diff --git a/soft/.idea/.gitignore b/soft/.idea/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..1c2fda565b94d0f2b94cb65ba7cca866e7a25478
--- /dev/null
+++ b/soft/.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/soft/.idea/inspectionProfiles/profiles_settings.xml b/soft/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99
--- /dev/null
+++ b/soft/.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/soft/.idea/misc.xml b/soft/.idea/misc.xml
new file mode 100644
index 0000000000000000000000000000000000000000..e9886119a4275cea9457f396e99d7dfc4e9522bb
--- /dev/null
+++ b/soft/.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 (soft)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.12 (soft)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/soft/.idea/modules.xml b/soft/.idea/modules.xml
new file mode 100644
index 0000000000000000000000000000000000000000..e09a7793fb01af2c9c581d167b4f43f5bdb1ac18
--- /dev/null
+++ b/soft/.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/soft.iml" filepath="$PROJECT_DIR$/.idea/soft.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/soft/.idea/soft.iml b/soft/.idea/soft.iml
new file mode 100644
index 0000000000000000000000000000000000000000..858c4d5c33d47e00d1447bfc0ed14dc96423be84
--- /dev/null
+++ b/soft/.idea/soft.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/soft/7.5/__pycache__/datas.cpython-312.pyc b/soft/7.5/__pycache__/datas.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..38b724d5c6b50b049ff8fd1e31cf888bb75f4bc2
Binary files /dev/null and b/soft/7.5/__pycache__/datas.cpython-312.pyc differ
diff --git a/soft/7.5/datas.py b/soft/7.5/datas.py
new file mode 100644
index 0000000000000000000000000000000000000000..f8e42c9b853cac94fe5ec888549e400d4f2699f4
--- /dev/null
+++ b/soft/7.5/datas.py
@@ -0,0 +1,110 @@
+
+datas = [
+    #第一类
+     {
+         "city":"吕梁",
+         "area":100,
+         "romes":2,
+         "school":1,
+         "style":1,
+         "price":8000
+     },
+    {
+         "city":"吕梁",
+         "area":100,
+         "romes":2,
+         "school":1,
+         "style":1,
+         "price":8200
+     },
+    {
+         "city":"吕梁",
+         "area":130,
+         "romes":3,
+         "school":1,
+         "style":1,
+         "price":8500
+     },
+    {
+         "city":"吕梁",
+         "area":135,
+         "romes":3,
+         "school":1,
+         "style":1,
+         "price":8300
+     },
+    {
+         "city":"吕梁",
+         "area":140,
+         "romes":3,
+         "school":1,
+         "style":1,
+         "price":8600
+     },
+#第二类
+     {
+         "city":"吕梁",
+         "area":130,
+         "romes":3,
+         "school":2,
+         "style":2,
+         "price":6500
+     },
+    {
+         "city":"吕梁",
+         "area":135,
+         "romes":3,
+         "school":2,
+         "style":2,
+         "price":6300
+     },
+    {
+         "city":"吕梁",
+         "area":140,
+         "romes":3,
+         "school":2,
+         "style":2,
+         "price":5600
+     },
+    {
+         "city":"太原",
+         "area":100,
+         "romes":2,
+         "school":1,
+         "style":1,
+         "price":10000
+     },
+    {
+         "city":"太原",
+         "area":100,
+         "romes":2,
+         "school":1,
+         "style":1,
+         "price":9800
+     },
+     {
+         "city":"太原",
+         "area":100,
+         "romes":2,
+         "school":1,
+         "style":1,
+         "price":9200
+     },
+    {
+         "city":"太原",
+         "area":130,
+         "romes":3,
+         "school":1,
