diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..27f34e0
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,5 @@
+*.js linguist-language=python
+*.css linguist-language=python
+*.html linguist-language=python
+*.c linguist-language=python
+
diff --git a/.gitignore b/.gitignore
index 8c498d7..2a75567 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1 @@
 ^.
-.idea
-.DS_Store
-.gitattributes
diff --git a/IMG_1766.JPG b/IMG_1766.JPG
new file mode 100644
index 0000000..4f7e7a7
Binary files /dev/null and b/IMG_1766.JPG differ
diff --git a/README.md b/README.md
index 0f156ee..d39a9ba 100644
--- a/README.md
+++ b/README.md
@@ -1,41 +1,28 @@
 # verification_code
+验证码研究破解心得记录。包含网易易盾，阿里云验证码，极验验证码等主流验证码破解。已更新极验验证码、点选验证码、语序验证码、企业公示网采集心得（代码demo）。
 
-[![Static Badge](https://img.shields.io/badge/Telegram-%40heeetui-blue?logo=telegram)](https://t.me/heeetui)
-![Static Badge](https://img.shields.io/badge/Email-huaiyukeji%40gmail.com-green?logo=gmail)
 
-![](https://img.shields.io/badge/Python-%3E%3D3.6-orange?style=social) ![](https://img.shields.io/github/license/huaiyukeji/verification_code) 
 
-所有图片识别项目，数据抓取项目都可合作。
+:boom:请保证本项目仅用于研究学习，谢谢:boom:
 
 
 
-## 项目解决了哪些问题？
 
-<p align="center">
-	<img src="./media/e697bc6aa912eeb2610998833f209242.jpg" alt="geet" width="172" height="192">
-	<img src="./media/geet_demo.jpg" alt="geet" width="172" height="192">
-	<img src="./media/yidun_demo.jpg" alt="yidun" width="240" height="120">
-	<img src="./media/0b7bbb3595309f7f9123704ef354a52d旅_u65c5.jpg" alt="geet">
-	<img src="./media/1590951689.png" alt="menghuan" >
-	<img src="./media/阿_1cde28c6abce11eab97c0242ac110002.jpg" alt="menghuan">
-</p>
+![](https://img.shields.io/badge/Python-%3E%3D3.6-orange?style=social) ![](https://img.shields.io/github/license/huaiyukeji/verification_code) 
 
 
-## 待更新内容
 
-如果对您有用，请给个star:star::star::star:谢谢。点赞可让我看到大家的关注情况，持续更新的动力，谢谢支持。
+---
 
 
 
-许多内容待整理。
-
-:star: **~~更新极验打码测试接口~~**:star:：
+## 待更新内容
 
-~~垃圾服务器，图片识别速度很慢，随便用用，随时会挂掉，有疑问请留言~~
+如果对您有用，请给个star:star::star::star:谢谢。
 
-~~可用于学习性质的数据标注和测试，严禁用于商业项目，谢谢配合~~
+刚建了个群，随缘加加！不能分享的代码在群里交流！群号：:rocket:`1040784971`:rocket:
 
-~~(接口已关闭，谢谢关注)~~
+许多内容待整理。
 
 ### 极验的JS破解流程以及点选验证码识别模型
 
@@ -59,13 +46,9 @@
   - [x] [汉字识别](./hanzi_detection/readme_classify.md)
   - [x] [定位模型训练手册（含数据）](./doc/detector_train_handbook.md)
   - [x] [识别模型训练手册（含数据）](./doc/classifier_train_handbook.md)
-  - [x] [Python中使用模型](./doc/在Python中使用模型.ipynb)
+  - [ ] 定位+识别的结合
+  - [ ] Python中使用模型
   - [ ] 模型速度优化
-  
-- 九宫格类型验证码
-
-  - [x] [数据准备](./doc/九宫格图片验证码训练集.md)
-  - [ ] 分类模型训练手册
 
 - 滑动3.0和机器学习
 
@@ -75,3 +58,16 @@
 
 
 
