diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index fd45114..6d59da9 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,12 +3,10 @@
   <component name="ChangeListManager">
     <list default="true" id="311b2ca6-c61f-420a-ac4b-1d5ac01d3717" name="Default Changelist" comment="">
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/analyse_of_King_glory/all_hero_deal.py" beforeDir="false" afterPath="$PROJECT_DIR$/analyse_of_King_glory/all_hero_deal.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/analyse_of_King_glory/all_hero_init_attr_our.csv" beforeDir="false" afterPath="$PROJECT_DIR$/analyse_of_King_glory/all_hero_init_attr_our.csv" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/analyse_of_King_glory/em.py" beforeDir="false" afterPath="$PROJECT_DIR$/analyse_of_King_glory/em.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/analyse_of_King_glory/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/analyse_of_King_glory/main.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/boss_spider/config.py" beforeDir="false" afterPath="$PROJECT_DIR$/boss_spider/config.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/nvshendahui/app/templates/index.html" beforeDir="false" afterPath="$PROJECT_DIR$/nvshendahui/app/templates/index.html" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/boss_spider/.ipynb_checkpoints/boss_job-checkpoint.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/boss_spider/.ipynb_checkpoints/boss_job-checkpoint.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/boss_spider/boss_job.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/boss_spider/boss_job.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/boss_spider/job_analyse.py" beforeDir="false" afterPath="$PROJECT_DIR$/boss_spider/job_analyse.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/college/analyse.py" beforeDir="false" afterPath="$PROJECT_DIR$/college/analyse.py" afterDir="false" />
     </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -78,6 +76,10 @@
     <property name="last_opened_file_path" value="$PROJECT_DIR$/../weibo_spider" />
   </component>
   <component name="RecentsManager">
+    <key name="MoveFile.RECENT_KEYS">
+      <recent name="C:\Work\code\Python\data_combat\nvshendahui\app" />
+      <recent name="C:\Work\code\Python\data_combat\nvshendahui\statics" />
+    </key>
     <key name="CopyFile.RECENT_KEYS">
       <recent name="C:\Work\code\Python\data_combat\boss_spider" />
       <recent name="C:\Work\code\Python\data_combat\you163_spider" />
@@ -85,10 +87,6 @@
       <recent name="C:\Work\code\Python\data_combat\nvshendahui\app\static\css" />
       <recent name="C:\Work\code\Python\data_combat\nvshendahui\app\data" />
     </key>
-    <key name="MoveFile.RECENT_KEYS">
-      <recent name="C:\Work\code\Python\data_combat\nvshendahui\app" />
-      <recent name="C:\Work\code\Python\data_combat\nvshendahui\statics" />
-    </key>
   </component>
   <component name="RunDashboard">
     <option name="ruleStates">
@@ -277,7 +275,7 @@
       <workItem from="1570760817575" duration="10766000" />
       <workItem from="1571017473948" duration="5000" />
       <workItem from="1571017537651" duration="18290000" />
-      <workItem from="1571883393094" duration="40695000" />
+      <workItem from="1571883393094" duration="46989000" />
     </task>
     <servers />
   </component>
diff --git a/boss_spider/.ipynb_checkpoints/boss_job-checkpoint.ipynb b/boss_spider/.ipynb_checkpoints/boss_job-checkpoint.ipynb
index 646a26f..96e2942 100644
--- a/boss_spider/.ipynb_checkpoints/boss_job-checkpoint.ipynb
+++ b/boss_spider/.ipynb_checkpoints/boss_job-checkpoint.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,9 +14,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 9,
    "metadata": {
-    "collapsed": true
+    "scrolled": true
    },
    "outputs": [
     {
@@ -219,7 +219,7 @@
        "[1167 rows x 9 columns]"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -231,7 +231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 10,
    "metadata": {
     "scrolled": true
    },
@@ -249,7 +249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 11,
    "metadata": {
     "scrolled": true
    },
@@ -310,7 +310,7 @@
    "cell_type": "code",
    "execution_count": 106,
    "metadata": {
-    "scrolled": true
+    "collapsed": true
    },
    "outputs": [
     {
@@ -389,7 +389,9 @@
   {
    "cell_type": "code",
    "execution_count": 107,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "data": {
@@ -414,14 +416,14 @@
     }
    ],
    "source": [
-    "xian_java\n"
+    "xian_java"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 108,
    "metadata": {
-    "scrolled": true
+    "collapsed": true
    },
    "outputs": [
     {
@@ -492,7 +494,9 @@
   {
    "cell_type": "code",
    "execution_count": 109,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "data": {
@@ -522,7 +526,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 12,
    "metadata": {
     "scrolled": false
    },
@@ -538,14 +542,14 @@
        "    });\n",
        "</script>\n",
        "\n",
-       "    <div id=\"ff5ef49591e04534a2df92ab1c0ddea3\" style=\"width:900px; height:500px;\"></div>\n",
+       "    <div id=\"6355c1ecb4054c0097ecc4390e71070b\" style=\"width:900px; height:500px;\"></div>\n",
        "\n",
        "\n",
        "<script>\n",
        "    require(['echarts'], function(echarts) {\n",
-       "        var chart_ff5ef49591e04534a2df92ab1c0ddea3 = echarts.init(\n",
-       "            document.getElementById('ff5ef49591e04534a2df92ab1c0ddea3'), 'white', {renderer: 'canvas'});\n",
-       "        var option_ff5ef49591e04534a2df92ab1c0ddea3 = {\n",
+       "        var chart_6355c1ecb4054c0097ecc4390e71070b = echarts.init(\n",
+       "            document.getElementById('6355c1ecb4054c0097ecc4390e71070b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_6355c1ecb4054c0097ecc4390e71070b = {\n",
        "    \"color\": [\n",
        "        \"#c23531\",\n",
        "        \"#2f4554\",\n",
@@ -879,15 +883,15 @@
        "        }\n",
        "    ]\n",
        "};\n",
-       "        chart_ff5ef49591e04534a2df92ab1c0ddea3.setOption(option_ff5ef49591e04534a2df92ab1c0ddea3);\n",
+       "        chart_6355c1ecb4054c0097ecc4390e71070b.setOption(option_6355c1ecb4054c0097ecc4390e71070b);\n",
        "    });\n",
        "</script>\n"
       ],
       "text/plain": [
-       "<pyecharts.render.display.HTML at 0x14be4d0>"
+       "<pyecharts.render.display.HTML at 0x114cff90>"
       ]
      },
-     "execution_count": 112,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -920,61 +924,122 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 130,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
-    "provinces = ['北京', '上海', '广州', '深圳', '成都', '杭州', '南京', '武汉', '西安']\n",
-    "provinces2 = ['北京', '上海', '广东', '四川', '浙江', '江苏', '湖北', '陕西']"
+    "provinces = ['北京', '上海', '广州', '深圳', '成都', '杭州', '南京', '武汉', '西安']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [],
    "source": [
-    "Python_values = ['25.1',\n",
+    "Python_values = [\n",
+    "    '25.1',\n",
     "'24.5',\n",
     "'14.5',\n",
     "'25.3',\n",
+    "'13.9',\n",
     "'14.9',\n",
     "'14.4',\n",
     "'12.4',\n",
-    "'13.4',\n",
+    "'13.4'\n",
+    "]\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Java_values = [\n",
