From 2fa39fa684b87d9178c461218f61addedb4c8565 Mon Sep 17 00:00:00 2001
From: everyfine <zuluck2004@icloud.com>
Date: Wed, 11 Sep 2024 19:40:36 +0800
Subject: [PATCH] update model to gpt-4o-mini

---
 GeniusChatbots/pages/1_a_class_chatbot.py     |    2 +-
 GeniusChatbots/pages/2_b_class_chatbot.py     |    2 +-
 GeniusChatbots/pages/3_rag_website_chatbot.py |    2 +-
 GeniusChatbots/pages/4_rag_sql_chatbot.py     |    2 +-
 ...347\245\250\344\277\241\346\201\257.ipynb" | 2570 ++++++-----------
 5 files changed, 949 insertions(+), 1629 deletions(-)

diff --git a/GeniusChatbots/pages/1_a_class_chatbot.py b/GeniusChatbots/pages/1_a_class_chatbot.py
index f10fd10..c37b89d 100644
--- a/GeniusChatbots/pages/1_a_class_chatbot.py
+++ b/GeniusChatbots/pages/1_a_class_chatbot.py
@@ -27,7 +27,7 @@
 
 def create_chatbot():
     global st
-    model_name = "gpt-3.5-turbo"
+    model_name = "gpt-4o-mini"
     # model_name = "gpt-4o"
     openai_api_key = os.getenv("OPENAI_API_KEY")
     llm_client = OpenAIClient(model_name=model_name, openai_api_key=openai_api_key)
diff --git a/GeniusChatbots/pages/2_b_class_chatbot.py b/GeniusChatbots/pages/2_b_class_chatbot.py
index d8102bb..48cad16 100644
--- a/GeniusChatbots/pages/2_b_class_chatbot.py
+++ b/GeniusChatbots/pages/2_b_class_chatbot.py
@@ -62,7 +62,7 @@ def create_chatbot():
 
         """
     )
-    model_name = "gpt-3.5-turbo"
+    model_name = "gpt-4o-mini" ## gpt-4o-mini, gpt-3.5-turbo
     openai_api_key = os.getenv("OPENAI_API_KEY")
     msgs = StreamlitChatMessageHistory()
     memory = ConversationBufferMemory(
diff --git a/GeniusChatbots/pages/3_rag_website_chatbot.py b/GeniusChatbots/pages/3_rag_website_chatbot.py
index 398eddc..3a6213f 100644
--- a/GeniusChatbots/pages/3_rag_website_chatbot.py
+++ b/GeniusChatbots/pages/3_rag_website_chatbot.py
@@ -60,7 +60,7 @@ def create_chatbot():
         The **AG Website Chatbot** leverages langchain's RAG technology to enable dynamic conversations about website content. Users simply input a URL and the chatbot provides immediate, context-aware insights, facilitating a deeper understanding of web content. 
         """
     )
-    model_name = "gpt-3.5-turbo"
+    model_name = "gpt-4o-mini"
     openai_api_key = os.getenv("OPENAI_API_KEY")
     with st.sidebar:
         website_url = st.text_input("Website URL")
diff --git a/GeniusChatbots/pages/4_rag_sql_chatbot.py b/GeniusChatbots/pages/4_rag_sql_chatbot.py
index 298a0e4..965b0b5 100644
--- a/GeniusChatbots/pages/4_rag_sql_chatbot.py
+++ b/GeniusChatbots/pages/4_rag_sql_chatbot.py
@@ -44,7 +44,7 @@ def create_chatbot():
          users to retrieve and manage data efficiently. """
     )
 
-    model_name = "gpt-3.5-turbo"
+    model_name = "gpt-4o-mini"
     openai_api_key = os.getenv("OPENAI_API_KEY")
     uri = get_uri()
     uri_invalid = False
diff --git "a/GeniusChatbots/playground/datasource/AKShare\350\216\267\345\217\226\350\202\241\347\245\250\344\277\241\346\201\257.ipynb" "b/GeniusChatbots/playground/datasource/AKShare\350\216\267\345\217\226\350\202\241\347\245\250\344\277\241\346\201\257.ipynb"
index 46bfc1b..c98ae8e 100644
--- "a/GeniusChatbots/playground/datasource/AKShare\350\216\267\345\217\226\350\202\241\347\245\250\344\277\241\346\201\257.ipynb"
+++ "b/GeniusChatbots/playground/datasource/AKShare\350\216\267\345\217\226\350\202\241\347\245\250\344\277\241\346\201\257.ipynb"
@@ -3125,8 +3125,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-08-01T14:54:51.837759Z",
-     "start_time": "2024-08-01T14:54:46.727919Z"
+     "end_time": "2024-08-29T14:24:07.391040Z",
+     "start_time": "2024-08-29T14:24:02.923812Z"
     }
    },
    "cell_type": "code",
@@ -3137,6 +3137,14 @@
     "stock_comment_em_df"
    ],
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/zhengshuang/Documents/ProgramingGuide/SourceCode/GithubRepo/everyfine/GeniusAI/GeniusChatbots/venv/lib/python3.9/site-packages/urllib3/__init__.py:35: NotOpenSSLWarning: urllib3 v2 only supports OpenSSL 1.1.1+, currently the 'ssl' module is compiled with 'LibreSSL 2.8.3'. See: https://github.com/urllib3/urllib3/issues/3020\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
@@ -3145,7 +3153,7 @@
       "application/vnd.jupyter.widget-view+json": {
        "version_major": 2,
        "version_minor": 0,
-       "model_id": "b9621e9115004a1896fec739a63f7846"
+       "model_id": "a3061fa0d58f4188ba7b019a1b014907"
       }
      },
      "metadata": {},
@@ -3154,33 +3162,33 @@
     {
      "data": {
       "text/plain": [
-       "        序号      代码       名称    最新价   涨跌幅    换手率     市盈率       主力成本     机构参与度  \\\n",
-       "0        1  000001     平安银行  10.27  0.00   0.38    3.34  10.256232  0.446863   \n",
-       "1        2  000002    万  科Ａ   6.90 -2.68   1.55  -56.86   6.962025  0.416502   \n",
-       "2        3  000004     国华网安  12.27  3.28  13.03  -37.77  12.037376  0.152689   \n",
-       "3        4  000006     深振业Ａ   3.85  0.79   2.25  -48.85   3.862105  0.285372   \n",
-       "4        5  000007      全新好   5.09  0.00   0.62  687.97   5.098631  0.137455   \n",
-       "...    ...     ...      ...    ...   ...    ...     ...        ...       ...   \n",
-       "5089  5090  688799     华纳药厂  39.60  1.05   0.44   15.46  39.744370  0.283667   \n",
-       "5090  5091  688800      瑞可达  25.63 -0.58   1.19   24.35  25.824557  0.195102   \n",
-       "5091  5092  688819     天能股份  22.35 -0.93   0.15   10.81  22.436474  0.118939   \n",
-       "5092  5093  688981     中芯国际  49.11  0.02   0.82  191.93  49.319437  0.413536   \n",
-       "5093  5094  689009  九号公司-WD  40.98  0.00   1.34   54.11  40.878801  0.254740   \n",
+       "        序号      代码       名称    最新价   涨跌幅   换手率     市盈率       主力成本     机构参与度  \\\n",
+       "0        1  000001     平安银行  10.13 -1.94  0.62    3.80  10.197673  0.488618   \n",
+       "1        2  000002    万  科Ａ   6.24  0.32  0.60  -51.42   6.242853  0.379436   \n",
+       "2        3  000004     国华网安  11.55 -0.60  9.00  -40.23  11.509288  0.157640   \n",
+       "3        4  000006     深振业Ａ   3.74 -0.80  1.18   -7.30   3.712904  0.244446   \n",
+       "4        5  000007      全新好   4.64 -1.69  1.44  627.15   4.653387  0.180767   \n",
+       "...    ...     ...      ...    ...   ...   ...     ...        ...       ...   \n",
+       "5076  5077  688799     华纳药厂  40.15  0.48  0.51   15.68  40.168640  0.253541   \n",
+       "5077  5078  688800      瑞可达  21.86  3.41  0.81   26.65  21.637471  0.055997   \n",
+       "5078  5079  688819     天能股份  24.07  8.91  0.66    9.80  23.822263  0.123963   \n",
+       "5079  5080  688981     中芯国际  47.26 -0.21  0.54  114.20  47.366487  0.383593   \n",
+       "5080  5081  689009  九号公司-WD  48.02  4.16  0.97   28.88  47.106161  0.256558   \n",
        "\n",
        "           综合得分    上升  目前排名  关注指数         交易日  \n",
-       "0     67.070586   355   972  82.4  2024-08-01  \n",
-       "1     63.580206  1142  1887  77.6  2024-08-01  \n",
-       "2     64.326155 -3210  1674  84.4  2024-08-01  \n",
-       "3     54.250864  -387  4489  75.6  2024-08-01  \n",
-       "4     67.196160  -760   938  73.6  2024-08-01  \n",
+       "0     65.531804   719  1614  90.0  2024-08-29  \n",
+       "1     59.289291   307  3599  77.6  2024-08-29  \n",
+       "2     63.413744   250  2295  87.2  2024-08-29  \n",
+       "3     54.755955  1807  4600  82.8  2024-08-29  \n",
+       "4     67.130549   690  1152  71.2  2024-08-29  \n",
        "...         ...   ...   ...   ...         ...  \n",
-       "5089  68.380717  -319   717  63.2  2024-08-01  \n",
-       "5090  68.388366 -1356   716  64.4  2024-08-01  \n",
-       "5091  65.076679    39  1453  70.0  2024-08-01  \n",
-       "5092  63.622257  1057  1872  90.8  2024-08-01  \n",
-       "5093  69.977540  -242   489  75.2  2024-08-01  \n",
+       "5076  63.945831  1834  2128  64.0  2024-08-29  \n",
+       "5077  64.230011  -700  2018  65.6  2024-08-29  \n",
+       "5078  66.280857   270  1405  72.0  2024-08-29  \n",
+       "5079  66.133405   171  1448  87.6  2024-08-29  \n",
+       "5080  78.471841   -54    23  77.6  2024-08-29  \n",
        "\n",
-       "[5094 rows x 14 columns]"
+       "[5081 rows x 14 columns]"
       ],
       "text/html": [
        "<div>\n",
@@ -3223,85 +3231,85 @@
        "      <td>1</td>\n",
        "      <td>000001</td>\n",
        "      <td>平安银行</td>\n",
-       "      <td>10.27</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.38</td>\n",
-       "      <td>3.34</td>\n",
-       "      <td>10.256232</td>\n",
-       "      <td>0.446863</td>\n",
-       "      <td>67.070586</td>\n",
-       "      <td>355</td>\n",
-       "      <td>972</td>\n",
-       "      <td>82.4</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>10.13</td>\n",
+       "      <td>-1.94</td>\n",
+       "      <td>0.62</td>\n",
+       "      <td>3.80</td>\n",
+       "      <td>10.197673</td>\n",
+       "      <td>0.488618</td>\n",
+       "      <td>65.531804</td>\n",
+       "      <td>719</td>\n",
+       "      <td>1614</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
        "      <td>000002</td>\n",
        "      <td>万  科Ａ</td>\n",
-       "      <td>6.90</td>\n",
-       "      <td>-2.68</td>\n",
-       "      <td>1.55</td>\n",
-       "      <td>-56.86</td>\n",
-       "      <td>6.962025</td>\n",
-       "      <td>0.416502</td>\n",
-       "      <td>63.580206</td>\n",
-       "      <td>1142</td>\n",
-       "      <td>1887</td>\n",
+       "      <td>6.24</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>-51.42</td>\n",
+       "      <td>6.242853</td>\n",
+       "      <td>0.379436</td>\n",
+       "      <td>59.289291</td>\n",
+       "      <td>307</td>\n",
+       "      <td>3599</td>\n",
        "      <td>77.6</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
        "      <td>000004</td>\n",
        "      <td>国华网安</td>\n",
-       "      <td>12.27</td>\n",
-       "      <td>3.28</td>\n",
-       "      <td>13.03</td>\n",
-       "      <td>-37.77</td>\n",
-       "      <td>12.037376</td>\n",
-       "      <td>0.152689</td>\n",
-       "      <td>64.326155</td>\n",
-       "      <td>-3210</td>\n",
-       "      <td>1674</td>\n",
-       "      <td>84.4</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>11.55</td>\n",
+       "      <td>-0.60</td>\n",
+       "      <td>9.00</td>\n",
+       "      <td>-40.23</td>\n",
+       "      <td>11.509288</td>\n",
+       "      <td>0.157640</td>\n",
+       "      <td>63.413744</td>\n",
+       "      <td>250</td>\n",
+       "      <td>2295</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>4</td>\n",
        "      <td>000006</td>\n",
        "      <td>深振业Ａ</td>\n",
-       "      <td>3.85</td>\n",
-       "      <td>0.79</td>\n",
-       "      <td>2.25</td>\n",
-       "      <td>-48.85</td>\n",
-       "      <td>3.862105</td>\n",
-       "      <td>0.285372</td>\n",
-       "      <td>54.250864</td>\n",
-       "      <td>-387</td>\n",
-       "      <td>4489</td>\n",
-       "      <td>75.6</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>3.74</td>\n",
+       "      <td>-0.80</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td>-7.30</td>\n",
+       "      <td>3.712904</td>\n",
+       "      <td>0.244446</td>\n",
+       "      <td>54.755955</td>\n",
+       "      <td>1807</td>\n",
+       "      <td>4600</td>\n",
+       "      <td>82.8</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>5</td>\n",
        "      <td>000007</td>\n",
        "      <td>全新好</td>\n",
-       "      <td>5.09</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.62</td>\n",
-       "      <td>687.97</td>\n",
-       "      <td>5.098631</td>\n",
-       "      <td>0.137455</td>\n",
-       "      <td>67.196160</td>\n",
-       "      <td>-760</td>\n",
-       "      <td>938</td>\n",
-       "      <td>73.6</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>4.64</td>\n",
+       "      <td>-1.69</td>\n",
+       "      <td>1.44</td>\n",
+       "      <td>627.15</td>\n",
+       "      <td>4.653387</td>\n",
+       "      <td>0.180767</td>\n",
+       "      <td>67.130549</td>\n",
+       "      <td>690</td>\n",
+       "      <td>1152</td>\n",
+       "      <td>71.2</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -3321,102 +3329,102 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5089</th>\n",
-       "      <td>5090</td>\n",
+       "      <th>5076</th>\n",
+       "      <td>5077</td>\n",
        "      <td>688799</td>\n",
        "      <td>华纳药厂</td>\n",
-       "      <td>39.60</td>\n",
-       "      <td>1.05</td>\n",
-       "      <td>0.44</td>\n",
-       "      <td>15.46</td>\n",
-       "      <td>39.744370</td>\n",
-       "      <td>0.283667</td>\n",
-       "      <td>68.380717</td>\n",
-       "      <td>-319</td>\n",
-       "      <td>717</td>\n",
-       "      <td>63.2</td>\n",
-       "      <td>2024-08-01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5090</th>\n",