+
+## 联系方式
+欢迎技术交流：`huaiyukeji@gmail.com`
+
+QQ群：1040784971
+
+商务合作VX：`Hunter_--_`
+
+或者扫一扫加我微信，请备注GitHub，谢谢。
+<p align="center">
+	<img src="./IMG_1766.JPG" alt="Sample"  width="160" height="250">
+</p>
+
diff --git "a/doc/.ipynb_checkpoints/\345\234\250Python\344\270\255\344\275\277\347\224\250\346\250\241\345\236\213-checkpoint.ipynb" "b/doc/.ipynb_checkpoints/\345\234\250Python\344\270\255\344\275\277\347\224\250\346\250\241\345\236\213-checkpoint.ipynb"
deleted file mode 100644
index af73677..0000000
--- "a/doc/.ipynb_checkpoints/\345\234\250Python\344\270\255\344\275\277\347\224\250\346\250\241\345\236\213-checkpoint.ipynb"
+++ /dev/null
@@ -1,225 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 在Python中使用我们训练好点模型"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "前面我们实现了`汉字位置检测`和`汉字分类识别`模型，实际使用肯定要结合封装成接口来使用，会比较方便。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "在darknet的官方项目中，已经为我们提供了一个demo"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from ctypes import *\n",
-    "import math\n",
-    "import random\n",
-    "\n",
-    "def sample(probs):\n",
-    "    s = sum(probs)\n",
-    "    probs = [a/s for a in probs]\n",
-    "    r = random.uniform(0, 1)\n",
-    "    for i in range(len(probs)):\n",
-    "        r = r - probs[i]\n",
-    "        if r <= 0:\n",
-    "            return i\n",
-    "    return len(probs)-1\n",
-    "\n",
-    "def c_array(ctype, values):\n",
-    "    arr = (ctype*len(values))()\n",
-    "    arr[:] = values\n",
-    "    return arr\n",
-    "\n",
-    "class BOX(Structure):\n",
-    "    _fields_ = [(\"x\", c_float),\n",
-    "                (\"y\", c_float),\n",
-    "                (\"w\", c_float),\n",
-    "                (\"h\", c_float)]\n",
-    "\n",
-    "class DETECTION(Structure):\n",
-    "    _fields_ = [(\"bbox\", BOX),\n",
-    "                (\"classes\", c_int),\n",
-    "                (\"prob\", POINTER(c_float)),\n",
-    "                (\"mask\", POINTER(c_float)),\n",
-    "                (\"objectness\", c_float),\n",
-    "                (\"sort_class\", c_int)]\n",
-    "\n",
-    "\n",
-    "class IMAGE(Structure):\n",
-    "    _fields_ = [(\"w\", c_int),\n",
-    "                (\"h\", c_int),\n",
-    "                (\"c\", c_int),\n",
-    "                (\"data\", POINTER(c_float))]\n",
-    "\n",
-    "class METADATA(Structure):\n",
-    "    _fields_ = [(\"classes\", c_int),\n",
-    "                (\"names\", POINTER(c_char_p))]\n",
-    "\n",
-    "    \n",
-    "\n",
-    "lib = CDLL(\"libdarknet.so\", RTLD_GLOBAL) # 配置so文件路径，最好是绝对路径\n",
-    "lib.network_width.argtypes = [c_void_p]\n",
-    "lib.network_width.restype = c_int\n",
-    "lib.network_height.argtypes = [c_void_p]\n",
-    "lib.network_height.restype = c_int\n",
-    "\n",
-    "predict = lib.network_predict\n",
-    "predict.argtypes = [c_void_p, POINTER(c_float)]\n",
-    "predict.restype = POINTER(c_float)\n",
-    "\n",
-    "set_gpu = lib.cuda_set_device\n",
-    "set_gpu.argtypes = [c_int]\n",
-    "\n",
-    "make_image = lib.make_image\n",
-    "make_image.argtypes = [c_int, c_int, c_int]\n",
-    "make_image.restype = IMAGE\n",
-    "\n",
-    "get_network_boxes = lib.get_network_boxes\n",
-    "get_network_boxes.argtypes = [c_void_p, c_int, c_int, c_float, c_float, POINTER(c_int), c_int, POINTER(c_int)]\n",
-    "get_network_boxes.restype = POINTER(DETECTION)\n",
-    "\n",
-    "make_network_boxes = lib.make_network_boxes\n",
-    "make_network_boxes.argtypes = [c_void_p]\n",
-    "make_network_boxes.restype = POINTER(DETECTION)\n",
-    "\n",
-    "free_detections = lib.free_detections\n",
-    "free_detections.argtypes = [POINTER(DETECTION), c_int]\n",
-    "\n",
-    "free_ptrs = lib.free_ptrs\n",
-    "free_ptrs.argtypes = [POINTER(c_void_p), c_int]\n",
-    "\n",
-    "network_predict = lib.network_predict\n",
-    "network_predict.argtypes = [c_void_p, POINTER(c_float)]\n",
-    "\n",
-    "reset_rnn = lib.reset_rnn\n",
-    "reset_rnn.argtypes = [c_void_p]\n",
-    "\n",
-    "load_net = lib.load_network\n",
-    "load_net.argtypes = [c_char_p, c_char_p, c_int]\n",
-    "load_net.restype = c_void_p\n",
-    "\n",
-    "do_nms_obj = lib.do_nms_obj\n",
-    "do_nms_obj.argtypes = [POINTER(DETECTION), c_int, c_int, c_float]\n",
-    "\n",
-    "do_nms_sort = lib.do_nms_sort\n",
-    "do_nms_sort.argtypes = [POINTER(DETECTION), c_int, c_int, c_float]\n",
-    "\n",
-    "free_image = lib.free_image\n",
-    "free_image.argtypes = [IMAGE]\n",
-    "\n",
-    "letterbox_image = lib.letterbox_image\n",
-    "letterbox_image.argtypes = [IMAGE, c_int, c_int]\n",
-    "letterbox_image.restype = IMAGE\n",
-    "\n",
-    "load_meta = lib.get_metadata\n",
-    "lib.get_metadata.argtypes = [c_char_p]\n",
-    "lib.get_metadata.restype = METADATA\n",
-    "\n",
-    "load_image = lib.load_image_color\n",
-    "load_image.argtypes = [c_char_p, c_int, c_int]\n",
-    "load_image.restype = IMAGE\n",
-    "\n",
-    "rgbgr_image = lib.rgbgr_image\n",
-    "rgbgr_image.argtypes = [IMAGE]\n",
-    "\n",
-    "predict_image = lib.network_predict_image\n",
-    "predict_image.argtypes = [c_void_p, IMAGE]\n",
-    "predict_image.restype = POINTER(c_float)\n",
-    "\n",
-    "def classify(net, meta, im):\n",
-    "    out = predict_image(net, im)\n",
-    "    res = []\n",
-    "    for i in range(meta.classes):\n",
-    "        res.append((meta.names[i], out[i]))\n",
-    "    res = sorted(res, key=lambda x: -x[1])\n",
-    "    return res\n",
-    "\n",
-    "def detect(net, meta, image, thresh=.5, hier_thresh=.5, nms=.45):\n",
-    "    im = load_image(image, 0, 0)\n",
-    "    num = c_int(0)\n",
-    "    pnum = pointer(num)\n",
-    "    predict_image(net, im)\n",
-    "    dets = get_network_boxes(net, im.w, im.h, thresh, hier_thresh, None, 0, pnum)\n",
-    "    num = pnum[0]\n",
-    "    if (nms): do_nms_obj(dets, num, meta.classes, nms);\n",
-    "\n",
-    "    res = []\n",
-    "    for j in range(num):\n",
-    "        for i in range(meta.classes):\n",
-    "            if dets[j].prob[i] > 0:\n",
-    "                b = dets[j].bbox\n",
-    "                res.append((meta.names[i], dets[j].prob[i], (b.x, b.y, b.w, b.h)))\n",
-    "    res = sorted(res, key=lambda x: -x[1])\n",
-    "    free_image(im)\n",
-    "    free_detections(dets, num)\n",
-    "    return res\n",
-    "\n",
-    "def run():\n",
-    "    net = load_net(\n",
-    "        \"\".encode(), # cfg文件路径\n",
-    "        \"\".encode(), # weights权重文件路径\n",
-    "        0  # 默认0\n",
-    "    )\n",
-    "    meta = load_meta(\"\".encode()) # data文件路径\n",
-    "    # 执行预测\n",
-    "    r = detect(\n",
-    "        net, \n",
-    "        meta, \n",
-    "        \"\".encode()\n",
-    "    )\n",
-    "    print(r)\n",
-    "    \n",
-    "    \n",
-    "if __name__ == \"__main__\":\n",
-    "    run()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "这里几个要注意的点：\n",
-    "\n",
-    "- 文件路径编码\n",
-    "- libdarknet.so 文件的路径配置"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "blog",
-   "language": "python",
-   "name": "blog"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/doc/Ubuntu18.04 install darknet yolo-v3|cuda|cudnn|opencv|anaconda.md b/doc/Ubuntu18.04 install darknet yolo-v3|cuda|cudnn|opencv|anaconda.md
index f279d6d..2949628 100755
--- a/doc/Ubuntu18.04 install darknet yolo-v3|cuda|cudnn|opencv|anaconda.md	
+++ b/doc/Ubuntu18.04 install darknet yolo-v3|cuda|cudnn|opencv|anaconda.md	
@@ -347,4 +347,4 @@ OPENCV=1
 
 ---
 
-**如果您看到了这里，请给我一个star:star:谢谢，如果有遗漏，请留言指正，感激！** 
\ No newline at end of file
+**如果您看到了这里，请给我一个star:star:谢谢，如果有遗漏，请留言指正，感激！**
\ No newline at end of file
diff --git a/doc/classifier_train_handbook.md b/doc/classifier_train_handbook.md
index d8573cf..9aeb91e 100644
--- a/doc/classifier_train_handbook.md
+++ b/doc/classifier_train_handbook.md
@@ -1,6 +1,10 @@
 # 汉字分类识别模型训练手册
 
-理论上可以不用`汉字检测+汉字识别`分两步，一步就可以完成，目前局限在数据集上，我手里的一步模型识别效果不是很理想。
+目前我手里标注好的数据只有一千多字，不到20W张图片，而且分布不均，所以也希望大家有图片数据集的话，可以分享给我，我来标注并分享出来，谢谢。理论上可以不用`汉字检测+汉字识别`分两步，一步就可以完成，目前局限在数据集上，我手里的一步模型识别效果不是很理想。
+
+目前使用的是yolov3算法，有朋友推荐ssd，也是差不多的，后续有朋友关注的话，可以更新，欢迎留言。
+
+此次我会挑几个字出来训练，训练数据我会放在`files/train`目录下，供大家练习和参考，更多讨论和需求欢迎加入我刚刚建立的QQ群：:rocket:`1040784971`:rocket:
 
 ---
 
diff --git a/doc/detector_train_handbook.md b/doc/detector_train_handbook.md
index 497ad3a..6921230 100644
--- a/doc/detector_train_handbook.md
+++ b/doc/detector_train_handbook.md
@@ -76,7 +76,7 @@ Type "help", "copyright", "credits" or "license" for more information.
 
