From 6fd765d2258f208cbbba4d96372ec1bb9db2fad3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E4=BD=A0=E7=9A=84=E7=9C=9F=E5=AE=9E=E5=A7=93=E5=90=8D?= <你的邮箱地址> Date: Mon, 12 Jan 2026 19:52:18 +0800 Subject: [PATCH] =?UTF-8?q?feat:=20=E5=AE=8C=E6=88=90=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=E5=85=A8=E6=B5=81=E7=A8=8B=E9=85=8D=E7=BD=AE=EF=BC=88=E5=90=AB?= =?UTF-8?q?Streamlit=E6=BC=94=E7=A4=BA=E3=80=81uv=E4=BE=9D=E8=B5=96?= =?UTF-8?q?=E3=80=81.gitignore=EF=BC=89?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .gitignore | 24 +- .python-version | 1 + ROC曲线.png | Bin 0 -> 114409 bytes app.py | 80 ++ ...lco-Customer-Churn.csv => telco_churn.csv} | 0 main.py | 6 + models/新建 文本文档.txt | 0 predict.py | 68 + pyproject.toml | 15 + run.bat | 8 + save_model.py | 31 + src/data.py | 94 +- src/model.py | 110 ++ telco_churn_model.pkl | Bin 0 -> 12959131 bytes uv.lock | 1101 +++++++++++++++++ visualization.py | 165 +++ 混淆矩阵.png | Bin 0 -> 61091 bytes 特征重要性TOP10.png | Bin 0 -> 123306 bytes 18 files changed, 1653 insertions(+), 50 deletions(-) create mode 100644 .python-version create mode 100644 ROC曲线.png create mode 100644 app.py rename data/{WA_Fn-UseC_-Telco-Customer-Churn.csv => telco_churn.csv} (100%) create mode 100644 main.py create mode 100644 models/新建 文本文档.txt create mode 100644 predict.py create mode 100644 pyproject.toml create mode 100644 run.bat create mode 100644 save_model.py create mode 100644 src/model.py create mode 100644 telco_churn_model.pkl create mode 100644 uv.lock create mode 100644 visualization.py create mode 100644 混淆矩阵.png create mode 100644 特征重要性TOP10.png diff --git a/.gitignore b/.gitignore index fa8a491..2ecab1a 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,26 @@ +# ===== 环境变量(绝对不能提交!)===== +.env + +# ===== Python 虚拟环境 ===== .venv/ +venv/ __pycache__/ *.pyc -results/ +*.pyo +.pytest_cache/ + +# ===== IDE 配置 ===== +.vscode/ +.idea/ +*.swp + +# ===== macOS 系统文件 ===== +.DS_Store + +# ===== Jupyter ===== +.ipynb_checkpoints/ + +# ===== 超大文件(超过 10MB 需手动添加)===== +# 如果你的数据或模型文件超过 10MB,请在下面添加: +# data/large_dataset.csv +# models/large_model.pkl \ No newline at end of file diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/ROC曲线.png b/ROC曲线.png new file mode 100644 index 0000000000000000000000000000000000000000..25eda4f28b2ca7bb866d3f2bbe36caf6aa0c424e GIT binary patch literal 114409 zcmeEuhgXx?*KQm~9Z|#?3xfy@qx7aAARTm2=_pOQN|UZsAwaO8Gb*A~=_tLA^d1Ej zLkk`0A|*h8Kqw(V$lY&(zk9#$54h{Db-%3T5;S?=lXLdj`+1)IocAAn-OH>jCst4Ew z4{8?*rSX@V;k|^p;eC-OZK=w0Xy0PTv?ux(NVT#vwHN<7s;-9l=?$ge%8|d)o@zb` z{_}6apE}XMz7$vb-CyGV&lmjrhe<7Dob}=GSX&1NdrDPX|3&*XF}&iD>qV86K%yDE zeu8^5UiuBQB9=dXLA}rW?a_b!%PHxPqd)#ffBEM(KYk956ZmD%k6*eK)dYY1oHDil z0*s#dlGZznOcUdk<@Z4U$Iq&*NB;l3MU8lrIAao0%%r8I?ba8^{J#GqKJ#V?IFI(+~5PprJRQ@ioC{j>y%h=2@{ou*-XL{1~ zDG_?gv5hSU70+vll^PmfzZsJE 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z{snA}fBzw~0_Xnu;vJ03ockaD&!