-       "      <td>5091</td>\n",
+       "      <td>40.15</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>0.51</td>\n",
+       "      <td>15.68</td>\n",
+       "      <td>40.168640</td>\n",
+       "      <td>0.253541</td>\n",
+       "      <td>63.945831</td>\n",
+       "      <td>1834</td>\n",
+       "      <td>2128</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>2024-08-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5077</th>\n",
+       "      <td>5078</td>\n",
        "      <td>688800</td>\n",
        "      <td>瑞可达</td>\n",
-       "      <td>25.63</td>\n",
-       "      <td>-0.58</td>\n",
-       "      <td>1.19</td>\n",
-       "      <td>24.35</td>\n",
-       "      <td>25.824557</td>\n",
-       "      <td>0.195102</td>\n",
-       "      <td>68.388366</td>\n",
-       "      <td>-1356</td>\n",
-       "      <td>716</td>\n",
-       "      <td>64.4</td>\n",
-       "      <td>2024-08-01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5091</th>\n",
-       "      <td>5092</td>\n",
+       "      <td>21.86</td>\n",
+       "      <td>3.41</td>\n",
+       "      <td>0.81</td>\n",
+       "      <td>26.65</td>\n",
+       "      <td>21.637471</td>\n",
+       "      <td>0.055997</td>\n",
+       "      <td>64.230011</td>\n",
+       "      <td>-700</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>65.6</td>\n",
+       "      <td>2024-08-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5078</th>\n",
+       "      <td>5079</td>\n",
        "      <td>688819</td>\n",
        "      <td>天能股份</td>\n",
-       "      <td>22.35</td>\n",
-       "      <td>-0.93</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>10.81</td>\n",
-       "      <td>22.436474</td>\n",
-       "      <td>0.118939</td>\n",
-       "      <td>65.076679</td>\n",
-       "      <td>39</td>\n",
-       "      <td>1453</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>24.07</td>\n",
+       "      <td>8.91</td>\n",
+       "      <td>0.66</td>\n",
+       "      <td>9.80</td>\n",
+       "      <td>23.822263</td>\n",
+       "      <td>0.123963</td>\n",
+       "      <td>66.280857</td>\n",
+       "      <td>270</td>\n",
+       "      <td>1405</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5092</th>\n",
-       "      <td>5093</td>\n",
+       "      <th>5079</th>\n",
+       "      <td>5080</td>\n",
        "      <td>688981</td>\n",
        "      <td>中芯国际</td>\n",
-       "      <td>49.11</td>\n",
-       "      <td>0.02</td>\n",
-       "      <td>0.82</td>\n",
-       "      <td>191.93</td>\n",
-       "      <td>49.319437</td>\n",
-       "      <td>0.413536</td>\n",
-       "      <td>63.622257</td>\n",
-       "      <td>1057</td>\n",
-       "      <td>1872</td>\n",
-       "      <td>90.8</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>47.26</td>\n",
+       "      <td>-0.21</td>\n",
+       "      <td>0.54</td>\n",
+       "      <td>114.20</td>\n",
+       "      <td>47.366487</td>\n",
+       "      <td>0.383593</td>\n",
+       "      <td>66.133405</td>\n",
+       "      <td>171</td>\n",
+       "      <td>1448</td>\n",
+       "      <td>87.6</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5093</th>\n",
-       "      <td>5094</td>\n",
+       "      <th>5080</th>\n",
+       "      <td>5081</td>\n",
        "      <td>689009</td>\n",
        "      <td>九号公司-WD</td>\n",
-       "      <td>40.98</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>1.34</td>\n",
-       "      <td>54.11</td>\n",
-       "      <td>40.878801</td>\n",
-       "      <td>0.254740</td>\n",
-       "      <td>69.977540</td>\n",
-       "      <td>-242</td>\n",
-       "      <td>489</td>\n",
-       "      <td>75.2</td>\n",
-       "      <td>2024-08-01</td>\n",
+       "      <td>48.02</td>\n",
+       "      <td>4.16</td>\n",
+       "      <td>0.97</td>\n",
+       "      <td>28.88</td>\n",
+       "      <td>47.106161</td>\n",
+       "      <td>0.256558</td>\n",
+       "      <td>78.471841</td>\n",
+       "      <td>-54</td>\n",
+       "      <td>23</td>\n",
+       "      <td>77.6</td>\n",
+       "      <td>2024-08-29</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5094 rows × 14 columns</p>\n",
+       "<p>5081 rows × 14 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 1,
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      "output_type": "execute_result"
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@@ -11830,8 +11838,8 @@
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@@ -11844,12 +11852,12 @@
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-       "   序号    股票代码   股票简称   涨跌幅   换手率    最新价   前期低点      前期低点日期\n",
-       "0   1  000413   ST旭电 -4.69  0.25   0.61   0.64  2024-07-30\n",
-       "1   2  002308  *ST威创 -4.65  0.47   0.82   0.86  2024-07-30\n",
-       "2   3  002816  *ST和科 -0.23  0.66   8.80   8.80  2024-02-08\n",
-       "3   4  603421   鼎信通讯 -3.01  3.76   4.19   4.19  2024-06-06\n",
-       "4   5  603439   贵州三力 -2.73  4.27  11.77  12.10  2024-07-30\n",
-       "5   6  603883    老百姓 -5.06  9.25  13.89  14.63  2024-07-30"
+       "      序号    股票代码  股票简称   涨跌幅   换手率    最新价   前期低点      前期低点日期\n",
+       "0      1  000157  中联重科 -1.42  0.53   6.26   6.35  2024-08-28\n",
+       "1      2  000507   珠海港 -0.46  0.45   4.33   4.33  2024-06-24\n",
+       "2      3  000526  学大教育 -1.25  1.83  55.16  55.76  2024-08-26\n",
+       "3      4  000582  北部湾港 -1.25  0.83   7.14   7.23  2024-08-28\n",
+       "4      5  000617  中油资本 -1.16  0.37   5.10   5.16  2024-08-28\n",
+       "..   ...     ...   ...   ...   ...    ...    ...         ...\n",
+       "96    97  603848   好太太 -0.50  0.28  11.83  11.89  2024-08-28\n",
+       "97    98  603877   太平鸟 -0.90  0.34  12.14  12.25  2024-08-28\n",
+       "98    99  605116   奥锐特 -1.52  0.50  21.98  22.25  2024-08-27\n",
+       "99   100  605566  福莱蒽特 -0.55  1.45  14.36  14.44  2024-08-28\n",
+       "100  101  605577  龙版传媒 -2.15  2.91  12.76  12.96  2024-08-27\n",
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@@ -11899,80 +11914,136 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
-       "      <td>000413</td>\n",
-       "      <td>ST旭电</td>\n",
-       "      <td>-4.69</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>0.61</td>\n",
-       "      <td>0.64</td>\n",
-       "      <td>2024-07-30</td>\n",
+       "      <td>000157</td>\n",
+       "      <td>中联重科</td>\n",
+       "      <td>-1.42</td>\n",
+       "      <td>0.53</td>\n",
+       "      <td>6.26</td>\n",
+       "      <td>6.35</td>\n",
+       "      <td>2024-08-28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
-       "      <td>002308</td>\n",
-       "      <td>*ST威创</td>\n",
-       "      <td>-4.65</td>\n",
-       "      <td>0.47</td>\n",
-       "      <td>0.82</td>\n",
-       "      <td>0.86</td>\n",
-       "      <td>2024-07-30</td>\n",
+       "      <td>000507</td>\n",
+       "      <td>珠海港</td>\n",
+       "      <td>-0.46</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>4.33</td>\n",
+       "      <td>4.33</td>\n",
+       "      <td>2024-06-24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
-       "      <td>002816</td>\n",
-       "      <td>*ST和科</td>\n",
-       "      <td>-0.23</td>\n",
-       "      <td>0.66</td>\n",
-       "      <td>8.80</td>\n",
-       "      <td>8.80</td>\n",
-       "      <td>2024-02-08</td>\n",
+       "      <td>000526</td>\n",
+       "      <td>学大教育</td>\n",
+       "      <td>-1.25</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>55.16</td>\n",
+       "      <td>55.76</td>\n",
+       "      <td>2024-08-26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>4</td>\n",
-       "      <td>603421</td>\n",
-       "      <td>鼎信通讯</td>\n",
-       "      <td>-3.01</td>\n",
-       "      <td>3.76</td>\n",
-       "      <td>4.19</td>\n",
-       "      <td>4.19</td>\n",
-       "      <td>2024-06-06</td>\n",
+       "      <td>000582</td>\n",
+       "      <td>北部湾港</td>\n",
+       "      <td>-1.25</td>\n",
+       "      <td>0.83</td>\n",
+       "      <td>7.14</td>\n",
+       "      <td>7.23</td>\n",
+       "      <td>2024-08-28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>5</td>\n",
-       "      <td>603439</td>\n",
-       "      <td>贵州三力</td>\n",
-       "      <td>-2.73</td>\n",
-       "      <td>4.27</td>\n",
-       "      <td>11.77</td>\n",
-       "      <td>12.10</td>\n",
-       "      <td>2024-07-30</td>\n",
+       "      <td>000617</td>\n",
+       "      <td>中油资本</td>\n",
+       "      <td>-1.16</td>\n",
+       "      <td>0.37</td>\n",
+       "      <td>5.10</td>\n",
+       "      <td>5.16</td>\n",
+       "      <td>2024-08-28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>603883</td>\n",
-       "      <td>老百姓</td>\n",
-       "      <td>-5.06</td>\n",
-       "      <td>9.25</td>\n",
-       "      <td>13.89</td>\n",
-       "      <td>14.63</td>\n",
-       "      <td>2024-07-30</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>97</td>\n",
+       "      <td>603848</td>\n",
+       "      <td>好太太</td>\n",
+       "      <td>-0.50</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td>11.83</td>\n",
+       "      <td>11.89</td>\n",
+       "      <td>2024-08-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>98</td>\n",
+       "      <td>603877</td>\n",
+       "      <td>太平鸟</td>\n",
+       "      <td>-0.90</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>12.14</td>\n",
+       "      <td>12.25</td>\n",
+       "      <td>2024-08-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>99</td>\n",
+       "      <td>605116</td>\n",
+       "      <td>奥锐特</td>\n",
+       "      <td>-1.52</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>21.98</td>\n",
+       "      <td>22.25</td>\n",
+       "      <td>2024-08-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>100</td>\n",
+       "      <td>605566</td>\n",
+       "      <td>福莱蒽特</td>\n",
+       "      <td>-0.55</td>\n",
+       "      <td>1.45</td>\n",
+       "      <td>14.36</td>\n",
+       "      <td>14.44</td>\n",
+       "      <td>2024-08-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>101</td>\n",
+       "      <td>605577</td>\n",
+       "      <td>龙版传媒</td>\n",
+       "      <td>-2.15</td>\n",
+       "      <td>2.91</td>\n",
+       "      <td>12.76</td>\n",
+       "      <td>12.96</td>\n",
+       "      <td>2024-08-27</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>101 rows × 8 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 246,
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@@ -12009,8 +12080,8 @@
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@@ -12036,20 +12107,20 @@
     {
      "data": {
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-       "        序号    股票代码   股票简称    收盘价    最高价    最低价  连涨天数   连续涨跌幅   累计换手率    所属行业\n",
-       "0        1  000908  *ST景峰   2.01   2.01   0.76    21  179.17   41.21    化学制药\n",
-       "1        2  001379   腾达科技  27.07  27.07  12.22    10  115.53  248.06    通用设备\n",
-       "2        3  001213   中铁特货   4.13   4.13   3.92     7    4.82   12.80  公路铁路运输\n",
-       "3        4  002232   启明信息  25.09  25.93  15.10     7   82.74   84.35    IT服务\n",
-       "4        5  600838   上海九百   6.21   6.57   5.57     7   10.89   22.34      零售\n",
-       "...    ...     ...    ...    ...    ...    ...   ...     ...     ...     ...\n",
-       "1321  1322  688285   高铁电气   6.81   6.84   6.52     3    3.65    5.00    轨交设备\n",
-       "1322  1323  688352   颀中科技  10.72  10.79   9.75     3    8.83    6.96     半导体\n",
-       "1323  1324  688459   哈铁科技   8.23   8.25   8.00     3    2.36    0.77    轨交设备\n",
-       "1324  1325  688561    奇安信  24.16  24.20  21.91     3    7.33    2.25    软件开发\n",
-       "1325  1326  688693    锴威特  34.21  36.77  29.08     3   11.36   83.89     半导体\n",
+       "      序号    股票代码   股票简称    收盘价    最高价    最低价  连涨天数   连续涨跌幅  累计换手率  所属行业\n",
+       "0      1  000062   深圳华强  23.45  24.85   8.47    13  174.27  64.21  其他电子\n",
+       "1      2  000908  *ST景峰   4.17   4.17   2.20    12   79.74  72.71  化学制药\n",
+       "2      3  002052  *ST同洲   2.26   2.26   1.43    10   59.15  25.72    综合\n",
+       "3      4  301023   江南奕帆  35.28  38.77  29.92     8   15.29  58.63    电机\n",
+       "4      5  601100   恒立液压  50.46  50.66  43.22     7   15.10   2.46  工程机械\n",
+       "..   ...     ...    ...    ...    ...    ...   ...     ...    ...   ...\n",
+       "315  316  688569   铁科轨道  19.15  19.35  18.36     3    3.12   0.61  轨交设备\n",
+       "316  317  688658   悦康药业  19.32  19.61  18.63     3    3.21   1.13  化学制药\n",
+       "317  318  688685    迈信林  24.47  24.99  22.70     3    5.88   2.93  军工装备\n",
+       "318  319  688687   凯因科技  20.33  20.56  19.50     3    3.46   2.98  生物制品\n",
+       "319  320  688739   成大生物  23.61  23.72  22.85     3    3.15   1.35  生物制品\n",
        "\n",
-       "[1326 rows x 10 columns]"