 最重要的数据集准备完了，然后再配置一下模型数量参数即可开始训练，有如下几个文件：
 
-- data文件：data/detector.data，例子：
+- data文件：data/jiyan.data，例子：
 
   ```data
   classes = 1											# 检测目标数量
@@ -116,9 +116,7 @@ Type "help", "copyright", "credits" or "license" for more information.
 
   [下载地址](https://pjreddie.com/media/files/darknet53.conv.74)
   
-- 配置文件：`cfg/detecter.cfg`
-
-  其中`max_batches = 1500`是训练的轮数，可以根据需要修改。
+- 配置文件：`cfg/detecter.cfg`，具体配置是什么意思Google吧，有感兴趣的童鞋再留言更新。
 
 
 
diff --git a/doc/jiyan_gt_challenge.md b/doc/jiyan_gt_challenge.md
index 0a749ae..580939e 100644
--- a/doc/jiyan_gt_challenge.md
+++ b/doc/jiyan_gt_challenge.md
@@ -10,6 +10,8 @@
 
 **如果对您有用，请给项目一个star，谢谢**
 
+> 感兴趣或者看不懂可以加项目首页的微信交流，记得备注
+
 ### 参数分析
 
 jiyan的关键参数是`gt`和`challenge`
diff --git a/doc/jiyan_gt_challenge_demo.ipynb b/doc/jiyan_gt_challenge_demo.ipynb
index b1ddfda..a95d7a4 100644
--- a/doc/jiyan_gt_challenge_demo.ipynb
+++ b/doc/jiyan_gt_challenge_demo.ipynb
@@ -45,25 +45,9 @@
    "outputs": [],
    "source": [
     "# 代理手动配置，避免本地的IP被封了\n",
-    "\n",
-    "# 代理服务器\n",
-    "proxyHost = \"forward.apeyun.com\"\n",
-    "proxyPort = \"9082\"\n",
-    "\n",
-    "# 代理隧道验证信息\n",
-    "proxyUser = \"2020070100845351047\"\n",
-    "proxyPass = \"G8oyqzh6zswpSMtk\"\n",
-    "\n",
-    "proxyMeta = \"http://%(user)s:%(pass)s@%(host)s:%(port)s\" % {\n",
-    "  \"host\" : proxyHost,\n",
-    "  \"port\" : proxyPort,\n",
-    "  \"user\" : proxyUser,\n",
-    "  \"pass\" : proxyPass,\n",
-    "}\n",
-    "\n",
     "proxy = {\n",
-    "    \"http\"  : \"\",\n",
-    "    \"https\" : \"\",\n",
+    "        \"https\": \"https://\" + \"60.188.9.176:3000\",\n",
+    "        # \"http\": \"http://\" + \"60.167.135.237:8118\"\n",
     "}"
    ]
   },
@@ -93,7 +77,7 @@
     {
      "data": {
       "text/plain": [
-       "'<script>var x=\"String@challenge@@charAt@@@innerHTML@Array@@Expires@07@document@3D@https@@false@RHu@@@return@for@@toString@toLowerCase@@reverse@captcha@@11@@@@Thu@href@replace@@RegExp@@@@@8@1500@onreadystatechange@search@@join@22@window@r@@length@pathname@createElement@@try@@0@@GMT@addEventListener@attachEvent@@47V@while@if@a@JgSe0upZ@@@@firstChild@@else@OXM@chars@0xEDB88320@998@Path@APPlY@1593670282@function@__jsl_clearance@0xFF@@split@DOMContentLoaded@var@1@36@@2@@@@f@Jul@@@charCodeAt@e@setTimeout@20@div@parseInt@3@location@@g@@rOm9XFMtA3QKV7nYsPGT4lifyWwkq5vcjH2IdxUoCbhERLaz81DNB6@d@@@cookie@match@02@DX@substr@@eval@new@@@@catch@4@fromCharCode\".replace(/@*$/,\"\").split(\"@\"),y=\"2a 36=24(){2o(\\'2t.y=2t.1e+2t.16.z(/[\\\\\\\\?|&]r-2/,\\\\\\\\\\'\\\\\\\\\\')\\',14);c.2B=\\'25=23.20|1j|\\'+(24(){2a w=[24(36){k 36},24(w){k w},(24(){2a 36=c.1f(\\'2q\\');36.7=\\'<1s y=\\\\\\\\\\'/\\\\\\\\\\'>1u</1s>\\';36=36.1x.y;2a w=36.2C(/e?:\\\\\\\\/\\\\\\\\//)[1j];36=36.32(w.1d).o();k 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+       "\"var _1v=function(){setTimeout('location.href=location.pathname+location.search.replace(/[\\\\\\\\?|&]captcha-challenge/,\\\\\\\\'\\\\\\\\')',1500);document.cookie='__jsl_clearance=1589364371.438|0|'+(function(){var _1t=[function(_1v){return _1v},function(_1t){return _1t},function(_1v){return eval('String.fromCharCode('+_1v+')')},function(_1v){for(var _1t=0;_1t<_1v.length;_1t++){_1v[_1t]=parseInt(_1v[_1t]).toString(36)};return _1v.join('')}],_1v=[[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],'S',[[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')]+[-~[-~-~~~''-~-~~~''-~-~~~'']]],'d',[[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')]+(-~[]-~[]+[[]][0])],'F',[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))],'Hkav',[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[~~[]]],'G',[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')],'D',[[-~{}]+[-~[-~-~~~''-~-~~~''-~-~~~'']]],[[-~[-~-~~~''-~-~~~''-~-~~~'']]+[((-~{}<<-~{})<<-~{})]],[(-~[]-~[]+[[]][0])+[(-~~~''+[-~-~~~'']>>-~-~~~'')],[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[(-~~~''+[-~-~~~'']>>-~-~~~'')]],[[-~[-~-~~~''-~-~~~''-~-~~~'']]+(-~[]-~[]+[[]][0])],[(-~[]-~[]+[[]][0])+(-~!{}+(-~[]-~[]<<-~[]-~[])+[]+[[]][0])],'WO',[[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[((-~{}<<-~{})<<-~{})]],[[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))]+(-~!{}+(-~[]-~[]<<-~[]-~[])+[]+[[]][0])],'%',[(-~~~''+[-~-~~~'']>>-~-~~~'')],'D'];for(var _t=0;_t<_1v.length;_t++){_1v[_t]=_1t[[3,1,2,1,2,1,3,0,1,3,1,0,1,3,2,3,2,3,1,2,3,2,1,0,1][_t]](_1v[_t])};return _1v.join('')})()+';Expires=Wed, 13-May-20 11:06:11 GMT;Path=/;'};if((function(){try{return !!window.addEventListener;}catch(e){return false;}})()){document.addEventListener('DOMContentLoaded',_1v,false)}else{document.attachEvent('onreadystatechange',_1v)}\""
       ]
      },
      "execution_count": 7,
@@ -185,7 +169,7 @@
     {
      "data": {
       "text/plain": [
-       "'cookie=\\'__jsl_clearance=1593670282.998|0|\\'+(function(){var _w=[function(_36){return _36},function(_w){return _w},(function(){var _36=\"www.gsxt.gov.cn/index.html\";var _w=\"http://\";return function(_w){for(var _1u=0;_1u<_w.length;_1u++){_w[_1u]=_36.charAt(_w[_1u])};return _w.join(\\'\\')}})(),function(_36){for(var _w=0;_w<_36.length;_w++){_36[_w]=parseInt(_36[_w]).toString(36)};return _36.join(\\'\\')}],_36=[\\'DX\\',[(-~[2]+[])+(([-~-~{}]+(+[])>>-~-~{})+[]+[[]][0])],[(-~~~\\'\\'+[]+[])+(-~[2]+[])],\\'r\\',[(-~~~\\'\\'+[]+[])+(-~[2]+[])],\\'47V\\',[-~![]-~[((+!(+!{}))<<(+!(+!{})))-~{}-~(-~[-~[]-~[]])]],[(4+[]+[]),(-~[2]+4+[[]][0])],[(-~[2]+[])+(~~[]+[]+[]),(-~[2]+[])+(4+[]+[])],\\'OXM\\',[(-~~~\\'\\'+[]+[])+(-~~~\\'\\'+[]+[])],\\'RHu\\',[(-~~~\\'\\'+[]+[])+(4+[]+[])],\\'APPlY%3D\\'];for(var _1u=0;_1u<_36.length;_1u++){_36[_1u]=_w[[1,3,2,1,3,1,0,2,3,1,2,1,2,1][_1u]](_36[_1u])};return _36.join(\\'\\')})()+\\';Expires=Thu, 02-Jul-20 07:11:22 \\''"
