cjh070LFjR0yePBl37tzRuX9KSgpmz56NV155BT/++CMGDRqEt956CxcuXBD3+frrr7F+/XosXLgQW7ZsQePGjTF58mQ8ePDA5P0hIiIiIiLrVKNVGQHg5ZdfxpAhQ5CUlITLly9DrVbDw8MDQUFBaNKkiTFjrNS3336L0aNHY+TIkQCARYsW4Y8//sC2bdt0XrFbt24dnnrqKUyZMgUAEBYWhqSkJGzYsAEfffQRBEHAunXr8MYbb2Dw4MEAgE8++QR9+vTBvn378Nxzz9VJv4iIiIiIyLoYXJgVFxdjwIABmDp1KqZMmSIWMHWtpKQEZ86cwfTp08U2qVSKPn36IDU1VedjlEolJkyYoNUWFBSEffv2AQCuXbuG27dvay3/37RpU3Tp0gWpqakGF2ZqtVpr1UqpVAq1Wq21j0QigUQiqXU7ERlGrVZDEIRKP2fAw6HN+rRLpVIIgmCUduYCorqjVqvF72pDv4uB+pMjNIpvFVfZXyLSpvnM1CYX6JMj9P2uNrgwa9y4MWQyGRo3bmzoQ40qLy8PKpUKzZs312pv3rw5MjIydD4mJycHrq6uFfbPyckBANy+fVtsq2wfQ1y+fFl8YRwdHeHm5oacnBwUFBSI+7i4uMDFxQU3btxAUVGR2O7m5gZHR0dcu3YNJSUlYrtcLoeDgwOys7MBAKqSewbHRWTNNJ+Z69evo127dnBwcBCv+mt4eHjAxsamQi7x9PREWVkZMjMzxTapVApPT08UFxcjKytLbLezs4OHhwcKCwtx69Ytsd3BwQFyuRx5eXnIzc0V22uaI8TnLryHijcvISKdCv+XB+zs7Kr9zq3vOUIjfcvF2vxViKyWJhfU9Li8uhzx6EmWytRoKOOQIUPwyy+/YOzYsTrvY0YPtWvXDjKZTKvN1dVVqzjU/P1atWqltZ+mvU2bNjrb3d3dAQDFObqvDhJR1Vq3bi2eYGrXrp3WNs3nzNPTs0K7ra1thXbg4UkrXe1NmzbVObzb2dkZTk5OFdoNzRFubm4AANvUExWei4iq1rp1a3h6elb7nVvfc4SmsPMa7Y3GbuY9cU7UkBTfKkb6losVcoGhx+XV5QiVSlXtAoVADQuz5557DosWLUJoaChGjRqF1q1b67yvWefOnWvy9HpxdnaGTCarsNDHnTt3KlwV03B1da1w5av8/i1atBDbNAc7mp87duxocIxSqRRSqbRCW2X71qS9sWtXyOzqZk4fkSVQldxDcU4qpFKpmDgr+5xVduJJV7tmOENt22uaC0q7dgGaMhcQ6aXwHmxTT1T4njb081efcgQANHZrjMdaMw8QGaq2uaC6HGHSK2YhISHiv48dO1Zhu2beRlpaWk2eXi92dnbo3LkzDh8+LM5zU6vVOHz4MMaNG6fzMQqFAkeOHNGaZ5aUlASFQgHgYRXcokULHD58GL6+vgCAe/fu4cSJExgzZozJ+lIbMrsmsLFvZu4wiMjcmjaB4MRcQKQPjvUhovqoRoXZ0qVLjR1HjUycOBHvv/8+/Pz8EBAQgPj4eBQXF2PEiBEAgLlz56Jly5aYPXs2ACA0NBQhISFYu3Yt+vfvj927d+P06dP46KOPADysakNDQ7F69Wo8/vjjaNOmDWJiYuDm5ma2RU6IiIiIiMjy1agwGz58uLHjqJFnn30Wubm5+Pzzz3H79m34+voiNjZWHJqYnZ2tdWmxW7duWL58OaKjo/HZZ5+hXbt2WLlyJXx8fMR9pk6diuLiYixYsAAFBQUIDAxEbGws7O3t67x/RERERERkHWp8H7P6Yty4cZUOXVy/fn2FtmHDhmHYsGGVPp9EIsGsWbMwa9Yso8VIRERERERUlRoVZvPmzat2H4lEgo8//rgmT09ERERERGRValSYHT16tEKbWq3G7du3oVKp4OLiYvb7nBERERERETUUNSrM9u/fr7O9tLQUmzdvRnx8PNauXVurwIiIiIiIiKxF5TfDqAFbW1uMGzcOffv2xeLFi4351ERERERERBbLqIWZRseOHZGcnGyKpyYiIiIiIrI4JinMkpKSOMeMiIiIiIhITzWaY/bFF1/obC8sLERycjLOnj2LadOm1SowIiIiIiIia2HUwqxZs2Zo27YtFi1ahNGjR9cqMCIiIiIiImtRo8Ls3Llzxo6DiIiIiIjIatVojllycjJyc3Mr3Z6bm8vFP4iIiIiIiPRUoytmoaGh+OSTT/DCCy/o3H7kyBHMnj0baWlptQqOiIiIiPRTfKvY3CEQNSj17TNTo8JMEIQqt5eUlEAmk9UoICIiIiLSn5OTE+zt7ZG+5aK5QyFqcOzt7eHk5GTuMAAYUJhlZWXh+vXr4s8ZGRk6hysWFBTg+++/h1wuN06EVCV1aSHKzB0EUQOiLi00dwhEREbVqlUr/PDDD8jPzzd3KPSIjIwMLFy4EAsXLoSnp6e5wyEdnJyc0KpVK3OHAcCAwmz79u344osvIJFIIJFIsGbNGqxZs6bCfoIgQCaTYdGiRUYNlLQ5OTnBzs4eRbeV5g6FqMGxs6s/Z8eMRXLvnrlDIGowLPHz0qpVq3pzcEn/o1arAQDt2rVDx44dzRwN1Xd6F2bDhg3DE088AUEQEBYWhpCQEHTv3l1rH4lEgsaNG8PX1xeurq5GD5b+p1WrVti6lWfH6iueIavf6tPZsdpycnKCnb09kHLC3KEQNSh29Wj4EhERYEBh5uXlBS8vLwDA0qVL0b17d7Rt29ZkgVH1eHas/vP09OQZMjKpVq1aYSuHMNVLly9fxoIFC/DRRx+hXbt25g6HHmFJJ2io/pJKpVr/J6pKjRb/GD58uLHjILIomgVyqlsoh8gYeJKmftJ8/h9//HGeoCGyUjweIEPUqDCbN29etftIJBJ8/PHHNXl6ogaPiZiImAeIiHmADFGjwuzo0aMV2tRqNW7fvg2VSgUXFxc0bty41sERERERERFZgxoVZvv379fZXlpais2bNyM+Ph5r166tVWBERERERETWwqgzEW1tbTFu3Dj07dsXixcvNuZTExERERERWSyTLBHTsWNHnTefJrIWXIWJiJgHiIh5gAxhkndJUlIS55iRVeNkXyJiHiAi5gEyRI3mmH3xxRc62wsLC5GcnIyzZ89i2rRptQqMqCFjIiYi5gEiYh4gQxi1MGvWrBnatm2LRYsWYfTo0bUKjIiIiIiIyFrUqDA7d+6cseMgIiIiIiKyWnrPMfvss89YkBEREREREZmA3oXZV199hb///lv8OS8vD76+vjh8+LBJAiNqyLgKExExDxAR8wAZolbvEk5kJNJNrVZr/Z+IrA/zABExD5AhWL4TERERERGZGQszIiIiIiIiMzNoVcbr16/jzJkzAB7eswwArly5AkdHR537d+7cuZbhERERERERWT6DCrOYmBjExMRotS1atKjCfoIgQCKRIC0trXbRETVQEolE6/9EZH2YB4iIeYAMoXdhtnTpUlPGQWRRmIiJiHmAiJgHyBB6F2bDhw83ZRxEFoWrMBER8wARMQ+QIbj4BxERERERkZmxMCMiIiIiIjIzFmZERERERERmxsKMyAQ42ZeImAeIiHmADMHCjMgEmIiJiHmAiJgHyBAszIhMgKswERHzABExD5AhWJgRERERERGZGQszIiIiIiIiM2NhRkREREREZGYszIhMgJN9iYh5gIiYB8gQLMyITICJmIiYB4iIeYAMwcKMyAS4ChMRMQ8QEfMAGYKFGRERERERkZmxMCMiIiIiIjIzFmZERERERERmxsKMyAQ42ZeImAeIiHmADMHCjIiIiIiIyMxYmBGZgCAIWv8nIuvDPEBEzANkCBZmREREREREZsbCjIiIiIiIyMxYmBEREREREZkZCzMiE+AqTETEPEBEzANkCBZmREREREREZsbCjMgEuAoTETEPEBHzABmChRkRERERkZGpVCqkpaUBANLS0qBSqcwcEdV3DbYwy8/Px+zZs9GtWzd0794d8+fPxz///FPlYx48eIBFixahZ8+e6Nq1K9555x3k5OSI28+dO4f33nsP/fv3R0BAAIYNG4b4+HhTd4WIiIiILEhCQgJGjBiBZcuWAQCWLVuGESNGICEhwcyRUX3WYAuzOXPm4OLFi/j222+xZs0aHDt2DAsWLKjyMR9//DESEhIQHR2N9evX49atW3j77bfF7adPn4aLiwuioqLw888/Y8aMGfjss8+wYcMGU3eHiIiIiCxAQkICIiIi4O3tjQ8++AAA8MEHH8Db2xsREREszqhSNuYOoCbS09Nx8OBBbN26Ff7+/gAevuGnTZuGuXPnomXLlhUeU1hYiG3btmH58uXo3bs3gIeF2rPPPgulUgmFQoFXXnlF6zFt27aFUqnEr7/+inHjxhkcp1qt1lqFRyqVQq1Wa+0jkUggkUiM0g5UHMNcWbtUKoUgCEZpZ58qjx2A1raG3idLfJ3YJ/bJlH0ydP+G0CdLfJ3Yp/rXp6ysLNy9e7fB9UmtViMqKgpdunTBxIkTkZmZCQCwtbXF5MmTUVhYiOXLl6NFixaQSqUNok+adk0sTZs2RevWrS32vWeKPun6btClQRZmqampcHR0FIsyAOjTpw+kUilOnjyJp59+usJjTp8+jdLSUvTp00ds8/LyglwuFwszXQoLC+Hk5FSjOC9fviy+MI6OjnBzc0NOTg4KCgrEfVxcXODi4oIbN26gqKhIbHdzc4OjoyOuXbuGkpISsV0ul8PBwQGXL1/WepE9PDxgY2ODjIwMrRg8PT1RVlYmJgbg4RvR09MTxcXFyMrKEtvt7Ozg4eGBwsJC3Lp1S2x3cHCAXC5HXl4ecnNzxXb2qfI+3b9/HwCQlZUFOzs7i+iTJb5O7BP7ZMo+Xbt2DcDDL2ZL6RNgea8T+1T/+iSTyTBmzBi9D2bro5ycHEyaNEn8+cMPP9TaXn5bQyOVSrFq1Sq0a9fO4t57pvo86bv4i0RogMvErFmzBjt27MAvv/yi1d67d2+88847GDt2bIXH7Nq1C/PmzcPp06e12l955RX07NkT4eHhFR6TkpKCkJAQfPnllwgKCtI7PpVKBaVSiYCAAMhkMrHdms501aRPV69eRWFhoUX06fLly1i4cCE+/PBDtG/fvsH3qWnTpmjTpo3FvvfYJ/bJFH1KS0vDxIkTERcXh44dO1pEn2razj6xT9ZyxezIkSNYs2YN1qxZAzs7O5w/fx4ZGRnw9PSEr68viouL8cYbb2DGjBno1atXg+iTpp1XzGreJ5VKhZMnT0KhUGjVBo+qV1fMli9fjq+//rrKfXbv3l0nsVy4cAFvvvkm3nrrLYOKsvKkUimkUmmFtsr2NUa75o2gT7vmzVTbdmPEnp+fj1GjRjXos2O6LFq0yNwhGIVMJsOePXvg5ORkce+9qtrZJ/apNn0q/zhL6VNt2tkn9smQPrVu3RqtW7fWGUt9VlxcDAA4efIkduzYgezsbHGbu7s7hg8fDgDo0qULOnXqZJYYjc3S3nvGbK+suKxMvSrMJk2aJL5hK9O2bVu4urpqXY4EgLKyMty9exctWrTQ+ThXV1eUlpaioKAAjo6OYvudO3cqPObixYuYMGECXn31Vbz55ps17A0ZwsnJCdu2bdO6YtZQqdVqpKWl4dKlS2jfvj18fX0r/cA2FE2bNq3xkF4iIiJroVAo4OzsjFWrViEoKAiLFy8Wr8zExcVh1apVcHFxqXQKDVm3elWYacZ1Vqdr164oKCjA6dOn4efnB+DhpWO1Wo2AgACdj/Hz84OtrS0OHz6MZ555BgCQkZGBrKwsrQ/H33//jfHjx+Pll1/Gu+++W/tOkd4a4pmxR2lW/Xz0DFlYWBiCg4PNGBkR1aW7d+9iyZIlAIAlS5Zg9erVaNasmZmjIqK6UP7qiCAIsLW1FeeeP7qdqLx6VZjpy8vLC0899RT+/e9/Y9GiRSgtLcXixYvx3HPPiSsy3rx5E+PHj8cnn3yCgIAANG3aFCNHjkRkZCSaNWuGJk2aYMmSJejatatYmF24cAHjx49HUFAQJk6ciNu3bwN4OIxLn4KRrJtmedy+ffti3LhxaNSoEe7fv4/Dhw8jIiICkZGRLM6IrMCIESPEhT+Ah6Mwnn76abRp0wbbt283Y2REZGpKpRL5+fl48803sWPHDkydOlXcJpfL8cYbb2D16tVQKpUIDAw0Y6RUHzXIwgx4OB9t8eLFGD9+PKRSKYYMGSLeKwIASktLcenSJXGsLwDMnz8fUqkUM2fORElJCYKCgrRWyfnll1+Qm5uLn376CT/99JPY3rp1a+zfv79uOkYNkkqlQnR0NDp27Ij