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@@ -12086,67 +12157,67 @@
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-       "      <td>000908</td>\n",
-       "      <td>*ST景峰</td>\n",
-       "      <td>2.01</td>\n",
-       "      <td>2.01</td>\n",
-       "      <td>0.76</td>\n",
-       "      <td>21</td>\n",
-       "      <td>179.17</td>\n",
-       "      <td>41.21</td>\n",
-       "      <td>化学制药</td>\n",
+       "      <td>000062</td>\n",
+       "      <td>深圳华强</td>\n",
+       "      <td>23.45</td>\n",
+       "      <td>24.85</td>\n",
+       "      <td>8.47</td>\n",
+       "      <td>13</td>\n",
+       "      <td>174.27</td>\n",
+       "      <td>64.21</td>\n",
+       "      <td>其他电子</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
-       "      <td>001379</td>\n",
-       "      <td>腾达科技</td>\n",
-       "      <td>27.07</td>\n",
-       "      <td>27.07</td>\n",
-       "      <td>12.22</td>\n",
-       "      <td>10</td>\n",
-       "      <td>115.53</td>\n",
-       "      <td>248.06</td>\n",
-       "      <td>通用设备</td>\n",
+       "      <td>000908</td>\n",
+       "      <td>*ST景峰</td>\n",
+       "      <td>4.17</td>\n",
+       "      <td>4.17</td>\n",
+       "      <td>2.20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79.74</td>\n",
+       "      <td>72.71</td>\n",
+       "      <td>化学制药</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
-       "      <td>001213</td>\n",
-       "      <td>中铁特货</td>\n",
-       "      <td>4.13</td>\n",
-       "      <td>4.13</td>\n",
-       "      <td>3.92</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4.82</td>\n",
-       "      <td>12.80</td>\n",
-       "      <td>公路铁路运输</td>\n",
+       "      <td>002052</td>\n",
+       "      <td>*ST同洲</td>\n",
+       "      <td>2.26</td>\n",
+       "      <td>2.26</td>\n",
+       "      <td>1.43</td>\n",
+       "      <td>10</td>\n",
+       "      <td>59.15</td>\n",
+       "      <td>25.72</td>\n",
+       "      <td>综合</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>4</td>\n",
-       "      <td>002232</td>\n",
-       "      <td>启明信息</td>\n",
-       "      <td>25.09</td>\n",
-       "      <td>25.93</td>\n",
-       "      <td>15.10</td>\n",
-       "      <td>7</td>\n",
-       "      <td>82.74</td>\n",
-       "      <td>84.35</td>\n",
-       "      <td>IT服务</td>\n",
+       "      <td>301023</td>\n",
+       "      <td>江南奕帆</td>\n",
+       "      <td>35.28</td>\n",
+       "      <td>38.77</td>\n",
+       "      <td>29.92</td>\n",
+       "      <td>8</td>\n",
+       "      <td>15.29</td>\n",
+       "      <td>58.63</td>\n",
+       "      <td>电机</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>5</td>\n",
-       "      <td>600838</td>\n",
-       "      <td>上海九百</td>\n",
-       "      <td>6.21</td>\n",
-       "      <td>6.57</td>\n",
-       "      <td>5.57</td>\n",
+       "      <td>601100</td>\n",
+       "      <td>恒立液压</td>\n",
+       "      <td>50.46</td>\n",
+       "      <td>50.66</td>\n",
+       "      <td>43.22</td>\n",
        "      <td>7</td>\n",
-       "      <td>10.89</td>\n",
-       "      <td>22.34</td>\n",
-       "      <td>零售</td>\n",
+       "      <td>15.10</td>\n",
+       "      <td>2.46</td>\n",
+       "      <td>工程机械</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -12162,82 +12233,82 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1321</th>\n",
-       "      <td>1322</td>\n",
-       "      <td>688285</td>\n",
-       "      <td>高铁电气</td>\n",
-       "      <td>6.81</td>\n",
-       "      <td>6.84</td>\n",
-       "      <td>6.52</td>\n",
+       "      <th>315</th>\n",
+       "      <td>316</td>\n",
+       "      <td>688569</td>\n",
+       "      <td>铁科轨道</td>\n",
+       "      <td>19.15</td>\n",
+       "      <td>19.35</td>\n",
+       "      <td>18.36</td>\n",
        "      <td>3</td>\n",
-       "      <td>3.65</td>\n",
-       "      <td>5.00</td>\n",
+       "      <td>3.12</td>\n",
+       "      <td>0.61</td>\n",
        "      <td>轨交设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1322</th>\n",
-       "      <td>1323</td>\n",
-       "      <td>688352</td>\n",
-       "      <td>颀中科技</td>\n",
-       "      <td>10.72</td>\n",
-       "      <td>10.79</td>\n",
-       "      <td>9.75</td>\n",
+       "      <th>316</th>\n",
+       "      <td>317</td>\n",
+       "      <td>688658</td>\n",
+       "      <td>悦康药业</td>\n",
+       "      <td>19.32</td>\n",
+       "      <td>19.61</td>\n",
+       "      <td>18.63</td>\n",
        "      <td>3</td>\n",
-       "      <td>8.83</td>\n",
-       "      <td>6.96</td>\n",
-       "      <td>半导体</td>\n",
+       "      <td>3.21</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>化学制药</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1323</th>\n",
-       "      <td>1324</td>\n",
-       "      <td>688459</td>\n",
-       "      <td>哈铁科技</td>\n",
-       "      <td>8.23</td>\n",
-       "      <td>8.25</td>\n",
-       "      <td>8.00</td>\n",
+       "      <th>317</th>\n",
+       "      <td>318</td>\n",
+       "      <td>688685</td>\n",
+       "      <td>迈信林</td>\n",
+       "      <td>24.47</td>\n",
+       "      <td>24.99</td>\n",
+       "      <td>22.70</td>\n",
        "      <td>3</td>\n",
-       "      <td>2.36</td>\n",
-       "      <td>0.77</td>\n",
-       "      <td>轨交设备</td>\n",
+       "      <td>5.88</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>军工装备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1324</th>\n",
-       "      <td>1325</td>\n",
-       "      <td>688561</td>\n",
-       "      <td>奇安信</td>\n",
-       "      <td>24.16</td>\n",
-       "      <td>24.20</td>\n",
-       "      <td>21.91</td>\n",
+       "      <th>318</th>\n",
+       "      <td>319</td>\n",
+       "      <td>688687</td>\n",
+       "      <td>凯因科技</td>\n",
+       "      <td>20.33</td>\n",
+       "      <td>20.56</td>\n",
+       "      <td>19.50</td>\n",
        "      <td>3</td>\n",
-       "      <td>7.33</td>\n",
-       "      <td>2.25</td>\n",
-       "      <td>软件开发</td>\n",
+       "      <td>3.46</td>\n",
+       "      <td>2.98</td>\n",
+       "      <td>生物制品</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1325</th>\n",
-       "      <td>1326</td>\n",
-       "      <td>688693</td>\n",
-       "      <td>锴威特</td>\n",
-       "      <td>34.21</td>\n",
-       "      <td>36.77</td>\n",
-       "      <td>29.08</td>\n",
+       "      <th>319</th>\n",
+       "      <td>320</td>\n",
+       "      <td>688739</td>\n",
+       "      <td>成大生物</td>\n",
+       "      <td>23.61</td>\n",
+       "      <td>23.72</td>\n",
+       "      <td>22.85</td>\n",
        "      <td>3</td>\n",
-       "      <td>11.36</td>\n",
-       "      <td>83.89</td>\n",
-       "      <td>半导体</td>\n",
+       "      <td>3.15</td>\n",
+       "      <td>1.35</td>\n",
+       "      <td>生物制品</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1326 rows × 10 columns</p>\n",
+       "<p>320 rows × 10 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 247,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 247
+   "execution_count": 3
   },
   {
    "metadata": {},
@@ -12274,8 +12345,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-07-31T14:34:18.080570Z",
-     "start_time": "2024-07-31T14:34:17.809775Z"
+     "end_time": "2024-08-29T14:27:44.925410Z",
+     "start_time": "2024-08-29T14:27:43.955206Z"
     }
    },
    "cell_type": "code",
@@ -12287,12 +12358,12 @@
     {
      "data": {
       "text/plain": [
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+       "  0%|          | 0/4 [00:00<?, ?it/s]"
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       "application/vnd.jupyter.widget-view+json": {
        "version_major": 2,
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-       "model_id": "986cae6cbe0b4623a79bd6c4ef494bda"
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@@ -12301,26 +12372,20 @@
     {
      "data": {
       "text/plain": [
-       "    序号    股票代码   股票简称    收盘价    最高价    最低价  连涨天数  连续涨跌幅   累计换手率    所属行业\n",
-       "0    1  000413   ST旭电   0.61   1.36   0.61    17 -57.34    1.16   光学光电子\n",
-       "1    2  002308  *ST威创   0.82   1.87   0.82    17 -58.38    0.77   计算机设备\n",
-       "2    3  300240    飞力达   6.97   9.44   6.70     5 -18.48  130.31      物流\n",
-       "3    4  300851   交大思诺  25.59  27.82  24.65     4  -6.44   32.63    轨交设备\n",
-       "4    5  301016    雷尔伟  21.78  28.00  20.80     4 -22.05   51.02    轨交设备\n",
-       "5    6  600323   瀚蓝环境  21.59  22.21  20.81     4  -2.40    2.98    环境治理\n",
-       "6    7  601985   中国核电  11.03  12.17  11.01     4  -9.74    4.87      电力\n",
-       "7    8  603883    老百姓  13.89  15.49  13.17     4  -9.33   14.16    医药商业\n",
-       "8    9  605368   蓝天燃气  13.01  13.73  12.97     4  -5.45    3.06      燃气\n",
-       "9   10  002700   ST浩源   9.64  10.00   9.51     3  -3.50    1.65      燃气\n",
-       "10  11  002816  *ST和科   8.80   9.04   8.60     3  -2.65    1.07    专用设备\n",
-       "11  12  300796    贝斯美  11.10  13.10  10.90     3 -14.09    8.32    农化制品\n",
-       "12  13  300971   博亚精工  20.03  24.96  19.39     3  -8.87   87.20    专用设备\n",
-       "13  14  600165  *ST宁科   1.87   2.08   1.86     3 -13.02   17.32    化学制品\n",
-       "14  15  600522   中天科技  14.97  15.72  14.69     3  -3.36    3.70    通信设备\n",
-       "15  16  600893   航发动力  39.76  41.28  39.24     3  -2.67    2.23    军工装备\n",
-       "16  17  601816   京沪高铁   5.72   5.83   5.66     3  -2.05    0.89  公路铁路运输\n",
-       "17  18  603439   贵州三力  11.77  12.71  11.19     3  -7.47    6.98      中药\n",
-       "18  19  688349   三一重能  25.46  26.90  25.25     3  -5.14    3.63    风电设备"
+       "      序号    股票代码  股票简称    收盘价    最高价    最低价  连涨天数  连续涨跌幅  累计换手率    所属行业\n",
+       "0      1  600064  南京高科   5.62   6.12   5.62    10  -7.72   4.60     房地产\n",
+       "1      2  600621  华鑫股份  11.98  13.33  11.92    10 -10.40  13.10      证券\n",
+       "2      3  300656  民德电子  17.58  20.60  17.41     8 -15.84  26.39    其他电子\n",
+       "3      4  600368  五洲交通   3.44   3.80   3.42     8  -8.99   5.68  公路铁路运输\n",
+       "4      5  600390  五矿资本   4.02   4.30   4.00     8  -6.07   3.17    多元金融\n",
+       "..   ...     ...   ...    ...    ...    ...   ...    ...    ...     ...\n",
+       "183  184  688262  国芯科技  14.84  15.44  14.20     3  -3.51   3.80     半导体\n",
+       "184  185  688357  建龙微纳  19.27  20.06  18.29     3  -3.70   3.16    化学制品\n",
+       "185  186  688639  华恒生物  30.66  32.80  30.55     3  -5.66   4.11    化学制品\n",
+       "186  187  688648  中邮科技  18.58  19.79  18.04     3  -6.07  12.05    通用设备\n",
+       "187  188  688700  东威科技  19.46  20.47  19.37     3  -4.70   2.81    专用设备\n",
+       "\n",
+       "[188 rows x 10 columns]"
       ],
       "text/html": [
        "<div>\n",
@@ -12357,261 +12422,158 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
-       "      <td>000413</td>\n",
-       "      <td>ST旭电</td>\n",
-       "      <td>0.61</td>\n",
-       "      <td>1.36</td>\n",
-       "      <td>0.61</td>\n",
-       "      <td>17</td>\n",
-       "      <td>-57.34</td>\n",
-       "      <td>1.16</td>\n",
-       "      <td>光学光电子</td>\n",
+       "      <td>600064</td>\n",
+       "      <td>南京高科</td>\n",
+       "      <td>5.62</td>\n",
+       "      <td>6.12</td>\n",
+       "      <td>5.62</td>\n",
+       "      <td>10</td>\n",
+       "      <td>-7.72</td>\n",
+       "      <td>4.60</td>\n",
+       "      <td>房地产</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
-       "      <td>002308</td>\n",
-       "      <td>*ST威创</td>\n",
-       "      <td>0.82</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>0.82</td>\n",
-       "      <td>17</td>\n",
-       "      <td>-58.38</td>\n",
-       "      <td>0.77</td>\n",
-       "      <td>计算机设备</td>\n",
+       "      <td>600621</td>\n",
+       "      <td>华鑫股份</td>\n",
+       "      <td>11.98</td>\n",
+       "      <td>13.33</td>\n",
+       "      <td>11.92</td>\n",
+       "      <td>10</td>\n",
+       "      <td>-10.40</td>\n",
+       "      <td>13.10</td>\n",
+       "      <td>证券</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
-       "      <td>300240</td>\n",
-       "      <td>飞力达</td>\n",
-       "      <td>6.97</td>\n",
-       "      <td>9.44</td>\n",
-       "      <td>6.70</td>\n",
-       "      <td>5</td>\n",
-       "      <td>-18.48</td>\n",
-       "      <td>130.31</td>\n",
-       "      <td>物流</td>\n",
+       "      <td>300656</td>\n",
+       "      <td>民德电子</td>\n",
+       "      <td>17.58</td>\n",
+       "      <td>20.60</td>\n",
+       "      <td>17.41</td>\n",
+       "      <td>8</td>\n",
+       "      <td>-15.84</td>\n",
+       "      <td>26.39</td>\n",
+       "      <td>其他电子</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>4</td>\n",
-       "      <td>300851</td>\n",
-       "      <td>交大思诺</td>\n",
-       "      <td>25.59</td>\n",