+       "\"cookie='__jsl_clearance=1589364371.438|0|'+(function(){var _1t=[function(_1v){return _1v},function(_1t){return _1t},function(_1v){return eval('String.fromCharCode('+_1v+')')},function(_1v){for(var _1t=0;_1t<_1v.length;_1t++){_1v[_1t]=parseInt(_1v[_1t]).toString(36)};return _1v.join('')}],_1v=[[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],'S',[[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')]+[-~[-~-~~~''-~-~~~''-~-~~~'']]],'d',[[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')]+(-~[]-~[]+[[]][0])],'F',[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))],'Hkav',[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[~~[]]],'G',[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')],'D',[[-~{}]+[-~[-~-~~~''-~-~~~''-~-~~~'']]],[[-~[-~-~~~''-~-~~~''-~-~~~'']]+[((-~{}<<-~{})<<-~{})]],[(-~[]-~[]+[[]][0])+[(-~~~''+[-~-~~~'']>>-~-~~~'')],[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[(-~~~''+[-~-~~~'']>>-~-~~~'')]],[[-~[-~-~~~''-~-~~~''-~-~~~'']]+(-~[]-~[]+[[]][0])],[(-~[]-~[]+[[]][0])+(-~!{}+(-~[]-~[]<<-~[]-~[])+[]+[[]][0])],'WO',[[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[((-~{}<<-~{})<<-~{})]],[[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))]+(-~!{}+(-~[]-~[]<<-~[]-~[])+[]+[[]][0])],'%',[(-~~~''+[-~-~~~'']>>-~-~~~'')],'D'];for(var _t=0;_t<_1v.length;_t++){_1v[_t]=_1t[[3,1,2,1,2,1,3,0,1,3,1,0,1,3,2,3,2,3,1,2,3,2,1,0,1][_t]](_1v[_t])};return _1v.join('')})()+';Expires=Wed, 13-May-20 11:06:11 '\""
       ]
      },
      "execution_count": 8,
@@ -248,7 +232,7 @@
     {
      "data": {
       "text/plain": [
-       "'cookie=\\'__jsl_clearance=1593670282.998|0|\\'+(function(){var _w=[function(_36){return _36},function(_w){return _w},(function(){var _36=\"www.gsxt.gov.cn/index.html\";var _w=\"http://\";return function(_w){for(var _1u=0;_1u<_w.length;_1u++){_w[_1u]=_36.charAt(_w[_1u])};return _w.join(\\'\\')}})(),function(_36){for(var _w=0;_w<_36.length;_w++){_36[_w]=parseInt(_36[_w]).toString(36)};return _36.join(\\'\\')}],_36=[\\'DX\\',[(-~[2]+[])+(([-~-~{}]+(+[])>>-~-~{})+[]+[[]][0])],[(-~~~\\'\\'+[]+[])+(-~[2]+[])],\\'r\\',[(-~~~\\'\\'+[]+[])+(-~[2]+[])],\\'47V\\',[-~![]-~[((+!(+!{}))<<(+!(+!{})))-~{}-~(-~[-~[]-~[]])]],[(4+[]+[]),(-~[2]+4+[[]][0])],[(-~[2]+[])+(~~[]+[]+[]),(-~[2]+[])+(4+[]+[])],\\'OXM\\',[(-~~~\\'\\'+[]+[])+(-~~~\\'\\'+[]+[])],\\'RHu\\',[(-~~~\\'\\'+[]+[])+(4+[]+[])],\\'APPlY%3D\\'];for(var _1u=0;_1u<_36.length;_1u++){_36[_1u]=_w[[1,3,2,1,3,1,0,2,3,1,2,1,2,1][_1u]](_36[_1u])};return _36.join(\\'\\')})()+\\';Expires=Thu, 02-Jul-20 07:11:22 \\''"
+       "\"cookie='__jsl_clearance=1589364371.438|0|'+(function(){var _1t=[function(_1v){return _1v},function(_1t){return _1t},function(_1v){return eval('String.fromCharCode('+_1v+')')},function(_1v){for(var _1t=0;_1t<_1v.length;_1t++){_1v[_1t]=parseInt(_1v[_1t]).toString(36)};return _1v.join('')}],_1v=[[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],'S',[[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')]+[-~[-~-~~~''-~-~~~''-~-~~~'']]],'d',[[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')]+(-~[]-~[]+[[]][0])],'F',[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))],'Hkav',[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[~~[]]],'G',[((-~{}<<-~{})^-~~~'')-~~~''-~!{}+((-~{}<<-~{})^-~~~'')],'D',[[-~{}]+[-~[-~-~~~''-~-~~~''-~-~~~'']]],[[-~[-~-~~~''-~-~~~''-~-~~~'']]+[((-~{}<<-~{})<<-~{})]],[(-~[]-~[]+[[]][0])+[(-~~~''+[-~-~~~'']>>-~-~~~'')],[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[(-~~~''+[-~-~~~'']>>-~-~~~'')]],[[-~[-~-~~~''-~-~~~''-~-~~~'']]+(-~[]-~[]+[[]][0])],[(-~[]-~[]+[[]][0])+(-~!{}+(-~[]-~[]<<-~[]-~[])+[]+[[]][0])],'WO',[[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))]+[-~-~~~''+((-~{}<<-~{})^-~~~'')]],[[(-~~~''+[-~-~~~'']>>-~-~~~'')]+[((-~{}<<-~{})<<-~{})]],[[[(-~{}<<-~{})]*(((-~{}<<-~{})^-~~~''))]+(-~!{}+(-~[]-~[]<<-~[]-~[])+[]+[[]][0])],'%',[(-~~~''+[-~-~~~'']>>-~-~~~'')],'D'];for(var _t=0;_t<_1v.length;_t++){_1v[_t]=_1t[[3,1,2,1,2,1,3,0,1,3,1,0,1,3,2,3,2,3,1,2,3,2,1,0,1][_t]](_1v[_t])};return _1v.join('')})()+';Expires=Wed, 13-May-20 11:06:11 '\""
       ]
      },
      "execution_count": 10,
@@ -275,7 +259,7 @@
     {
      "data": {
       "text/plain": [
-       "'1593670282.998|0|DXzcrd47V9gtuyOXMvRHunAPPlY%3D'"
+       "'1589364371.438|0|zSWdRFz6HkavuG8DhJnxHtWOAyE%3D'"
       ]
      },
      "execution_count": 11,
@@ -305,7 +289,7 @@
     {
      "data": {
       "text/plain": [
-       "'e1d92a59a5b23981cbfa00048eea'"
+       "'8E11E8556264D5431C97B28A64F213DA-n2:-1'"
       ]
      },
      "execution_count": 12,
@@ -330,7 +314,7 @@
     {
      "data": {
       "text/plain": [
-       "'e1d92a59a5b23981cbfa00048eea'"
+       "'8E11E8556264D5431C97B28A64F213DA-n2:0'"
       ]
      },
      "execution_count": 13,
@@ -422,7 +406,7 @@
     {
      "data": {
       "text/plain": [
-       "'bc7be94649e930d1f8da98772e82060f'"
+       "'8a7c7f8b5b53a72f95d50b9181c758e6'"
       ]
      },
      "execution_count": 17,
@@ -467,7 +451,7 @@
    "outputs": [],
    "source": [
     "# 本地打码服务器，所有验证码类型在这里统一处理，返回validate即可\n",
-    "get_valid_server = 'http://49.235.209.176:5050'"
+    "get_valid_server = 'http://127.0.0.1:5051'"
    ]
   },
   {
@@ -476,54 +460,45 @@
    "metadata": {},
    "outputs": [
     {
-     "ename": "JSONDecodeError",
-     "evalue": "Expecting value: line 1 column 1 (char 0)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mJSONDecodeError\u001b[0m                           Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-19-b28b7f0729d9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpost\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/opt/anaconda3/envs/blog/lib/python3.7/site-packages/requests/models.py\u001b[0m in \u001b[0;36mjson\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m    896\u001b[0m                     \u001b[0;31m# used.