+    "    '14.7',\n",
+    "'32.4',\n",
+    "'16.5',\n",
+    "'14.5',\n",
+    "'15.9',\n",
+    "'32.8',\n",
+    "'15.4',\n",
+    "'15.3',\n",
+    "'15.7'\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataanalyse_values = [\n",
+    "    '24.6',\n",
+    "'15.8',\n",
+    "'14.6',\n",
+    "'32.6',\n",
+    "'5.5',\n",
+    "'14.6',\n",
+    "'9.2',\n",
+    "'5.6',\n",
+    "'7.8'\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "product_values = [\n",
+    "'32.7',\n",
+    "'23.3',\n",
+    "'17.2',\n",
+    "'25.9',\n",
+    "'16.1',\n",
+    "'24.9',\n",
+    "'25',\n",
+    "'18',\n",
+    "'15.6'\n",
     "]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[['北京', '25.1'],\n",
-       " ['上海', '24.5'],\n",
-       " ['广东', '14.5'],\n",
-       " ['四川', '25.3'],\n",
-       " ['浙江', '14.9'],\n",
-       " ['江苏', '14.4'],\n",
-       " ['湖北', '12.4'],\n",
-       " ['陕西', '13.4']]"
+       "[24.275000000000002,\n",
+       " 24.0,\n",
+       " 15.7,\n",
+       " 24.575000000000003,\n",
+       " 12.85,\n",
+       " 21.799999999999997,\n",
+       " 16.0,\n",
+       " 12.825000000000001,\n",
+       " 13.125]"
       ]
      },
-     "execution_count": 132,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "[list(z) for z in zip(provinces2, Python_values)]"
+    "total_values = [(float(Python_values[i]) + float(Java_values[i]) + float(dataanalyse_values[i]) + float(product_values[i]))/4 for i in range(0, len(Python_values))]\n",
+    "total_values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 149,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -985,8 +1050,8 @@
     "        .add(\"\", [list(z) for z in zip(provinces, Python_values)])\n",
     "        .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
     "        .set_global_opts(\n",
-    "            visualmap_opts=opts.VisualMapOpts(is_piecewise=True, max_=26, min_=10),\n",
-    "            title_opts=opts.TitleOpts(title=\"Python 招聘薪资情况\"),\n",
+    "            visualmap_opts=opts.VisualMapOpts(is_piecewise=True, max_=26, min_=12),\n",
+    "            title_opts=opts.TitleOpts(title=\"Python 需求情况\"),\n",
     "        )\n",
     "    )\n",
     "    return c"
@@ -994,7 +1059,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -1008,14 +1073,14 @@
        "    });\n",
        "</script>\n",
        "\n",
-       "    <div id=\"b06dee25b48e40e399ca79805a9278a5\" style=\"width:900px; height:500px;\"></div>\n",
+       "    <div id=\"87c34001a7f745399819fb66784d19a3\" style=\"width:900px; height:500px;\"></div>\n",
        "\n",
        "\n",
        "<script>\n",
        "    require(['echarts', 'china'], function(echarts) {\n",
-       "        var chart_b06dee25b48e40e399ca79805a9278a5 = echarts.init(\n",
-       "            document.getElementById('b06dee25b48e40e399ca79805a9278a5'), 'white', {renderer: 'canvas'});\n",
-       "        var option_b06dee25b48e40e399ca79805a9278a5 = {\n",
+       "        var chart_87c34001a7f745399819fb66784d19a3 = echarts.init(\n",
+       "            document.getElementById('87c34001a7f745399819fb66784d19a3'), 'white', {renderer: 'canvas'});\n",
+       "        var option_87c34001a7f745399819fb66784d19a3 = {\n",
        "    \"color\": [\n",
        "        \"#c23531\",\n",
        "        \"#2f4554\",\n",
@@ -1085,7 +1150,7 @@
        "                    \"value\": [\n",
        "                        104.06,\n",
        "                        30.67,\n",
-       "                        \"14.9\"\n",
+       "                        \"13.9\"\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1093,7 +1158,7 @@
        "                    \"value\": [\n",
        "                        120.19,\n",
        "                        30.26,\n",
-       "                        \"14.4\"\n",
+       "                        \"14.9\"\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1101,7 +1166,7 @@
        "                    \"value\": [\n",
        "                        118.78,\n",
        "                        32.04,\n",
-       "                        \"12.4\"\n",
+       "                        \"14.4\"\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1109,6 +1174,14 @@
        "                    \"value\": [\n",
        "                        114.31,\n",
        "                        30.52,\n",
+       "                        \"12.4\"\n",
+       "                    ]\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u897f\\u5b89\",\n",
+       "                    \"value\": [\n",
+       "                        108.95,\n",
+       "                        34.27,\n",
        "                        \"13.4\"\n",
        "                    ]\n",
        "                }\n",
@@ -1152,12 +1225,12 @@
        "    },\n",
        "    \"title\": [\n",
        "        {\n",
-       "            \"text\": \"Python \\u62db\\u8058\\u85aa\\u8d44\\u60c5\\u51b5\"\n",
+       "            \"text\": \"Python \\u9700\\u6c42\\u60c5\\u51b5\"\n",
        "        }\n",
        "    ],\n",
        "    \"visualMap\": {\n",
        "        \"type\": \"piecewise\",\n",
-       "        \"min\": 10,\n",
+       "        \"min\": 12,\n",
        "        \"max\": 26,\n",
        "        \"inRange\": {\n",
        "            \"color\": [\n",
@@ -1177,15 +1250,15 @@
        "        \"emphasis\": {}\n",
        "    }\n",
        "};\n",
-       "        chart_b06dee25b48e40e399ca79805a9278a5.setOption(option_b06dee25b48e40e399ca79805a9278a5);\n",
+       "        chart_87c34001a7f745399819fb66784d19a3.setOption(option_87c34001a7f745399819fb66784d19a3);\n",
        "    });\n",
        "</script>\n"
       ],
       "text/plain": [
-       "<pyecharts.render.display.HTML at 0x15ae970>"
+       "<pyecharts.render.display.HTML at 0x115236f0>"
       ]
      },
-     "execution_count": 150,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1196,7 +1269,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1204,11 +1277,11 @@
     "    c = (\n",
     "        Geo()\n",
     "        .add_schema(maptype=\"china\")\n",
-    "        .add(\"\", [list(z) for z in zip(provinces, Python_values)], type_=ChartType.HEATMAP,)\n",
+    "        .add(\"\", [list(z) for z in zip(provinces, total_values)], type_=ChartType.HEATMAP,)\n",
     "        .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
     "        .set_global_opts(\n",
-    "            visualmap_opts=opts.VisualMapOpts(is_piecewise=False, max_=26, min_=10),\n",
-    "            title_opts=opts.TitleOpts(title=\"Python 招聘薪资情况\"),\n",
+    "            visualmap_opts=opts.VisualMapOpts(is_piecewise=False, max_=25, min_=12),\n",
+    "            title_opts=opts.TitleOpts(title=\"需求热力图\"),\n",
     "        )\n",
     "    )\n",
     "    return c"
@@ -1216,7 +1289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -1230,14 +1303,14 @@
        "    });\n",
        "</script>\n",
        "\n",
-       "    <div id=\"3ba08e5f0d264c00bae90e70b1470d5f\" style=\"width:900px; height:500px;\"></div>\n",
+       "    <div id=\"eda7cf36d5b44c4c91ab9ba93bd2f27b\" style=\"width:900px; height:500px;\"></div>\n",
        "\n",
        "\n",
        "<script>\n",
        "    require(['echarts', 'china'], function(echarts) {\n",
-       "        var chart_3ba08e5f0d264c00bae90e70b1470d5f = echarts.init(\n",