09HQkJiaK29zd3dGxY0fExMSgX79+VU76JKKGrXxR1qpVK9y4cUP8/7Vr1zBixAgWZ0QWLCcnBwAwevRohISEIDU1FdeuXUObNm3QtWtX3L9/H6tXrxb3IyqvwRZmTk5O+PTTTyvd3qZNG5w/f16rzd7eHh9++GGFJUs13nnnHbzzzjtGjZOsg1KpRHZ2Nm7cuFFhTHl8fDwSExMhCALPkBFV4/r16w12rmlRUZHWlbIbN25o/R94uIR+SkoKHBwc6jw+Y9CsxkZEurm6ugJ4eM9db29v/P7777hw4QJ8fHzQuXNnpKena+1HVF6DLcyI6hPNPTN69+6NyMhIKJVKpKWlwdfXF5GRkQgPD0dSUpLWvTWISFt+fj5GjhxpcauzPmrGjBnmDqHGyq/QSkQVKRQKuLu7Izw8XGuhulOnTmHbtm1wcXGBXC7n4h+kEwszIiPIz88H8HDo0ogRI3Dz5k1xW8uWLdG3b1+t/Yioooa+OuusWbOQl5cHAAgICICbmxvy8/Ph5OSEW7du4eTJkwAAZ2dnxMTEmDPUGuMKrURVk8lkcHZ2xtmzZyGRSNC9e3e0b98ely5dwrFjx5Cbm4tOnTpxWgPpxMKMyAg0Byq65o7cvHlTbOcBDVHVGvIwOXt7ewAPD8zOnDkjFmKaNplMBpVKBXt7+wo3nCYiy1BcXIyzZ8+KNzVOTk5GcnIygIf3upJIJDh79iyKi4vRuHFjM0dL9Q0LMyIjKD9W3NbWFsHBwfD19UVaWhoSEhJQWlpaYT8isixeXl64ceMGVCoVnJyc8Nxzz6FNmza4du0afv75Z/GKuZeXl3kDJSKTWbFiBYCH9zQNCgpC7969YW9vjwcPHuDw4cPi4mArVqzA3LlzzRkq1UMszIiMoKysDMDDO7yXlZXh119/xa+//iq2SSQSCIIg7kdElqdJkybiv/Pz87Fx48Zq9yMiy5KZmQkA6N69O5YvXw6JRIK8vDw4Oztj5MiReOutt3D8+HFxP6LyWJgRGcHevXsBPLxppIuLC4YOHQo7OzuUlJRg79694gTgvXv3onfv3uYMlYhM5LHHHjPqfkTU8DRq1AgA4ObmJq7OnJubCycnJ0ilUrRo0UJrP6LypOYOgMgSFBUVAXg4P8be3h6bNm1CXFwcNm3ahEaNGonzZjT7ERERkeXp378/AOC3335DcXExjh8/jqSkJBw/fhzFxcX4/ffftfYjKo9XzIiMQDN3TCKRYOvWrVrL5SsUCowePVprPyKyPBKJxKj7EVHDI5fLAQClpaVVFl+a/YjK4xUzIiPw8/MD8PDmseHh4bh06RKkUikuXbqE8PBwXL9+XWs/IrI8+t40uqHeXJqIqqdQKKpdgdnZ2Zn3MSOdeMWMyAhatWol/jspKQlJSUnV7kdEluX27dviv21sbDBw4EBxddb9+/eLi/+U34+ILI/mqnjv3r3RqFEjFBYWomnTprh//z4OHz7Mq+ZUKRZmREagOUNW1Q2keYaMyLIJggDgYVGmUqm0VmeVSqXifcw0+xGR5VEqlcjLy8Obb76JHTt2IDs7W9wml8vx5ptvYtWqVVAqlQgMDDRjpFQfsTAjMhLNGbA+ffqgTZs2yMnJgaurK65du4akpCSeISOycJrPeFlZGWxtbcX7FwIPbzCt+Zm5gMhy5eTkAABGjx6NkJAQpKSkiHPOu3Xrhvv372PVqlXifkTlsTAjMoJHz5CVH8rIM2RE1qH8UOXyRdmjP3NIM5Hl0izylZ6eDn9/fwQGBsLZ2Rmenp6QSqVIT0/X2o+oPC7+QWQE5c+Qbd++HStXrsTbb7+NlStXYtu2bRg1apTWfkRkecqfdHn0qlj5n3lyhshyKRQKuLu7Iy4uDmq1WmubWq1GfHw85HI5pzaQTrxiRmQE5c+QderUCRKJBI899ph4MMYzZETWxdbWFiUlJZX+TESWSSaTISwsDBEREZgzZw569eoFlUqFlJQUHDlyBIcOHUJkZCRkMpm5Q6V6iIUZkRFozpAtX74ceXl5uHHjhritVatWcHZ25hkyIguXmpoq/vvRIqz8z6mpqejZs2edxUVEdSs4OBjjxo3Dpk2bkJiYKLbLZDKMGzcOwcHBZoyO6jMWZkRGIJPJMHjwYKxfvx4uLi6YN28ennjiCfz999/48ssvkZaWhpCQEJ4hIyIisnAJCQnYsGED+vbti169euH+/fto1KgRjhw5gg0bNsDPz4/FGenEwozICFQqFfbt2wdfX1/k5+dj6dKl4ja5XA5fX1/8/vvvePPNN1mcEVmo8lfE+/Tpgz59+qCgoACOjo5a9zfklXMiy6VSqRAdHY2goCBERkZCqVQiLS0N7du3x/DhwxEREYGYmBj069ePxwNUAQszIiNQKpXIzs7GkiVL0KlTpwrL4545cwZTpkzhqoxEFqz8Ah8SiQQdOnSAVCqFWq3G4cOHde5HRJZFczwwfPhwvPLKK1r3MXN3d8fw4cNx8OBBHg+QTizMiIxAs9qil5cXZDJZheVxvby8tPYjIstTfo7ZsWPHcOjQIfFne3t7rf04x4zIMmm+51etWoWnnnoKixcvFk/QxMfHY9WqVVr7EZXH5fKJjKD8qozAwzPibm5uXJWRyAoNHjwYZWVlWm1lZWUYNGiQmSIiorri4uICAOjSpQuioqLg7+8PDw8P+Pv7IyoqCl26dNHaj6g8XjEjMoLy9y2JioqCVCqFo6MjAN63hMhaBAYGYu3atdi3bx/69OmDtm3boqSkBHZ2drh69Sp+//13cT8isg4SiUQ8HhAEwczRUH3HwozICMrftyQ8PByhoaFo1KgR7t+/j3Xr1iExMZH3LSGycF26dBGHLB0/flxc7AP431BGqVQqnjEnIsuTm5sLADh58qTO44GTJ09q7UdUHgszIiMJDg5GZGQkoqOjMXXqVLFdLpcjMjKSS+MSWbhTp05BrVYDAEpLS7W2aX5Wq9U4deoUr5oRWSjNlIU33ngDO3bsqHA8MGPGDKxevZpTG0gnFmZERhQcHIx+/fpVWJWRV8qILN+tW7cAAB06dEBeXp74MwC0aNECTk5OOH/+vFY7EVkWzdSGU6dOYevWreJy+b6+vlAoFIiIiODUBqoUF/8gMjLNqox9+vRBYGAgizIiK5Gfnw8A6Ny5c4XPvVQqRefOnbX2IyLLo5nakJiYiIiICNjZ2aFr166ws7NDREQEEhMTMWvWLB4bkE68YkZkAhKJBHK5nPcrIrIiTk5OAIDt27cjKCgIixcvhlwuR1ZWFuLi4rB9+3at/YjIMnFqA9UUCzMiE5BIJHBwcDB3GERUh8rPGREEAefPn8fly5fx4MEDrdXYOLeEyPJppjYolUrk5OTA1dUVCoWCV8qoSizMiExArVbj8uXLaNeuHaRSjhgmsiYtWrTA4cOHtW4wLZVK0aJFC9y+fduMkRFRXZLJZOjatSuPB0hvLMyITESzOhsRWQfN8te3b9+Gi4sLhg4dCjs7O5SUlGDv3r1iUcZlsomsC48HSF8szIiIiIzAxcUFAPD444+jpKQEmzZtErfJ5XI8/vjjuHLlirgfEVk2lUolrtKcl5fHVZqpWizMiIiIjMjJyQmrVq2qsEz2m2++iStXrpg7PCKqAwkJCYiOjkZ2drbY5u7ujrCwMC7+QZXiYFciE5BIJPDw8OCqjERWRDNE8eTJk4iIiIC9vT1efPFF2NvbIyIiAidPntTaj4gsU0JCAiIiIuDt7Y3Y2Fj8+uuviI2Nhbe3NyIiIpCQkGDuEKmeYmFGZCI2NrwgTWRNNKstvvHGG7h48SKmTJmCIUOGYMqUKUhPT8eMGTO09iMiy6NSqRAdHY2goCBERUXB398fjo6O8Pf3R1RUFIKCghATEwOVSmXuUKkeYmFGZAKCICAjI0NriWwismwKhQLu7u44deoUtm7dipUrV+Ltt9/GypUr8cMPP+D06dOQy+VQKBTmDpWITESpVCI7OxsTJkyAVCrVOh6QSqUYP348srKyoFQqzR0q1UMszIiIiIxAJpMhLCwMiYmJeP/993Hp0iWUlJTg0qVLeP/995GYmIhZs2Zx8j+RBcvJyQEAeHl56dyuadfsR1Qex1oREREZSXBwMMaNG4dNmzYhMTFRbJfJZBg3bhwn/RNZOM1Q5fT0dPj7+1fYnp6errUfUXkszIiIiIwkISEBGzZsQN++fdGrVy8UFBTA0dERR44cwYYNG+Dn58fijMiCaYY0x8XFISoqSmubWq1GfHw8hzRTpSQCJ8EYnUqlglKphEKh4JAVKyUIAgRBgEQi4cqMRFZCpVJhxIgR8Pb2RlRUFCQSiZgHBEFAeHg40tPTsW3bNn43EFkwzaqMQUFBGD9+PNq3b49Lly4hPj4eiYmJiIyM5AkaK6NvbcA5ZkQmUlZWZu4QiKgOPTrpH/hfHuCkfyLrERwcjMjISHF11kGDBomrs7Ioo6pwKCORCQiCgMzMTHh6evKKGZGVeHTS/6N5gJP+iaxHcHAw+vXrh5SUFPFG8926dePVcqoSCzMiIiIj4KR/IipPJpMhMDAQzs7O8PT0FK+kE1WG7xAiIiIjKD/pX61Wa23jpH8iIqoOCzMiE+GZMSLrUv4+ZuHh4Th16hQePHiAU6dOITw8nPcxI7JSPB4gfXFVRhPgqoxERNYrISEB0dHRyM7OFtvkcjlmzZrFSf9ERFZI39qAc8yITEAQBBQXF6Nx48Zc/IPIymgm/aempiI7Oxvu7u7o2rUrT9QRWSEeD5AheG2VyAQEQUBWVhZ4QZrIOslkMnTr1o0rsRFZOR4PkCFYmBEREREREZkZCzMiIiIiIiIzY2FGZCJ2dnbmDoGIzIx5gIiYB0hfXPyDyASkUik8PDzMHQYRmRHzABExD5AheMWMyAQEQUBBQQEn+xJZMeYBImIeIEOwMCMyAUEQcOvWLSZiIivGPEBEzANkCBZmREREREREZsbCjIiIiIiIyMxYmBGZiIODg7lDICIzYx4gIuYB0hdXZSQyAalUCrlcbu4wiMiMmAeIrJtKpYJSqUROTg6ys7OhUCggk8nMHRbVYyzMiExAEATk5eXB2dkZEonE3OEQkRkwDxBZr4SEBERHRyM7O1tsc3d3R1hYGIKDg80YGdVnHMpIZAKCICA3N5erMBFZMeYBIuuUkJCAiIgIeHt7IzY2FmvXrkVsbCy8vb0RERGBhIQEc4dI9VSDLczy8/Mxe/ZsdOvWDd27d8f8+fPxzz//VPmYBw8eYNGiRejZsye6du2Kd955Bzk5OTr3zcvLQ79+/dChQwcUFBSYogtEREREZEFUKhWio6MRFBSEqKgo+Pn5oVGjRvDz80NUVBSCgoIQExMDlUpl7lCpHmqwhdmcOXNw8eJFfPvtt1izZg2OHTuGBQsWVPmYjz/+WLy0vH79ety6dQtvv/22zn3/9a9/oUOHDqYInYiIiIgskFKpRHZ2NiZMmACpVPswWyqVYvz48cjKyoJSqTRPgFSvNcjCLD09HQcPHsSSJUvQpUsXdO/eHR988AF+/vln3Lx5U+djCgsLsW3bNkRERKB3797w8/PDxx9/jNTU1Aofjk2bNqGwsBCTJk2qg96QpXJ0dDR3CERkZswDRNZFMxLLy8tLbCufBzTtlY3YIuvWIBf/SE1NhaOjI/z9/cW2Pn36QCqV4uTJk3j66acrPOb06dMoLS1Fnz59xDYvLy/I5XIolUooFAoAwMWLF7Fq1Sps2bIFV69erVWcarVaa8K3VCqFWq3W2kcikUAikRilHUCFuQyVtUulUgiCYJR29kl3u5ubG9Rqtda2ht4nS3yd2Cf2yRR90qzGdufOHbRo0QIBAQFaq7E1xD7Vpp19Yp+spU8uLi4AHh5P+vn5AQBcXV3F33nx4kVxP81xYn3vk6bdkl6nuu7To9sr0yALs5ycHPGNr2FjY4NmzZrh9u3blT7G1ta2wtnL5s2bi48pKSnBe++9h/DwcMjl8loXZpcvXxZfGEdHR7i5uSEnJ0drzpqLiwtcXFxw48YNFBUVie1ubm5wdHTEtWvXUFJSIrbL5XI4ODjg8uXLWi+yh4cHbGxskJGRoRWDp6cnysrKkJmZKbZJpVJ4enqiuLgYWVlZYrudnR08PDxQWFiIW7duie0ODg6Qy+XIy8tDbm6u2M4+Vd6nVq1aoaioCIWFhVqJoCH3yRJfJ/aJfTJFn/744w9s3LhR6/vIzc0NY8eORY8ePRpknyzxdWKf2CdT9KlNmzZwd3fHV199hZkzZ0IikaCkpAQtW7aEi4sLvvrqK7Ro0QLNmjVDRkZGg+iTJb5Odd