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    897\u001b[0m                     \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 898\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mcomplexjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    899\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    900\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/anaconda3/envs/blog/lib/python3.7/json/__init__.py\u001b[0m in \u001b[0;36mloads\u001b[0;34m(s, encoding, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    346\u001b[0m             \u001b[0mparse_int\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mparse_float\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    347\u001b[0m             parse_constant is None and object_pairs_hook is None and not kw):\n\u001b[0;32m--> 348\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_default_decoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    349\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    350\u001b[0m         \u001b[0mcls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mJSONDecoder\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/anaconda3/envs/blog/lib/python3.7/json/decoder.py\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    335\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    336\u001b[0m         \"\"\"\n\u001b[0;32m--> 337\u001b[0;31m         \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraw_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    338\u001b[0m         \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    339\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/anaconda3/envs/blog/lib/python3.7/json/decoder.py\u001b[0m in \u001b[0;36mraw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    353\u001b[0m             \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscan_once\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    354\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 355\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mJSONDecodeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Expecting value\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    356\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
-     ]
+     "data": {
+      "text/plain": [
+       "<Response [200]>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "# url = f'{get_valid_server}/geetest?gt={gt}&challenge={challenge}'\n",
-    "# resp = requests.get(url)\n",
-    "# resp\n",
-    "\n",
-    "data = {\n",
-    "    'gt': gt,\n",
-    "    'challenge': challenge\n",
-    "}\n",
-    "url = 'http://3215952j9f.qicp.vip:10682/captcha'\n",
     "\n",
-    "resp = requests.post(url, data=json.dumps(data))\n",
-    "print(resp.json())"
+    "url = f'{get_valid_server}/geetest?gt={gt}&challenge={challenge}'\n",
+    "resp = requests.get(url)\n",
+    "resp"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'data': {'challenge': '8a7c7f8b5b53a72f95d50b9181c758e6',\n",
+       "  'result': 'success',\n",
+       "  'validate': 'fba9455b230064c63164bb06f453f52e'},\n",
+       " 'status': 'success'}"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "val_resu = json.loads(resp.text)\n",
     "\n",
-    "# def get_validate_wander(challenge,gt, vtype=1):\n",
-    "#     data = {\n",
-    "#         'gt':gt,\n",
-    "#         'challenge':challenge\n",
-    "#     }\n",
-    "#     url='http://49.235.179.162:5000/geetest'\n",
-    "#     response = requests.post(url=url,data=json.dumps(data))\n",
-    "#     return response.json()\n",
-    "\n",
-    "# val_resu = get_validate_wander(challenge=challenge, gt=gt)\n",
     "val_resu"
    ]
   },
@@ -536,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -575,7 +550,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -615,7 +590,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -624,7 +599,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -636,7 +611,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -645,16 +620,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'href': 'http://www.gsxt.gov.cn/%7BC132146AA913B5B85A24D3698BCF37F48AE6B456EC80C4B6902AE997FB525D23D4B8FC8EA812404D51929F83D12674CE8B7534DAFFFB498F8BCA2CEAEEE4298329BF29BF29CF7DB57DEBF41294709611BD80320BCAAD4BAF6EC2DD5BBD3ABC7A1D9AA720E1C3AB53FA3310F2B64E09FE3DDF8822880F998AD8D5C99BF70FEDBA108610861086-1589363839854%7D'}]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "href"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -672,9 +658,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'北京百度网讯科技有限公司'"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "etree.HTML(detail.text).xpath(\"//h1\")[0].text.strip()"
    ]
diff --git "a/doc/\344\271\235\345\256\253\346\240\274\345\233\276\347\211\207\351\252\214\350\257\201\347\240\201\350\256\255\347\273\203\351\233\206.md" "b/doc/\344\271\235\345\256\253\346\240\274\345\233\276\347\211\207\351\252\214\350\257\201\347\240\201\350\256\255\347\273\203\351\233\206.md"
deleted file mode 100644
index 2f14d6a..0000000
--- "a/doc/\344\271\235\345\256\253\346\240\274\345\233\276\347\211\207\351\252\214\350\257\201\347\240\201\350\256\255\347\273\203\351\233\206.md"
+++ /dev/null
@@ -1,98 +0,0 @@
-# 九宫格图片验证码训练集
-
-这篇主要想记录一下yolo训练数据集的准备过程，毕竟数据才是价值所在。
-
-## yolo训练集文件读取逻辑
-
-下面说的内容都是基于`darknet`，已测试。
-
-关于数据集准备过程我们之前说过，重复的内容就不说了([定位模型训练手册](./detector_train_handbook.md))，这里主要解决一下文件标注命名的问题，以及如何避免训练时遇到`Too many or too few labels`问题，这个问题的根源就是文件标签没有按yolo的规则整理好。
-
-这里简单梳理一下逻辑，方便理解我们要怎么给训练集里的数据命名。
-
-首先回忆一下我们训练分类器需要准备哪几个文件：
-
-1. xx.data：定义模型使用到的所有文件路径
-
-   ```t x t
-   classes = 144
-   train = data/nine_train.txt
-   labels = data/nine.labels
-   backup = backup/
-   top=1
-   ```
-
-2. xx.labels：所有分类的标签名称
-
-   ```t x t
-   斧头
-   螃蟹
-   沙发
-   帽子
-   老虎
-   气球
-   ...
-   ```
-
-3. xx.txt：所有训练集文件的绝对路径
-
-   ```txt
-   /Users/train_file/nine/笔记本电脑_2dae8897ecb032a7daac908c31c596562.jpg
-   /Users/train_file/nine/笔记本电脑_2dc1ad266d264d40bab65095a5ef86157.jpg
-   /Users/train_file/nine/笔记本电脑_2dd25a294a4c7157f02aa92724d78ef31.jpg
-   /Users/train_file/nine/笔记本电脑_2df0b329e546630547a4f1aa816d03ee4.jpg
-   ...
-   ```
-
-假设我们现在有一批训练数据是这样的：
-
-```text
-/Users/train_file/nine/笔记本电脑_2dae8897ecb032a7daac908c31c596562.jpg
-/Users/train_file/nine/笔记本电脑_2dc1ad266d264d40bab65095a5ef86157.jpg
-/Users/train_file/nine/笔记本电脑_2dd25a294a4c7157f02aa92724d78ef31.jpg
-/Users/train_file/nine/笔记本电脑_2df0b329e546630547a4f1aa816d03ee4.jpg