-       "            document.getElementById('3ba08e5f0d264c00bae90e70b1470d5f'), 'white', {renderer: 'canvas'});\n",
-       "        var option_3ba08e5f0d264c00bae90e70b1470d5f = {\n",
+       "        var chart_eda7cf36d5b44c4c91ab9ba93bd2f27b = echarts.init(\n",
+       "            document.getElementById('eda7cf36d5b44c4c91ab9ba93bd2f27b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_eda7cf36d5b44c4c91ab9ba93bd2f27b = {\n",
        "    \"color\": [\n",
        "        \"#c23531\",\n",
        "        \"#2f4554\",\n",
@@ -1274,7 +1347,7 @@
        "                    \"value\": [\n",
        "                        116.407526,\n",
        "                        39.90403,\n",
-       "                        \"25.1\"\n",
+       "                        24.275000000000002\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1282,7 +1355,7 @@
        "                    \"value\": [\n",
        "                        121.473701,\n",
        "                        31.230416,\n",
-       "                        \"24.5\"\n",
+       "                        24.0\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1290,7 +1363,7 @@
        "                    \"value\": [\n",
        "                        113.23,\n",
        "                        23.16,\n",
-       "                        \"14.5\"\n",
+       "                        15.7\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1298,7 +1371,7 @@
        "                    \"value\": [\n",
        "                        114.07,\n",
        "                        22.62,\n",
-       "                        \"25.3\"\n",
+       "                        24.575000000000003\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1306,7 +1379,7 @@
        "                    \"value\": [\n",
        "                        104.06,\n",
        "                        30.67,\n",
-       "                        \"14.9\"\n",
+       "                        12.85\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1314,7 +1387,7 @@
        "                    \"value\": [\n",
        "                        120.19,\n",
        "                        30.26,\n",
-       "                        \"14.4\"\n",
+       "                        21.799999999999997\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1322,7 +1395,7 @@
        "                    \"value\": [\n",
        "                        118.78,\n",
        "                        32.04,\n",
-       "                        \"12.4\"\n",
+       "                        16.0\n",
        "                    ]\n",
        "                },\n",
        "                {\n",
@@ -1330,7 +1403,15 @@
        "                    \"value\": [\n",
        "                        114.31,\n",
        "                        30.52,\n",
-       "                        \"13.4\"\n",
+       "                        12.825000000000001\n",
+       "                    ]\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u897f\\u5b89\",\n",
+       "                    \"value\": [\n",
+       "                        108.95,\n",
+       "                        34.27,\n",
+       "                        13.125\n",
        "                    ]\n",
        "                }\n",
        "            ],\n",
@@ -1373,13 +1454,13 @@
        "    },\n",
        "    \"title\": [\n",
        "        {\n",
-       "            \"text\": \"Python \\u62db\\u8058\\u85aa\\u8d44\\u60c5\\u51b5\"\n",
+       "            \"text\": \"\\u9700\\u6c42\\u70ed\\u529b\\u56fe\"\n",
        "        }\n",
        "    ],\n",
        "    \"visualMap\": {\n",
        "        \"type\": \"continuous\",\n",
-       "        \"min\": 10,\n",
-       "        \"max\": 26,\n",
+       "        \"min\": 12,\n",
+       "        \"max\": 25,\n",
        "        \"inRange\": {\n",
        "            \"color\": [\n",
        "                \"#50a3ba\",\n",
@@ -1398,15 +1479,15 @@
        "        \"emphasis\": {}\n",
        "    }\n",
        "};\n",
-       "        chart_3ba08e5f0d264c00bae90e70b1470d5f.setOption(option_3ba08e5f0d264c00bae90e70b1470d5f);\n",
+       "        chart_eda7cf36d5b44c4c91ab9ba93bd2f27b.setOption(option_eda7cf36d5b44c4c91ab9ba93bd2f27b);\n",
        "    });\n",
        "</script>\n"
       ],
       "text/plain": [
-       "<pyecharts.render.display.HTML at 0x164dd90>"
+       "<pyecharts.render.display.HTML at 0x67ed5f0>"
       ]
      },
-     "execution_count": 154,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1417,7 +1498,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 216,
+   "execution_count": 58,
    "metadata": {
     "scrolled": true
    },
@@ -1443,7 +1524,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 217,
+   "execution_count": 59,
    "metadata": {
     "scrolled": true
    },
@@ -1459,95 +1540,95 @@
        " ('金融产品经理', 4),\n",
        " ('后台产品经理', 3),\n",
        " ('用户产品经理', 3),\n",
-       " ('财务产品经理', 3),\n",
        " ('移动产品经理', 3),\n",
+       " ('财务产品经理', 3),\n",
        " ('商业化产品经理', 2),\n",
+       " ('资深产品经理', 2),\n",
+       " ('广告产品经理', 2),\n",
+       " ('CRM产品经理', 2),\n",
+       " ('增长产品经理', 2),\n",
        " ('搜索产品经理', 2),\n",
+       " ('黄金流程产品经理', 2),\n",
+       " ('平台产品经理', 2),\n",
        " ('用户增长产品经理', 2),\n",
+       " ('APP产品经理', 2),\n",
        " ('C端产品经理', 2),\n",
        " ('社区产品经理', 2),\n",
-       " ('平台产品经理', 2),\n",
-       " ('黄金流程产品经理', 2),\n",
-       " ('资深产品经理', 2),\n",
-       " ('APP产品经理', 2),\n",
-       " ('CRM产品经理', 2),\n",
-       " ('增长产品经理', 2),\n",
-       " ('广告产品经理', 2),\n",
-       " ('产品经理 (MJ000472)', 1),\n",
-       " ('产品经理-北美业务', 1),\n",
-       " ('信息化产品经理', 1),\n",
-       " ('社区/用户运营产品经理', 1),\n",
-       " ('产品经理-电商', 1),\n",
-       " ('产品经理-BI方向', 1),\n",
-       " ('产品经理（前端）', 1),\n",
-       " ('算法产品经理', 1),\n",
-       " ('用户端产品经理（金融）', 1),\n",
-       " ('策略产品经理（北京）', 1),\n",
-       " ('高级产品经理（转化）', 1),\n",
-       " ('直播产品经理', 1),\n",
-       " ('产品经理-可视化', 1),\n",
-       " ('高级客户端产品经理', 1),\n",
-       " ('ELD产品经理', 1),\n",
+       " ('产品经理(J16880)', 1),\n",
        " ('高级CRM产品经理', 1),\n",
-       " ('开放平台产品经理', 1),\n",
-       " ('物流产品经理', 1),\n",
-       " ('高级社区产品经理', 1),\n",
+       " ('大数据产品经理', 1),\n",
        " ('ERP产品经理', 1),\n",
-       " ('分期商城产品经理', 1),\n",
-       " ('车载产品经理', 1),\n",
-       " ('支付产品经理', 1),\n",
+       " ('ELD产品经理', 1),\n",
+       " ('高级地图产品经理', 1),\n",
+       " ('营销产品经理', 1),\n",
        " ('高级数据产品经理', 1),\n",
-       " ('医疗产品经理', 1),\n",
-       " ('京东产品经理', 1),\n",
-       " ('调度策略产品经理（北京）', 1),\n",
-       " ('产品经理(J16880)', 1),\n",
-       " ('文娱-用户产品经理', 1),\n",
-       " ('大数据产品经理', 1),\n",
-       " ('高级策略产品经理', 1),\n",
-       " ('产品经理（边缘计算方向）', 1),\n",
-       " ('商业策略产品经理', 1),\n",
-       " ('gis产品经理', 1),\n",
-       " ('推荐产品经理', 1),\n",
-       " ('高级增长产品经理', 1),\n",
        " ('BI产品经理', 1),\n",
+       " ('ToB产品经理', 1),\n",
        " ('高级用户产品经理', 1),\n",
-       " ('安全产品经理', 1),\n",
-       " ('视觉算法/产品经理', 1),\n",
-       " ('EHR产品经理', 1),\n",
        " ('IT产品经理', 1),\n",
-       " ('广告高级产品经理', 1),\n",
-       " ('会员产品经理', 1),\n",
-       " ('Saas后台产品经理', 1),\n",
+       " ('高级客户端产品经理', 1),\n",
+       " ('高级商业产品经理', 1),\n",
+       " ('推荐策略产品经理', 1),\n",
+       " ('AI产品经理', 1),\n",
+       " ('供应链产品经理', 1),\n",
+       " ('推荐产品经理', 1),\n",