*ToLa#vuE>C;{T%rq;Pz5dzhOsp&fn9DW81_~~ znSKLJh&Mdi3M{^k0ox>tfgKUYZ}v4mK7giEl7OesoXP$Ty27CkxS$QV`XIXb%yQuB zPvE&;;DgA$ep#sYO-+7U_|!5&YkfG-sDOBI;5W?N1+45r%O`k?rhsx*)A2vR3rcz( z_gMq48ZibA7Xr`K`#bAMp_h#I@l%ga6>kWMTMyK}z%B#27!=4EjW6IX7SLs3P(W$I z23`FJG|HjyHgJduIBO4#X$}Lq4>T lLlg&3IuRLtR2UMEYu+`+_DfGu`UT$Evd$@?2>?siubuz^ literal 0 HcmV?d00001 diff --git a/app.py b/app.py new file mode 100644 index 0000000..2267914 --- /dev/null +++ b/app.py @@ -0,0 +1,80 @@ +# app.py - 电信客户流失预测Streamlit交互页面 +import streamlit as st +import joblib +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns + +# 基础设置(中文显示) +plt.rcParams['font.sans-serif'] = ['Microsoft YaHei'] +plt.rcParams['axes.unicode_minus'] = False + +# 缓存模型 +@st.cache_resource +def load_trained_model(): + try: + model = joblib.load('telco_churn_model.pkl') + return model + except FileNotFoundError: + st.error("❌ 未找到模型文件!请先运行 src/model.py 训练模型") + return None + +# 页面标题 +st.set_page_config(page_title="电信客户流失预测系统", page_icon="📱", layout="wide") +st.title("📱 电信客户流失预测系统") +st.divider() + +# 1. 客户信息输入 +st.subheader("1. 输入客户信息") +with st.form("customer_form"): + col1, col2 = st.columns(2) + with col1: + tenure = st.number_input("在网时长(月)", min_value=0, max_value=72, value=12) + monthly_charges = st.number_input("月消费金额", min_value=18.0, max_value=120.0, value=69.99) + total_charges = st.number_input("总消费金额", min_value=18.0, max_value=8684.0, value=839.88) + with col2: + contract = st.selectbox("合约类型", ["Month-to-month(月付)", "One year(1年)", "Two year(2年)"]) + internet_service = st.selectbox("网络服务", ["DSL(宽带)", "Fiber optic(光纤)", "No(无)"]) + payment_method = st.selectbox("支付方式", ["Electronic check(电子支票)", "Mailed check(邮寄支票)", "Bank transfer(银行转账)", "Credit card(信用卡)"]) + submit_btn = st.form_submit_button("🚀 预测流失风险") + +# 2. 预测结果 +if submit_btn: + model = load_trained_model() + if model: + # 转换输入为模型可识别格式 + contract_map = {"Month-to-month(月付)": "Month-to-month", "One year(1年)": "One year", "Two year(2年)": "Two year"} + internet_map = {"DSL(宽带)": "DSL", "Fiber optic(光纤)": "Fiber optic", "No(无)": "No"} + payment_map = {"Electronic check(电子支票)": "Electronic check", "Mailed check(邮寄支票)": "Mailed check", "Bank transfer(银行转账)": "Bank transfer (automatic)", "Credit card(信用卡)": "Credit card (automatic)"} + + # 构造数据 + customer_data = pd.DataFrame({ + 'customerID': ['TEST001'], 'tenure': [tenure], 'MonthlyCharges': [monthly_charges], 'TotalCharges': [total_charges], + 'Contract': [contract_map[contract]], 'InternetService': [internet_map[internet_service]], 'PaymentMethod': [payment_map[payment_method]], + 'OnlineSecurity': ['No'], 'TechSupport': ['No'], 'PaperlessBilling': ['Yes'], 'gender': ['Female'], + 'SeniorCitizen': [0], 'Partner': ['Yes'], 'Dependents': ['No'], 'PhoneService': ['Yes'], + 'MultipleLines': ['No'], 'OnlineBackup': ['Yes'], 'DeviceProtection': ['No'], 'StreamingTV': ['Yes'], 'StreamingMovies': ['No'] + }) + # 添加特征组合 + customer_data['tenure_monthly'] = customer_data['tenure'] * customer_data['MonthlyCharges'] + customer_data['tenure_ratio'] = customer_data['tenure'] / (customer_data['TotalCharges'] + 1) + customer_data['monthly_total_ratio'] = customer_data['MonthlyCharges'] / (customer_data['TotalCharges'] + 1) + + # 预测 + churn_pred = model.predict(customer_data)[0] + churn_prob = model.predict_proba(customer_data)[:, 1][0] + + # 展示结果 + st.divider() + st.subheader("2. 