-...
-```
-
-在训练图片分类器时，图片的文件名要包含标注的标签信息，比如：
-
-`/Users/train_file/nine/笔记本电脑_2dae8897ecb032a7daac908c31c596562.jpg`，这个图片文件
-
-文件名分为三个部分
-
-- 2dae8897ecb032a7daac908c31c596562：随机标签，用来防止文件名重复，用随机字符串都可以
-- 笔记本电脑：标注的图片内容
-- Jpg：文件格式
-
-**这里要注意：yolo读取的是文件绝对路径，在整个路径中不能包含多个标签**
-
-什么意思呢？举个例子：
-
-- 在`/Users/train_file/nine/笔记本电脑_2dae8897ecb032a7daac908c31c596562.jpg`这个文件路径中，`笔记本电脑`是我们要分类的标签，因此不能用这种路径`/Users/train_file/nine/笔记本电脑/笔记本电脑_2dae8897ecb032a7daac908c31c596562.jpg`，这样的话yolo会在路径中读取到两个`笔记本电脑`标签，会提示`Too many or too few labels 2`；
-
-**分类的标签不能存在包含与被包含的关系**
-
-举个例子：
-
-- 我们当前的分类任务要分类这些标签：
-
-  ```txt
-  斧头
-  螃蟹
-  沙发
-  鳄鱼
-  ...
-  ```
-
-  但是如果我们现在要加一个分类，叫做`鱼`，此时就变成了：
-
-  ```txt
-  斧头
-  螃蟹
-  沙发
-  鳄鱼
-  鱼
-  ...
-  ```
-
-  这时候`鳄鱼`和`鱼`就组成了被包含的关系，也会报错。
\ No newline at end of file
diff --git "a/doc/\345\234\250Python\344\270\255\344\275\277\347\224\250\346\250\241\345\236\213.ipynb" "b/doc/\345\234\250Python\344\270\255\344\275\277\347\224\250\346\250\241\345\236\213.ipynb"
deleted file mode 100644
index af73677..0000000
--- "a/doc/\345\234\250Python\344\270\255\344\275\277\347\224\250\346\250\241\345\236\213.ipynb"
+++ /dev/null
@@ -1,225 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 在Python中使用我们训练好点模型"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "前面我们实现了`汉字位置检测`和`汉字分类识别`模型，实际使用肯定要结合封装成接口来使用，会比较方便。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "在darknet的官方项目中，已经为我们提供了一个demo"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from ctypes import *\n",
-    "import math\n",
-    "import random\n",
-    "\n",
-    "def sample(probs):\n",
-    "    s = sum(probs)\n",
-    "    probs = [a/s for a in probs]\n",
-    "    r = random.uniform(0, 1)\n",
-    "    for i in range(len(probs)):\n",
-    "        r = r - probs[i]\n",
-    "        if r <= 0:\n",
-    "            return i\n",
-    "    return len(probs)-1\n",
-    "\n",
-    "def c_array(ctype, values):\n",
-    "    arr = (ctype*len(values))()\n",
-    "    arr[:] = values\n",
-    "    return arr\n",
-    "\n",
-    "class BOX(Structure):\n",
-    "    _fields_ = [(\"x\", c_float),\n",
-    "                (\"y\", c_float),\n",
-    "                (\"w\", c_float),\n",
-    "                (\"h\", c_float)]\n",
-    "\n",
-    "class DETECTION(Structure):\n",
-    "    _fields_ = [(\"bbox\", BOX),\n",
-    "                (\"classes\", c_int),\n",
-    "                (\"prob\", POINTER(c_float)),\n",
-    "                (\"mask\", POINTER(c_float)),\n",
-    "                (\"objectness\", c_float),\n",
-    "                (\"sort_class\", c_int)]\n",
-    "\n",
-    "\n",
-    "class IMAGE(Structure):\n",
-    "    _fields_ = [(\"w\", c_int),\n",
-    "                (\"h\", c_int),\n",
-    "                (\"c\", c_int),\n",
-    "                (\"data\", POINTER(c_float))]\n",
-    "\n",
-    "class METADATA(Structure):\n",
-    "    _fields_ = [(\"classes\", c_int),\n",
-    "                (\"names\", POINTER(c_char_p))]\n",
-    "\n",
-    "    \n",
-    "\n",
-    "lib = CDLL(\"libdarknet.so\", RTLD_GLOBAL) # 配置so文件路径，最好是绝对路径\n",
-    "lib.network_width.argtypes = [c_void_p]\n",
-    "lib.network_width.restype = c_int\n",
-    "lib.network_height.argtypes = [c_void_p]\n",
-    "lib.network_height.restype = c_int\n",
-    "\n",
-    "predict = lib.network_predict\n",
-    "predict.argtypes = [c_void_p, POINTER(c_float)]\n",
-    "predict.restype = POINTER(c_float)\n",
-    "\n",
-    "set_gpu = lib.cuda_set_device\n",
-    "set_gpu.argtypes = [c_int]\n",
-    "\n",
-    "make_image = lib.make_image\n",
-    "make_image.argtypes = [c_int, c_int, c_int]\n",
-    "make_image.restype = IMAGE\n",
-    "\n",
-    "get_network_boxes = lib.get_network_boxes\n",
-    "get_network_boxes.argtypes = [c_void_p, c_int, c_int, c_float, c_float, POINTER(c_int), c_int, POINTER(c_int)]\n",
-    "get_network_boxes.restype = POINTER(DETECTION)\n",
-    "\n",
-    "make_network_boxes = lib.make_network_boxes\n",
-    "make_network_boxes.argtypes = [c_void_p]\n",
-    "make_network_boxes.restype = POINTER(DETECTION)\n",
-    "\n",
-    "free_detections = lib.free_detections\n",
-    "free_detections.argtypes = [POINTER(DETECTION), c_int]\n",
-    "\n",
-    "free_ptrs = lib.free_ptrs\n",
-    "free_ptrs.argtypes = [POINTER(c_void_p), c_int]\n",
-    "\n",
-    "network_predict = lib.network_predict\n",
-    "network_predict.argtypes = [c_void_p, POINTER(c_float)]\n",
-    "\n",
-    "reset_rnn = lib.reset_rnn\n",
-    "reset_rnn.argtypes = [c_void_p]\n",
-    "\n",
-    "load_net = lib.load_network\n",
-    "load_net.argtypes = [c_char_p, c_char_p, c_int]\n",
-    "load_net.restype = c_void_p\n",
-    "\n",
-    "do_nms_obj = lib.do_nms_obj\n",
-    "do_nms_obj.argtypes = [POINTER(DETECTION), c_int, c_int, c_float]\n",
-    "\n",
-    "do_nms_sort = lib.do_nms_sort\n",
-    "do_nms_sort.argtypes = [POINTER(DETECTION), c_int, c_int, c_float]\n",
-    "\n",
-    "free_image = lib.free_image\n",
-    "free_image.argtypes = [IMAGE]\n",
-    "\n",
-    "letterbox_image = lib.letterbox_image\n",
-    "letterbox_image.argtypes = [IMAGE, c_int, c_int]\n",
-    "letterbox_image.restype = IMAGE\n",
-    "\n",
-    "load_meta = lib.get_metadata\n",
-    "lib.get_metadata.argtypes = [c_char_p]\n",
-    "lib.get_metadata.restype = METADATA\n",
-    "\n",
-    "load_image = lib.load_image_color\n",
-    "load_image.argtypes = [c_char_p, c_int, c_int]\n",
-    "load_image.restype = IMAGE\n",
-    "\n",
-    "rgbgr_image = lib.rgbgr_image\n",
-    "rgbgr_image.argtypes = [IMAGE]\n",
-    "\n",
-    "predict_image = lib.network_predict_image\n",
-    "predict_image.argtypes = [c_void_p, IMAGE]\n",
-    "predict_image.restype = POINTER(c_float)\n",
-    "\n",
-    "def classify(net, meta, im):\n",
-    "    out = predict_image(net, im)\n",
-    "    res = []\n",
-    "    for i in range(meta.classes):\n",
-    "        res.append((meta.names[i], out[i]))\n",
-    "    res = sorted(res, key=lambda x: -x[1])\n",
-    "    return res\n",