0nfReBkgj1aLmo5cuX4+uvv65yn927d+O3337Djh078Msvv2ht6927N9555x2MHTu2wuN27dqFefPm4fTp01rtr7zyCnr27Inw8HAsXboUt27dwv/93/8BAI4ePYrQ0FAkJycbNBxFc6b00TOkPNtgPX0SBAGXLl1Cu3bttMaYN+Q+WeLrxD6xT8bu0++//4758+ejb9++CA0NhUwmgyAIiIuLw6FDh/Dxxx8jODi4QfXJEl8n9ol9MmWfDhw4gIiICPTt2xchISGQyWRQq9VYv349EhMTxTzQkPpkia9TXfZJpVLh5MmT1d7Lrl5dMZs0aRKGDx9e5T5t27aFq6urVtULAGVlZbh79y5atGih83Gurq4oLS1FQUGBVpGlGWYCAEeOHMGFCxfEgk/zx+zVqxdmzJiBmTNnGtQfqVSqdVCuaatsX2O0a94I+rRr3ky1bWefKrZrPqC63gOVxV5Ze33pU3Xt7BP7ZO19UqlU+Pzzz8XV2AAgIyMDnp6eWL58OcLDw7FixQoMGDBAfHx975Mx29kn9sla+hQcHIzIyEhER0dj+vTpYrtcLkdkZKTO+5jV9z7VJEb2qfLisjL1qjDTXD6sTteuXVFQUIDTp0+L43ePHDkCtVqNgIAAnY/x8/ODra0tDh8+jGeeeQbAwy/MrKwscX7ZihUrcP/+ffExp06dwvz587Fx40Z4eHjUsndERGTJNKuxLVmypMKZWKn04WpsU6ZMgVKpRGBgoBkjJSJTCw4ORr9+/ZCSkoK0tDT4+vqiW7duVV4tIapXhZm+vLy88NRTT+Hf//43Fi1ahNLSUixevBjPPfccWrZsCQC4efMmxo8fj08++QQBAQFo2rQpRo4cicjISDRr1gxNmjTBkiVL0LVrV7Ewe7T4ysvLE38fV9YiQ0gkEri4uFR69oeILM+jq7E9mge4GhuRdZHJZOjevTu8vLzg7OzMYwKqVoMszICH89EWL16M8ePHQyqVYsiQIfjggw/E7aWlpbh06RKKi4vFtvnz50MqlWLmzJkoKSlBUFAQPvzwQ3OETxZOc0BGRNbD1dUVwMNbuvj7+1fIA+np6Vr7EZHl4/EAGaJeLf5hKTSLf1Q3wY8sl1qtxo0bN9CqVatKxx0TkWVRqVQYMWIEvL29xTlmmjwAAOHh4UhPT8e2bdv43UBkJXg8QID+tQHfIUQmUn6ZVSKyfDKZDGFhYUhMTER4eDhOnTqFO3fu4NSpUwgPD0diYiJmzZrFoozIyvB4gPTVYIcyEhER1TflV2ObOnWq2F7VamxEREQACzMiIiKj4mpsRERUEyzMiExAIpHAzc2NKzARWSnNamwdOnRA06ZNmQuIrBSPB8gQLMyITEAikfAWC0RWjnmAiJgHyBBc/IPIBNRqNTIzM7VuMEtE1oV5gIiYB8gQLMyITKSkpMTcIRCRmTEPEBHzAOmLhRkREREREZGZsTAjIiIiIiIyMxZmRCYgkUggl8u5ChORFWMeICLmATIEV2UkMgGJRAIHBwdzh0FEZsQ8QETMA2QIXjEjMgG1Wo2MjAyuwkRkxZgHiIh5gAzBwozIRJiEiYh5gIiYB0hfLMyIiIiIiIjMjIUZERERERGRmbEwIzIBiUQCDw8PrsJEZMWYB4iIeYAMwcKMyERsbLjoKZG1Yx4gIuYB0hcLMyITEAQBGRkZEATB3KEQkZkwDxAR8wAZgoUZERERERGRmbEwIyIiIiIiMjMWZkRERERERGbGwozIBCQSCTw9PbkKE5EVYx4gIuYBMgQLMyITKSsrM3cIRGRmzANExDxA+mJhRmQCgiAgMzOTqzARWTHmASJiHiBD8MYKRERERqZSqZCSkoK0tDTk5eWhW7dukMlk5g6LiIjqMRZmRERERpSQkIDo6GhkZ2eLbe7u7ggLC0NwcLAZIyMiovqMQxmJTEQq5ceLyNokJCQgIiIC3t7eiI2NRVxcHGJjY+Ht7Y2IiAgkJCSYO0QiqmM8HiB9SQQOejU6lUoFpVIJhULBoStERFZCpVJhxIgR8Pb2RlRUlNbBmFqtRnh4ONLT07Ft2zZ+NxARWRF9awOW8EQmIAgCioqKONmXyIoolUpkZ2djwoQJkEqlWnlAKpVi/PjxyMrKglKpNHeoRFRHeDxAhmBhRmQCgiAgKyuLiZjIiuTk5AAAvLy8AFTMA5p2zX5EZPl4PECGYGFGRERkBK6urgDw/9q797AY0/8P4O8mooNNiSXHmhhLp2lLRdjCImqSYX0jFis5Zhdb1sWyWOXwZaO+csxptXtRMeVsHRZboXaxyvpWDoX8aJNOSjO/P1zN15iiVMbq/bquLtfcz3Pfz+eZPHfzeZ77vgfp6emVbq8or9iPiIjoRUzMiIiI6oCtrS3atGmDyMhIyOVylW1yuRzbt2+HqakpbG1tNRMgERG905iYEdUTHR0dTYdARG+RtrY2Zs2ahbNnz2Lu3Lm4cuUKysvLceXKFcydOxdnz55FQEAAF/4gamD4eYCqi6sy1gOuykhE1HBV9j1mpqamCAgI4PeYERE1QNXNDfgF00T1QKFQ4MmTJ2jWrBm0tLQ0HQ4RvUWurq7o06cPUlJSkJWVhXbt2kEsFvNGHVEDxM8DVBNMzIjqgUKhwIMHD2BgYMCOmKgB0tbWhp2dHZo3bw5zc3N+wSxRA8XPA1QT/EtBRERERESkYUzMiIiIiIiINIyJGVE90dPT03QIRKRh7AeIiP0AVRfnmBHVA4FAAFNTU02HQUQaxH6AiNgPUE3wiRlRPVAoFMjNzQW/jYKo4WI/QETsB6gmmJgR1QN2xETEfoCI2A9QTTAxIyIiIiIi0jAmZkRERERERBrGxIyonnzwwQeaDoGINIz9ABGxH6Dq4qqMRPVAIBCgVatWmg6DiDSI/QARsR+gmuATM6J6IJfL8eDBA8jlck2HQkQawn6AiNgPUE0wMSOqJ/n5+ZoOgYg0jP0AEbEfoOpiYkZERERERKRhnGNWDyq+q6K8vFzDkZCmyOVyKBQKlJeX87tLiBoo9gNExH6AgP/lBK/7P6Cl4P+SOldaWoorV65oOgwiIiIiInpHWFlZQUdHp8rtTMzqgVwux7NnzyAQCKClpaXpcIiIiIiISEMUCgXkcjkaNWoEgaDqmWRMzIiIiIiIiDSMi38QERERERFpGBMzIiIiIiIiDWNiRkREREREpGFMzIiIiIiIiDSMiRkREREREZGGMTEjIiIiIiLSMCZmREREREREGsbEjEgDsrKyIBKJkJqaqulQiKgOJCYmQiQSIT8/v96OwX6DqOaio6Nhb29fozpBQUGYOnVqPUX07h2X3h1MzOgfSVOdV2lpKRwdHbFx48ZKt4eFhaFnz54oKyt7y5ERvR+CgoIgEonUrrHjx49DJBJpKKraYb9BVPeq+hzw8k0Sd3d3HDlypF5j2bp1KxwcHPD06VO1bcXFxbCzs8OOHTvqNQZ6PzAxI6oBHR0deHp6Yt++fWrbFAoFYmJiIJFI0LhxYw1ER/R+aNKkCTZt2oTHjx/XabulpaV12l51sd8g0pymTZuiRYsW9XoMiUSC4uJiHD16VG3bkSNHUFZWBk9Pz3qNgd4PTMzovZSUlASpVApLS0u4uLhg1apVePbsGQDg5MmTsLe3R3l5OQAgNTUVIpEIq1atUtafP38+5syZU2nbUqkUN2/exMWLF9WOeefOHUilUsjlcqxfvx59+vSBpaUlJBIJzpw5U2W8lQ21ePkJwbp16yCRSLB371588sknEIvFWLRoEcrLy7Fp0yb06tULzs7O+M9//qPSTn5+PubPnw8nJyfY2dlh7NixSEtLq8a7SKQZPXv2hImJCSIiIl6535EjRzBkyBBYWlrCzc0NW7duVdnu5uaGsLAwfP3117Czs8PChQuV19rJkycxcOBA2NjYYObMmSguLkZMTAzc3Nzg4OCApUuXKvsIAIiNjYW3tzfEYjF69eqF2bNn49GjR9U+J/YbRJpR2XUSHh4OZ2dniMVizJ8/H6tWrYJEIlGru2XLFri4uMDR0RGLFy+u8ql2ixYt4OrqWunNl3379qF///5o3rw5rl+/jrFjx8La2hqOjo5YsGABCgsLq4zdzc0NkZGRKmUSiQTr1q1TvhaJRIiKisLkyZNhY2ODwYMHIyUlBbdu3YKvry9sbW0xatQo3L59W6Wd48ePY9iwYbCyskK/fv2wfv165eck0hwmZvTeycnJgZ+fH6ysrLB//34sWrQIe/fuVX7wsLe3R2FhIa5duwbg+QcjIyMjJCUlKdu4cOECHB0dK21fJBLByspKrQOOjo6GWCyGUCjEjh07sG3bNgQGBuLAgQNwcXHB1KlTcfPmzVqd2+3bt3HmzBls3rwZq1evxt69e+Hn54ecnBzs3LkTc+bMwdq1a/HHH38o6wQEBODRo0fYtGkToqOj0b17d4wbNw55eXm1ioWovggEAnz11VfYtWsX7t+/X+k+V69exaxZs+Du7g6ZTIbp06fjhx9+QHR0tMp+W7duRdeuXREbG6sc9lRSUoKdO3dizZo12Lx5MxITEzF9+nScPn0aGzduxIoVKxAVFaUy/OnZs2cICAjAgQMHEBYWhuzsbAQFBVX7nNhvEL0bDhw4gA0bNmDOnDmIjo5GmzZtsGfPHrX9EhMTcfv2bWzfvh3BwcGIiYlBTExMle1KpVIkJCQgOztbWXbnzh1cuHABUqkURUVFmDhxIgwNDbF3716sXbsW58+fx5IlS2p9TuHh4ZBIJIiNjYW5uTlmz56NhQsXws/PD/v27YNCocB3332n3P/ixYsIDAzE2LFjcfDgQXz33XeIjo7Ghg0bah0L1Q4TM3rv/Pjjj2jdujUWLlwIoVCI/v37Y8aMGdi6dSvkcjmaNWuGjz76SJmIJSUl4fPPP8e1a9dQWFiInJwc3Lp1Cw4ODlUeQyqV4vDhw8o7XQUFBThy5AiGDx8O4PldtkmTJmHIkCEwNzfH3Llz0bVrV2zfvr1W56ZQKPD999/DwsICbm5ucHR0RGZmJr755huYm5tj+PDhMDMzQ2JiIoDnne/ly5cRGhoKKysrdOrUCYGBgfjggw/qfcw9UW0MGDAAH330EUJDQyvdvm3bNjg7O2PatGkwMzODt7c3Ro8ejS1btqjs5+TkhAkTJqBDhw7o0KEDAKCsrAyLFi1Ct27d4ODggIEDB+LSpUtYtmwZLCws4OrqCkdHRyQkJCjbkUql6Nu3L9q3bw9bW1vMnz8fZ86ceeXd7pex3yCqW6dOnYJYLFb5mTRp0ivr7Nq1C1KpVPn/fvr06ejSpYvafoaGhsrPEa6urujbty9+++23Ktt1cXFBq1atVG4OVSR+zs7OiIuLQ2lpKUJCQtClSxc4Oztj4cKF2L9/Px4+fPjmbwIAb29vuLu7w8zMDJMmTUJ2djY8PDzQu3dvCIVCjB07VuXm8/r16+Hn54dhw4ahffv26NWrFwICAhAVFVWrOKj2mJjReyc9PR1isRhaWlrKso8//hhFRUXKu+8ODg5ISkqCQqHAxYsXMWDAAAiFQly6dAlJSUlo1aoVOnXqVOUxhg4dCrlcjkOHDgEADh06BC0tLbi7u6OgoAAPHjyAnZ2dSh07Ozukp6fX6tzatm0LAwMD5WsTExNYWFhAIBColFUMsbp+/TqKiorg6Oio8ocrKytLbVgD0btmzpw5iI2NrfS6ycjIqPQau3XrlsoQREtLS7W6urq6yiQNeH7NtG3bFvr6+iplubm5ytdXr16Fv7+/cjigr68vAODevXvVPh/2G0R1y9HREbGxsSo/S5cufWWdzMxMWFtbq5S9/BoALCwsoK2trXzdsmXLVw5f1tbWxrBhwxATEwOFQgG5XK4cAi0QCJCeng6RSAQ9PT1lHTs7O8jlcmRmZlb3lCv14vDlivl0LyabLVq0wNOnT1FQUAAASEtLQ1hYmMr1vWDBAvzf//0fiouLaxUL1U4jTQdApAk9evTAvn37kJaWhsaNG0MoFKJHjx5ISkpCfn4+evTo8cr6BgYGGDhwIKKjoyGVSrFv3z4MHjwY+vr6yo6vJgQCARQKhUpZZWPZGzVSvWS1tLQqLZPL5QCAwsJCtGzZEjt37lRrq1mzZjWOk+htcnBwgIuLC1avXg1vb+83akNXV1etrKbXUcUQpIr5qkZGRrh37x4mTpxYo5UU2W8Q1S1dXV107NhRpayq4c81Vdk18vL19rLhw4cjIiICCQkJkMvluHfv3hv3XRXHfFll88BeXDiook5lZS/2aTNmzMCnn36q1laTJk3eOF6qPT4xo/eOUChESkqKSgd66