流失风险预测结果") + if churn_pred == 1: + st.error(f"⚠️ 流失风险高(概率:{churn_prob:.2%})") + else: + st.success(f"✅ 流失风险低(概率:{churn_prob:.2%})") + +# 3. 分析与建议 +st.divider() +st.subheader("3. 流失影响因素") +st.image("特征重要性TOP10.png", caption="影响流失的TOP10因素") +st.subheader("4. 留存建议") +st.markdown("- 短在网时长+高消费:提供长期合约折扣\n- 光纤用户:优化网络稳定性\n- 电子支票支付:自动续费优惠") \ No newline at end of file diff --git a/data/WA_Fn-UseC_-Telco-Customer-Churn.csv b/data/telco_churn.csv similarity index 100% rename from data/WA_Fn-UseC_-Telco-Customer-Churn.csv rename to data/telco_churn.csv diff --git a/main.py b/main.py new file mode 100644 index 0000000..c4f1bec --- /dev/null +++ b/main.py @@ -0,0 +1,6 @@ +def main(): + print("Hello from telco-churn-analysis!") + + +if __name__ == "__main__": + main() diff --git a/models/新建 文本文档.txt b/models/新建 文本文档.txt new file mode 100644 index 0000000..e69de29 diff --git a/predict.py b/predict.py new file mode 100644 index 0000000..a43f57e --- /dev/null +++ b/predict.py @@ -0,0 +1,68 @@ +# predict.py - 客户流失预测接口 +import joblib +import pandas as pd + +# 加载保存好的模型(关键:路径要和save_model.py生成的pkl文件一致) +try: + model = joblib.load('telco_churn_model.pkl') + print("✅ 模型加载成功!") +except FileNotFoundError: + print("❌ 未找到模型文件,请先运行save_model.py生成telco_churn_model.pkl") + exit() + +def predict_churn(customer_data): + """ + 预测客户流失概率 + 参数:customer_data - DataFrame,包含客户的所有特征 + 返回:预测结果(是否流失+流失概率) + """ + # 新增特征组合(必须和训练时一致,否则预测不准) + customer_data['tenure_monthly'] = customer_data['tenure'] * customer_data['MonthlyCharges'] + customer_data['tenure_ratio'] = customer_data['tenure'] / (customer_data['TotalCharges'] + 1) + customer_data['monthly_total_ratio'] = customer_data['MonthlyCharges'] / (customer_data['TotalCharges'] + 1) + + # 执行预测 + churn_pred = model.predict(customer_data) # 0=未流失,1=流失 + churn_prob = model.predict_proba(customer_data)[:, 1] # 流失概率 + + # 整理结果 + result = pd.DataFrame({ + '客户ID': customer_data['customerID'], + '是否流失(0=否,1=是)': churn_pred, + '流失概率': churn_prob.round(3) # 保留3位小数 + }) + return result + +# 示例:预测1个测试客户的流失概率 +if __name__ == "__main__": + # 构造测试客户数据(特征和原数据集一致) + test_customer = pd.DataFrame({ + 'customerID': ['TEST001'], # 客户ID + 'tenure': [12], # 在网时长(月) + 'MonthlyCharges': [69.99], # 月消费 + 'TotalCharges': [839.88], # 总消费 + 'Contract': ['Month-to-month'], # 合同类型(月付) + 'InternetService': ['Fiber optic'], # 光纤上网 + 'PaymentMethod': ['Electronic check'], # 电子支票支付 + 'OnlineSecurity': ['No'], # 无网络安全服务 + 'TechSupport': ['No'], # 无技术支持 + 'PaperlessBilling': ['Yes'], # 无纸化账单 + # 以下是其他必填特征(按原数据集补充) + 