+       " ('售前产品经理(安全)', 1),\n",
+       " ('社区/用户运营产品经理', 1),\n",
+       " ('产品经理-收益方向', 1),\n",
+       " ('分期商城产品经理', 1),\n",
        " ('初级产品经理', 1),\n",
+       " ('产品经理（边缘计算方向）', 1),\n",
+       " ('产品经理（saas）', 1),\n",
+       " ('资深产品经理（北京）', 1),\n",
+       " ('产品经理-可视化', 1),\n",
+       " ('学生端产品经理 (MJ000132)', 1),\n",
+       " ('信息化产品经理', 1),\n",
+       " ('高级策略产品经理', 1),\n",
+       " ('产品经理-北美业务', 1),\n",
+       " ('安全产品经理', 1),\n",
+       " ('EHR产品经理', 1),\n",
+       " ('支付产品经理', 1),\n",
        " ('流量产品经理', 1),\n",
-       " ('高级地图产品经理', 1),\n",
-       " ('ToB产品经理', 1),\n",
-       " ('产品经理-收益方向', 1),\n",
-       " ('AI产品经理', 1),\n",
+       " ('策略产品经理（北京）', 1),\n",
+       " ('内容产品经理', 1),\n",
+       " ('中台产品经理', 1),\n",
+       " ('高级产品经理（转化）', 1),\n",
+       " ('调度策略产品经理（北京）', 1),\n",
+       " ('产品经理-BI方向', 1),\n",
+       " ('实习产品经理', 1),\n",
+       " ('会员产品经理', 1),\n",
+       " ('高级社区产品经理', 1),\n",
+       " ('文娱-用户产品经理', 1),\n",
        " ('产品经理岗', 1),\n",
-       " ('营销产品经理', 1),\n",
-       " ('前台产品经理', 1),\n",
+       " ('直播产品经理', 1),\n",
+       " ('京东产品经理', 1),\n",
        " ('售前产品经理', 1),\n",
-       " ('WMS产品经理', 1),\n",
-       " ('推荐策略产品经理', 1),\n",
-       " ('供应链产品经理', 1),\n",
-       " ('产品经理（saas）', 1),\n",
-       " ('售后产品经理', 1),\n",
+       " ('产品经理 (MJ000472)', 1),\n",
+       " ('广告高级产品经理', 1),\n",
        " ('音乐榜单高级产品经理', 1),\n",
+       " ('视觉算法/产品经理', 1),\n",
+       " ('产品经理（前端）', 1),\n",
+       " ('产品经理（资管）', 1),\n",
+       " ('售后产品经理', 1),\n",
+       " ('商业策略产品经理', 1),\n",
+       " ('产品经理-电商', 1),\n",
        " ('产品经理（金融数据）', 1),\n",
-       " ('学生端产品经理 (MJ000132)', 1),\n",
-       " ('高级商业产品经理', 1),\n",
-       " ('售前产品经理(安全)', 1),\n",
-       " ('中台产品经理', 1),\n",
+       " ('开放平台产品经理', 1),\n",
+       " ('高级增长产品经理', 1),\n",
+       " ('gis产品经理', 1),\n",
+       " ('用户端产品经理（金融）', 1),\n",
+       " ('算法产品经理', 1),\n",
+       " ('医疗产品经理', 1),\n",
+       " ('Saas后台产品经理', 1),\n",
+       " ('车载产品经理', 1),\n",
+       " ('WMS产品经理', 1),\n",
        " ('后端产品经理', 1),\n",
-       " ('资深产品经理（北京）', 1),\n",
-       " ('产品经理（资管）', 1),\n",
-       " ('实习产品经理', 1),\n",
+       " ('物流产品经理', 1),\n",
        " ('硬件产品经理', 1),\n",
-       " ('内容产品经理', 1)]"
+       " ('前台产品经理', 1)]"
       ]
      },
-     "execution_count": 217,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1562,6 +1643,13 @@
     "beijing_product_jobname_pd_word"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 203,
@@ -5511,6 +5599,453 @@
    "source": [
     "wordcloud_base(beijing_product_jobname_pd_word).render_notebook()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BOSS直聘      52\n",
+       "京东集团        45\n",
+       "京东数字科技      18\n",
+       "VIPKID      18\n",
+       "旷视MEGVII    14\n",
+       "            ..\n",
+       "IMS          1\n",
+       "金吉列留学        1\n",
+       "安一恒通         1\n",
+       "天启慧眼         1\n",
+       "腾信软创科技       1\n",
+       "Name: company_name, Length: 627, dtype: int64"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "beijing['company_name'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"62b361f2b4ca48fb938199b8c5230206\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_62b361f2b4ca48fb938199b8c5230206 = echarts.init(\n",
+       "            document.getElementById('62b361f2b4ca48fb938199b8c5230206'), 'white', {renderer: 'canvas'});\n",
+       "        var option_62b361f2b4ca48fb938199b8c5230206 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\",\n",
+       "            \"data\": [\n",
+       "                52,\n",
+       "                45,\n",
+       "                18,\n",
+       "                18,\n",
+       "                14,\n",
+       "                13,\n",
+       "                12,\n",
+       "                11,\n",
+       "                11,\n",
+       "                10\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"\\u4eac\\u4e1c\\u6570\\u5b57\\u79d1\\u6280\",\n",
+       "                \"VIPKID\",\n",
+       "                \"\\u65f7\\u89c6MEGVII\",\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u6ef4\\u6ef4\",\n",
+       "                \"\\u91d1\\u6cf0\\u4e9a\\u76db\",\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5317\\u4eac\\u4f01\\u4e1a\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_62b361f2b4ca48fb938199b8c5230206.setOption(option_62b361f2b4ca48fb938199b8c5230206);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x114866d0>"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing['company_name'].value_counts().index.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京\", beijing['company_name'].value_counts().values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"北京企业招聘岗位数量\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"95f3085bf3314f6c8a9b3d8293a2294c\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_95f3085bf3314f6c8a9b3d8293a2294c = echarts.init(\n",
+       "            document.getElementById('95f3085bf3314f6c8a9b3d8293a2294c'), 'white', {renderer: 'canvas'});\n",
+       "        var option_95f3085bf3314f6c8a9b3d8293a2294c = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5357\\u4eac\",\n",
+       "            \"data\": [\n",
+       "                75,\n",
+       "                28,\n",
+       "                25,\n",
+       "                25,\n",
+       "                23,\n",
+       "                16,\n",
+       "                15,\n",
+       "                13,\n",
+       "                12,\n",
+       "                10\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5357\\u4eac\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5357\\u4eac\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u4e07\\u5f97\",\n",
+       "                \"Suning\",\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u4e2d\\u8f6f\\u56fd\\u9645\",\n",
+       "                \"\\u82cf\\u5b81\\u6613\\u8d2d\",\n",
+       "                \"\\u82cf\\u5b81\\u4e91\\u5546\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4f17\\u80fd\\u8054\\u5408\",\n",
+       "                \"\\u82cf\\u5b81\\u4e91\\u5546\\u96c6\\u56e2\",\n",
+       "                \"\\u5e73\\u5b89\\u666e\\u60e0\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5357\\u4eac\\u4f01\\u4e1a\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_95f3085bf3314f6c8a9b3d8293a2294c.setOption(option_95f3085bf3314f6c8a9b3d8293a2294c);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x11749bd0>"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(nanjing['company_name'].value_counts().index.tolist()[:10])\n",
+    "bar.add_yaxis(\"南京\", nanjing['company_name'].value_counts().values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"南京企业招聘岗位数量\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
   }
  ],
  "metadata": {
diff --git a/boss_spider/.ipynb_checkpoints/company_of_job-checkpoint.ipynb b/boss_spider/.ipynb_checkpoints/company_of_job-checkpoint.ipynb
new file mode 100644
index 0000000..43c0205
--- /dev/null
+++ b/boss_spider/.ipynb_checkpoints/company_of_job-checkpoint.ipynb
@@ -0,0 +1,5837 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 273,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from pyecharts.charts import Bar, Geo, WordCloud, Grid, Line, Scatter, Pie\n",
+    "from pyecharts import options as opts\n",