dIl6Ovro3Xr1gD+N88sMjJSOWTR0dERSUlJSExMfG1iBjwflnTp0iWcPHkSKSkpkEqlAJ5/+GrVqhWSk5NV9k9OToaFhUWlbRkZGaGwsBBFRUXKsrqYaN+9e3c8fPgQ2tra6Nixo8qPsbFxrdsnqm+zZ89WXmMvMjc3r/Qa69Spk8pd7rqQkZGBvLw8zJkzB/b29hAKhTVa+ONF7DeINMvMzAxXrlxRKXv59Zvq0KEDHBwcsHfvXkRHR6Nnz55o27YtgOefTSqeRldITk6GQCCAmZlZpe0ZGxvjwYMHytcFBQXIysqqdZzdunVDZmam2vXdsWNHlSfp9Pbx3ad/rCdPniA1NVXl5969e/Dx8cH9+/exZMkSpKen4/jx41i3bh3Gjx+v7HAMDQ0hEokgk8mUSZi9vT2uXbuGmzdvvnJ+WQUHBwd07NgRgYGBMDc3VxmCNHHiRGzatAkHDx5ERkYGVq1ahbS0NIwdO7bStmxsbKCrq4t///vfuH37NmQymdoiBm+iZ8+esLW1xbRp03D27FlkZWUhOTkZa9asqbM/RET1SSQSwcPDQ+3pzYQJE/Dbb78hLCwMmZmZiImJwe7duzFhwoQ6j8HU1BSNGzfGzp07cefOHZw4cQLh4eFv1Bb7DSLNGjNmDPbu3YuYmBjcvHkT4eHhuH79eqVPp96EVCrFsWPHcOzYMeWNFwDw8PCAjo4OgoKC8NdffyEhIQFLliyBRCKBiYlJpW05OTnhwIEDuHjxIq5fv47AwMA6SZymTZuG/fv3Y/369bhx4wbS09MRHx+PNWvW1Lptqh0mZvSPlZSUBC8vL5Wf9evX48MPP8TGjRtx+fJlSCQSLFq0CFKpFFOmTFGp7+DggPLycmVi1rx5cwiFQrRs2RLm5uavPb6WlhaGDx+Ox48fKyfvVxg7dizGjx+P4OBgeHp64tdff0V4eHiV89aaN2+OlStX4syZM/Dw8EB8fDxmzJjxZm/MSzFu3LgRDg4OmDdvHgYNGoSvvvoK2dnZVf4hIHrXzJw5UzkEp0L37t2xdu1aHDx4EB4eHggNDcXMmTNrNWyoKsbGxggODsbhw4fh7u6OTZs2ITAw8I3aYr9BpFmenp7w8/NDSEgIhg0bhqysLAwbNqzOhvANHDgQOjo60NXVRf/+/ZXlurq62LJlC/Ly8iCVShEQEABnZ2csWLCgyrYmT54MBwcHTJ48GZMnT0b//v1V5se+qd69e2PDhg04e/YspFIpRo4cicjISOXTPdIcLcXrBswSEREREb2nxo8fDxMTE6xcuVLToVADx8U/iIiIiKhBKC4uRlRUFFxcXCAQCBAfH4/z589j27Ztmg6NiE/MiIiIiKhhKCkpgb+/P1JTU/H06VOYmZlhypQpla5QSPS2MTEjIiIiIiLSMC7+QUREREREpGFMzIiIiIiIiDSMiRkREREREZGGMTEjIiIiIiLSMCZmREREREREGsbEjIiI3jlZWVkQiUSIjo7WdChERERvBRMzIiKqFX9/f9jY2KCgoKDKfWbPng1LS0v8/fffbzEyzXr48CFCQkIwaNAg2NjYwNbWFt7e3ggPD0d+fn6N25PJZIiMjKz7QImI6J3QSNMBEBHRP5unpydOnjyJ48ePw8vLS217cXExfvnlF7i4uMDIyOjtB6gBly9fhp+fH4qKiuDp6Ynu3bsDAK5evYpNmzbh4sWL2Lp1a43ajIuLw40bN/D555/XQ8RERKRpTMyIiKhW3NzcoK+vD5lMVmliduLECWWC0hDk5+dj+vTp0NbWRkxMDIRCocr2L7/8Ej///LOGoqt/RUVF0NPT03QYRET/OBzKSEREtdK0aVN8+umnSEhIwKNHj9S2x8XFQV9fH25ubgCAO3fuYObMmejRowdsbGwwcuRInDp16rXH8fX1ha+vr1p5UFCQsm3gf/PTtmzZgt27d6Nfv36wsbHBhAkTcO/ePSgUCoSFhaFPnz6wtrbGlClTkJeXp9bu6dOn4ePjA1tbW4jFYvj5+eHGjRuvjTMqKgo5OTkICgpSS8oAwMTEBFOnTlW+Pn78OPz8/ODi4gJLS0v0798fYWFhKC8vVzn3U6dOITs7GyKRCCKRSOWcS0tLERoaigEDBsDS0hJ9+/bFihUrUFpaqnLskpISLF26FI6OjhCLxfD390dOTg5EIhHWrVunsu+1a9fwxRdfwM7ODmKxGOPGjcPvv/+usk90dDREIhGSkpKwaNEiODs7o2/fvkhISIBIJMKxY8fUzl8mk0EkEiElJeW17yURUUPCJ2ZERFRrHh4eiImJwaFDhzBmzBhleV5eHs6ePYshQ4agadOmePjwIUaNGoXi4mL4+vrCyMgIMTExmDJlijKxqCsymQxlZWXw9fVFXl4eNm/ejFmzZsHJyQmJiYmYNGkSbt26hV27diEkJATLly9X1o2NjUVQUBBcXFwwZ84cFBcXY8+ePfDx8UFMTAzatWtX5XF/+eUXNG3aFAMHDqxWnDExMdDT08P48eOhp6eHhIQEhIaGoqCgAIGBgQCez+N78uQJ7t+/j3nz5gEA9PX1AQByuRxTpkzBpUuXMHLkSAiFQvz111/Yvn07bt68ifDwcOWxgoKCcOjQIUgkEtjY2ODChQvw8/NTi+nGjRsYPXo09PX18cUXX6BRo0b46aef4Ovri127dsHGxkZl/8WLF8PY2BjTpk1DUVERHB0d0aZNG8hkMrXfqUwmQ4cOHSAWi6v1/hARNRRMzIiIqNacnJzQsmVLxMXFqSRmhw8fRllZGTw8PAAAGzduxMOHD7F7927Y29sDAEaMGAFPT08sX74c/fr1g0BQN4M5cnJycPToUTRr1gzA8wQmIiICJSUl2LdvHxo1ev4n8O+//4ZMJsPixYuho6ODwsJCLFu2DCNGjMCSJUuU7Q0bNgyDBg1CRESESvnLMjIy0KlTJ+jo6FQrztWrV6Np06bK1//617+wcOFC7NmzB19++SV0dHTQq1cv7NixA/n5+ZBIJCr1ZTIZzp8/j507dyrfUwDo3Lkzvv32WyQnJ8POzg5//vknDh06hHHjxuGbb74BAIwePRrz5s1DWlqaSptr165FWVkZ9uzZg/bt2wMAvLy8MGjQIKxcuRK7du1S2d/Q0BCRkZHQ1tZWlnl6emLbtm148uSJ8neQm5uLc+fOwd/fv1rvDRFRQ8KhjEREVGva2toYMmQIUlJSkJWVpSyPi4uDiYkJnJ2dATwfHmhtba2SQOjr6+Ozzz5DdnY2/vvf/9ZZTIMGDVImBABgbW0N4HnCUJGUVZSXlZUhJycHAHD+/Hnk5+djyJAhyM3NVf4IBALY2NggMTHxlcctKChQPs2qjheTsoKCAuTm5sLe3h7FxcXIyMh4bf3Dhw9DKBTC3NxcJV4nJycAUMb766+/AgB8fHxU6r+YSANAeXk5zp07h/79+yuTMgBo1aoVhg4dikuXLqmtwDly5EiVpAwAJBIJSktLcfjwYWXZwYMH8ezZswYz35CIqCb4xIyIiOqEh4cHIiMjERcXB39/f9y/fx8XL16Er6+v8kP73bt31YbBAYC5ublye5cuXeoknjZt2qi8rkjSqip//Pgx2rdvj5s3bwIAxo0bV2m7BgYGrzyugYEBCgsLqx3njRs3sHbtWiQkJKglPE+ePHlt/Vu3biE9PV2Z/L6sYt7f3bt3IRAI1IZhduzYUeV1bm4uiouLYWZmptaWUCiEXC7HvXv30LlzZ2V5ZUM7hUIhrKysIJPJMGLECADPn+7Z2tqqHZOIiJiYERFRHbG0tIS5uTni4+Ph7++PuLg4KBQK5TDG+vLiIhkvevkJToWqhkoqFAqVf1esWIGWLVtWu90K5ubmSE1NRWlp6WuHM+bn52PMmDEwMDDAzJkz0aFDBzRp0gR//vknVq1aBblc/sr6wPMhml26dFHOPXtZ69atX9tGbTVp0qTSci8vLyxbtgz3799HaWkpfv/9dyxcuLDe4yEi+idiYkZERHXGw8MDP/zwA9LS0hAXF4dOnTophxACgKmpKTIzM9XqVQzZMzU1rbJtQ0ND3LlzR6387t27dRD5/1QM32vRogV69uxZ4/qurq5ISUnB0aNHMXTo0Ffum5SUhLy8PKxfvx4ODg7K8heHg1bQ0tKqtI0OHTogLS0Nzs7OVe4DPH9v5XI5srKy0KlTJ2X5rVu3VPYzNjaGrq5ulb8ngUCg9tSxKu7u7ggODkZcXBxKSkrQuHFjDB48uFp1iYgaGs4xIyKiOlPxdCw0NBSpqalqT8v69u2Ly5cvqyyVXlRUhJ9//hlt27aFhYVFlW23b98eGRkZyM3NVZalpaUhOTm5Ts+hd+/eMDAwQEREBMrKytS2v3j8yowaNQotW7ZEcHBwpcnNo0ePlCslVjy9q3hKBzxf+v7HH39Uq6erq1vp0MbBgwcjJyen0u9GKykpQVFREQDAxcUFANTafnkhD21tbfTq1QsnTpxQSRAfPnyIuLg4fPzxx68dzlnB2NgYvXv3xoEDByCTyeDi4gJjY+Nq1SUiamj4xIyIiOpM+/btIRaLceLECQBQS8z8/PwQHx+PSZMmwdfXF4aGhoiNjUVWVhbWrVv3yhUZpVIpIiMjMXHiREilUjx69AhRUVGwsLCo0Zyu1zEwMMCiRYvw9ddfw9vbG+7u7jA2Nsbdu3dx+vRp2NnZvXI4nqGhIcLCwuDn5wcvLy94enqie/fuAJ5/N1hcXJxyqXixWAxDQ0MEBQXB19cXWlpa2L9/v0qiVqF79+44ePAgli9fDisrK+jp6cHNzQ0SiQSHDh3Ct99+i8TERNjZ2aG8vBwZGRk4fPgwNm/eDCsrK1haWmLgwIHYvn078vLylMvlV8ype/Fp26xZs3D+/Hn4+PjAx8cH2tra+Omnn1BaWoq5c+fW6P308vLCzJkzAQABAQE1qktE1JAwMSMiojrl4eGBlJQUWFtbqy3yYGJigqioKOWS60+fPoVIJMKGDRvwySefvLJdoVCIkJAQhIaGYvny5bCwsMCKFSsQFxeHpKSkOj+HVq1aYePGjdiyZQtKS0vx4Ycfwt7eHt7e3q+tb2NjA5lMhi1btuDUqVPYv38/BAIBzM3N4efnp1wJ0cjICBs2bEBISAjWrl2LDz74AJ6ennB2dsbEiRNV2vTx8UFqaiqio6MRGRmJtm3bws3NDQKBAGFhYYiMjMT+/ftx7Ngx6Orqol27dvD19VVZxCMkJAQmJiaIj4/HsWPH0LNnT6xZswaDBg1SmQ/XuXNn7N69G6tXr0ZERAQUCgWsra2xcuXKShdveRVXV1cYGhpCLpejX79+NapLRNSQaCkquy1HREREDUJqaiq8vLywcuXKelnG/tmzZ+jduzdcXV3x/fff13n7RETvC84xIyIiaiBKSkrUyrZv3w6BQKCy+EhdOn78OHJzc+Hl5VUv7RMRvS84lJGIiKiB2Lx5M65evQonJydoa2vjzJkzOHPmDD777LNqr7RYXX/88QeuX7+O8PBwdOvWDT169KjT9omI3jdMzIiIiBoIsViMc+fOITw8HEVFRWjTpg1mzJgBf3//Oj/Wnj17cODAAXTt2hXBwcF13j4R0fuGc8yIiIiIiIg0jHPMiIiIiIiINIyJGRERERERkYYxMSMiIiIiItIwJmZEREREREQaxsSMiIiIiIhIw5iYERERERERaRgTMyIiIiIiIg1jYkZERERERKRh/w9GZlMzhqiUGQAAAABJRU5ErkJggg=="
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1200x700 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"--- Price Chart with Volume Indicator Overlay ---\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x1200 with 3 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 3
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "f13d0294",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-21T18:08:35.137491Z",
|
||
"start_time": "2025-06-21T18:08:35.131334Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"# 无需数据加载和指标计算函数，假设 processed_df 已经传入并包含所需列\n",