-    "\n",
-    "def detect(net, meta, image, thresh=.5, hier_thresh=.5, nms=.45):\n",
-    "    im = load_image(image, 0, 0)\n",
-    "    num = c_int(0)\n",
-    "    pnum = pointer(num)\n",
-    "    predict_image(net, im)\n",
-    "    dets = get_network_boxes(net, im.w, im.h, thresh, hier_thresh, None, 0, pnum)\n",
-    "    num = pnum[0]\n",
-    "    if (nms): do_nms_obj(dets, num, meta.classes, nms);\n",
-    "\n",
-    "    res = []\n",
-    "    for j in range(num):\n",
-    "        for i in range(meta.classes):\n",
-    "            if dets[j].prob[i] > 0:\n",
-    "                b = dets[j].bbox\n",
-    "                res.append((meta.names[i], dets[j].prob[i], (b.x, b.y, b.w, b.h)))\n",
-    "    res = sorted(res, key=lambda x: -x[1])\n",
-    "    free_image(im)\n",
-    "    free_detections(dets, num)\n",
-    "    return res\n",
-    "\n",
-    "def run():\n",
-    "    net = load_net(\n",
-    "        \"\".encode(), # cfg文件路径\n",
-    "        \"\".encode(), # weights权重文件路径\n",
-    "        0  # 默认0\n",
-    "    )\n",
-    "    meta = load_meta(\"\".encode()) # data文件路径\n",
-    "    # 执行预测\n",
-    "    r = detect(\n",
-    "        net, \n",
-    "        meta, \n",
-    "        \"\".encode()\n",
-    "    )\n",
-    "    print(r)\n",
-    "    \n",
-    "    \n",
-    "if __name__ == \"__main__\":\n",
-    "    run()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "这里几个要注意的点：\n",
-    "\n",
-    "- 文件路径编码\n",
-    "- libdarknet.so 文件的路径配置"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "blog",
-   "language": "python",
-   "name": "blog"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/hanzi_detection/.idea/.gitignore b/hanzi_detection/.idea/.gitignore
new file mode 100755
index 0000000..73f69e0
--- /dev/null
+++ b/hanzi_detection/.idea/.gitignore
@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/hanzi_detection/.idea/darknet.iml b/hanzi_detection/.idea/darknet.iml
new file mode 100755
index 0000000..0e43e76
--- /dev/null
+++ b/hanzi_detection/.idea/darknet.iml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.7 (darknet)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/hanzi_detection/.idea/inspectionProfiles/profiles_settings.xml b/hanzi_detection/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100755
index 0000000..105ce2d
--- /dev/null
+++ b/hanzi_detection/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/hanzi_detection/.idea/misc.xml b/hanzi_detection/.idea/misc.xml
new file mode 100755
index 0000000..dd452c6
--- /dev/null
+++ b/hanzi_detection/.idea/misc.xml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="JavaScriptSettings">
+    <option name="languageLevel" value="ES6" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7 (darknet)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/hanzi_detection/.idea/modules.xml b/hanzi_detection/.idea/modules.xml
new file mode 100755
index 0000000..33597b7
--- /dev/null
+++ b/hanzi_detection/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/darknet.iml" filepath="$PROJECT_DIR$/.idea/darknet.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/hanzi_detection/README.md b/hanzi_detection/README.md
index 5f409bd..97d9bda 100755
--- a/hanzi_detection/README.md
+++ b/hanzi_detection/README.md
@@ -1,6 +1,12 @@
 ## 汉字位置检测模型文档
 
-模型我已经训练好了，直接可以用。使用的darknet，模型使用方法见官网。
+模型我已经训练好了，直接可以用。使用的darknet，模型使用方法见官网。**有问题咨询或者需要训练数据的童鞋可以加首页的微信跟我要，Git传不了这么多文件。**
+
+> 现已更新QQ群，请看首页
+
+提示：backup/ 文件夹下缺少权重文件，不是我不想传，是大于100M的文件Git传不了。如果需要，微信跟我要吧。
+
+Git star 过500+，微信关注人数1000+会推出油管视频，谢谢支持！
 
 ### 使用方法
 
diff --git a/hanzi_detection/backup/.DS_Store b/hanzi_detection/backup/.DS_Store
new file mode 100644
index 0000000..5008ddf
Binary files /dev/null and b/hanzi_detection/backup/.DS_Store differ
diff --git a/hanzi_detection/cfg/detector.cfg b/hanzi_detection/cfg/detector.cfg
new file mode 100644
index 0000000..c0e0e90
--- /dev/null
+++ b/hanzi_detection/cfg/detector.cfg
@@ -0,0 +1,789 @@
+[net]
+# Testing
+# batch=1
+# subdivisions=1
+# Training
+batch=64
+subdivisions=64
+width=608
+height=608
+channels=3
+momentum=0.9
+decay=0.0005
+angle=0
+saturation = 1.5
+exposure = 1.5
+hue=.1
+
+learning_rate=0.001
+burn_in=1000
+max_batches = 1500
+policy=steps
+steps=400000,450000
+scales=.1,.1
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=3
+stride=1
+pad=1
+activation=leaky
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=32
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=64
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=128
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+# Downsample
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=2
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=1024
+size=3
+stride=1
+pad=1
+activation=leaky
+
+[shortcut]
+from=-3
+activation=linear
+
+######################
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=1024
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=1024
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=512
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=1024
+activation=leaky
+
+[convolutional]
+size=1
+stride=1
+pad=1
+filters=18
+activation=linear
+
+
+[yolo]
+mask = 6,7,8
+anchors = 10,13,  16,30,  33,23,  30,61,  62,45,  59,119,  116,90,  156,198,  373,326
+classes=1
+num=9
+jitter=.3
+ignore_thresh = .7
+truth_thresh = 1
+random=1
+
+
+[route]
+layers = -4
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[upsample]
+stride=2
+
+[route]
+layers = -1, 61
+
+
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=512
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+size=3
+stride=1
+pad=1
+filters=512
+activation=leaky
+
+[convolutional]
+batch_normalize=1
+filters=256
+size=1
+stride=1
+pad=1
+activation=leaky
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diff --git a/hanzi_detection/cfg/hanzi_clas.cfg b/hanzi_detection/cfg/hanzi_clas.cfg
new file mode 100755
index 0000000..718f729
--- /dev/null
+++ b/hanzi_detection/cfg/hanzi_clas.cfg
@@ -0,0 +1,121 @@
+[net]
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+