+    "from pyecharts.globals import ChartType, SymbolType"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing = pd.read_csv(\"beijing_data.csv\")\n",
+    "shanghai = pd.read_csv(\"shanghai_data.csv\")\n",
+    "shenzhen = pd.read_csv(\"shenzhen_data.csv\")\n",
+    "guangzhou = pd.read_csv(\"guangzhou_data.csv\")\n",
+    "hangzhou = pd.read_csv(\"hangzhou_data.csv\")\n",
+    "nanjing = pd.read_csv(\"nanjing_data.csv\")\n",
+    "wuhan = pd.read_csv(\"wuhan_data.csv\")\n",
+    "xian = pd.read_csv(\"xian_data.csv\")\n",
+    "chengdu = pd.read_csv(\"chengdu_data.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>uri</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>site</th>\n",
+       "      <th>year</th>\n",
+       "      <th>edu</th>\n",
+       "      <th>job_name</th>\n",
+       "      <th>city</th>\n",
+       "      <th>job_type</th>\n",
+       "      <th>avg_salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>中国电信云</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/11266fc18dc1...</td>\n",
+       "      <td>20-40K·17薪</td>\n",
+       "      <td>北京 海淀区 西山</td>\n",
+       "      <td>经验不限</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>奇虎360</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2a3103941dc2...</td>\n",
+       "      <td>20-40K·15薪</td>\n",
+       "      <td>北京 朝阳区 酒仙桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>VIPKID</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2dd7f2760947...</td>\n",
+       "      <td>20-40K·14薪</td>\n",
+       "      <td>北京 朝阳区 十里堡</td>\n",
+       "      <td>5-10年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>天阳科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/a0c8485a448b...</td>\n",
+       "      <td>12-24K</td>\n",
+       "      <td>北京 石景山区 八宝山</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>python工程师</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>武汉佰钧成</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/d6627bf7c1e2...</td>\n",
+       "      <td>12-17K</td>\n",
+       "      <td>北京 朝阳区 三元桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>python开发</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9820</td>\n",
+       "      <td>第壹街舞</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/23f4fcf1e936...</td>\n",
+       "      <td>15-30K·13薪</td>\n",
+       "      <td>成都 武侯区 跳伞塔</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理-ERP项目经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9821</td>\n",
+       "      <td>易停车</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/1bde3c5dc4c9...</td>\n",
+       "      <td>6-8K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9822</td>\n",
+       "      <td>金瑞麒科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/333b26dcf515...</td>\n",
+       "      <td>10-15K</td>\n",
+       "      <td>成都 双流区 华阳</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9823</td>\n",
+       "      <td>朗培商学院</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/b711ea9545d2...</td>\n",
+       "      <td>11-20K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>中高级移动产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9824</td>\n",
+       "      <td>微品致远</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/03168bcffeca...</td>\n",
+       "      <td>8-11K</td>\n",
+       "      <td>成都 武侯区 高升桥</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理（成都）</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9825 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     company_name                                                uri  \\\n",
+       "0           中国电信云  https://www.zhipin.com/job_detail/11266fc18dc1...   \n",
+       "1           奇虎360  https://www.zhipin.com/job_detail/2a3103941dc2...   \n",
+       "2          VIPKID  https://www.zhipin.com/job_detail/2dd7f2760947...   \n",
+       "3            天阳科技  https://www.zhipin.com/job_detail/a0c8485a448b...   \n",
+       "4           武汉佰钧成  https://www.zhipin.com/job_detail/d6627bf7c1e2...   \n",
+       "...           ...                                                ...   \n",
+       "9820         第壹街舞  https://www.zhipin.com/job_detail/23f4fcf1e936...   \n",
+       "9821          易停车  https://www.zhipin.com/job_detail/1bde3c5dc4c9...   \n",
+       "9822        金瑞麒科技  https://www.zhipin.com/job_detail/333b26dcf515...   \n",
+       "9823        朗培商学院  https://www.zhipin.com/job_detail/b711ea9545d2...   \n",
+       "9824         微品致远  https://www.zhipin.com/job_detail/03168bcffeca...   \n",
+       "\n",
+       "          salary         site   year edu      job_name     city job_type  \\\n",
+       "0     20-40K·17薪    北京 海淀区 西山   经验不限  本科        Python  beijing   python   \n",
+       "1     20-40K·15薪   北京 朝阳区 酒仙桥   3-5年  大专        Python  beijing   python   \n",
+       "2     20-40K·14薪   北京 朝阳区 十里堡  5-10年  本科        Python  beijing   python   \n",
+       "3         12-24K  北京 石景山区 八宝山   1-3年  本科     python工程师  beijing   python   \n",
+       "4         12-17K   北京 朝阳区 三元桥   3-5年  大专      python开发  beijing   python   \n",
+       "...          ...          ...    ...  ..           ...      ...      ...   \n",
+       "9820  15-30K·13薪   成都 武侯区 跳伞塔   3-5年  本科  产品经理-ERP项目经理  chengdu     产品经理   \n",
+       "9821        6-8K         成都     3-5年  大专          产品经理  chengdu     产品经理   \n",
+       "9822      10-15K    成都 双流区 华阳   3-5年  本科          产品经理  chengdu     产品经理   \n",
+       "9823      11-20K         成都     3-5年  大专     中高级移动产品经理  chengdu     产品经理   \n",
+       "9824       8-11K   成都 武侯区 高升桥   1-3年  本科      产品经理（成都）  chengdu     产品经理   \n",
+       "\n",
+       "      avg_salary  \n",
+       "0             30  \n",
+       "1             30  \n",
+       "2             30  \n",
+       "3             18  \n",
+       "4             14  \n",
+       "...          ...  \n",
+       "9820          22  \n",
+       "9821           7  \n",
+       "9822          12  \n",
+       "9823          15  \n",
+       "9824           9  \n",
+       "\n",
+       "[9825 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 255,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 合并城市数据\n",
+    "all_data = pd.concat([beijing, shanghai, shenzhen, guangzhou, hangzhou, nanjing, wuhan, xian, chengdu], ignore_index=True)\n",
+    "all_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_num(mystr):\n",
+    "    rege = r'(\\d+)-(\\d+)K'\n",
+    "    res = re.match(rege, mystr)\n",
+    "    result = (int(res.group(1)) + int(res.group(2)))/2\n",
+    "    return int(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>uri</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>site</th>\n",
+       "      <th>year</th>\n",
+       "      <th>edu</th>\n",
+       "      <th>job_name</th>\n",
+       "      <th>city</th>\n",
+       "      <th>job_type</th>\n",
+       "      <th>avg_salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>中国电信云</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/11266fc18dc1...</td>\n",
+       "      <td>20-40K·17薪</td>\n",
+       "      <td>北京 海淀区 西山</td>\n",
+       "      <td>经验不限</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>奇虎360</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2a3103941dc2...</td>\n",
+       "      <td>20-40K·15薪</td>\n",
+       "      <td>北京 朝阳区 酒仙桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>VIPKID</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2dd7f2760947...</td>\n",