|
||
"\n",
|
||
"def analyze_trend_continuation_probability(processed_df, return_threshold=0.0001, num_bins=20):\n",
|
||
" \"\"\"\n",
|
||
" Analyzes the probability of trend continuation (direction consistency) as volume change rate (Z-score) varies.\n",
|
||
" This version ignores the specific direction (Up/Down) of the trend, focusing only on whether it continues.\n",
|
||
" It plots the individual bin probabilities and a bar chart showing the number of data points in each bin.\n",
|
||
"\n",
|
||
" Parameters:\n",
|
||
" processed_df (pd.DataFrame): DataFrame with calculated indicators.\n",
|
||
" return_threshold (float): Minimum absolute log_return to classify current/future as 'significant' move.\n",
|
||
" num_bins (int): Number of bins to divide the volume_normalized_zscore range.\n",
|
||
" \"\"\"\n",
|
||
" if processed_df.empty:\n",
|
||
" print(\"Processed data is empty. Cannot perform volume-trend analysis.\")\n",
|
||
" return\n",
|
||
" \n",
|
||
" required_cols = ['log_return', 'future_log_return', 'volume_normalized_zscore']\n",
|
||
" if not all(col in processed_df.columns for col in required_cols):\n",
|
||
" print(f\"Error: Missing one or more required columns: {required_cols}. Please ensure they are calculated.\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" print(\"\\n--- Analyzing Trend Continuation Probability by Volume Z-score (Ignoring Overall Trend Bias) ---\")\n",
|
||
"\n",
|
||
" # 1. Define Current K-line Direction (significant move)\n",
|
||
" # 1 if significant UP, -1 if significant DOWN, 0 if Flat\n",
|
||
" def get_direction_sign(log_ret):\n",
|
||
" if log_ret > return_threshold:\n",
|
||
" return 1 # Up\n",
|
||
" elif log_ret < -return_threshold:\n",
|
||
" return -1 # Down\n",
|
||
" else:\n",
|
||
" return 0 # Flat\n",
|
||
" \n",
|
||
" processed_df['current_direction_sign'] = processed_df['log_return'].apply(get_direction_sign)\n",
|
||
" processed_df['future_direction_sign'] = processed_df['future_log_return'].apply(get_direction_sign)\n",
|
||
"\n",
|
||
" # 2. Define 'Is Continuation' (Target Variable)\n",
|
||
" # A continuation occurs if current_direction_sign is not 0 AND future_direction_sign is the same\n",
|
||
" processed_df['is_continuation'] = np.nan # Initialize with NaN\n",
|
||
" \n",
|
||
" # Cases where current move is Up and future is also Up\n",
|
||
" processed_df.loc[(processed_df['current_direction_sign'] == 1) & (processed_df['future_direction_sign'] == 1), 'is_continuation'] = 1\n",
|
||
" # Cases where current move is Down and future is also Down\n",
|
||
" processed_df.loc[(processed_df['current_direction_sign'] == -1) & (processed_df['future_direction_sign'] == -1), 'is_continuation'] = 1\n",
|
||
" # Cases where current move is significant but future is not in the same direction (e.g., flat, reverse)\n",
|
||
" processed_df.loc[((processed_df['current_direction_sign'] != 0) & (processed_df['is_continuation'].isna())), 'is_continuation'] = 0\n",
|
||
"\n",
|
||
" # Filter out rows where current K-line was flat, as there's no trend to \"continue\"\n",
|
||
" df_for_analysis = processed_df[processed_df['current_direction_sign'] != 0].copy()\n",
|
||
" \n",
|
||
" if df_for_analysis.empty:\n",
|
||
" print(\"No significant current moves (Up/Down) to analyze for continuation.\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" # --- REMOVED: Filtering out 1% and 99% Z-score outliers ---\n",
|
||
" # Now using the full range of df_for_analysis for binning\n",
|
||
"\n",
|
||
" # 3. Binning Volume Normalized Z-score (using unfiltered data)\n",
|
||
" min_z = df_for_analysis['volume_normalized_zscore'].min()\n",
|
||
" max_z = df_for_analysis['volume_normalized_zscore'].max()\n",
|
||
" \n",
|
||
" if pd.isna(min_z) or pd.isna(max_z) or (max_z - min_z < 0.001):\n",
|
||
" print(\"Warning: Volume Z-score range is too small or contains NaNs for binning.\")\n",
|
||
" # Fallback for very small ranges to prevent errors\n",
|
||
" if pd.isna(min_z) or pd.isna(max_z):\n",
|
||
" min_z = -5\n",
|
||
" max_z = 5\n",
|
||
" elif (max_z - min_z < 0.001):\n",
|
||
" max_z = min_z + 0.001\n",
|
||
"\n",
|
||
" bins = np.linspace(min_z, max_z, num_bins + 1)\n",
|
||
" labels = [f'{bins[i]:.2f} to {bins[i+1]:.2f}' for i in range(num_bins)]\n",
|
||
" # Use pd.cut for binning\n",
|
||
" df_for_analysis['volume_zscore_bin'] = pd.cut(df_for_analysis['volume_normalized_zscore'], bins=bins, labels=labels, include_lowest=True)\n",
|
||
"\n",
|
||
" # 4. Calculate Continuation Probability for each bin\n",
|
||
" continuation_prob = df_for_analysis.groupby('volume_zscore_bin')['is_continuation'].mean()\n",
|
||
" \n",
|
||
" continuation_df = pd.DataFrame({\n",
|
||
" 'Volume Z-score Bin': continuation_prob.index,\n",
|
||
" 'Trend Continuation Probability': continuation_prob.values\n",
|
||
" }).dropna() # Drop NA if a bin has no data\n",
|
||
"\n",
|
||
" if continuation_df.empty:\n",
|
||
" print(\"No data points for trend continuation within the bins. Adjust thresholds or data range.\")\n",
|
||
" return\n",
|
||
" \n",
|
||
" print(\"\\nTrend Continuation Probabilities by Volume Z-score Bin (Direction Agnostic, All Data):\")\n",
|
||
" print(continuation_df)\n",
|
||
"\n",
|
||
" # 5. Visualization - Individual Bin Probabilities (Original Plot, without filtering)\n",
|
||
" plt.figure(figsize=(14, 8))\n",
|
||
" \n",
|
||
" plt.plot(continuation_df['Volume Z-score Bin'], continuation_df['Trend Continuation Probability'],\n",
|
||
" marker='o', linestyle='-', color='purple', label='Trend Continuation Probability')\n",
|
||
" \n",
|
||
" plt.title('Trend Continuation Probability vs. Volume Z-score (Direction Agnostic, All Data)', fontsize=18)\n",
|
||
" plt.xlabel('Volume Z-score Bins', fontsize=14)\n",
|
||
" plt.ylabel('Continuation Probability', fontsize=14)\n",
|
||
" plt.xticks(rotation=45, ha='right') # Rotate labels for readability\n",
|
||
" plt.ylim(0, 1) # Probability range\n",
|
||
" plt.axhline(0.5, color='gray', linestyle=':', linewidth=1, label='Random (0.5)') # Reference line for 0.5 probability\n",
|
||
" plt.grid(True, linestyle='--', alpha=0.7)\n",
|
||
" plt.legend(fontsize=12)\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" # print(\"\\nThis plot shows the probability of ANY trend (up or down) continuing, across different levels of volume change rate.\")\n",
