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diff --git a/机器学习竞赛实战_优胜解决方案/快手短视频用户活跃度分析/快手用户活跃预测.ipynb b/机器学习竞赛实战_优胜解决方案/快手短视频用户活跃度分析/快手用户活跃预测.ipynb
index c9bd2cc..8867f7a 100644
--- a/机器学习竞赛实战_优胜解决方案/快手短视频用户活跃度分析/快手用户活跃预测.ipynb
+++ b/机器学习竞赛实战_优胜解决方案/快手短视频用户活跃度分析/快手用户活跃预测.ipynb
@@ -1,35 +1,36 @@
{
"cells": [
{
- "cell_type": "code",
- "execution_count": 1,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "import pandas as pd\n",
- "import numpy as np\n",
- "import tensorflow as tf # 深度学习框架 pip install tensorflow\n",
- "import datetime"
+ "## 任务目标与数据分析\n",
+ "### 预测用户未来一段时间的活跃度\n",
+ "二分类问题"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 6,
"metadata": {},
+ "outputs": [],
"source": [
- "## 预测用户未来一段时间的活跃度\n",
- "二分类问题"
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import tensorflow as tf\n",
+ "import datetime"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"数据集链接：https://pan.baidu.com/s/1HRR5qKCYlcdgxLja-_Kv0w 提取码：ep7q \"\"\"\n",
"# 注册数据\n",
"register = pd.read_csv('user_register_log.txt', sep='\\t', names=['user_id', 'register_day', 'register_type', 'device_type'])\n",
- "# 用户登录数据，30天\n",
+ "# 用户登录数据，一共30天时间长度，不是每个人的30天，是某个时间的30天\n",
"launch = pd.read_csv('app_launch_log.txt', sep='\\t', names=['user_id', 'launch_day'])\n",
"# 用户创建数据\n",
"create = pd.read_csv('video_create_log.txt', sep='\\t', names=['user_id', 'create_day'])\n",
@@ -134,6 +135,14 @@
"register.head() # user_id用户id、register_day注册时间、register_type来源渠道、device_type设备信息"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "1.注册日志\n",
+ "![](\"assets/20201129184929573.png\")
"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 4,
@@ -212,6 +221,14 @@
"launch.head() # launch_day启动的天，如下的330986在4、9、11、12都登录了"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "2.APP启动日志\n",
+ "![](\"assets/20201129185429573.png\")
"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 5,
@@ -290,6 +307,14 @@
"create.head() # create_day创建视频日期"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "3.视频创建日志表\n",
+ "![](\"assets/20201129185629573.png\")
"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 6,
@@ -392,9 +417,41 @@
"activity.head() # act_day行为日期、page发生行为的地方、video_id视频ID、author_id作者id、act_type用户行为"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "4.用户行为日志表\n",
+ "![](\"assets/20201129185529573.png\")
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 整体模型框架\n",
+ "这里使用神经网络RNN来完成"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "用户进来的时间，可能是第一天，可能是第二天等，当用户进来后，比如第7天，用户有了数据，从第7天开始第8天第9天用户的数据纬度都是一致的，也就是用户进来的那天当做用户自己的t1，第二天是t2以此类推到tn，用来预测该客户未来的某一天的可能性，比如用第一天(t1)数据用来预测第七天数据(t1+7)。\n",
+ "![](\"assets/20201129190029573.png\")
\n",
+ "目前是没有标签的，需要自己打标签，比如预测第7天，就给每个客户的ti+7天打上标签，用来预测，0表示没登录，1表示登录"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 构建用户特征"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
@@ -479,7 +536,7 @@
"4 745554 1 2 0 30"
]
},
- "execution_count": 11,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -492,20 +549,30072 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
- "\"\"\"根据前面的记录天数，创建一个字典，来存储不同记录天数的用户到底有哪些 \"\"\"\n",
+ "\"\"\"\n",
+ "根据前面的记录天数，创建一个以时间为key的字典\n",
+ "如果用户只有20天数据，则后面10天为None，如果取10，而用户超过了10，那么只取前10\n",
+ "\"\"\"\n",
"user_queue = {i: [] for i in range(1,31)}\n",
"\n",