+       "      <td>20-40K·14薪</td>\n",
+       "      <td>北京 朝阳区 十里堡</td>\n",
+       "      <td>5-10年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>天阳科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/a0c8485a448b...</td>\n",
+       "      <td>12-24K</td>\n",
+       "      <td>北京 石景山区 八宝山</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>python工程师</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>武汉佰钧成</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/d6627bf7c1e2...</td>\n",
+       "      <td>12-17K</td>\n",
+       "      <td>北京 朝阳区 三元桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>python开发</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9820</td>\n",
+       "      <td>第壹街舞</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/23f4fcf1e936...</td>\n",
+       "      <td>15-30K·13薪</td>\n",
+       "      <td>成都 武侯区 跳伞塔</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理-ERP项目经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9821</td>\n",
+       "      <td>易停车</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/1bde3c5dc4c9...</td>\n",
+       "      <td>6-8K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9822</td>\n",
+       "      <td>金瑞麒科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/333b26dcf515...</td>\n",
+       "      <td>10-15K</td>\n",
+       "      <td>成都 双流区 华阳</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9823</td>\n",
+       "      <td>朗培商学院</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/b711ea9545d2...</td>\n",
+       "      <td>11-20K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>中高级移动产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9824</td>\n",
+       "      <td>微品致远</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/03168bcffeca...</td>\n",
+       "      <td>8-11K</td>\n",
+       "      <td>成都 武侯区 高升桥</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理（成都）</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9825 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     company_name                                                uri  \\\n",
+       "0           中国电信云  https://www.zhipin.com/job_detail/11266fc18dc1...   \n",
+       "1           奇虎360  https://www.zhipin.com/job_detail/2a3103941dc2...   \n",
+       "2          VIPKID  https://www.zhipin.com/job_detail/2dd7f2760947...   \n",
+       "3            天阳科技  https://www.zhipin.com/job_detail/a0c8485a448b...   \n",
+       "4           武汉佰钧成  https://www.zhipin.com/job_detail/d6627bf7c1e2...   \n",
+       "...           ...                                                ...   \n",
+       "9820         第壹街舞  https://www.zhipin.com/job_detail/23f4fcf1e936...   \n",
+       "9821          易停车  https://www.zhipin.com/job_detail/1bde3c5dc4c9...   \n",
+       "9822        金瑞麒科技  https://www.zhipin.com/job_detail/333b26dcf515...   \n",
+       "9823        朗培商学院  https://www.zhipin.com/job_detail/b711ea9545d2...   \n",
+       "9824         微品致远  https://www.zhipin.com/job_detail/03168bcffeca...   \n",
+       "\n",
+       "          salary         site   year edu      job_name     city job_type  \\\n",
+       "0     20-40K·17薪    北京 海淀区 西山   经验不限  本科        Python  beijing   python   \n",
+       "1     20-40K·15薪   北京 朝阳区 酒仙桥   3-5年  大专        Python  beijing   python   \n",
+       "2     20-40K·14薪   北京 朝阳区 十里堡  5-10年  本科        Python  beijing   python   \n",
+       "3         12-24K  北京 石景山区 八宝山   1-3年  本科     python工程师  beijing   python   \n",
+       "4         12-17K   北京 朝阳区 三元桥   3-5年  大专      python开发  beijing   python   \n",
+       "...          ...          ...    ...  ..           ...      ...      ...   \n",
+       "9820  15-30K·13薪   成都 武侯区 跳伞塔   3-5年  本科  产品经理-ERP项目经理  chengdu     产品经理   \n",
+       "9821        6-8K         成都     3-5年  大专          产品经理  chengdu     产品经理   \n",
+       "9822      10-15K    成都 双流区 华阳   3-5年  本科          产品经理  chengdu     产品经理   \n",
+       "9823      11-20K         成都     3-5年  大专     中高级移动产品经理  chengdu     产品经理   \n",
+       "9824       8-11K   成都 武侯区 高升桥   1-3年  本科      产品经理（成都）  chengdu     产品经理   \n",
+       "\n",
+       "      avg_salary  \n",
+       "0             30  \n",
+       "1             30  \n",
+       "2             30  \n",
+       "3             18  \n",
+       "4             14  \n",
+       "...          ...  \n",
+       "9820          22  \n",
+       "9821           7  \n",
+       "9822          12  \n",
+       "9823          15  \n",
+       "9824           9  \n",
+       "\n",
+       "[9825 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 257,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data['avg_salary'] = all_data['salary'].apply(get_num)\n",
+    "all_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 264,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>100教育</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>100课堂</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>1药网</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>31会议网</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>360</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4794</td>\n",
+       "      <td>齐聚科技</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4795</td>\n",
+       "      <td>龙之力</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4796</td>\n",
+       "      <td>龙信科技</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4797</td>\n",
+       "      <td>龙婴本铺</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4798</td>\n",
+       "      <td>龙渊网络科技有限公司</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4799 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     company_name  counts\n",
+       "0           100教育       2\n",
+       "1           100课堂       1\n",
+       "2             1药网       2\n",
+       "3           31会议网       2\n",
+       "4             360       1\n",
+       "...           ...     ...\n",
+       "4794         齐聚科技       1\n",
+       "4795          龙之力       2\n",
+       "4796         龙信科技       1\n",
+       "4797         龙婴本铺       1\n",
+       "4798   龙渊网络科技有限公司       4\n",
+       "\n",
+       "[4799 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 264,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_company_avg_salary = all_data.groupby('company_name').mean()\n",
+    "all_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "all_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "all_job_count = all_data.groupby('company_name').size()\n",
+    "dict_site = {'company_name': all_job_count.index, 'counts': all_job_count.values}\n",
+    "all_job_count_data = pd.DataFrame(dict_site)\n",
+    "all_job_count_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 310,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "all_company_avg_salary['avg_salary'] = all_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "all_company_avg_salary_counts = pd.merge(all_company_avg_salary, all_job_count_data, on='company_name')\n",
+    "all_company = all_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 269,
+   "metadata": {},
+   "outputs": [
+    {
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+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"\\u535a\\u4e16\\u732b\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u591a\\u51c6\\u6570\\u636e\",\n",