+         "style":1,
+         "price":10500
+     },
+    {
+         "city":"太原",
+         "area":135,
+         "romes":3,
+         "school":1,
+         "style":1,
+         "price":10300
+     },
+
+ ]
\ No newline at end of file
diff --git a/soft/7.5/predict.py b/soft/7.5/predict.py
new file mode 100644
index 0000000000000000000000000000000000000000..18836cb7b6fb0a57b05b002f0a45326b5315a9d2
--- /dev/null
+++ b/soft/7.5/predict.py
@@ -0,0 +1,20 @@
+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["romes"])
+    single.append(item["school"])
+    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([1,120,2,1,2])))
diff --git a/soft/__pycache__/cos.cpython-312.pyc b/soft/__pycache__/cos.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..16c0ffab187c0d01dde9d89aaabc1e45cdf0b203
Binary files /dev/null and b/soft/__pycache__/cos.cpython-312.pyc differ
diff --git a/soft/__pycache__/datas.cpython-312.pyc b/soft/__pycache__/datas.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..8d2a5a7bdead8e7a10b468df9e1949e9d48ce2eb
Binary files /dev/null and b/soft/__pycache__/datas.cpython-312.pyc differ
diff --git a/soft/app.py b/soft/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..356f976d3bd6913cf7e5e6ca08cdb5e706ac239a
--- /dev/null
+++ b/soft/app.py
@@ -0,0 +1,24 @@
+from flask import Flask,render_template
+from datas import datas
+from cos import angle
+app=Flask(__name__)
+@app.route("/")
+def index():
+    return render_template("index.html",datas=datas)
+
+@app.route('/tuijian/<int:id>')
+def tuijian(id):
+    current=datas[id] ["feature"]
+    arr=[]
+    for i in range(len(datas)):
+        if(i!=id):
+            obj={}
+            a=angle(current,datas[i] ["feature"])
+            obj["angle"]=a
+            obj["id"]=i
+            arr.append(obj)
+    def k(v):
+        return v["angle"]
+    arr.sort(key=k)
+    return render_template("tuijian.html",datas=datas,arr=arr[:5])
+app.run()
\ No newline at end of file
diff --git a/soft/cos.py b/soft/cos.py
new file mode 100644
index 0000000000000000000000000000000000000000..f0e2d51976085b58c117371ea49df366666a253c
--- /dev/null
+++ b/soft/cos.py
@@ -0,0 +1,21 @@
+def dot(a,b):
+    sum=0;
+    c=zip(a,b)
+    for item in c:
+        sum+=item[0]*item[1]
+    return sum
+def mo(a):
+    sum=0
+    for i in a:
+        sum+=i*i
+    return sum**0.5
+
+import math
+def angle(a,b):
+    ji=dot(a,b)
+    amo=mo(a)
+    bmo=mo(b)
+    cos=ji/(amo*bmo)
+    hudu=math.acos(cos)
+    jiaodu=hudu*180/math.pi
+    return jiaodu
\ No newline at end of file
diff --git a/soft/datas.py b/soft/datas.py
new file mode 100644
index 0000000000000000000000000000000000000000..58f43e3e24ac4ca7090f4a7db69e73c8522db1fc
--- /dev/null
+++ b/soft/datas.py
@@ -0,0 +1,18 @@
+datas = [
+    {"name": "默杀", "score": 6.9,"image_url": '/static/img/1.png',"feature":[1,2,3,3]},
+    {"name": "头脑特工队", "score": 8.4,"image_url": '/static/img/2.png',"feature":[1,2,1,3]},
+    {"name": "寂静之地：入侵日 A Quiet Place: Day One", "score": 5.8,"image_url": '/static/img/3.png',"feature":[1,2,2,2]},
+    {"name": "来福大酒店", "score": 7.3,"image_url": '/static/img/4.png',"feature":[1,3,3,3]},
+    {"name": "扫黑·决不放弃", "score": 6.6,"image_url": '/static/img/5.png',"feature":[1,2,2,3]},
+    {"name": "云边有个小卖部", "score": 5.1,"image_url": '/static/img/6.png',"feature":[2,2,3,3]},
+    {"name": "走走停停 ", "score": 8.0,"image_url": '/static/img/7.png',"feature":[1,2,2,3]},
+    {"name": "海关战线", "score": 6.3,"image_url": '/static/img/8.png',"feature":[2,2,3,3]},
+    {"name": "疯狂的麦克斯：狂暴女神 Furiosa: A Mad Max Saga", "score": 7.5,"image_url": '/static/img/9.png',"feature":[3,2,3,3]},