'gender': ['Female'], + 'SeniorCitizen': [0], + 'Partner': ['Yes'], + 'Dependents': ['No'], + 'PhoneService': ['Yes'], + 'MultipleLines': ['No'], + 'OnlineBackup': ['Yes'], + 'DeviceProtection': ['No'], + 'StreamingTV': ['Yes'], + 'StreamingMovies': ['No'] + }) + + # 调用预测函数 + result = predict_churn(test_customer) + + # 打印结果 + print("\n📊 客户流失预测结果:") + print(result) \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..c951afb --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,15 @@ +[project] +name = "telco-churn-analysis" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.13" +dependencies = [ + "joblib>=1.5.3", + "matplotlib>=3.10.8", + "pandas>=2.3.3", + "polars>=1.37.0", + "scikit-learn>=1.8.0", + "seaborn>=0.13.2", + "streamlit>=1.52.2", +] diff --git a/run.bat b/run.bat new file mode 100644 index 0000000..0955e48 --- /dev/null +++ b/run.bat @@ -0,0 +1,8 @@ +@echo off +echo 🚀 正在同步项目依赖... +uv sync + +echo 🚀 启动电信客户流失预测系统... +streamlit run app.py + +pause \ No newline at end of file diff --git a/save_model.py b/save_model.py new file mode 100644 index 0000000..ba86310 --- /dev/null +++ b/save_model.py @@ -0,0 +1,31 @@ +# save_model.py +import joblib +from src.data import load_data, split_data +from src.model import build_preprocessor +from sklearn.ensemble import RandomForestClassifier +from sklearn.pipeline import Pipeline + +if __name__ == "__main__": + # 加载数据 + df = load_data() + X_train, X_test, y_train, y_test = split_data(df) + preprocessor = build_preprocessor(X_train) + + # 训练调优后的随机森林模型 + model = Pipeline(steps=[ + ('preprocessor', preprocessor), + ('classifier', RandomForestClassifier( + n_estimators=200, + max_depth=15, + min_samples_split=8, + min_samples_leaf=4, + class_weight='balanced_subsample', + random_state=42, + n_jobs=-1 + )) + ]) + model.fit(X_train, y_train) + + # 保存模型 + joblib.dump(model, 'telco_churn_model.pkl') + print("✅ 模型已保存为:telco_churn_model.pkl") \ No newline at end of file diff --git a/src/data.py b/src/data.py index def428e..81417fc 100644 --- a/src/data.py +++ b/src/data.py @@ -1,54 +1,50 @@ -"""电信客户流失数据集加载与清洗(最终可运行版)""" -import polars as pl -import os # 用于检查文件是否存在 +# 改用Pandas加载数据,彻底解决Polars类型冲突 +import pandas as pd +from sklearn.model_selection import train_test_split -def load_telco_data(): - """加载并清洗电信流失数据集,绝对路径+完整容错""" - # ========== 1. 正确的绝对路径(二选一即可) ========== - # 方式1:双反斜杠(推荐) - data_path = "C:\\Users\\s1313\\Desktop\\telco_churn_analysis\\data\\WA_Fn-UseC_-Telco-Customer-Churn.csv" - # 方式2:原始字符串(注释掉方式1,解开下面注释也可以) - # data_path = r"C:\Users\s1313\Desktop\telco_churn_analysis\data\WA_Fn-UseC_-Telco-Customer-Churn.csv" +# 正确的数据集路径(前加r) +file_path = r"C:\Users\s1313\Desktop\telco_churn_analysis\data\telco_churn.csv" - # ========== 2. 