+       "                \"\\u6d01\\u7279\\u751f\\u7269\",\n",
+       "                \"\\u65b0\\u7f8e\\u5927\",\n",
+       "                \"\\u60a0\\u6613\\u4e92\\u901a\",\n",
+       "                \"\\u5b9d\\u8a89\\u5fb7\",\n",
+       "                \"\\u5ffd\\u5ba2\",\n",
+       "                \"\\u4e30\\u5bfb\\u56fd\\u9645\\u8d38\\u6613\\u6709\\u9650\\u516c\\u53f8\",\n",
+       "                \"\\u5df4\\u6069\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_d10656fcaad8429c954936fc1a01586f.setOption(option_d10656fcaad8429c954936fc1a01586f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18924b0>"
+      ]
+     },
+     "execution_count": 269,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业平均招聘薪资\", all_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业在招岗位数量\", all_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 305,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"66ecc17e26144719b431e746183a4ca8\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_66ecc17e26144719b431e746183a4ca8 = echarts.init(\n",
+       "            document.getElementById('66ecc17e26144719b431e746183a4ca8'), 'white', {renderer: 'canvas'});\n",
+       "        var option_66ecc17e26144719b431e746183a4ca8 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                153,\n",
+       "                123,\n",
+       "                121,\n",
+       "                85,\n",
+       "                80,\n",
+       "                59,\n",
+       "                58,\n",
+       "                56,\n",
+       "                52,\n",
+       "                51\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"data\": [\n",
+       "                14.78,\n",
+       "                14.89,\n",
+       "                31.17,\n",
+       "                33.13,\n",
+       "                9.64,\n",
+       "                29.36,\n",
+       "                38.98,\n",
+       "                24.18,\n",
+       "                30.19,\n",
+       "                22.37\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "                \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u4e2d\\u8f6f\\u56fd\\u9645\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u8682\\u8681\\u91d1\\u670d\",\n",
+       "                \"\\u4e07\\u5f97\",\n",
+       "                \"\\u817e\\u8baf\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u534e\\u4e3a\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}\\u4e2a\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u62db\\u8058\\u60c5\\u51b5\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_66ecc17e26144719b431e746183a4ca8.setOption(option_66ecc17e26144719b431e746183a4ca8);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193dd70>"
+      ]
+     },
+     "execution_count": 305,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_company['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国招聘岗位数量\", all_company['counts'].values.tolist()[:10])\n",
+    "# bar.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10])\n",
+    "bar.extend_axis(\n",
+    "            yaxis=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    "        )\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"全国企业招聘情况\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}个\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar2 = Bar().add_xaxis(all_company['company_name'].values.tolist()[:10])\n",
+    "bar2.add_yaxis(\"全国平均招聘薪资\", all_company['avg_salary'].values.tolist()[:10], yaxis_index=1)\n",
+    "bar.overlap(bar2)\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"d9dfdac3d41f45fbbb533c8479357d5b\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_d9dfdac3d41f45fbbb533c8479357d5b = echarts.init(\n",
+       "            document.getElementById('d9dfdac3d41f45fbbb533c8479357d5b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_d9dfdac3d41f45fbbb533c8479357d5b = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                121,\n",
+       "                85,\n",
+       "                80,\n",
+       "                59,\n",
+       "                58,\n",
+       "                56,\n",
+       "                52,\n",
+       "                51,\n",
+       "                50,\n",
+       "                50,\n",
+       "                47,\n",
+       "                41,\n",
+       "                31,\n",
+       "                30,\n",
+       "                29,\n",
+       "                29,\n",
+       "                24,\n",
+       "                23\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"data\": [\n",
+       "                31.17,\n",
+       "                33.13,\n",
+       "                9.64,\n",
+       "                29.36,\n",
+       "                38.98,\n",
+       "                24.18,\n",
+       "                30.19,\n",
+       "                22.37,\n",
+       "                28.54,\n",
+       "                21.14,\n",
+       "                10.89,\n",
+       "                11.85,\n",
+       "                7.29,\n",
+       "                22.7,\n",
+       "                21.86,\n",
+       "                15.03,\n",
+       "                30.46,\n",
+       "                24.65\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "                \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u8682\\u8681\\u91d1\\u670d\",\n",
+       "                \"\\u4e07\\u5f97\",\n",
+       "                \"\\u817e\\u8baf\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u534e\\u4e3a\",\n",
+       "                \"OPPO\",\n",
+       "                \"\\u643a\\u7a0b\\u65c5\\u884c\\u7f51\",\n",
+       "                \"\\u5e73\\u5b89\\u666e\\u60e0\",\n",
+       "                \"\\u7edb\\u95e8\\u79d1\\u6280\",\n",
+       "                \"\\u50b2\\u68a6\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u5c0f\\u7c73\",\n",
+       "                \"Suning\",\n",
+       "                \"\\u6b66\\u6c49\\u4f70\\u94a7\\u6210\",\n",
+       "                \"\\u4eac\\u4e1c\\u6570\\u5b57\\u79d1\\u6280\",\n",
+       "                \"\\u4eca\\u65e5\\u5934\\u6761\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}\\u4e2a\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u62db\\u8058\\u60c5\\u51b5\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_d9dfdac3d41f45fbbb533c8479357d5b.setOption(option_d9dfdac3d41f45fbbb533c8479357d5b);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193de50>"
+      ]
+     },
+     "execution_count": 307,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_company['company_name'].values.tolist()[2:20])\n",
+    "bar.add_yaxis(\"全国招聘岗位数量\", all_company['counts'].values.tolist()[2:20])\n",
+    "# bar.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10])\n",
+    "bar.extend_axis(\n",
+    "            yaxis=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    "        )\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"全国企业招聘情况\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}个\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar2 = Bar().add_xaxis(all_company['company_name'].values.tolist()[2:20])\n",
+    "bar2.add_yaxis(\"全国平均招聘薪资\", all_company['avg_salary'].values.tolist()[2:20], yaxis_index=1)\n",