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+
+[convolutional]
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+[dropout]
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+[convolutional]
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+[avgpool]
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+[softmax]
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diff --git a/hanzi_detection/classify_test.jpg b/hanzi_detection/classify_test.jpg
new file mode 100644
index 0000000..4b60550
Binary files /dev/null and b/hanzi_detection/classify_test.jpg differ
diff --git a/hanzi_detection/data/.DS_Store b/hanzi_detection/data/.DS_Store
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index 0000000..b8324b8
Binary files /dev/null and b/hanzi_detection/data/.DS_Store differ
diff --git a/hanzi_detection/data/detector.data b/hanzi_detection/data/detector.data
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index 0000000..8d492bc
--- /dev/null
+++ b/hanzi_detection/data/detector.data
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+names = data/detector.names
+backup = backup/
\ No newline at end of file
diff --git a/hanzi_detection/data/detector.names b/hanzi_detection/data/detector.names
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index 0000000..f188046
--- /dev/null
+++ b/hanzi_detection/data/detector.names
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+hanzi
\ No newline at end of file
diff --git a/hanzi_detection/data/detector_train.txt b/hanzi_detection/data/detector_train.txt
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diff --git a/hanzi_detection/data/labels/make_labels.py b/hanzi_detection/data/labels/make_labels.py
new file mode 100755
index 0000000..c8146f6
--- /dev/null
+++ b/hanzi_detection/data/labels/make_labels.py
@@ -0,0 +1,23 @@
+import os
+import string
+import pipes
+
+font = 'futura-normal'
+
+def make_labels(s):
+    l = string.printable
+    for word in l:
+        if word == ' ':
+            os.system('convert -fill black -background white -bordercolor white -font %s -pointsize %d label:"\ " 32_%d.png'%(font,s,s/12-1))
+        if word == '@':
+            os.system('convert -fill black -background white -bordercolor white -font %s -pointsize %d label:"\@" 64_%d.png'%(font,s,s/12-1))
+        elif word == '\\':
+            os.system('convert -fill black -background white -bordercolor white -font %s -pointsize %d label:"\\\\\\\\" 92_%d.png'%(font,s,s/12-1))
+        elif ord(word) in [9,10,11,12,13,14]:
+            pass
+        else:
+            os.system("convert -fill black -background white -bordercolor white -font %s -pointsize %d label:%s \"%d_%d.png\""%(font,s,pipes.quote(word), ord(word),s/12-1))
+
+for i in [12,24,36,48,60,72,84,96]:
+    make_labels(i)
+
diff --git a/hanzi_detection/data/person.jpg b/hanzi_detection/data/person.jpg
new file mode 100755
index 0000000..61d377f
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diff --git a/hanzi_detection/data/scream.jpg b/hanzi_detection/data/scream.jpg
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diff --git a/hanzi_detection/examples/detector-scipy-opencv.py b/hanzi_detection/examples/detector-scipy-opencv.py
index 684d6e1..3bfc591 100755
--- a/hanzi_detection/examples/detector-scipy-opencv.py
+++ b/hanzi_detection/examples/detector-scipy-opencv.py
@@ -33,7 +33,7 @@ def detect2(net, meta, image, thresh=.5, hier_thresh=.5, nms=.45):
 import sys, os
 sys.path.append(os.path.join(os.getcwd(),'python/'))
 
-import nine as dn
+import darknet as dn
 
 # Darknet
 net = dn.load_net("cfg/tiny-yolo.cfg", "tiny-yolo.weights", 0)
diff --git a/hanzi_detection/examples/detector.py b/hanzi_detection/examples/detector.py
index 1ed32d2..40bb365 100755
--- a/hanzi_detection/examples/detector.py
+++ b/hanzi_detection/examples/detector.py
@@ -6,7 +6,7 @@
 import sys, os
 sys.path.append(os.path.join(os.getcwd(),'python/'))
 
-import nine as dn
+import darknet as dn
 import pdb
 
 dn.set_gpu(0)
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diff --git a/hanzi_detection/libdarknet.so b/hanzi_detection/libdarknet.so
deleted file mode 100755
index e9ad877..0000000
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diff --git a/hanzi_detection/predictions.jpg b/hanzi_detection/predictions.jpg
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diff --git a/hanzi_detection/python/darknet.py b/hanzi_detection/python/darknet.py
index d5f8ad9..88d84cd 100755
--- a/hanzi_detection/python/darknet.py
+++ b/hanzi_detection/python/darknet.py
@@ -141,16 +141,16 @@ def detect(net, meta, image, thresh=.5, hier_thresh=.5, nms=.45):
     free_image(im)
     free_detections(dets, num)
     return res
-
-def run():
+    
+if __name__ == "__main__":
+    #net = load_net("cfg/densenet201.cfg", "/home/pjreddie/trained/densenet201.weights", 0)
+    #im = load_image("data/wolf.jpg", 0, 0)
+    #meta = load_meta("cfg/imagenet1k.data")
+    #r = classify(net, meta, im)
+    #print r[:10]
     net = load_net("cfg/tiny-yolo.cfg", "tiny-yolo.weights", 0)
     meta = load_meta("cfg/coco.data")
     r = detect(net, meta, "data/dog.jpg")
-    print(r)
-    
-if __name__ == "__main__":
-    run()
-    
-
+    print r
     
 
diff --git a/hanzi_detection/python/proverbot.py b/hanzi_detection/python/proverbot.py
index 3a977d0..095aae8 100755
--- a/hanzi_detection/python/proverbot.py
+++ b/hanzi_detection/python/proverbot.py
@@ -1,4 +1,4 @@
-from nine import *
+from darknet import *
 
 def predict_tactic(net, s):
     prob = 0
diff --git a/media/1590951689.png b/media/1590951689.png
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diff --git "a/media/\351\230\277_1cde28c6abce11eab97c0242ac110002.jpg" "b/media/\351\230\277_1cde28c6abce11eab97c0242ac110002.jpg"
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diff --git a/nine b/nine
deleted file mode 160000
index 4a03d40..0000000
--- a/nine
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 4a03d405982aa1e1e911eac42b0ffce29cc8c8ef