- "for index, row in register.iterrows(): # 这个iterrows是对DataFrame进行行遍历，是在数据框中的行进行迭代的一个生成器，它返回每行的索引及一个包含行本身的对象。\n",
+ "for index, row in register.iterrows(): # 这个iterrows是对DataFrame进行遍历，是在数据框中的行进行迭代的一个生成器，它返回每行的索引及一个包含行本身的对象。\n",
" user_queue[row[-1]].append(row[0]) # row[-1]是seq_length, row[0]是user_id"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " 778743,\n",
+ " ...]}"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "user_queue"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -514,13 +30623,13 @@
" \n",
" def __init__(self, register_day, seq_length, n_feagures):\n",
" \"\"\"\n",
- " register_day: 用户第几天进行的登录\n",
- " seq_length: 用户序列的长度，就是记录了几天登录信息， 行数\n",
- " n_features: 每天提出的特征个数， 列数\n",
+ " register_day: 用户第几天进行的登录\n",
+ " seq_length: 用户序列的长度，就是记录了几天登录信息\n",
+ " n_features: 每天提取的特征数，如某个客户有30天数据，就有30天且每天有12列特征\n",
" \"\"\"\n",
" self.register_day = register_day\n",
" self.seq_length = seq_length\n",
- " self.array = np.zeros([self.seq_length, n_feagures]) # 这就是上面那个用户对应的矩阵形式，初始化位0\n",
+ " self.array = np.zeros([self.seq_length, n_feagures]) # 构建矩阵（初始化0）：持续天数 × 特征个数，后续新创建的往里填充\n",
" self.array[0,0] = 1\n",
" self.page_rank = np.zeros([self.seq_length])\n",
" self.pointer = 1\n",
@@ -550,7 +30659,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -559,6 +30668,1026 @@
"data = {row[0]:user_seq(register_day=row[1], seq_length=row[-1],n_feagures=n_features) for index, row in register.iterrows()}"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " 1343616: <__main__.user_seq at 0x1ee1192f7b8>,\n",
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+ " 3688: <__main__.user_seq at 0x1ee1192f8d0>,\n",
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+ " 803970: <__main__.user_seq at 0x1ee11937080>,\n",
+ " 573512: <__main__.user_seq at 0x1ee119370b8>,\n",
+ " 868765: <__main__.user_seq at 0x1ee119370f0>,\n",
+ " 433408: <__main__.user_seq at 0x1ee11937128>,\n",
+ " 772261: <__main__.user_seq at 0x1ee11937160>,\n",
+ " 484035: <__main__.user_seq at 0x1ee11937198>,\n",
+ " 593613: <__main__.user_seq at 0x1ee119371d0>,\n",
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+ " 860938: <__main__.user_seq at 0x1ee11937240>,\n",
+ " 1080025: <__main__.user_seq at 0x1ee11937278>,\n",
+ " 1227975: <__main__.user_seq at 0x1ee119372b0>,\n",
+ " 1217923: <__main__.user_seq at 0x1ee119372e8>,\n",
+ " 781337: <__main__.user_seq at 0x1ee11937320>,\n",
+ " 766355: <__main__.user_seq at 0x1ee11937358>,\n",
+ " 1011370: <__main__.user_seq at 0x1ee11937390>,\n",
+ " 1043386: <__main__.user_seq at 0x1ee119373c8>,\n",
+ " 1314034: <__main__.user_seq at 0x1ee11937400>,\n",
+ " 1359018: <__main__.user_seq at 0x1ee11937438>,\n",
+ " 337372: <__main__.user_seq at 0x1ee11937470>,\n",
+ " 967286: <__main__.user_seq at 0x1ee119374a8>,\n",
+ " 381644: <__main__.user_seq at 0x1ee119374e0>,\n",
+ " 1167296: <__main__.user_seq at 0x1ee11937518>,\n",
+ " 1318762: <__main__.user_seq at 0x1ee11937550>,\n",
+ " 359954: <__main__.user_seq at 0x1ee11937588>,\n",
+ " 686230: <__main__.user_seq at 0x1ee119375c0>,\n",
+ " 480465: <__main__.user_seq at 0x1ee119375f8>,\n",
+ " ...}"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data # 得到每个用户特征列表，目前里面都是0"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 15,