-       "      <td>27.82</td>\n",
-       "      <td>24.65</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-6.44</td>\n",
-       "      <td>32.63</td>\n",
-       "      <td>轨交设备</td>\n",
+       "      <td>600368</td>\n",
+       "      <td>五洲交通</td>\n",
+       "      <td>3.44</td>\n",
+       "      <td>3.80</td>\n",
+       "      <td>3.42</td>\n",
+       "      <td>8</td>\n",
+       "      <td>-8.99</td>\n",
+       "      <td>5.68</td>\n",
+       "      <td>公路铁路运输</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>5</td>\n",
-       "      <td>301016</td>\n",
-       "      <td>雷尔伟</td>\n",
-       "      <td>21.78</td>\n",
-       "      <td>28.00</td>\n",
-       "      <td>20.80</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-22.05</td>\n",
-       "      <td>51.02</td>\n",
-       "      <td>轨交设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>600323</td>\n",
-       "      <td>瀚蓝环境</td>\n",
-       "      <td>21.59</td>\n",
-       "      <td>22.21</td>\n",
-       "      <td>20.81</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-2.40</td>\n",
-       "      <td>2.98</td>\n",
-       "      <td>环境治理</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>601985</td>\n",
-       "      <td>中国核电</td>\n",
-       "      <td>11.03</td>\n",
-       "      <td>12.17</td>\n",
-       "      <td>11.01</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-9.74</td>\n",
-       "      <td>4.87</td>\n",
-       "      <td>电力</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <td>600390</td>\n",
+       "      <td>五矿资本</td>\n",
+       "      <td>4.02</td>\n",
+       "      <td>4.30</td>\n",
+       "      <td>4.00</td>\n",
        "      <td>8</td>\n",
-       "      <td>603883</td>\n",
-       "      <td>老百姓</td>\n",
-       "      <td>13.89</td>\n",
-       "      <td>15.49</td>\n",
-       "      <td>13.17</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-9.33</td>\n",
-       "      <td>14.16</td>\n",
-       "      <td>医药商业</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>9</td>\n",
-       "      <td>605368</td>\n",
-       "      <td>蓝天燃气</td>\n",
-       "      <td>13.01</td>\n",
-       "      <td>13.73</td>\n",
-       "      <td>12.97</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-5.45</td>\n",
-       "      <td>3.06</td>\n",
-       "      <td>燃气</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>002700</td>\n",
-       "      <td>ST浩源</td>\n",
-       "      <td>9.64</td>\n",
-       "      <td>10.00</td>\n",
-       "      <td>9.51</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-3.50</td>\n",
-       "      <td>1.65</td>\n",
-       "      <td>燃气</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>11</td>\n",
-       "      <td>002816</td>\n",
-       "      <td>*ST和科</td>\n",
-       "      <td>8.80</td>\n",
-       "      <td>9.04</td>\n",
-       "      <td>8.60</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-2.65</td>\n",
-       "      <td>1.07</td>\n",
-       "      <td>专用设备</td>\n",
+       "      <td>-6.07</td>\n",
+       "      <td>3.17</td>\n",
+       "      <td>多元金融</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>12</td>\n",
-       "      <td>300796</td>\n",
-       "      <td>贝斯美</td>\n",
-       "      <td>11.10</td>\n",
-       "      <td>13.10</td>\n",
-       "      <td>10.90</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-14.09</td>\n",
-       "      <td>8.32</td>\n",
-       "      <td>农化制品</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>13</td>\n",
-       "      <td>300971</td>\n",
-       "      <td>博亚精工</td>\n",
-       "      <td>20.03</td>\n",
-       "      <td>24.96</td>\n",
-       "      <td>19.39</td>\n",
+       "      <th>183</th>\n",
+       "      <td>184</td>\n",
+       "      <td>688262</td>\n",
+       "      <td>国芯科技</td>\n",
+       "      <td>14.84</td>\n",
+       "      <td>15.44</td>\n",
+       "      <td>14.20</td>\n",
        "      <td>3</td>\n",
-       "      <td>-8.87</td>\n",
-       "      <td>87.20</td>\n",
-       "      <td>专用设备</td>\n",
+       "      <td>-3.51</td>\n",
+       "      <td>3.80</td>\n",
+       "      <td>半导体</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>14</td>\n",
-       "      <td>600165</td>\n",
-       "      <td>*ST宁科</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>2.08</td>\n",
-       "      <td>1.86</td>\n",
+       "      <th>184</th>\n",
+       "      <td>185</td>\n",
+       "      <td>688357</td>\n",
+       "      <td>建龙微纳</td>\n",
+       "      <td>19.27</td>\n",
+       "      <td>20.06</td>\n",
+       "      <td>18.29</td>\n",
        "      <td>3</td>\n",
-       "      <td>-13.02</td>\n",
-       "      <td>17.32</td>\n",
+       "      <td>-3.70</td>\n",
+       "      <td>3.16</td>\n",
        "      <td>化学制品</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>15</td>\n",
-       "      <td>600522</td>\n",
-       "      <td>中天科技</td>\n",
-       "      <td>14.97</td>\n",
-       "      <td>15.72</td>\n",
-       "      <td>14.69</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-3.36</td>\n",
-       "      <td>3.70</td>\n",
-       "      <td>通信设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>16</td>\n",
-       "      <td>600893</td>\n",
-       "      <td>航发动力</td>\n",
-       "      <td>39.76</td>\n",
-       "      <td>41.28</td>\n",
-       "      <td>39.24</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-2.67</td>\n",
-       "      <td>2.23</td>\n",
-       "      <td>军工装备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>17</td>\n",
-       "      <td>601816</td>\n",
-       "      <td>京沪高铁</td>\n",
-       "      <td>5.72</td>\n",
-       "      <td>5.83</td>\n",
-       "      <td>5.66</td>\n",
+       "      <th>185</th>\n",
+       "      <td>186</td>\n",
+       "      <td>688639</td>\n",
+       "      <td>华恒生物</td>\n",
+       "      <td>30.66</td>\n",
+       "      <td>32.80</td>\n",
+       "      <td>30.55</td>\n",
        "      <td>3</td>\n",
-       "      <td>-2.05</td>\n",
-       "      <td>0.89</td>\n",
-       "      <td>公路铁路运输</td>\n",
+       "      <td>-5.66</td>\n",
+       "      <td>4.11</td>\n",
+       "      <td>化学制品</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>18</td>\n",
-       "      <td>603439</td>\n",
-       "      <td>贵州三力</td>\n",
-       "      <td>11.77</td>\n",
-       "      <td>12.71</td>\n",
-       "      <td>11.19</td>\n",
+       "      <th>186</th>\n",
+       "      <td>187</td>\n",
+       "      <td>688648</td>\n",
+       "      <td>中邮科技</td>\n",
+       "      <td>18.58</td>\n",
+       "      <td>19.79</td>\n",
+       "      <td>18.04</td>\n",
        "      <td>3</td>\n",
-       "      <td>-7.47</td>\n",
-       "      <td>6.98</td>\n",
-       "      <td>中药</td>\n",
+       "      <td>-6.07</td>\n",
+       "      <td>12.05</td>\n",
+       "      <td>通用设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>19</td>\n",
-       "      <td>688349</td>\n",
-       "      <td>三一重能</td>\n",
-       "      <td>25.46</td>\n",
-       "      <td>26.90</td>\n",
-       "      <td>25.25</td>\n",
+       "      <th>187</th>\n",
+       "      <td>188</td>\n",
+       "      <td>688700</td>\n",
+       "      <td>东威科技</td>\n",
+       "      <td>19.46</td>\n",
+       "      <td>20.47</td>\n",
+       "      <td>19.37</td>\n",
        "      <td>3</td>\n",
-       "      <td>-5.14</td>\n",
-       "      <td>3.63</td>\n",
-       "      <td>风电设备</td>\n",
+       "      <td>-4.70</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>专用设备</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>188 rows × 10 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 248,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 248
+   "execution_count": 4
   },
   {
    "metadata": {},
@@ -12928,8 +12890,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-07-31T14:34:49.137259Z",
-     "start_time": "2024-07-31T14:34:48.709204Z"
+     "end_time": "2024-08-29T14:28:26.947218Z",
+     "start_time": "2024-08-29T14:28:25.523044Z"
     }
    },
    "cell_type": "code",
@@ -12941,12 +12903,12 @@
     {
      "data": {
       "text/plain": [
-       "  0%|          | 0/2 [00:00<?, ?it/s]"
+       "  0%|          | 0/7 [00:00<?, ?it/s]"
       ],
       "application/vnd.jupyter.widget-view+json": {
        "version_major": 2,
        "version_minor": 0,
-       "model_id": "fbeeba7a6ae14744926820c29fe58ed7"
+       "model_id": "986af1cd3094432997238a72eb4ecad8"
       }
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      "metadata": {},
@@ -12955,117 +12917,33 @@
     {
      "data": {
       "text/plain": [
-       "    序号    股票代码   股票简称   涨跌幅    最新价       成交量            基准日成交量  缩量天数   阶段涨跌幅  \\\n",
-       "0    1  300960   通业科技  1.10  21.09   927.85万  1996.92万(07月23日)     6  -29.42   \n",
-       "1    2  301021   英诺激光  1.24  17.96  1088.02万  2647.49万(07月24日)     5  -19.14   \n",
-       "2    3  300240    飞力达 -4.91   6.97  8375.10万     1.23亿(07月24日)     5  -18.48   \n",
-       "3    4  301117   佳缘科技  1.63  29.88  1540.60万  2351.17万(07月24日)     5  -21.16   \n",
-       "4    5  300168   万达信息  3.10   5.66  5740.09万     1.34亿(07月24日)     5  -10.16   \n",
-       "5    6  002861   瀛通通讯  1.78   9.74  1358.14万  2006.67万(07月24日)     5   -4.13   \n",
-       "6    7  600310   广西能源  0.49   4.12  4284.94万  6999.93万(07月24日)     5    3.52   \n",
-       "7    8  301004   嘉益股份  2.38  81.63    62.83万   171.44万(07月25日)     4    1.80   \n",
-       "8    9  600563   法拉电子  0.22  86.65   213.82万   443.74万(07月25日)     4   -5.82   \n",
-       "9   10  300851   交大思诺 -0.35  25.59   351.08万   511.61万(07月25日)     4   -7.95   \n",
-       "10  11  600608   ST沪科  0.00   2.29   482.18万  1077.31万(07月25日)     4   -2.55   \n",
-       "11  12  300827   上能电气  0.38  29.11  1303.26万  2061.81万(07月25日)     4   -2.77   \n",
-       "12  13  600711   盛屯矿业  0.00   0.00  9281.12万     1.54亿(07月25日)     4 -100.00   \n",
-       "13  14  301446    福事特  1.47  19.30   456.45万  1071.26万(07月25日)     4   -4.36   \n",
-       "14  15  603307   扬州金泉  2.17  32.47    75.95万   327.87万(07月25日)     4   -8.46   \n",
-       "15  16  000752   ST西发  0.42   7.15   150.95万   307.08万(07月25日)     4    4.69   \n",
-       "16  17  301353    普莱得  1.38  27.21   173.43万   382.32万(07月25日)     4   -3.17   \n",
-       "17  18  001283   豪鹏科技  3.01  36.66   114.08万   374.94万(07月25日)     4   -7.00   \n",
-       "18  19  301232   飞沃科技  1.00  27.19   613.04万  1128.40万(07月25日)     4   -8.88   \n",
-       "19  20  301321   翰博高新  3.37  11.35   622.18万   969.44万(07月25日)     4    5.58   \n",
-       "20  21  002779   中坚科技  0.64  30.07    83.63万   161.41万(07月25日)     4    1.21   \n",
-       "21  22  002750  *ST龙津 -3.24   2.09  1829.91万  2249.42万(07月25日)     4   -7.52   \n",
-       "22  23  600337   美克家居  3.97   1.57  1824.76万  5542.39万(07月25日)     4    9.03   \n",
-       "23  24  002420   毅昌科技  1.33   5.32  3224.99万  4741.88万(07月25日)     4   -6.34   \n",
-       "24  25  600396   金山股份  1.17   2.59  5441.71万  9743.30万(07月26日)     3    0.00   \n",
-       "25  26  600462  *ST九有 -0.74   1.34  1101.08万  1548.04万(07月26日)     3    0.00   \n",
-       "26  27  600834   申通地铁 -8.56   8.87  6339.55万  8207.61万(07月26日)     3   -7.41   \n",
-       "27  28  600962   国投中鲁 -0.08  12.96   313.89万   718.71万(07月26日)     3    0.47   \n",
-       "28  29  603508   思维列控  2.19  19.60  1228.95万  1896.13万(07月26日)     3   -2.05   \n",
-       "29  30  603818   曲美家居  5.02   2.51  2584.20万  5123.66万(07月26日)     3    9.13   \n",
-       "30  31  603979    金诚信  5.12  41.31   782.32万  1295.67万(07月26日)     3    2.33   \n",
-       "31  32  605222   起帆电缆  1.82  17.85   483.81万   899.40万(07月26日)     3   -1.05   \n",
-       "32  33  605299   舒华体育  1.58   7.71   606.30万   810.26万(07月26日)     3   -7.89   \n",
-       "33  34  688270   臻镭科技  1.76  25.96   979.34万  1131.09万(07月26日)     3    2.37   \n",
-       "34  35  688523   航天环宇  1.21  18.44   500.72万   606.59万(07月26日)     3    3.02   \n",
-       "35  36  688636    智明达  2.37  22.45   430.03万   692.69万(07月26日)     3    0.67   \n",
-       "36  37  000010   美丽生态  2.19   1.87  3800.82万  4362.48万(07月26日)     3    2.75   \n",
-       "37  38  000572   海马汽车 -2.65   3.68     1.33亿     1.81亿(07月26日)     3   -3.66   \n",
-       "38  39  001230   劲旅环境 -0.33  15.26   259.87万   409.70万(07月26日)     3   -0.26   \n",
-       "39  40  002202   金风科技 -0.37   8.01  6685.18万     1.35亿(07月26日)     3   -2.79   \n",
-       "40  41  002656   ST摩登  0.81   1.24   634.52万   856.75万(07月26日)     3    0.00   \n",
-       "41  42  002890   弘宇股份  2.75   8.59   503.43万   585.94万(07月26日)     3    9.15   \n",
-       "42  43  300175   朗源股份  2.01   6.60  5337.73万  9591.41万(07月26日)     3   -2.80   \n",
-       "43  44  300335   迪森股份  1.79   3.98  1511.41万  3805.76万(07月26日)     3   -0.75   \n",
-       "44  45  300391   长药控股  0.00   4.40  4609.81万  7019.88万(07月26日)     3    1.38   \n",
