diff --git a/pythonProject3/.idea/.gitignore b/pythonProject3/.idea/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..13566b81b018ad684f3a35fee301741b2734c8f4
--- /dev/null
+++ b/pythonProject3/.idea/.gitignore
@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
diff --git a/pythonProject3/.idea/inspectionProfiles/profiles_settings.xml b/pythonProject3/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99
--- /dev/null
+++ b/pythonProject3/.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/pythonProject3/.idea/misc.xml b/pythonProject3/.idea/misc.xml
new file mode 100644
index 0000000000000000000000000000000000000000..2a08db1706d0c3bcef43f907d58b10d624f3f7de
--- /dev/null
+++ b/pythonProject3/.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 (pythonProject3)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.12 (pythonProject3)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/pythonProject3/.idea/modules.xml b/pythonProject3/.idea/modules.xml
new file mode 100644
index 0000000000000000000000000000000000000000..1fb3c8be37acbe2ac220221f9983c305224ff79c
--- /dev/null
+++ b/pythonProject3/.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/pythonProject3.iml" filepath="$PROJECT_DIR$/.idea/pythonProject3.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/pythonProject3/.idea/pythonProject3.iml b/pythonProject3/.idea/pythonProject3.iml
new file mode 100644
index 0000000000000000000000000000000000000000..2c80e1269497d12e018fd6afa29982e56b0fb70d
--- /dev/null
+++ b/pythonProject3/.idea/pythonProject3.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/pythonProject3/__pycache__/datas.cpython-312.pyc b/pythonProject3/__pycache__/datas.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2442da092d9841da64a393fe5fdc46ffa4ea953c
Binary files /dev/null and b/pythonProject3/__pycache__/datas.cpython-312.pyc differ
diff --git a/pythonProject3/datas.py b/pythonProject3/datas.py
new file mode 100644
index 0000000000000000000000000000000000000000..fe5cc9f7db2e6e133fe1de1f194fdeae2fb31c98
--- /dev/null
+++ b/pythonProject3/datas.py
@@ -0,0 +1,111 @@
+datas= [
+#模拟吕梁第一类房屋
+    {
+"city":"吕梁",
+        "area": 100,
+        "rooms": 2,
+        "school": 1,
+        "style": 1,
+        "price": 8000
+    },
+
+    {
+        "city": "吕梁",
+        "area": 100,
+        "rooms": 2,
+        "school": 2,
+        "style": 1,
+        "price": 7900
+
+    },
+
+    {
+        "city":"吕梁",
+"area": 100,
+"rooms": 2,
+"school": 1,
+"style": 1,
+"price": 8000
+
+},
+#第二类
+    {
+        "city":"吕梁",
+        "area":100,
+        "rooms":2,
+        "school":1,
+        "style":1,
+        "price":8000
+
+    },
+
+    {
+        "city":"吕梁",
+"area": 100,
+"rooms": 2,
+"school": 1,
+"style": 1,
+"price": 8000
+},
+
+    {
+        "city": "吕梁",
+"area": 100,
+"rooms": 2,
+"school": 1,
+"style": 1,
+"price": 8000
+
+    },
+
+#太原第一类
+{
+"city": "太原",
+"area": 130,
+"rooms": 3,
+"school": 2,
+"style": 2,
+"price": 10000
+},
+{
+"city": "太原",
+"area": 135,
+"rooms": 3,
+"school": 2,
+"style": 2,
+"price": 8300
+},
+
+{
+"city": "太原",
+"area": 140,
+"rooms": 3,
+"school": 2,
+"style": 2,
+"price": 8600
+},
+
+#太原第二类
+    {
+"city": "太原",
+"area": 140,
+"rooms": 2,
+"school": 2,
+"style": 2,
+"price": 7500
+},
+    {"city": "太原",
+"area": 145,
+"rooms": 2,
+"school": 2,
+"style": 2,
+"price": 8600
+},
+    {"city": "太原",
+"area": 135,
+"rooms": 3,
+"school": 1,
+"style": 2,
+"price": 8000
+},
+]
\ No newline at end of file
diff --git a/pythonProject3/predict.py b/pythonProject3/predict.py
new file mode 100644
index 0000000000000000000000000000000000000000..a88b6a6431af6a9e9de0baa8cfa6e0985d7b8ccf
--- /dev/null
+++ b/pythonProject3/predict.py
@@ -0,0 +1,27 @@
+import numpy as np
+from datas import datas
+X=[]
+Y=[]
+cityMark={"吕梁":1,"太原":2}
+for item in datas:
+    single=[]
+    # 城市
+    single.append(cityMark[item["city"]])
+    # 面积
+    single.append(item["area"])
+    # 房间数
+    single.append(item["rooms"])
+    #学区房
+    single.append(item["school"])
+#装修风格
+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(Y)
+
+print(theta.dot(np.array([2,100,2,1,1])))
\ No newline at end of file