|
||
" # print(\"Peaks above 0.5 indicate where current direction is more likely to be followed by the same direction in the future.\")\n",
|
||
" # print(\"No Z-score outliers have been removed in this plot.\")\n",
|
||
"\n",
|
||
"\n",
|
||
" # --- NEW PLOT: Number of Data Points per Bin ---\n",
|
||
" print(\"\\n--- Plotting Number of Data Points per Volume Z-score Bin ---\")\n",
|
||
"\n",
|
||
" # Count the number of data points in each bin\n",
|
||
" bin_counts = df_for_analysis['volume_zscore_bin'].value_counts().sort_index()\n",
|
||
"\n",
|
||
" # Ensure the order of bins in bin_counts matches that in continuation_df\n",
|
||
" # (pd.cut with labels usually handles this, but explicitly reindexing can ensure consistency)\n",
|
||
" bin_counts = bin_counts.reindex(continuation_df['Volume Z-score Bin'])\n",
|
||
" \n",
|
||
" # Convert to DataFrame for plotting\n",
|
||
" bin_counts_df = pd.DataFrame({\n",
|
||
" 'Volume Z-score Bin': bin_counts.index,\n",
|
||
" 'Number of Data Points': bin_counts.values\n",
|
||
" }).dropna()\n",
|
||
"\n",
|
||
" if bin_counts_df.empty:\n",
|
||
" print(\"No data points found for plotting bin counts.\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" plt.figure(figsize=(14, 8))\n",
|
||
" sns.barplot(x='Volume Z-score Bin', y='Number of Data Points', data=bin_counts_df, palette='viridis')\n",
|
||
" plt.title('Number of Data Points per Volume Z-score Bin', fontsize=18)\n",
|
||
" plt.xlabel('Volume Z-score Bins', fontsize=14)\n",
|
||
" plt.ylabel('Number of Data Points', fontsize=14)\n",
|
||
" plt.xticks(rotation=45, ha='right')\n",
|
||
" plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" # print(\"\\nThis plot shows the raw count of data points falling into each Volume Z-score bin.\")\n",
|
||
" # print(\"Bins with very low counts might produce less reliable trend continuation probability estimates.\")\n"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 4
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "74770a30",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-21T18:08:35.362961Z",
|
||
"start_time": "2025-06-21T18:08:35.152984Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"\n",
|
||
"df_raw = load_and_preprocess_data(file_path)\n",
|
||
"if df_raw is not None and not df_raw.empty:\n",
|
||
" # volume_window and price_lag parameters for indicator calculation\n",
|
||
" # price_lag defines \"N\" in \"next N K-lines\"\n",
|
||
" processed_data = calculate_stationary_indicators(df_raw, volume_window=30, price_lag=5)\n",
|
||
" \n",
|
||
" # Analyze the impact of volume change rate and current K-line direction on future trend\n",
|
||
" # return_threshold: set a small threshold to define 'significant' up/down move, otherwise it's 'flat'\n",
|
||
" analyze_trend_continuation_probability(processed_data, return_threshold=0.0001, num_bins=10)\n",
|
||
"else:\n",
|
||
" print(\"Analysis cannot proceed. Please check if data loading was successful.\") "
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Successfully loaded 3902 rows of data.\n",
|
||
"First 5 rows of data:\n",
|
||
" open high low close volume open_oi \\\n",
|
||
"datetime \n",
|
||
"2022-12-30 14:00:00 4113.0 4118.0 4091.0 4099.0 386597.0 2793890.0 \n",
|
||
"2023-01-03 09:00:00 4087.0 4087.0 4012.0 4032.0 882749.0 2759241.0 \n",
|
||
"2023-01-03 10:00:00 4032.0 4050.0 4032.0 4037.0 208523.0 2713076.0 \n",
|
||
"2023-01-03 11:00:00 4037.0 4048.0 4032.0 4046.0 96128.0 2717795.0 \n",
|
||
"2023-01-03 13:00:00 4049.0 4059.0 4040.0 4052.0 143108.0 2719770.0 \n",
|
||
"\n",
|
||
" close_oi \n",
|
||
"datetime \n",
|
||
"2022-12-30 14:00:00 2759241.0 \n",
|
||
"2023-01-03 09:00:00 2713076.0 \n",
|
||
"2023-01-03 10:00:00 2717795.0 \n",
|
||
"2023-01-03 11:00:00 2719770.0 \n",
|
||
"2023-01-03 13:00:00 2723678.0 \n",
|
||
"Indicators calculated. 3863 rows of data remaining for analysis.\n",
|
||
"\n",
|
||
"--- Analyzing Trend Continuation Probability by Volume Z-score (Ignoring Overall Trend Bias) ---\n",
|
||
"\n",
|
||
"Trend Continuation Probabilities by Volume Z-score Bin (Direction Agnostic, All Data):\n",
|
||
" Volume Z-score Bin Trend Continuation Probability\n",
|
||
"0 -1.98 to -1.32 0.488889\n",
|
||
"1 -1.32 to -0.65 0.485437\n",
|
||
"2 -0.65 to 0.02 0.473290\n",
|
||
"3 0.02 to 0.69 0.504926\n",
|
||
"4 0.69 to 1.36 0.531863\n",
|
||
"5 1.36 to 2.03 0.493213\n",
|
||
"6 2.03 to 2.70 0.505155\n",
|
||
"7 2.70 to 3.37 0.590909\n",
|
||
"8 3.37 to 4.04 0.375000\n",
|
||
"9 4.04 to 4.71 0.400000\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x800 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"--- Plotting Number of Data Points per Volume Z-score Bin ---\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x800 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 5
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "8fa62ad6",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-21T18:08:35.708913Z",
|
||
"start_time": "2025-06-21T18:08:35.375716Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"\n",
|
||
"\n",
|
||
"# --- 1. Data Loading and Preprocessing (与之前代码相同) ---\n",
|
||
"def load_and_preprocess_data(file_path):\n",
|
||
" \"\"\"\n",
|
||
" Loads historical futures data and performs basic preprocessing.\n",
|
||
" Assumes data contains 'datetime', 'open', 'high', 'low', 'close', 'volume' columns.\n",
|
||
" \"\"\"\n",
|
||
" try:\n",
|
||
" df = pd.read_csv(file_path, parse_dates=['datetime'], index_col='datetime')\n",
|
||
" # Ensure data is sorted by time\n",
|
||
" df = df.sort_index()\n",
|
||
" \n",
|
||
" # --- NEW: Optional filtering for typical trading hours ---\n",
|
||
" # If your data includes non-trading hours (e.g., overnight, weekends in daily data)\n",
|
||
" # and you only want to analyze main trading sessions, uncomment and adjust.\n",
|
||
" # Example for typical daytime futures trading:\n",
|
||
" # df = df[(df.index.hour >= 9) & (df.index.hour < 15)] # Filter 9:00 to 14:59 for example\n",
|
||
" # df = df[df.index.dayofweek < 5] # Exclude Saturday (5) and Sunday (6) if using daily data with weekends\n",
|
||
"\n",
|
||
" initial_rows = len(df)\n",
|
||
" df.dropna(inplace=True)\n",
|
||
" if len(df) < initial_rows:\n",