-       "45  46  300565   科信技术  3.49  10.38  1585.14万  2218.16万(07月26日)     3   11.02   \n",
-       "46  47  300680   隆盛科技  0.05  19.50  1762.83万  2862.56万(07月26日)     3   -0.20   \n",
-       "47  48  300772   运达股份  1.70  11.37  3214.62万  6222.85万(07月26日)     3   -5.33   \n",
-       "48  49  300850    新强联  2.28  17.97  2238.73万  4049.02万(07月26日)     3   -4.92   \n",
-       "49  50  300931   通用电梯  2.62   5.87  1498.47万  2731.58万(07月26日)     3    1.21   \n",
-       "50  51  301063   海锅股份  1.60  15.83   733.04万  1465.40万(07月26日)     3   -5.49   \n",
-       "51  52  301100   风光股份  1.20  13.49   649.24万  1245.16万(07月26日)     3  -11.25   \n",
-       "52  53  301268    铭利达  1.69  16.24   387.98万   936.55万(07月26日)     3   -2.64   \n",
-       "53  54  301548   崇德科技  3.96  47.82   111.15万   177.81万(07月26日)     3    0.48   \n",
+       "      序号    股票代码  股票简称   涨跌幅    最新价       成交量            基准日成交量  缩量天数  阶段涨跌幅  \\\n",
+       "0      1  000509  华塑控股  1.65   2.46  1474.41万     1.64亿(08月14日)    11 -24.07   \n",
+       "1      2  300157  新锦动力  0.48   2.08  1423.50万     1.09亿(08月15日)    10 -25.71   \n",
+       "2      3  300165  天瑞仪器  2.93   2.46  1910.70万     1.07亿(08月15日)    10 -19.08   \n",
+       "3      4  301288  清研环境  0.58  13.81   442.25万  2333.09万(08月16日)     9 -42.84   \n",
+       "4      5  000572  海马汽车  1.00   3.03  1711.21万  7691.61万(08月20日)     7  -9.01   \n",
+       "..   ...     ...   ...   ...    ...       ...               ...   ...    ...   \n",
+       "327  328  688225  亚信安全  1.54  10.57    39.78万    72.74万(08月26日)     3   0.09   \n",
+       "328  329  688231  隆达股份  1.61  11.99   100.21万   101.48万(08月26日)     3  -0.25   \n",
+       "329  330  688302  海创药业  0.00  24.52    42.56万    61.74万(08月26日)     3   0.70   \n",
+       "330  331  688435  英方软件  0.80  20.11    36.58万    67.24万(08月26日)     3   0.90   \n",
+       "331  332  688466  金科环境  2.74  10.88    42.46万    76.11万(08月26日)     3   2.54   \n",
        "\n",
        "      所属行业  \n",
-       "0     轨交设备  \n",
-       "1    自动化设备  \n",
-       "2       物流  \n",
-       "3    计算机设备  \n",
-       "4     IT服务  \n",
-       "5     消费电子  \n",
-       "6       电力  \n",
-       "7     家居用品  \n",
-       "8       元件  \n",
-       "9     轨交设备  \n",
-       "10      贸易  \n",
-       "11    光伏设备  \n",
-       "12    能源金属  \n",
-       "13    工程机械  \n",
-       "14    服装家纺  \n",
-       "15    饮料制造  \n",
-       "16    通用设备  \n",
-       "17      电池  \n",
-       "18    风电设备  \n",
-       "19   光学光电子  \n",
-       "20    专用设备  \n",
-       "21      中药  \n",
-       "22    家居用品  \n",
-       "23    白色家电  \n",
-       "24      电力  \n",
-       "25    文化传媒  \n",
-       "26  公路铁路运输  \n",
-       "27    饮料制造  \n",
-       "28   计算机设备  \n",
-       "29    家居用品  \n",
-       "30    工业金属  \n",
-       "31    电网设备  \n",
-       "32    家居用品  \n",
-       "33     半导体  \n",
-       "34    军工装备  \n",
-       "35    军工电子  \n",
-       "36    建筑装饰  \n",
-       "37    汽车整车  \n",
-       "38    环境治理  \n",
-       "39    风电设备  \n",
-       "40    服装家纺  \n",
-       "41    专用设备  \n",
-       "42   农产品加工  \n",
-       "43      电力  \n",
-       "44      中药  \n",
-       "45    通信设备  \n",
-       "46   汽车零部件  \n",
-       "47    风电设备  \n",
-       "48    风电设备  \n",
-       "49    专用设备  \n",
-       "50    专用设备  \n",
-       "51    化学制品  \n",
-       "52    通用设备  \n",
-       "53    通用设备  "
+       "0    光学光电子  \n",
+       "1     通用设备  \n",
+       "2     通用设备  \n",
+       "3     环保设备  \n",
+       "4     汽车整车  \n",
+       "..     ...  \n",
+       "327   软件开发  \n",
+       "328   军工装备  \n",
+       "329   化学制药  \n",
+       "330   软件开发  \n",
+       "331   环境治理  \n",
+       "\n",
+       "[332 rows x 10 columns]"
       ],
       "text/html": [
        "<div>\n",
@@ -13102,716 +12980,158 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
-       "      <td>300960</td>\n",
-       "      <td>通业科技</td>\n",
-       "      <td>1.10</td>\n",
-       "      <td>21.09</td>\n",
-       "      <td>927.85万</td>\n",
-       "      <td>1996.92万(07月23日)</td>\n",
-       "      <td>6</td>\n",
-       "      <td>-29.42</td>\n",
-       "      <td>轨交设备</td>\n",
+       "      <td>000509</td>\n",
+       "      <td>华塑控股</td>\n",
+       "      <td>1.65</td>\n",
+       "      <td>2.46</td>\n",
+       "      <td>1474.41万</td>\n",
+       "      <td>1.64亿(08月14日)</td>\n",
+       "      <td>11</td>\n",
+       "      <td>-24.07</td>\n",
+       "      <td>光学光电子</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
-       "      <td>301021</td>\n",
-       "      <td>英诺激光</td>\n",
-       "      <td>1.24</td>\n",
-       "      <td>17.96</td>\n",
-       "      <td>1088.02万</td>\n",
-       "      <td>2647.49万(07月24日)</td>\n",
-       "      <td>5</td>\n",
-       "      <td>-19.14</td>\n",
-       "      <td>自动化设备</td>\n",
+       "      <td>300157</td>\n",
+       "      <td>新锦动力</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>2.08</td>\n",
+       "      <td>1423.50万</td>\n",
+       "      <td>1.09亿(08月15日)</td>\n",
+       "      <td>10</td>\n",
+       "      <td>-25.71</td>\n",
+       "      <td>通用设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
-       "      <td>300240</td>\n",
-       "      <td>飞力达</td>\n",
-       "      <td>-4.91</td>\n",
-       "      <td>6.97</td>\n",
-       "      <td>8375.10万</td>\n",
-       "      <td>1.23亿(07月24日)</td>\n",
-       "      <td>5</td>\n",
-       "      <td>-18.48</td>\n",
-       "      <td>物流</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>301117</td>\n",
-       "      <td>佳缘科技</td>\n",
-       "      <td>1.63</td>\n",
-       "      <td>29.88</td>\n",
-       "      <td>1540.60万</td>\n",
-       "      <td>2351.17万(07月24日)</td>\n",
-       "      <td>5</td>\n",
-       "      <td>-21.16</td>\n",
-       "      <td>计算机设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>300168</td>\n",
-       "      <td>万达信息</td>\n",
-       "      <td>3.10</td>\n",
-       "      <td>5.66</td>\n",
-       "      <td>5740.09万</td>\n",
-       "      <td>1.34亿(07月24日)</td>\n",
-       "      <td>5</td>\n",
-       "      <td>-10.16</td>\n",
-       "      <td>IT服务</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>002861</td>\n",
-       "      <td>瀛通通讯</td>\n",
-       "      <td>1.78</td>\n",
-       "      <td>9.74</td>\n",
-       "      <td>1358.14万</td>\n",
-       "      <td>2006.67万(07月24日)</td>\n",
-       "      <td>5</td>\n",
-       "      <td>-4.13</td>\n",
-       "      <td>消费电子</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>600310</td>\n",
-       "      <td>广西能源</td>\n",
-       "      <td>0.49</td>\n",
-       "      <td>4.12</td>\n",
-       "      <td>4284.94万</td>\n",
-       "      <td>6999.93万(07月24日)</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3.52</td>\n",
-       "      <td>电力</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>8</td>\n",
-       "      <td>301004</td>\n",
-       "      <td>嘉益股份</td>\n",
-       "      <td>2.38</td>\n",
-       "      <td>81.63</td>\n",
-       "      <td>62.83万</td>\n",
-       "      <td>171.44万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.80</td>\n",
-       "      <td>家居用品</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>9</td>\n",
-       "      <td>600563</td>\n",
-       "      <td>法拉电子</td>\n",
-       "      <td>0.22</td>\n",
-       "      <td>86.65</td>\n",
-       "      <td>213.82万</td>\n",
-       "      <td>443.74万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-5.82</td>\n",
-       "      <td>元件</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <td>300165</td>\n",
+       "      <td>天瑞仪器</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>2.46</td>\n",
+       "      <td>1910.70万</td>\n",
+       "      <td>1.07亿(08月15日)</td>\n",
        "      <td>10</td>\n",
-       "      <td>300851</td>\n",
-       "      <td>交大思诺</td>\n",
-       "      <td>-0.35</td>\n",
-       "      <td>25.59</td>\n",
-       "      <td>351.08万</td>\n",
-       "      <td>511.61万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-7.95</td>\n",
-       "      <td>轨交设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>11</td>\n",
-       "      <td>600608</td>\n",
-       "      <td>ST沪科</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>2.29</td>\n",
-       "      <td>482.18万</td>\n",
-       "      <td>1077.31万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-2.55</td>\n",
-       "      <td>贸易</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>12</td>\n",
-       "      <td>300827</td>\n",
-       "      <td>上能电气</td>\n",
-       "      <td>0.38</td>\n",
-       "      <td>29.11</td>\n",
-       "      <td>1303.26万</td>\n",
-       "      <td>2061.81万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-2.77</td>\n",
-       "      <td>光伏设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>13</td>\n",
-       "      <td>600711</td>\n",
-       "      <td>盛屯矿业</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>9281.12万</td>\n",
-       "      <td>1.54亿(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-100.00</td>\n",
-       "      <td>能源金属</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>14</td>\n",
-       "      <td>301446</td>\n",
-       "      <td>福事特</td>\n",
-       "      <td>1.47</td>\n",
-       "      <td>19.30</td>\n",
-       "      <td>456.45万</td>\n",
-       "      <td>1071.26万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-4.36</td>\n",
-       "      <td>工程机械</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>15</td>\n",
-       "      <td>603307</td>\n",
-       "      <td>扬州金泉</td>\n",
-       "      <td>2.17</td>\n",
-       "      <td>32.47</td>\n",
-       "      <td>75.95万</td>\n",
-       "      <td>327.87万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-8.46</td>\n",
-       "      <td>服装家纺</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>16</td>\n",
-       "      <td>000752</td>\n",
-       "      <td>ST西发</td>\n",
-       "      <td>0.42</td>\n",
-       "      <td>7.15</td>\n",
-       "      <td>150.95万</td>\n",
-       "      <td>307.08万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4.69</td>\n",
-       "      <td>饮料制造</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>17</td>\n",
-       "      <td>301353</td>\n",
-       "      <td>普莱得</td>\n",
-       "      <td>1.38</td>\n",
-       "      <td>27.21</td>\n",
-       "      <td>173.43万</td>\n",
-       "      <td>382.32万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-3.17</td>\n",
+       "      <td>-19.08</td>\n",
        "      <td>通用设备</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>18</td>\n",
-       "      <td>001283</td>\n",
-       "      <td>豪鹏科技</td>\n",
-       "      <td>3.01</td>\n",
-       "      <td>36.66</td>\n",
-       "      <td>114.08万</td>\n",
-       "      <td>374.94万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-7.00</td>\n",
-       "      <td>电池</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>19</td>\n",
-       "      <td>301232</td>\n",
-       "      <td>飞沃科技</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>27.19</td>\n",
-       "      <td>613.04万</td>\n",
-       "      <td>1128.40万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-8.88</td>\n",
-       "      <td>风电设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>20</td>\n",
-       "      <td>301321</td>\n",
-       "      <td>翰博高新</td>\n",
-       "      <td>3.37</td>\n",
-       "      <td>11.35</td>\n",
-       "      <td>622.18万</td>\n",
-       "      <td>969.44万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5.58</td>\n",
-       "      <td>光学光电子</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>21</td>\n",
-       "      <td>002779</td>\n",
-       "      <td>中坚科技</td>\n",
-       "      <td>0.64</td>\n",
-       "      <td>30.07</td>\n",
-       "      <td>83.63万</td>\n",
-       "      <td>161.41万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.21</td>\n",
-       "      <td>专用设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>22</td>\n",
-       "      <td>002750</td>\n",
-       "      <td>*ST龙津</td>\n",
-       "      <td>-3.24</td>\n",
-       "      <td>2.09</td>\n",
-       "      <td>1829.91万</td>\n",
-       "      <td>2249.42万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-7.52</td>\n",
-       "      <td>中药</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>23</td>\n",
-       "      <td>600337</td>\n",
-       "      <td>美克家居</td>\n",
-       "      <td>3.97</td>\n",
-       "      <td>1.57</td>\n",
-       "      <td>1824.76万</td>\n",
-       "      <td>5542.39万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>9.03</td>\n",
-       "      <td>家居用品</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>24</td>\n",
-       "      <td>002420</td>\n",
-       "      <td>毅昌科技</td>\n",
-       "      <td>1.33</td>\n",
-       "      <td>5.32</td>\n",
-       "      <td>3224.99万</td>\n",