+    {"name": "谈判专家", "score": 7.5,"image_url": '/static/img/10.png',"feature":[2,2,3,3]},
+    {"name": "排球少年！！垃圾场决战", "score": 8.3,"image_url": '/static/img/11.png',"feature":[1,2,2,3]},
+    {"name": "绝地战警：生死与共 Bad Boys: Ride or Die", "score": 6.5,"image_url": '/static/img/12.png',"feature":[1,3,3,3]},
+    {"name": "我才不要和你做朋友呢 ", "score": 6.3,"image_url": '/static/img/13.png',"feature":[1,2,3,2]},
+    {"name": "沙漏", "score": 0,"image_url": '/static/img/14.png',"feature":[1,1,3,3]},
+    {"name": "朱同在三年级丢失了超能力", "score": 8.1,"image_url": '/static/img/15.png',"feature":[1,3,3,3]},
+
+]
\ No newline at end of file
diff --git a/soft/static/img/1.png b/soft/static/img/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..0f9a9bb41b05208a41bfa0c68f19d0ec3041f05b
Binary files /dev/null and b/soft/static/img/1.png differ
diff --git a/soft/static/img/10.png b/soft/static/img/10.png
new file mode 100644
index 0000000000000000000000000000000000000000..7af8e9e40b69b2fa529a8e218afb39a33d7bc27e
Binary files /dev/null and b/soft/static/img/10.png differ
diff --git a/soft/static/img/11.png b/soft/static/img/11.png
new file mode 100644
index 0000000000000000000000000000000000000000..ecd8b3d086ee8545aded97ee166ed082c8610b9a
Binary files /dev/null and b/soft/static/img/11.png differ
diff --git a/soft/static/img/12.png b/soft/static/img/12.png
new file mode 100644
index 0000000000000000000000000000000000000000..ac4382fca85327bfbb66e00fdef37b9b47027ab5
Binary files /dev/null and b/soft/static/img/12.png differ
diff --git a/soft/static/img/13.png b/soft/static/img/13.png
new file mode 100644
index 0000000000000000000000000000000000000000..29ba1b6f606492cd92cc6de70cf9e97f543c8b07
Binary files /dev/null and b/soft/static/img/13.png differ
diff --git a/soft/static/img/14.png b/soft/static/img/14.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec2fb1dc575fa3e1e8f59b08f5d8621c430f441f
Binary files /dev/null and b/soft/static/img/14.png differ
diff --git a/soft/static/img/15.png b/soft/static/img/15.png
new file mode 100644
index 0000000000000000000000000000000000000000..596c8f5ebb1c094fc9881ed8815f010fedb6b858
Binary files /dev/null and b/soft/static/img/15.png differ
diff --git a/soft/static/img/2.png b/soft/static/img/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..4ea0c71ae745bade1ab81dc50476c7a0734062ea
Binary files /dev/null and b/soft/static/img/2.png differ
diff --git a/soft/static/img/3.png b/soft/static/img/3.png
new file mode 100644
index 0000000000000000000000000000000000000000..39cc4811cb6d3020545540dff22deee7106b5378
Binary files /dev/null and b/soft/static/img/3.png differ
diff --git a/soft/static/img/4.png b/soft/static/img/4.png
new file mode 100644
index 0000000000000000000000000000000000000000..e0b3a4aee4de4649bd8ca5ce4b60681d0771e2d3
Binary files /dev/null and b/soft/static/img/4.png differ
diff --git a/soft/static/img/5.png b/soft/static/img/5.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5b036c7f278c9ea1e048e64e0a57e0e2f0e014
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diff --git a/soft/static/img/6.png b/soft/static/img/6.png
new file mode 100644
index 0000000000000000000000000000000000000000..7bbec6b32f64f8738c76b2753c658bde800f6fbb
Binary files /dev/null and b/soft/static/img/6.png differ
diff --git a/soft/static/img/7.png b/soft/static/img/7.png
new file mode 100644
index 0000000000000000000000000000000000000000..cb3fc3c56f152d75c50baef4052c542bcc3ce8c7
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diff --git a/soft/static/img/8.png b/soft/static/img/8.png