|
||
" print(f\"Warning: Missing values found in data, deleted {initial_rows - len(df)} rows.\")\n",
|
||
" \n",
|
||
" # Check if necessary columns exist\n",
|
||
" required_columns = ['open', 'high', 'low', 'close', 'volume']\n",
|
||
" if not all(col in df.columns for col in required_columns):\n",
|
||
" raise ValueError(f\"CSV file is missing required columns. Please ensure it contains: {required_columns}\")\n",
|
||
" \n",
|
||
" print(f\"Successfully loaded {len(df)} rows of data.\")\n",
|
||
" return df\n",
|
||
" except FileNotFoundError:\n",
|
||
" print(f\"Error: File '{file_path}' not found. Please check the path.\")\n",
|
||
" return None\n",
|
||
" except Exception as e:\n",
|
||
" print(f\"Error during data loading or preprocessing: {e}\")\n",
|
||
" return None\n",
|
||
"\n",
|
||
"# --- 2. Stationary Indicator Calculation Function (与之前代码相同) ---\n",
|
||
"def calculate_stationary_indicators(df, volume_window=10, price_lag=5):\n",
|
||
" \"\"\"\n",
|
||
" Calculates stationary indicators based on volume and price.\n",
|
||
" \"\"\"\n",
|
||
" df_processed = df.copy() \n",
|
||
"\n",
|
||
" df_processed['volume_roc'] = df_processed['volume'].pct_change(volume_window) * 100\n",
|
||
" df_processed['volume_ma_ratio'] = df_processed['volume'] / df_processed['volume'].rolling(window=volume_window).mean()\n",
|
||
" rolling_mean_vol = df_processed['volume'].rolling(window=volume_window).mean()\n",
|
||
" rolling_std_vol = df_processed['volume'].rolling(window=volume_window).std()\n",
|
||
" df_processed['volume_normalized_zscore'] = (df_processed['volume'] - rolling_mean_vol) / rolling_std_vol.replace(0, np.nan)\n",
|
||
"\n",
|
||
" df_processed['log_return'] = np.log(df_processed['close'] / df_processed['close'].shift(1))\n",
|
||
" df_processed['future_log_return'] = np.log(df_processed['close'].shift(-price_lag) / df_processed['close'])\n",
|
||
"\n",
|
||
" try:\n",
|
||
" macd, macdsignal, macdhist = ta.MACD(df_processed['close'], fastperiod=12, slowperiod=26, signalperiod=9)\n",
|
||
" df_processed['macd_hist_diff'] = macdhist.diff(1) \n",
|
||
" except Exception as e:\n",
|
||
" # print(f\"TA-Lib MACD calculation failed, possibly due to installation or data issues: {e}. 'macd_hist_diff' will contain NaN.\")\n",
|
||
" df_processed['macd_hist_diff'] = np.nan \n",
|
||
"\n",
|
||
" df_processed.dropna(inplace=True)\n",
|
||
" if df_processed.empty:\n",
|
||
" print(\"Warning: Data is empty after indicator calculation. Check original data volume or adjust window parameters.\")\n",
|
||
" else:\n",
|
||
" print(f\"Indicators calculated. {len(df_processed)} rows of data remaining for analysis.\")\n",
|
||
" return df_processed\n",
|
||
"\n",
|
||
"# --- 3. 价格变化率分析与可视化函数 (横轴调整为连续索引) ---\n",
|
||
"def analyze_price_change_rate_for_trend(processed_df, rolling_vol_window=30):\n",
|
||
" if 'log_return' not in processed_df.columns or processed_df['log_return'].isnull().all():\n",
|
||
" print(\"Error: 'log_return' column not found or contains only NaN values. Cannot analyze price change rate for trend.\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" print(\"\\n--- Analyzing Price Change Rate (Log Returns) for Trend Characteristics ---\")\n",
|
||
"\n",
|
||
" # Add a continuous index for plotting, ignoring date gaps\n",
|
||
" processed_df['continuous_index'] = range(len(processed_df))\n",
|
||
"\n",
|
||
" # 1. Distribution of Log Returns (Price Change Rate)\n",
|
||
" plt.figure(figsize=(10, 6))\n",
|
||
" sns.histplot(processed_df['log_return'], bins=100, kde=True, color='purple', alpha=0.7)\n",
|
||
" plt.title('Distribution of Log Returns (Price Change Rate)', fontsize=16)\n",
|
||
" plt.xlabel('Log Return', fontsize=12)\n",
|
||
" plt.ylabel('Frequency', fontsize=12)\n",
|
||
" plt.grid(True, linestyle='--', alpha=0.6)\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" print(\"\\nStatistical summary of Log Returns:\")\n",
|
||
" print(processed_df['log_return'].describe())\n",
|
||
" print(f\"Kurtosis of Log Returns: {processed_df['log_return'].kurtosis():.4f}\")\n",
|
||
" print(f\"Skewness of Log Returns: {processed_df['log_return'].skew():.4f}\")\n",
|
||
"\n",
|
||
" # 2. Time Series of Log Returns and Rolling Volatility\n",
|
||
" processed_df['rolling_volatility'] = processed_df['log_return'].rolling(window=rolling_vol_window).std()\n",
|
||
"\n",
|
||
" fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15, 10), sharex=True)\n",
|
||
"\n",
|
||
" # Subplot 1: Log Returns Over Continuous Trading Periods\n",
|
||
" # Use 'continuous_index' for the x-axis to remove date gaps\n",
|
||
" ax1.plot(processed_df['continuous_index'], processed_df['log_return'], label='Log Returns', color='blue', alpha=0.7, linewidth=0.8)\n",
|
||
" ax1.set_title('Log Returns Over Trading Periods (Continuous Index)', fontsize=16)\n",
|
||
" ax1.set_ylabel('Log Return', fontsize=12)\n",
|
||
" ax1.grid(True, linestyle='--', alpha=0.6)\n",
|
||
" ax1.legend()\n",
|
||
"\n",
|
||
" # Subplot 2: Rolling Volatility Over Continuous Trading Periods\n",
|
||
" # Use 'continuous_index' for the x-axis\n",
|
||
" ax2.plot(processed_df['continuous_index'], processed_df['rolling_volatility'], label=f'Rolling Volatility ({rolling_vol_window} periods)', color='red', linewidth=1.5)\n",
|
||
" ax2.set_title(f'Rolling Volatility ({rolling_vol_window}-period Std Dev of Log Returns) Over Trading Periods', fontsize=16)\n",
|
||
" ax2.set_ylabel('Volatility', fontsize=12)\n",
|
||
" ax2.set_xlabel('Trading Period Index', fontsize=12) # Changed x-axis label\n",
|
||
" ax2.grid(True, linestyle='--', alpha=0.6)\n",
|
||
" ax2.legend()\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" print(\"\\nAnalysis focused on price change rate and its dynamics over continuous trading periods.\")\n",
|
||
" print(\"Higher volatility periods often provide more opportunities for trend-following strategies.\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- Main Execution Flow ---\n",
|
||
"if __name__ == \"__main__\":\n",
|
||
" df_raw = load_and_preprocess_data(file_path)\n",
|
||
"\n",
|
||
" if df_raw is not None and not df_raw.empty:\n",
|
||
" processed_data = calculate_stationary_indicators(df_raw, volume_window=10, price_lag=5)\n",
|
||
" analyze_price_change_rate_for_trend(processed_data, rolling_vol_window=30)\n",