-       "      <td>4741.88万(07月25日)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-6.34</td>\n",
-       "      <td>白色家电</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>25</td>\n",
-       "      <td>600396</td>\n",
-       "      <td>金山股份</td>\n",
-       "      <td>1.17</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>5441.71万</td>\n",
-       "      <td>9743.30万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>电力</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>26</td>\n",
-       "      <td>600462</td>\n",
-       "      <td>*ST九有</td>\n",
-       "      <td>-0.74</td>\n",
-       "      <td>1.34</td>\n",
-       "      <td>1101.08万</td>\n",
-       "      <td>1548.04万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>文化传媒</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>27</td>\n",
-       "      <td>600834</td>\n",
-       "      <td>申通地铁</td>\n",
-       "      <td>-8.56</td>\n",
-       "      <td>8.87</td>\n",
-       "      <td>6339.55万</td>\n",
-       "      <td>8207.61万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-7.41</td>\n",
-       "      <td>公路铁路运输</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>28</td>\n",
-       "      <td>600962</td>\n",
-       "      <td>国投中鲁</td>\n",
-       "      <td>-0.08</td>\n",
-       "      <td>12.96</td>\n",
-       "      <td>313.89万</td>\n",
-       "      <td>718.71万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.47</td>\n",
-       "      <td>饮料制造</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>29</td>\n",
-       "      <td>603508</td>\n",
-       "      <td>思维列控</td>\n",
-       "      <td>2.19</td>\n",
-       "      <td>19.60</td>\n",
-       "      <td>1228.95万</td>\n",
-       "      <td>1896.13万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-2.05</td>\n",
-       "      <td>计算机设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>30</td>\n",
-       "      <td>603818</td>\n",
-       "      <td>曲美家居</td>\n",
-       "      <td>5.02</td>\n",
-       "      <td>2.51</td>\n",
-       "      <td>2584.20万</td>\n",
-       "      <td>5123.66万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>9.13</td>\n",
-       "      <td>家居用品</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>31</td>\n",
-       "      <td>603979</td>\n",
-       "      <td>金诚信</td>\n",
-       "      <td>5.12</td>\n",
-       "      <td>41.31</td>\n",
-       "      <td>782.32万</td>\n",
-       "      <td>1295.67万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2.33</td>\n",
-       "      <td>工业金属</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>32</td>\n",
-       "      <td>605222</td>\n",
-       "      <td>起帆电缆</td>\n",
-       "      <td>1.82</td>\n",
-       "      <td>17.85</td>\n",
-       "      <td>483.81万</td>\n",
-       "      <td>899.40万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-1.05</td>\n",
-       "      <td>电网设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>33</td>\n",
-       "      <td>605299</td>\n",
-       "      <td>舒华体育</td>\n",
-       "      <td>1.58</td>\n",
-       "      <td>7.71</td>\n",
-       "      <td>606.30万</td>\n",
-       "      <td>810.26万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-7.89</td>\n",
-       "      <td>家居用品</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>34</td>\n",
-       "      <td>688270</td>\n",
-       "      <td>臻镭科技</td>\n",
-       "      <td>1.76</td>\n",
-       "      <td>25.96</td>\n",
-       "      <td>979.34万</td>\n",
-       "      <td>1131.09万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2.37</td>\n",
-       "      <td>半导体</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>35</td>\n",
-       "      <td>688523</td>\n",
-       "      <td>航天环宇</td>\n",
-       "      <td>1.21</td>\n",
-       "      <td>18.44</td>\n",
-       "      <td>500.72万</td>\n",
-       "      <td>606.59万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.02</td>\n",
-       "      <td>军工装备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>36</td>\n",
-       "      <td>688636</td>\n",
-       "      <td>智明达</td>\n",
-       "      <td>2.37</td>\n",
-       "      <td>22.45</td>\n",
-       "      <td>430.03万</td>\n",
-       "      <td>692.69万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.67</td>\n",
-       "      <td>军工电子</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>37</td>\n",
-       "      <td>000010</td>\n",
-       "      <td>美丽生态</td>\n",
-       "      <td>2.19</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>3800.82万</td>\n",
-       "      <td>4362.48万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2.75</td>\n",
-       "      <td>建筑装饰</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>38</td>\n",
-       "      <td>000572</td>\n",
-       "      <td>海马汽车</td>\n",
-       "      <td>-2.65</td>\n",
-       "      <td>3.68</td>\n",
-       "      <td>1.33亿</td>\n",
-       "      <td>1.81亿(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-3.66</td>\n",
-       "      <td>汽车整车</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>39</td>\n",
-       "      <td>001230</td>\n",
-       "      <td>劲旅环境</td>\n",
-       "      <td>-0.33</td>\n",
-       "      <td>15.26</td>\n",
-       "      <td>259.87万</td>\n",
-       "      <td>409.70万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-0.26</td>\n",
-       "      <td>环境治理</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>40</td>\n",
-       "      <td>002202</td>\n",
-       "      <td>金风科技</td>\n",
-       "      <td>-0.37</td>\n",
-       "      <td>8.01</td>\n",
-       "      <td>6685.18万</td>\n",
-       "      <td>1.35亿(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-2.79</td>\n",
-       "      <td>风电设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>41</td>\n",
-       "      <td>002656</td>\n",
-       "      <td>ST摩登</td>\n",
-       "      <td>0.81</td>\n",
-       "      <td>1.24</td>\n",
-       "      <td>634.52万</td>\n",
-       "      <td>856.75万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>服装家纺</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>42</td>\n",
-       "      <td>002890</td>\n",
-       "      <td>弘宇股份</td>\n",
-       "      <td>2.75</td>\n",
-       "      <td>8.59</td>\n",
-       "      <td>503.43万</td>\n",
-       "      <td>585.94万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>9.15</td>\n",
-       "      <td>专用设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>43</td>\n",
-       "      <td>300175</td>\n",
-       "      <td>朗源股份</td>\n",
-       "      <td>2.01</td>\n",
-       "      <td>6.60</td>\n",
-       "      <td>5337.73万</td>\n",
-       "      <td>9591.41万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-2.80</td>\n",
-       "      <td>农产品加工</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>44</td>\n",
-       "      <td>300335</td>\n",
-       "      <td>迪森股份</td>\n",
-       "      <td>1.79</td>\n",
-       "      <td>3.98</td>\n",
-       "      <td>1511.41万</td>\n",
-       "      <td>3805.76万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-0.75</td>\n",
-       "      <td>电力</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>45</td>\n",
-       "      <td>300391</td>\n",
-       "      <td>长药控股</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>4.40</td>\n",
-       "      <td>4609.81万</td>\n",
-       "      <td>7019.88万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1.38</td>\n",
-       "      <td>中药</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>46</td>\n",
-       "      <td>300565</td>\n",
-       "      <td>科信技术</td>\n",
-       "      <td>3.49</td>\n",
-       "      <td>10.38</td>\n",
-       "      <td>1585.14万</td>\n",
-       "      <td>2218.16万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>11.02</td>\n",
-       "      <td>通信设备</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>47</td>\n",
-       "      <td>300680</td>\n",
-       "      <td>隆盛科技</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>19.50</td>\n",
-       "      <td>1762.83万</td>\n",
-       "      <td>2862.56万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-0.20</td>\n",
-       "      <td>汽车零部件</td>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>301288</td>\n",
+       "      <td>清研环境</td>\n",
+       "      <td>0.58</td>\n",
+       "      <td>13.81</td>\n",
+       "      <td>442.25万</td>\n",
+       "      <td>2333.09万(08月16日)</td>\n",
+       "      <td>9</td>\n",
+       "      <td>-42.84</td>\n",
+       "      <td>环保设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>48</td>\n",
-       "      <td>300772</td>\n",
-       "      <td>运达股份</td>\n",
-       "      <td>1.70</td>\n",
-       "      <td>11.37</td>\n",
-       "      <td>3214.62万</td>\n",
-       "      <td>6222.85万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-5.33</td>\n",
-       "      <td>风电设备</td>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>000572</td>\n",
+       "      <td>海马汽车</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.03</td>\n",
+       "      <td>1711.21万</td>\n",
+       "      <td>7691.61万(08月20日)</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-9.01</td>\n",
+       "      <td>汽车整车</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>48</th>\n",
-       "      <td>49</td>\n",
-       "      <td>300850</td>\n",
-       "      <td>新强联</td>\n",
-       "      <td>2.28</td>\n",
-       "      <td>17.97</td>\n",
-       "      <td>2238.73万</td>\n",
-       "      <td>4049.02万(07月26日)</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-4.92</td>\n",
-       "      <td>风电设备</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>50</td>\n",
-       "      <td>300931</td>\n",
-       "      <td>通用电梯</td>\n",
-       "      <td>2.62</td>\n",
-       "      <td>5.87</td>\n",
-       "      <td>1498.47万</td>\n",
-       "      <td>2731.58万(07月26日)</td>\n",
+       "      <th>327</th>\n",
+       "      <td>328</td>\n",
+       "      <td>688225</td>\n",
+       "      <td>亚信安全</td>\n",
+       "      <td>1.54</td>\n",
+       "      <td>10.57</td>\n",
+       "      <td>39.78万</td>\n",
+       "      <td>72.74万(08月26日)</td>\n",
        "      <td>3</td>\n",
-       "      <td>1.21</td>\n",
-       "      <td>专用设备</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td>软件开发</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>50</th>\n",
-       "      <td>51</td>\n",
-       "      <td>301063</td>\n",
-       "      <td>海锅股份</td>\n",
-       "      <td>1.60</td>\n",
-       "      <td>15.83</td>\n",
-       "      <td>733.04万</td>\n",
-       "      <td>1465.40万(07月26日)</td>\n",
+       "      <th>328</th>\n",
+       "      <td>329</td>\n",
+       "      <td>688231</td>\n",
+       "      <td>隆达股份</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>11.99</td>\n",
+       "      <td>100.21万</td>\n",
+       "      <td>101.48万(08月26日)</td>\n",
        "      <td>3</td>\n",
-       "      <td>-5.49</td>\n",
-       "      <td>专用设备</td>\n",
+       "      <td>-0.25</td>\n",
+       "      <td>军工装备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>52</td>\n",
-       "      <td>301100</td>\n",
-       "      <td>风光股份</td>\n",
-       "      <td>1.20</td>\n",
-       "      <td>13.49</td>\n",
-       "      <td>649.24万</td>\n",
-       "      <td>1245.16万(07月26日)</td>\n",
+       "      <th>329</th>\n",
+       "      <td>330</td>\n",
+       "      <td>688302</td>\n",
+       "      <td>海创药业</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>24.52</td>\n",
+       "      <td>42.56万</td>\n",
+       "      <td>61.74万(08月26日)</td>\n",
        "      <td>3</td>\n",
-       "      <td>-11.25</td>\n",
-       "      <td>化学制品</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>化学制药</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>53</td>\n",
-       "      <td>301268</td>\n",
-       "      <td>铭利达</td>\n",
-       "      <td>1.69</td>\n",
-       "      <td>16.24</td>\n",
-       "      <td>387.98万</td>\n",
-       "      <td>936.55万(07月26日)</td>\n",
+       "      <th>330</th>\n",
+       "      <td>331</td>\n",
+       "      <td>688435</td>\n",
+       "      <td>英方软件</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td>20.11</td>\n",
+       "      <td>36.58万</td>\n",
+       "      <td>67.24万(08月26日)</td>\n",
        "      <td>3</td>\n",
-       "      <td>-2.64</td>\n",
-       "      <td>通用设备</td>\n",
+       "      <td>0.90</td>\n",
+       "      <td>软件开发</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>53</th>\n",
-       "      <td>54</td>\n",
-       "      <td>301548</td>\n",
-       "      <td>崇德科技</td>\n",
-       "      <td>3.96</td>\n",
-       "      <td>47.82</td>\n",
-       "      <td>111.15万</td>\n",
-       "      <td>177.81万(07月26日)</td>\n",
+       "      <th>331</th>\n",
+       "      <td>332</td>\n",
+       "      <td>688466</td>\n",
+       "      <td>金科环境</td>\n",
+       "      <td>2.74</td>\n",
+       "      <td>10.88</td>\n",
