diff --git a/pythonProject/.idea/.gitignore b/pythonProject/.idea/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..35410cacdc5e87f985c93a96520f5e11a5c822e4
--- /dev/null
+++ b/pythonProject/.idea/.gitignore
@@ -0,0 +1,8 @@
+# 默认忽略的文件
+/shelf/
+/workspace.xml
+# 基于编辑器的 HTTP 客户端请求
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
diff --git a/pythonProject/.idea/inspectionProfiles/profiles_settings.xml b/pythonProject/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99
--- /dev/null
+++ b/pythonProject/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/pythonProject/.idea/misc.xml b/pythonProject/.idea/misc.xml
new file mode 100644
index 0000000000000000000000000000000000000000..2a01189048dd51552f6ba99bf21b7c67f3613c98
--- /dev/null
+++ b/pythonProject/.idea/misc.xml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Black">
+    <option name="sdkName" value="Python 3.12 (pythonProject)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.12 (pythonProject)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/pythonProject/.idea/modules.xml b/pythonProject/.idea/modules.xml
new file mode 100644
index 0000000000000000000000000000000000000000..e15ec35fe054f3b2c7c21e3dcca866d6a79ca0ba
--- /dev/null
+++ b/pythonProject/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/pythonProject.iml" filepath="$PROJECT_DIR$/.idea/pythonProject.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/pythonProject/.idea/pythonProject.iml b/pythonProject/.idea/pythonProject.iml
new file mode 100644
index 0000000000000000000000000000000000000000..2c80e1269497d12e018fd6afa29982e56b0fb70d
--- /dev/null
+++ b/pythonProject/.idea/pythonProject.iml
@@ -0,0 +1,10 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/.venv" />
+    </content>
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/pythonProject/2.py b/pythonProject/2.py
new file mode 100644
index 0000000000000000000000000000000000000000..aeee301fbcab7d336d92a69ab1f38213f470fdaa
--- /dev/null
+++ b/pythonProject/2.py
@@ -0,0 +1,8 @@
+import numpy as np
+
+a=np.array([[1,2,3],[4,5,6],[7,8,9]])
+b=np.array([[1,2,3],[4,5,6],[7,8,9]])
+
+print(np.linalg.pinv(a))  #奇异矩阵  逆
+print(a.T)  #转置
+print(a.dot(b))  #点乘
\ No newline at end of file
diff --git a/pythonProject/__pycache__/datas.cpython-312.pyc b/pythonProject/__pycache__/datas.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..85948dec5d2f81285c359a88b78f2e195cb446d1
Binary files /dev/null and b/pythonProject/__pycache__/datas.cpython-312.pyc differ
diff --git a/pythonProject/datas.py b/pythonProject/datas.py
new file mode 100644
index 0000000000000000000000000000000000000000..b815f7b4ea3784062d55af2255a1fa93cff11037
--- /dev/null
+++ b/pythonProject/datas.py
@@ -0,0 +1,154 @@
+#城市 面积 户型 学区房 装修类型：精装1
+datas=[
+    #吕梁第一类
+    {
+        "city":"吕梁",
+        "area":80,
+        "hx":2,
+        "xqf":1,
+        "style":2,
+        "price":6000
+    },
+    {
+        "city": "吕梁",
+        "area": 80,
+        "hx": 2,
+        "xqf": 2,
+        "style": 2,
+        "price": 6200
+    },
+    {
+        "city": "吕梁",
+        "area": 80,
+        "hx": 3,
+        "xqf": 2,
+        "style": 2,
+        "price": 6500
+    },
+    #吕梁第二类
+    {
+        "city": "吕梁",
+        "area": 100,
+        "hx": 2,
+        "xqf": 2,
+        "style": 1,
+        "price": 7000
+    },
+    {
+        "city": "吕梁",
+        "area": 100,
+        "hx": 2,
+        "xqf": 1,
+        "style": 2,
+        "price": 7600
+    },
+    {
+        "city": "吕梁",
+        "area": 100,
+        "hx": 3,
+        "xqf": 2,
+        "style": 1,
+        "price": 7300
+    },
+    #吕梁第三类
+    {
+        "city": "吕梁",
+        "area": 120,
+        "hx": 2,
+        "xqf": 2,
+        "style": 1,
+        "price": 9000
+    },
+    {
+        "city": "吕梁",
+        "area": 130,
+        "hx": 2,
+        "xqf": 1,
+        "style": 2,
+        "price": 9200
+    },
+    {
+        "city": "吕梁",
+        "area": 150,
+        "hx": 3,
+        "xqf": 1,
+        "style": 2,
+        "price": 10000
+    },
+
+    # 太原第一类
+    {
+        "city": "太原",
+        "area": 120,
+        "hx": 2,
+        "xqf": 2,
+        "style": 1,
+        "price": 10100
+    },
+    {
+        "city": "太原",
+        "area": 130,
+        "hx": 2,
+        "xqf": 1,
+        "style": 2,
+        "price": 10200
+    },
+    {
+        "city": "太原",
+        "area": 150,
+        "hx": 3,
+        "xqf": 1,
+        "style": 2,
+        "price": 10500
+    },
+    # 太原第二类
+    {
+        "city": "太原",
+        "area": 120,
+        "hx": 2,
+        "xqf": 2,
+        "style": 1,
+        "price": 11000
+    },
+    {
+        "city": "太原",
+        "area": 130,
+        "hx": 2,
+        "xqf": 1,
+        "style": 2,
+        "price": 10200
+    },
+    {
+        "city": "太原",
+        "area": 150,
+        "hx": 3,
+        "xqf": 1,
+        "style": 2,
+        "price": 10500
+    },
+    # 太原第三类
+    {
+        "city": "太原",
+        "area": 120,
+        "hx": 2,
+        "xqf": 2,
+        "style": 1,
+        "price": 10400
+    },
+    {
+        "city": "太原",
+        "area": 130,
+        "hx": 2,
+        "xqf": 1,
+        "style": 2,
+        "price": 12000
+    },
+    {
+        "city": "太原",
+        "area": 150,
+        "hx": 3,
+        "xqf": 1,
+        "style": 2,
+        "price": 13500
+    }
+]
\ No newline at end of file
diff --git a/pythonProject/yc.py b/pythonProject/yc.py
new file mode 100644
index 0000000000000000000000000000000000000000..7888aa4b2ef9a38ea297c9bbbde073ca528560a7
--- /dev/null
+++ b/pythonProject/yc.py
@@ -0,0 +1,23 @@
+import numpy as np
+
+from datas import datas
+X=[]
+Y=[]
+cityMark={"吕梁":1,"太原":2}
+for item in datas:
+    single=[]
+    single.append(cityMark[item["city"]])
+    single.append(item["area"])
+    single.append(item["hx"])
+    single.append(item["xqf"])
+    single.append(item["style"])
+    X.append(single)
+    Y.append(item["price"])
+
+X=np.array(X)
+Y=np.array(Y)
+theta=np.linalg.pinv(X.T.dot(X).dot(X.T)).dot(X.T).dot(Y)
+print(theta)
+
+
+