|
||
" else:\n",
|
||
" print(\"Analysis cannot proceed. Please check if data loading was successful.\")"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Successfully loaded 3902 rows of data.\n",
|
||
"Indicators calculated. 3863 rows of data remaining for analysis.\n",
|
||
"\n",
|
||
"--- Analyzing Price Change Rate (Log Returns) for Trend Characteristics ---\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Statistical summary of Log Returns:\n",
|
||
"count 3863.000000\n",
|
||
"mean -0.000071\n",
|
||
"std 0.004022\n",
|
||
"min -0.027787\n",
|
||
"25% -0.002158\n",
|
||
"50% 0.000000\n",
|
||
"75% 0.001947\n",
|
||
"max 0.038023\n",
|
||
"Name: log_return, dtype: float64\n",
|
||
"Kurtosis of Log Returns: 5.8709\n",
|
||
"Skewness of Log Returns: 0.2133\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x1000 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Analysis focused on price change rate and its dynamics over continuous trading periods.\n",
|
||
"Higher volatility periods often provide more opportunities for trend-following strategies.\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 6
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "20c278fde79da68a",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-21T18:08:35.997351Z",
|
||
"start_time": "2025-06-21T18:08:35.773406Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"def analyze_price_change_autocorrelation(df: pd.DataFrame,\n",
|
||
" price_col: str = 'close',\n",
|
||
" max_lags: int = 50,\n",
|
||
" plot_specific_lag: int = 1):\n",
|
||
" \"\"\"\n",
|
||
" 分析时间序列价格变化的自相关性，并绘制图表。\n",
|
||
"\n",
|
||
" Args:\n",
|
||
" df (pd.DataFrame): 包含行情数据的DataFrame，必须有日期索引或排好序。\n",
|
||
" price_col (str): 用于计算价格变化的列名，默认为 'close'。\n",
|
||
" max_lags (int): 要计算的最大滞后期数，默认为 50。\n",
|
||
" plot_specific_lag (int): 要单独绘制散点图的特定滞后期，默认为 1。\n",
|
||
" \"\"\"\n",
|
||
" # --- 1. 数据准备和计算 ---\n",
|
||
" if price_col not in df.columns:\n",
|
||
" print(f\"错误: DataFrame中找不到列 '{price_col}'\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" # 创建一个副本以避免修改原始DataFrame\n",
|
||
" df_analysis = df.copy()\n",
|
||
"\n",
|
||
" # 计算价格变化百分比\n",
|
||
" df_analysis['pct_change'] = ((df_analysis['high'] - df_analysis['low'])).abs()\n",
|
||
" # df_analysis['pct_change'] = df[price_col].pct_change().abs()\n",
|
||
"\n",
|
||
" # 移除第一个NaN值\n",
|
||
" df_analysis = df_analysis.dropna(subset=['pct_change'])\n",
|
||
"\n",
|
||
" if df_analysis.empty:\n",
|
||
" print(\"错误: 计算'pct_change'后DataFrame为空，无法进行分析。\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" print(f\"已计算 'pct_change'，共 {len(df_analysis)} 条有效数据。\")\n",
|
||
"\n",
|
||
" # --- 2. 计算自相关性 ---\n",
|
||
" lags = range(1, max_lags + 1)\n",
|
||
" try:\n",
|
||
" autocorrs = [df_analysis['pct_change'].autocorr(lag=n) for n in lags]\n",
|
||
" except Exception as e:\n",
|
||
" print(f\"计算自相关性时出错: {e}\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" autocorr_df = pd.DataFrame({'Lag': lags, 'Autocorrelation': autocorrs})\n",
|
||
" print(\"\\n自相关性计算结果 (前5期):\")\n",
|
||
" print(autocorr_df.head())\n",
|
||
"\n",
|
||
" # --- 3. 可视化 ---\n",
|
||
"\n",
|
||
" # a) 绘制自相关图 (ACF Plot)\n",
|
||
" plt.style.use('seaborn-v0_8-whitegrid') # 使用一个好看的样式\n",
|
||
" fig, axes = plt.subplots(2, 1, figsize=(14, 12)) # 创建一个包含两个子图的画布\n",
|
||
" fig.suptitle('Price Change Autocorrelation Analysis', fontsize=16)\n",
|
||
"\n",
|
||
" ax1 = axes[0]\n",
|
||
" ax1.stem(autocorr_df['Lag'], autocorr_df['Autocorrelation'])\n",
|
||
" ax1.set_title(f'Autocorrelation of Daily Price Changes (Lags 1-{max_lags})')\n",
|
||
" ax1.set_xlabel('Lag (Number of Previous K-lines)')\n",
|
||
" ax1.set_ylabel('Correlation Coefficient')\n",
|
||
" # ax1.axhline(y=0, color='grey', linestyle='--')\n",
|
||
"\n",
|
||
" # 添加置信区间\n",
|
||
" conf_interval = 1.96 / np.sqrt(len(df_analysis))\n",
|
||
" # ax1.axhline(y=conf_interval, color='red', linestyle='--', label='95% Confidence Interval')\n",
|
||
" # ax1.axhline(y=-conf_interval, color='red', linestyle='--')\n",
|
||
" ax1.legend()\n",
|
||
" ax1.grid(True)\n",
|
||
"\n",
|
||
" # b) 绘制特定滞后期的散点图\n",
|
||
" ax2 = axes[1]\n",
|
||
" if plot_specific_lag is not None and 1 <= plot_specific_lag <= max_lags:\n",
|
||
" lag_col_name = f'pct_change_lag{plot_specific_lag}'\n",
|
||
" df_analysis[lag_col_name] = df_analysis['pct_change'].shift(plot_specific_lag)\n",
|
||
" df_scatter = df_analysis.dropna()\n",
|
||
"\n",
|
||
" sns.regplot(x=lag_col_name, y='pct_change', data=df_scatter, ax=ax2,\n",
|
||
" scatter_kws={'alpha': 0.5, 's': 20},\n",
|
||
" line_kws={'color': 'red', 'linestyle': '--'})\n",
|
||
" ax2.set_title(f'Current vs. Lag-{plot_specific_lag} Price Change')\n",
|
||
" ax2.set_xlabel(f'Previous K-line\\'s pct_change (t-{plot_specific_lag})')\n",
|
||
" ax2.set_ylabel('Current K-line\\'s pct_change (t)')\n",
|
||
" ax2.grid(True)\n",
|
||
" ax2.axhline(0, color='grey', lw=0.5)\n",
|
||
" ax2.axvline(0, color='grey', lw=0.5)\n",
|
||
" else:\n",
|
||
" ax2.text(0.5, 0.5, 'No specific lag plot requested or lag is out of range.',\n",
|
||
" ha='center', va='center', transform=ax2.transAxes)\n",
|
||
" ax2.set_axis_off()\n",
|
||
"\n",
|
||
"\n",
|
||
" plt.tight_layout() # 调整布局以适应主标题\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"if df_raw is not None and not df_raw.empty:\n",
|
||
" processed_data = calculate_stationary_indicators(df_raw, volume_window=10, price_lag=5)\n",
|
||
" analyzed_df = analyze_price_change_autocorrelation(processed_data, plot_specific_lag=50)\n",
|
||
"else:\n",
|
||
" print(\"Analysis cannot proceed. Please check if data loading was successful.\")\n"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Indicators calculated. 3863 rows of data remaining for analysis.\n",
|
||
"已计算 'pct_change'，共 3863 条有效数据。\n",
|
||
"\n",
|
||
"自相关性计算结果 (前5期):\n",
|
||
" Lag Autocorrelation\n",
|
||
"0 1 0.297475\n",
|
||
"1 2 0.168512\n",
|
||
"2 3 0.193238\n",
|
||
"3 4 0.205100\n",
|
||
"4 5 0.157244\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x1200 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 7
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "quant",
|
||
"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": "3.12.11"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|