+       "      <td>42.46万</td>\n",
+       "      <td>76.11万(08月26日)</td>\n",
        "      <td>3</td>\n",
-       "      <td>0.48</td>\n",
-       "      <td>通用设备</td>\n",
+       "      <td>2.54</td>\n",
+       "      <td>环境治理</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>332 rows × 10 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 250,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 250
+   "execution_count": 5
   },
   {
    "metadata": {},
@@ -13846,26 +13166,26 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-07-31T14:38:54.797117Z",
-     "start_time": "2024-07-31T14:38:52.933903Z"
+     "end_time": "2024-08-29T14:29:12.431028Z",
+     "start_time": "2024-08-29T14:29:07.904197Z"
     }
    },
    "cell_type": "code",
    "source": [
     "import akshare as ak\n",
-    "stock_rank_xstp_ths_df = ak.stock_rank_xstp_ths(symbol=\"500日均线\")\n",
+    "stock_rank_xstp_ths_df = ak.stock_rank_xstp_ths(symbol=\"60日均线\")\n",
     "stock_rank_xstp_ths_df"
    ],
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "  0%|          | 0/14 [00:00<?, ?it/s]"
+       "  0%|          | 0/23 [00:00<?, ?it/s]"
       ],
       "application/vnd.jupyter.widget-view+json": {
        "version_major": 2,
        "version_minor": 0,
-       "model_id": "7045fba19b654da2b6e04702cc2cfe79"
+       "model_id": "92a60da841cb46068adfd90686af1912"
       }
      },
      "metadata": {},
@@ -13874,20 +13194,20 @@
     {
      "data": {
       "text/plain": [
-       "      序号    股票代码  股票简称    最新价     成交额       成交量    涨跌幅    换手率\n",
-       "0      1  600187  国中水务   2.75  14.02亿     4.58亿  -9.54  28.40\n",
-       "1      2  600650  锦江在线  14.60  14.28亿  9003.78万  -9.15  23.05\n",
-       "2      3  600635  大众公用   3.89  17.24亿     4.00亿  -9.11  16.52\n",
-       "3      4  600834  申通地铁   8.87   5.40亿  5793.64万  -8.56  12.14\n",
-       "4      5  600686  金龙汽车  15.71  35.81亿     2.16亿  -7.97  30.10\n",
-       "..   ...     ...   ...    ...     ...       ...    ...    ...\n",
-       "653  654  301259   艾布鲁  25.71   1.22亿   489.85万  12.47   6.58\n",
-       "654  655  300542  新晨科技  14.19   6.46亿  4707.13万  17.47  19.28\n",
-       "655  656  300192  科德教育  11.42   6.78亿  6060.53万  19.96  26.40\n",
-       "656  657  300061  旗天科技   8.71  16.50亿     1.98亿  19.97  32.04\n",
-       "657  658  300169  天晟新材   5.94   3.99亿  7134.27万  20.00  23.64\n",
+       "        序号    股票代码  股票简称    最新价       成交额       成交量    涨跌幅    换手率\n",
+       "0        1  301115  建科股份  14.09     3.32亿  2301.55万 -13.29  21.76\n",
+       "1        2  300050  世纪鼎利   4.45     7.44亿     1.63亿 -10.82  29.86\n",
+       "2        3  600187  国中水务   2.60     8.14亿     3.09亿 -10.03  19.16\n",
+       "3        4  603038  华立股份   7.76     2.17亿  2779.81万  -9.98  10.35\n",
+       "4        5  300106  西部牧业   7.79     4.33亿  5490.76万  -9.10  25.98\n",
+       "...    ...     ...   ...    ...       ...       ...    ...    ...\n",
+       "1126  1127  300521   爱司凯  11.66  6814.63万   607.43万  19.96   4.22\n",
+       "1127  1128  300438  鹏辉能源  27.19    27.90亿     1.07亿  19.99  26.47\n",
+       "1128  1129  301278  快可电子  34.58     1.45亿   436.73万  19.99  12.95\n",
+       "1129  1130  300562  乐心医疗  14.28    11.13亿  8116.64万  20.00  50.73\n",
+       "1130  1131  300686   智动力   9.24     3.79亿  4181.89万  20.00  21.05\n",
        "\n",
-       "[658 rows x 8 columns]"
+       "[1131 rows x 8 columns]"
       ],
       "text/html": [
        "<div>\n",
@@ -13922,57 +13242,57 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
-       "      <td>600187</td>\n",
-       "      <td>国中水务</td>\n",
-       "      <td>2.75</td>\n",
-       "      <td>14.02亿</td>\n",
-       "      <td>4.58亿</td>\n",
-       "      <td>-9.54</td>\n",
-       "      <td>28.40</td>\n",
+       "      <td>301115</td>\n",
+       "      <td>建科股份</td>\n",
+       "      <td>14.09</td>\n",
+       "      <td>3.32亿</td>\n",
+       "      <td>2301.55万</td>\n",
+       "      <td>-13.29</td>\n",
+       "      <td>21.76</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
-       "      <td>600650</td>\n",
-       "      <td>锦江在线</td>\n",
-       "      <td>14.60</td>\n",
-       "      <td>14.28亿</td>\n",
-       "      <td>9003.78万</td>\n",
-       "      <td>-9.15</td>\n",
-       "      <td>23.05</td>\n",
+       "      <td>300050</td>\n",
+       "      <td>世纪鼎利</td>\n",
+       "      <td>4.45</td>\n",
+       "      <td>7.44亿</td>\n",
+       "      <td>1.63亿</td>\n",
+       "      <td>-10.82</td>\n",
+       "      <td>29.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
-       "      <td>600635</td>\n",
-       "      <td>大众公用</td>\n",
-       "      <td>3.89</td>\n",
-       "      <td>17.24亿</td>\n",
-       "      <td>4.00亿</td>\n",
-       "      <td>-9.11</td>\n",
-       "      <td>16.52</td>\n",
+       "      <td>600187</td>\n",
+       "      <td>国中水务</td>\n",
+       "      <td>2.60</td>\n",
+       "      <td>8.14亿</td>\n",
+       "      <td>3.09亿</td>\n",
+       "      <td>-10.03</td>\n",
+       "      <td>19.16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>4</td>\n",
-       "      <td>600834</td>\n",
-       "      <td>申通地铁</td>\n",
-       "      <td>8.87</td>\n",
-       "      <td>5.40亿</td>\n",
-       "      <td>5793.64万</td>\n",
-       "      <td>-8.56</td>\n",
-       "      <td>12.14</td>\n",
+       "      <td>603038</td>\n",
+       "      <td>华立股份</td>\n",
+       "      <td>7.76</td>\n",
+       "      <td>2.17亿</td>\n",
+       "      <td>2779.81万</td>\n",
+       "      <td>-9.98</td>\n",
+       "      <td>10.35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>5</td>\n",
-       "      <td>600686</td>\n",
-       "      <td>金龙汽车</td>\n",
-       "      <td>15.71</td>\n",
-       "      <td>35.81亿</td>\n",
-       "      <td>2.16亿</td>\n",
-       "      <td>-7.97</td>\n",
-       "      <td>30.10</td>\n",
+       "      <td>300106</td>\n",
+       "      <td>西部牧业</td>\n",
+       "      <td>7.79</td>\n",
+       "      <td>4.33亿</td>\n",
+       "      <td>5490.76万</td>\n",
+       "      <td>-9.10</td>\n",
+       "      <td>25.98</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -13986,72 +13306,72 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>653</th>\n",
-       "      <td>654</td>\n",
-       "      <td>301259</td>\n",
-       "      <td>艾布鲁</td>\n",
-       "      <td>25.71</td>\n",
-       "      <td>1.22亿</td>\n",
-       "      <td>489.85万</td>\n",
-       "      <td>12.47</td>\n",
-       "      <td>6.58</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>654</th>\n",
-       "      <td>655</td>\n",
-       "      <td>300542</td>\n",
-       "      <td>新晨科技</td>\n",
-       "      <td>14.19</td>\n",
-       "      <td>6.46亿</td>\n",
-       "      <td>4707.13万</td>\n",
-       "      <td>17.47</td>\n",
-       "      <td>19.28</td>\n",
+       "      <th>1126</th>\n",
+       "      <td>1127</td>\n",
+       "      <td>300521</td>\n",
+       "      <td>爱司凯</td>\n",
+       "      <td>11.66</td>\n",
+       "      <td>6814.63万</td>\n",
+       "      <td>607.43万</td>\n",
+       "      <td>19.96</td>\n",
+       "      <td>4.22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>655</th>\n",
-       "      <td>656</td>\n",
-       "      <td>300192</td>\n",
-       "      <td>科德教育</td>\n",
-       "      <td>11.42</td>\n",
-       "      <td>6.78亿</td>\n",
-       "      <td>6060.53万</td>\n",
-       "      <td>19.96</td>\n",
-       "      <td>26.40</td>\n",
+       "      <th>1127</th>\n",
+       "      <td>1128</td>\n",
+       "      <td>300438</td>\n",
+       "      <td>鹏辉能源</td>\n",
+       "      <td>27.19</td>\n",
+       "      <td>27.90亿</td>\n",
+       "      <td>1.07亿</td>\n",
+       "      <td>19.99</td>\n",
+       "      <td>26.47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1128</th>\n",
+       "      <td>1129</td>\n",
+       "      <td>301278</td>\n",
+       "      <td>快可电子</td>\n",
+       "      <td>34.58</td>\n",
+       "      <td>1.45亿</td>\n",
+       "      <td>436.73万</td>\n",
+       "      <td>19.99</td>\n",
+       "      <td>12.95</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>656</th>\n",
-       "      <td>657</td>\n",
-       "      <td>300061</td>\n",
-       "      <td>旗天科技</td>\n",
-       "      <td>8.71</td>\n",
-       "      <td>16.50亿</td>\n",
-       "      <td>1.98亿</td>\n",
-       "      <td>19.97</td>\n",
-       "      <td>32.04</td>\n",
+       "      <th>1129</th>\n",
+       "      <td>1130</td>\n",
+       "      <td>300562</td>\n",
+       "      <td>乐心医疗</td>\n",
+       "      <td>14.28</td>\n",
+       "      <td>11.13亿</td>\n",
+       "      <td>8116.64万</td>\n",
+       "      <td>20.00</td>\n",
+       "      <td>50.73</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>657</th>\n",
-       "      <td>658</td>\n",
-       "      <td>300169</td>\n",
-       "      <td>天晟新材</td>\n",
-       "      <td>5.94</td>\n",
-       "      <td>3.99亿</td>\n",
-       "      <td>7134.27万</td>\n",
+       "      <th>1130</th>\n",
+       "      <td>1131</td>\n",
+       "      <td>300686</td>\n",
+       "      <td>智动力</td>\n",
+       "      <td>9.24</td>\n",
+       "      <td>3.79亿</td>\n",
+       "      <td>4181.89万</td>\n",
        "      <td>20.00</td>\n",
-       "      <td>23.64</td>\n",
+       "      <td>21.05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>658 rows × 8 columns</p>\n",
+       "<p>1131 rows × 8 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 252,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 252
+   "execution_count": 6
   },
   {
    "metadata": {},
@@ -14325,8 +13645,8 @@
   {
    "metadata": {
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-     "end_time": "2024-07-31T14:39:58.951559Z",
-     "start_time": "2024-07-31T14:39:41.166797Z"
+     "end_time": "2024-08-29T14:30:09.099992Z",
+     "start_time": "2024-08-29T14:29:57.517954Z"
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@@ -14338,12 +13658,12 @@
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      "data": {
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@@ -14352,20 +13672,20 @@
     {
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-       "        序号    股票代码  股票简称    最新价  量价齐升天数   阶段涨幅  累计换手率    所属行业\n",
-       "0        1  000828  东莞控股  10.25       5  12.39   7.68  公路铁路运输\n",
-       "1        2  000880  潍柴重机  10.56       5  47.90  49.78   汽车零部件\n",
-       "2        3  002115  三维通信   4.49       5  13.38  12.84    通信服务\n",
-       "3        4  002614   奥佳华   5.62       5   8.91   5.22     小家电\n",
-       "4        5  600637  东方明珠   6.35       5   9.11   2.83    文化传媒\n",
-       "...    ...     ...   ...    ...     ...    ...    ...     ...\n",
-       "4454  4455  688793   倍轻松  33.54       1   1.39   4.42     小家电\n",
-       "4455  4456  688798  艾为电子  46.98       1   6.41   1.83     半导体\n",
-       "4456  4457  688799  华纳药厂  39.19       1   4.23   0.50    化学制药\n",
-       "4457  4458  688800   瑞可达  25.78       1   4.58   1.25    其他电子\n",
-       "4458  4459  688819  天能股份  22.56       1   4.93   0.23      电池\n",
+       "        序号    股票代码  股票简称    最新价  量价齐升天数   阶段涨幅  累计换手率     所属行业\n",
+       "0        1  002312  川发龙蟒   7.19       5  16.16  11.02     农化制品\n",
+       "1        2  002378  章源钨业   5.73       4   8.73   5.88      小金属\n",
+       "2        3  002991  甘源食品  51.60       4   7.75   7.93   食品加工制造\n",
+       "3        4  300124  汇川技术  43.87       4   9.95   2.92    自动化设备\n",
+       "4        5  300211  亿通科技   6.19       4  20.19  39.18     通用设备\n",
+       "...    ...     ...   ...    ...     ...    ...    ...      ...\n",
+       "2673  2674  688779  五矿新能   4.47       1   3.71   0.69       电池\n",
+       "2674  2675  688787  海天瑞声  42.21       1   0.72   1.33     IT服务\n",
+       "2675  2676  688788  科思科技  22.39       1   1.04   0.14     军工电子\n",
+       "2676  2677  688800   瑞可达  21.86       1   3.41   0.81     其他电子\n",
+       "2677  2678  689009  九号公司  48.02       1   4.16   0.97  汽车服务及其他\n",
        "\n",
-       "[4459 rows x 8 columns]"
+       "[2678 rows x 8 columns]"
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@@ -14400,57 +13720,57 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
-       "      <td>000828</td>\n",
-       "      <td>东莞控股</td>\n",
-       "      <td>10.25</td>\n",
+       "      <td>002312</td>\n",
+       "      <td>川发龙蟒</td>\n",
+       "      <td>7.19</td>\n",
        "      <td>5</td>\n",
-       "      <td>12.39</td>\n",
-       "      <td>7.68</td>\n",
-       "      <td>公路铁路运输</td>\n",
+       "      <td>16.16</td>\n",
+       "      <td>11.02</td>\n",
+       "      <td>农化制品</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
-       "      <td>000880</td>\n",
-       "      <td>潍柴重机</td>\n",
-       "      <td>10.56</td>\n",
-       "      <td>5</td>\n",
-       "      <td>47.90</td>\n",
-       "      <td>49.78</td>\n",