检查文件是否存在(关键) ========== - if not os.path.exists(data_path): - print(f"\n❌ 错误:文件不存在!") - print(f"👉 请检查路径是否正确:{data_path}") - print(f"👉 确认文件是否在这个位置,且文件名没有写错") - return None # 避免程序崩溃 +def load_data(): + """用Pandas加载并清洗数据,稳定无报错""" + # 加载数据,处理TotalCharges的混合类型问题 + df = pd.read_csv( + file_path, + dtype={"TotalCharges": str} # 先读为字符串 + ) + + # 清洗TotalCharges:空/空格转0,再转数值 + df["TotalCharges"] = df["TotalCharges"].str.replace(" ", "").replace("", "0") + df["TotalCharges"] = pd.to_numeric(df["TotalCharges"], errors="coerce").fillna(0) + + # 基础空值填充 + df = df.fillna(0) + + print("? 数据集加载并清洗完成!") + print(f"?? 数据规模:{df.shape[0]}行 × {df.shape[1]}列") + return df - # ========== 3. 读取并清洗数据 ========== - try: - df = pl.read_csv(data_path) - - # 安全清洗TotalCharges字段 - if df["TotalCharges"].dtype == pl.Utf8: - df = df.with_columns( - pl.col("TotalCharges") - .str.replace(" ", "0") - .cast(pl.Float64, strict=False) - .fill_null(0.0) - .alias("TotalCharges") - ) - else: - df = df.with_columns( - pl.col("TotalCharges") - .fill_null(0.0) - .alias("TotalCharges") - ) +def split_data(df): + """分层抽样切分数据集""" + # 分离特征和标签 + X = df.drop(["customerID", "Churn"], axis=1) + y = df["Churn"].map({"Yes": 1, "No": 0}) + + # 切分数据(分层抽样,保证正负样本比例) + X_train, X_test, y_train, y_test = train_test_split( + X, y, test_size=0.2, random_state=42, stratify=y + ) + + print(f"\n?? 数据集切分完成:") + print(f" - 训练集:{len(X_train)}条,流失率:{y_train.mean():.2%}") + print(f" - 测试集:{len(X_test)}条,流失率:{y_test.mean():.2%}") + return X_train, X_test, y_train, y_test - # ========== 4. 输出成功结果 ========== - print("\n✅ 数据集加载并清洗完成!") - print(f"📊 数据规模:{df.shape[0]}行 × {df.shape[1]}列") - print(f"📈 TotalCharges字段类型:{df['TotalCharges'].dtype}") - print("🔍 前2行预览:") - print(df.head(2)) - return df - - except Exception as e: - print(f"\n❌ 数据处理出错:{type(e).__name__} → {e}") - return None - -# 测试入口 if __name__ == "__main__": - load_telco_data() \ No newline at end of file + try: + df = load_data() + X_train, X_test, y_train, y_test = split_data(df) + except Exception as e: + print(f"? 运行出错:{e}") + print(f"当前路径:{file_path}") + print("请检查:1. data文件夹存在 2. 数据集文件命名为telco_churn.csv") \ No newline at end of file diff --git a/src/model.py b/src/model.py new file mode 100644 index 0000000..37d840c --- /dev/null +++ b/src/model.py @@ -0,0 +1,110 @@ +# model.py - 客户流失预测模型(随机森林优化版) +import pandas as pd +import numpy as np +from sklearn.preprocessing import OneHotEncoder, StandardScaler +from sklearn.ensemble import RandomForestClassifier +from sklearn.metrics import ( + accuracy_score, classification_report, + roc_auc_score, confusion_matrix +) +from sklearn.compose import ColumnTransformer +from sklearn.pipeline import Pipeline +# 导入你已稳定的data.py中的函数 +from src.data import load_data, split_data + +def build_preprocessor(X): + """构建特征预处理管道:区分数值/类别特征,分别处理""" + # 分离数值特征和类别特征列名 + numeric_cols = X.select_dtypes(include=['int64', 'float64']).columns.tolist() + categorical_cols = X.select_dtypes(include=['object']).columns.tolist() + + # 定义数值特征处理器(标准化) + numeric_transformer = Pipeline(steps=[ + ('scaler', StandardScaler()) + ]) + + # 定义类别特征处理器(独热编码) + categorical_transformer = Pipeline(steps=[ + ('onehot', OneHotEncoder(sparse_output=False, drop='first', handle_unknown='ignore')) + ]) + + # 合并处理器 + preprocessor = ColumnTransformer( + transformers=[ + ('num', numeric_transformer, numeric_cols), + ('cat', categorical_transformer, categorical_cols) + ]) + + return preprocessor + +if __name__ == "__main__": + # ========== 1. 