new file mode 100644
index 0000000000000000000000000000000000000000..1d5ffdc372627b458a563d09bf03db34bb12136a
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diff --git a/soft/static/img/9.png b/soft/static/img/9.png
new file mode 100644
index 0000000000000000000000000000000000000000..34011bbf764ace7cb5da82c0c1a1546ddde98ebb
Binary files /dev/null and b/soft/static/img/9.png differ
diff --git a/soft/templates/index.html b/soft/templates/index.html
new file mode 100644
index 0000000000000000000000000000000000000000..f259a16fdc45d84c3374c680246792042122e52c
--- /dev/null
+++ b/soft/templates/index.html
@@ -0,0 +1,60 @@
+<!DOCTYPE html>
+<html lang="zh">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>电影推荐系统</title>
+   <style>
+       body{
+           padding: 0;
+           margin: 0;
+       }
+       *{
+            box-sizing: border-box;
+        }
+        .box{
+            width: 1200px;height: auto;
+            display: flex;
+            flex-wrap: wrap;
+            margin: auto;
+        }
+        .list{
+            width: 20%;height: 300px;
+            padding: 10px;
+        }
+         .img{
+            width: 100%;height: 70%;
+            overflow: hidden;
+             position: relative;
+        }
+        img{
+            width: 100%;position: absolute;
+            left: 0;right: 0;top: 0;bottom: 0;
+            margin: auto;
+        }
+        .title{
+            width: 100%;height: 20%;
+            display: flex;
+            justify-content: space-around;
+            align-items: baseline;
+        }
+    </style>
+</head>
+<body>
+    <div class="box">
+        {% for i in range(datas|length) %}
+        <div class="list">
+            <div class="img">
+                <img src="{{ datas[i].image_url }}" alt="{{ datas[i].name }}" >
+            </div>
+            <div class="title">
+                <h3>{{ datas[i].name }}</h3>
+            <p>评分: {{ datas[i].score }}</p>
+                <a href="/tuijian/{{i}}">推荐电影</a>
+            </div>
+
+        </div>
+        {% endfor %}
+    </div>
+</body>
+</html>
\ No newline at end of file
diff --git a/soft/templates/tuijian.html b/soft/templates/tuijian.html
new file mode 100644
index 0000000000000000000000000000000000000000..a10f95351acd6b77d9d4093cf579f228c0c76563
--- /dev/null
+++ b/soft/templates/tuijian.html
@@ -0,0 +1,50 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <title>Title</title>
+    <style>
+        .box{
+            width: 1200px;
+            height: 300px;
+            margin: auto;
+            display: flex;
+        }
+        *{
+            box-sizing: border-box;
+        }
+        .list{
+            width: 20%;height: 100%;padding: 10px;
+        }
+        .list .img{
+            width: 100%;height: 80%;
+            position: relative;overflow: hidden;
+        }
+        img{
+            width: 100%;position: absolute;
+            left: 0;right: 0;top: 0;bottom: 0;
+            margin: auto;
+        }
+        .title{
+            width: 100%;height: 20%;
+            text-align: center;
+        }
+    </style>
+</head>
+<body>
+<div class="box">
+    {%for item in arr%}
+    <div class="list">
+        <div class="img">
+             <img src="{{datas[item.id].image_url}}" alt="">
+        </div>
+        <div class="title">
+            <h3>{{ datas[item.id].name }}</h3>
+            <p>评分: {{datas[item.id].score }}</p>
+            {{item.angle}}
+        </div>
+    </div>
+    {%endfor%}
+</div>
+</body>
+</html>
\ No newline at end of file