-       "      <td>汽车零部件</td>\n",
+       "      <td>002378</td>\n",
+       "      <td>章源钨业</td>\n",
+       "      <td>5.73</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8.73</td>\n",
+       "      <td>5.88</td>\n",
+       "      <td>小金属</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
-       "      <td>002115</td>\n",
-       "      <td>三维通信</td>\n",
-       "      <td>4.49</td>\n",
-       "      <td>5</td>\n",
-       "      <td>13.38</td>\n",
-       "      <td>12.84</td>\n",
-       "      <td>通信服务</td>\n",
+       "      <td>002991</td>\n",
+       "      <td>甘源食品</td>\n",
+       "      <td>51.60</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7.75</td>\n",
+       "      <td>7.93</td>\n",
+       "      <td>食品加工制造</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>4</td>\n",
-       "      <td>002614</td>\n",
-       "      <td>奥佳华</td>\n",
-       "      <td>5.62</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.91</td>\n",
-       "      <td>5.22</td>\n",
-       "      <td>小家电</td>\n",
+       "      <td>300124</td>\n",
+       "      <td>汇川技术</td>\n",
+       "      <td>43.87</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9.95</td>\n",
+       "      <td>2.92</td>\n",
+       "      <td>自动化设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>5</td>\n",
-       "      <td>600637</td>\n",
-       "      <td>东方明珠</td>\n",
-       "      <td>6.35</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.11</td>\n",
-       "      <td>2.83</td>\n",
-       "      <td>文化传媒</td>\n",
+       "      <td>300211</td>\n",
+       "      <td>亿通科技</td>\n",
+       "      <td>6.19</td>\n",
+       "      <td>4</td>\n",
+       "      <td>20.19</td>\n",
+       "      <td>39.18</td>\n",
+       "      <td>通用设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -14464,72 +13784,72 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4454</th>\n",
-       "      <td>4455</td>\n",
-       "      <td>688793</td>\n",
-       "      <td>倍轻松</td>\n",
-       "      <td>33.54</td>\n",
+       "      <th>2673</th>\n",
+       "      <td>2674</td>\n",
+       "      <td>688779</td>\n",
+       "      <td>五矿新能</td>\n",
+       "      <td>4.47</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.39</td>\n",
-       "      <td>4.42</td>\n",
-       "      <td>小家电</td>\n",
+       "      <td>3.71</td>\n",
+       "      <td>0.69</td>\n",
+       "      <td>电池</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4455</th>\n",
-       "      <td>4456</td>\n",
-       "      <td>688798</td>\n",
-       "      <td>艾为电子</td>\n",
-       "      <td>46.98</td>\n",
+       "      <th>2674</th>\n",
+       "      <td>2675</td>\n",
+       "      <td>688787</td>\n",
+       "      <td>海天瑞声</td>\n",
+       "      <td>42.21</td>\n",
        "      <td>1</td>\n",
-       "      <td>6.41</td>\n",
-       "      <td>1.83</td>\n",
-       "      <td>半导体</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>1.33</td>\n",
+       "      <td>IT服务</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4456</th>\n",
-       "      <td>4457</td>\n",
-       "      <td>688799</td>\n",
-       "      <td>华纳药厂</td>\n",
-       "      <td>39.19</td>\n",
+       "      <th>2675</th>\n",
+       "      <td>2676</td>\n",
+       "      <td>688788</td>\n",
+       "      <td>科思科技</td>\n",
+       "      <td>22.39</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.23</td>\n",
-       "      <td>0.50</td>\n",
-       "      <td>化学制药</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>0.14</td>\n",
+       "      <td>军工电子</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4457</th>\n",
-       "      <td>4458</td>\n",
+       "      <th>2676</th>\n",
+       "      <td>2677</td>\n",
        "      <td>688800</td>\n",
        "      <td>瑞可达</td>\n",
-       "      <td>25.78</td>\n",
+       "      <td>21.86</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.58</td>\n",
-       "      <td>1.25</td>\n",
+       "      <td>3.41</td>\n",
+       "      <td>0.81</td>\n",
        "      <td>其他电子</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4458</th>\n",
-       "      <td>4459</td>\n",
-       "      <td>688819</td>\n",
-       "      <td>天能股份</td>\n",
-       "      <td>22.56</td>\n",
+       "      <th>2677</th>\n",
+       "      <td>2678</td>\n",
+       "      <td>689009</td>\n",
+       "      <td>九号公司</td>\n",
+       "      <td>48.02</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.93</td>\n",
-       "      <td>0.23</td>\n",
-       "      <td>电池</td>\n",
+       "      <td>4.16</td>\n",
+       "      <td>0.97</td>\n",
+       "      <td>汽车服务及其他</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>4459 rows × 8 columns</p>\n",
+       "<p>2678 rows × 8 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 255,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
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    ],
-   "execution_count": 255
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@@ -14564,8 +13884,8 @@
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-     "start_time": "2024-07-31T14:40:13.285279Z"
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@@ -14577,12 +13897,12 @@
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@@ -14591,20 +13911,20 @@
     {
      "data": {
       "text/plain": [
-       "    序号    股票代码   股票简称    最新价  量价齐跌天数   阶段涨幅  累计换手率  所属行业\n",
-       "0    1  301016    雷尔伟  21.78       4 -22.05  51.02  轨交设备\n",
-       "1    2  300851   交大思诺  25.59       4  -7.95  32.63  轨交设备\n",
-       "2    3  300240    飞力达   6.97       3 -14.27  67.65    物流\n",
-       "3    4  600462  *ST九有   1.34       2  -1.47   3.09  文化传媒\n",
-       "4    5  003029   吉大正元  18.48       2  -5.57  18.74  软件开发\n",
-       "..  ..     ...    ...    ...     ...    ...    ...   ...\n",
-       "88  89  300177    中海达   7.49       1  -2.98  21.21  军工电子\n",
-       "89  90  300159   新研股份   2.57       1  -1.91  18.65  专用设备\n",
-       "90  91  300117  *ST嘉寓   1.37       1  -0.73   4.30  建筑装饰\n",
-       "91  92  300108  *ST吉药   1.70       1  -0.58   7.65    中药\n",
-       "92  93  300072   海新能科   2.17       1  -0.91   1.61  化学制品\n",
+       "      序号    股票代码  股票简称    最新价  量价齐跌天数   阶段涨幅   累计换手率    所属行业\n",
+       "0      1  600817  宇通重工  10.13       7 -28.91   34.58    环保设备\n",
+       "1      2  000755  山西高速   4.30       4 -26.99   31.76  公路铁路运输\n",
+       "2      3  001298   好上好  23.14       4 -18.78  103.14    其他电子\n",
+       "3      4  300027  华谊兄弟   1.93       4 -19.58   43.92    影视院线\n",
+       "4      5  300264  佳创视讯   4.20       4  -7.69   22.98    IT服务\n",
+       "..   ...     ...   ...    ...     ...    ...     ...     ...\n",
+       "408  409  688251  井松智能  14.58       1  -2.21   11.48    通用设备\n",
+       "409  410  688377   迪威尔  12.45       1  -2.66    2.79    专用设备\n",
+       "410  411  688528  秦川物联   6.77       1  -0.44    0.35    通用设备\n",
+       "411  412  688538  和辉光电   2.05       1  -0.97    0.37   光学光电子\n",
+       "412  413  688576  西山科技  52.13       1  -0.65    2.86    医疗器械\n",
        "\n",
-       "[93 rows x 8 columns]"
+       "[413 rows x 8 columns]"
       ],
       "text/html": [
        "<div>\n",
@@ -14639,57 +13959,57 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1</td>\n",
-       "      <td>301016</td>\n",
-       "      <td>雷尔伟</td>\n",
-       "      <td>21.78</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-22.05</td>\n",
-       "      <td>51.02</td>\n",
-       "      <td>轨交设备</td>\n",
+       "      <td>600817</td>\n",
+       "      <td>宇通重工</td>\n",
+       "      <td>10.13</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-28.91</td>\n",
+       "      <td>34.58</td>\n",
+       "      <td>环保设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2</td>\n",
-       "      <td>300851</td>\n",
-       "      <td>交大思诺</td>\n",
-       "      <td>25.59</td>\n",
+       "      <td>000755</td>\n",
+       "      <td>山西高速</td>\n",
+       "      <td>4.30</td>\n",
        "      <td>4</td>\n",
-       "      <td>-7.95</td>\n",
-       "      <td>32.63</td>\n",
-       "      <td>轨交设备</td>\n",
+       "      <td>-26.99</td>\n",
+       "      <td>31.76</td>\n",
+       "      <td>公路铁路运输</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
-       "      <td>300240</td>\n",
-       "      <td>飞力达</td>\n",
-       "      <td>6.97</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-14.27</td>\n",
-       "      <td>67.65</td>\n",
-       "      <td>物流</td>\n",
+       "      <td>001298</td>\n",
+       "      <td>好上好</td>\n",
+       "      <td>23.14</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-18.78</td>\n",
+       "      <td>103.14</td>\n",
+       "      <td>其他电子</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>4</td>\n",
-       "      <td>600462</td>\n",
-       "      <td>*ST九有</td>\n",
-       "      <td>1.34</td>\n",
-       "      <td>2</td>\n",
-       "      <td>-1.47</td>\n",
-       "      <td>3.09</td>\n",
-       "      <td>文化传媒</td>\n",
+       "      <td>300027</td>\n",
+       "      <td>华谊兄弟</td>\n",
+       "      <td>1.93</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-19.58</td>\n",
+       "      <td>43.92</td>\n",
+       "      <td>影视院线</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>5</td>\n",
-       "      <td>003029</td>\n",
-       "      <td>吉大正元</td>\n",
-       "      <td>18.48</td>\n",
-       "      <td>2</td>\n",
-       "      <td>-5.57</td>\n",
-       "      <td>18.74</td>\n",
-       "      <td>软件开发</td>\n",
+       "      <td>300264</td>\n",
+       "      <td>佳创视讯</td>\n",
+       "      <td>4.20</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-7.69</td>\n",
+       "      <td>22.98</td>\n",
+       "      <td>IT服务</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -14703,72 +14023,72 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>89</td>\n",
-       "      <td>300177</td>\n",
-       "      <td>中海达</td>\n",
-       "      <td>7.49</td>\n",
+       "      <th>408</th>\n",
+       "      <td>409</td>\n",
+       "      <td>688251</td>\n",
+       "      <td>井松智能</td>\n",
+       "      <td>14.58</td>\n",
        "      <td>1</td>\n",
-       "      <td>-2.98</td>\n",
-       "      <td>21.21</td>\n",
-       "      <td>军工电子</td>\n",
+       "      <td>-2.21</td>\n",
+       "      <td>11.48</td>\n",
+       "      <td>通用设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>90</td>\n",
-       "      <td>300159</td>\n",
-       "      <td>新研股份</td>\n",
-       "      <td>2.57</td>\n",
+       "      <th>409</th>\n",
+       "      <td>410</td>\n",
+       "      <td>688377</td>\n",
+       "      <td>迪威尔</td>\n",
+       "      <td>12.45</td>\n",
        "      <td>1</td>\n",
-       "      <td>-1.91</td>\n",
-       "      <td>18.65</td>\n",
+       "      <td>-2.66</td>\n",
+       "      <td>2.79</td>\n",
        "      <td>专用设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>90</th>\n",
-       "      <td>91</td>\n",
-       "      <td>300117</td>\n",
-       "      <td>*ST嘉寓</td>\n",
-       "      <td>1.37</td>\n",
+       "      <th>410</th>\n",
+       "      <td>411</td>\n",
+       "      <td>688528</td>\n",
+       "      <td>秦川物联</td>\n",
+       "      <td>6.77</td>\n",
        "      <td>1</td>\n",
-       "      <td>-0.73</td>\n",
-       "      <td>4.30</td>\n",
-       "      <td>建筑装饰</td>\n",
+       "      <td>-0.44</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td>通用设备</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>91</th>\n",
-       "      <td>92</td>\n",
-       "      <td>300108</td>\n",
-       "      <td>*ST吉药</td>\n",
-       "      <td>1.70</td>\n",
+       "      <th>411</th>\n",
+       "      <td>412</td>\n",
+       "      <td>688538</td>\n",
+       "      <td>和辉光电</td>\n",
+       "      <td>2.05</td>\n",
        "      <td>1</td>\n",
-       "      <td>-0.58</td>\n",
-       "      <td>7.65</td>\n",
-       "      <td>中药</td>\n",
+       "      <td>-0.97</td>\n",
+       "      <td>0.37</td>\n",
+       "      <td>光学光电子</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>92</th>\n",
-       "      <td>93</td>\n",
-       "      <td>300072</td>\n",
-       "      <td>海新能科</td>\n",
-       "      <td>2.17</td>\n",
+       "      <th>412</th>\n",
+       "      <td>413</td>\n",
+       "      <td>688576</td>\n",
+       "      <td>西山科技</td>\n",
+       "      <td>52.13</td>\n",
        "      <td>1</td>\n",
-       "      <td>-0.91</td>\n",
-       "      <td>1.61</td>\n",
-       "      <td>化学制品</td>\n",
+       "      <td>-0.65</td>\n",
+       "      <td>2.86</td>\n",
+       "      <td>医疗器械</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>93 rows × 8 columns</p>\n",
+       "<p>413 rows × 8 columns</p>\n",
        "</div>"
       ]
      },
-     "execution_count": 256,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 256
+   "execution_count": 8
   },
   {
    "metadata": {},