加载并切分数据 ========== + print("📌 开始加载数据集...") + df = load_data() + X_train, X_test, y_train, y_test = split_data(df) + print("✅ 数据加载&切分完成") + + # ========== 2. 构建预处理+模型管道 ========== + print("\n📌 构建预处理管道和随机森林模型...") + preprocessor = build_preprocessor(X_train) + + # 随机森林模型(针对样本不平衡优化) + model = Pipeline(steps=[ + ('preprocessor', preprocessor), + ('classifier', RandomForestClassifier( + n_estimators=200, # 决策树数量从100→200(提升模型稳定性) + max_depth=15, # 树深度从10→15(捕捉更多特征规律) + min_samples_split=8, # 新增:分裂节点最少8个样本(减少过拟合) + min_samples_leaf=4, # 新增:叶子节点最少4个样本(过滤噪声) + class_weight='balanced_subsample', # 从balanced→balanced_subsample(更精准平衡) + random_state=42, + n_jobs=-1 # 保留:多核加速 +)) + ]) + + # ========== 3. 模型训练 ========== + print("📌 开始训练随机森林模型...") + model.fit(X_train, y_train) + print("✅ 模型训练完成") + + # ========== 4. 模型评估 ========== + print("\n📊 模型评估结果:") + # 预测概率和类别 + y_pred = model.predict(X_test) + y_pred_proba = model.predict_proba(X_test)[:, 1] + + # 核心评估指标 + print(f"🔹 准确率(Accuracy):{accuracy_score(y_test, y_pred):.4f}") + print(f"🔹 AUC值:{roc_auc_score(y_test, y_pred_proba):.4f}") + print("\n🔹 分类详细报告:") + print(classification_report(y_test, y_pred, target_names=['未流失', '流失'])) + + # 混淆矩阵 + print("\n🔹 混淆矩阵:") + cm = confusion_matrix(y_test, y_pred) + cm_df = pd.DataFrame( + cm, + index=['实际未流失', '实际流失'], + columns=['预测未流失', '预测流失'] + ) + print(cm_df) + + # ========== 5. 特征重要性分析 ========== + print("\n📈 特征重要性TOP10:") + # 获取特征名 + preprocessor.fit(X_train) + feature_names = [] + # 数值特征名 + feature_names.extend(preprocessor.transformers_[0][2]) + # 类别特征编码后的名字 + cat_features = preprocessor.named_transformers_['cat'].named_steps['onehot'] + feature_names.extend(cat_features.get_feature_names_out(preprocessor.transformers_[1][2])) + + # 获取特征重要性 + importances = model.named_steps['classifier'].feature_importances_ + # 排序并输出TOP10 + importance_df = pd.DataFrame({ + '特征名': feature_names, + '重要性': importances + }).sort_values('重要性', ascending=False).head(10) + print(importance_df) \ No newline at end of file diff --git a/telco_churn_model.pkl b/telco_churn_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..b518c746146147e554bd1abe78b674057ad6a276 GIT binary patch literal 12959131 zcmeEv2UHYGu=a|Gq9~X#A!ZCs6C&s)x+CiFK|U0q$>UER|YqPs<>l0^Me7zIxE zmbnD@TKIeV%e*~(Wnqdc4tTgZtnK2k1z~22N`XN#|G==x%%OpQfXqL@&rKE>=ob*C zXn}Y)KOcX;K$(TJo1b^EkFRr3fQxUShhKn?j7e3~T7A(;;~IUofksM>MMd9WpD?)& z$6H=$a+pFd(9Ol0eNZE0$4lYqJI%t`-6hB+Oi{xz$i>&)CBWU0OHO&{&+-hCJNw97 ze8W~Ls;Ex_gWQ>8T{l1fISe&&h6g*(lm!HO`uT<_Ds{H#VbLWl*mXsii^7l!>Fnw2 z9~=~Buh8?6`S=CQVU8*@7*{6mVXNhh2LBc^L6uc 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