+    "bar.overlap(bar2)\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 313,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "all_sort = all_data.sort_values(by='avg_salary', ascending=False)\n",
+    "all_job_sort_by_salary = all_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "all_job_type = all_job_sort_by_salary['job_type'][:30].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 314,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"9adf999ce48d4958a95989632764fddd\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_9adf999ce48d4958a95989632764fddd = echarts.init(\n",
+       "            document.getElementById('9adf999ce48d4958a95989632764fddd'), 'white', {renderer: 'canvas'});\n",
+       "        var option_9adf999ce48d4958a95989632764fddd = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 14\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 9\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                    \"value\": 6\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"python\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"java\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                \"python\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5168\\u56fd\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_9adf999ce48d4958a95989632764fddd.setOption(option_9adf999ce48d4958a95989632764fddd);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193a0d0>"
+      ]
+     },
+     "execution_count": 314,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(all_job_type.index.tolist(), all_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"全国高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 301,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>job_type</th>\n",
+       "      <th>avg_salary</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>java</td>\n",
+       "      <td>18.077381</td>\n",
+       "      <td>2.688</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>17.389509</td>\n",
+       "      <td>2.688</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>python</td>\n",
+       "      <td>16.713082</td>\n",
+       "      <td>2.018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>数据分析</td>\n",
+       "      <td>14.804607</td>\n",
+       "      <td>2.431</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  job_type  avg_salary  counts\n",
+       "0     java   18.077381   2.688\n",
+       "1     产品经理   17.389509   2.688\n",
+       "2   python   16.713082   2.018\n",
+       "3     数据分析   14.804607   2.431"
+      ]
+     },
+     "execution_count": 301,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_jobtype_avg_salary = all_data.groupby('job_type').mean()\n",
+    "all_jobtype_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "all_jobtype_counts = all_data.groupby('job_type').size()\n",
+    "dict_site = {'job_type': all_jobtype_counts.index, 'counts': all_jobtype_counts.values/1000}\n",
+    "all_job_counts_data = pd.DataFrame(dict_site)\n",
+    "all_jobtype_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "all_jobtype_data = pd.merge(all_jobtype_avg_salary, all_job_counts_data, on='job_type')\n",
+    "all_jobtype_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "job_type\n",
+       "java      2688\n",
+       "python    2018\n",
+       "产品经理      2688\n",
+       "数据分析      2431\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 297,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_jobtype_counts = all_data.groupby('job_type').size()\n",
+    "all_jobtype_counts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 303,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"0bb4c7ec71e84465804a255619c8142f\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_0bb4c7ec71e84465804a255619c8142f = echarts.init(\n",
+       "            document.getElementById('0bb4c7ec71e84465804a255619c8142f'), 'white', {renderer: 'canvas'});\n",
+       "        var option_0bb4c7ec71e84465804a255619c8142f = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                18.077380952380953,\n",
+       "                17.389508928571427,\n",
+       "                16.713082259663032,\n",
+       "                14.804607157548334\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u62db\\u8058\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                2.688,\n",
+       "                2.688,\n",
+       "                2.018,\n",
+       "                2.431\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u62db\\u8058\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u62db\\u8058\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"java\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                \"python\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_0bb4c7ec71e84465804a255619c8142f.setOption(option_0bb4c7ec71e84465804a255619c8142f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1930ad0>"
+      ]
+     },
+     "execution_count": 303,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_jobtype_data['job_type'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业岗位平均招聘薪资\", all_jobtype_data['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业岗位招聘数量\", all_jobtype_data['counts'].values.tolist()[:10])\n",
+    "bar.reversal_axis()\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30, formatter=\"{value}K\")),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts()\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True, position=\"right\")\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 分城市分析"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "beijing['avg_salary'] = beijing['salary'].apply(get_num)\n",
+    "shanghai['avg_salary'] = shanghai['salary'].apply(get_num)\n",
+    "shenzhen['avg_salary'] = shenzhen['salary'].apply(get_num)\n",
+    "hangzhou['avg_salary'] = hangzhou['salary'].apply(get_num)\n",
+    "\n",
+    "guangzhou['avg_salary'] = guangzhou['salary'].apply(get_num)\n",
+    "nanjing['avg_salary'] = nanjing['salary'].apply(get_num)\n",
+    "xian['avg_salary'] = xian['salary'].apply(get_num)\n",
+    "wuhan['avg_salary'] = wuhan['salary'].apply(get_num)\n",
+    "chengdu['avg_salary'] = chengdu['salary'].apply(get_num)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 316,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_job_count = beijing.groupby('company_name').size()\n",
+    "dict_site = {'company_name': beijing_job_count.index, 'counts': beijing_job_count.values}\n",
+    "beijing_job_count_data = pd.DataFrame(dict_site)\n",
+    "\n",
+    "shanghai_job_count = shanghai.groupby('company_name').size()\n",
+    "dict_site = {'company_name': shanghai_job_count.index, 'counts': shanghai_job_count.values}\n",
+    "shanghai_job_count_data = pd.DataFrame(dict_site)\n",
+    "\n",
+    "shenzhen_job_count = shenzhen.groupby('company_name').size()\n",
+    "dict_site = {'company_name': shenzhen_job_count.index, 'counts': shenzhen_job_count.values}\n",
+    "shenzhen_job_count_data = pd.DataFrame(dict_site)\n",
+    "\n",
+    "hangzhou_job_count = hangzhou.groupby('company_name').size()\n",
+    "dict_site = {'company_name': hangzhou_job_count.index, 'counts': hangzhou_job_count.values}\n",
+    "hangzhou_job_count_data = pd.DataFrame(dict_site)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_company_avg_salary = beijing.groupby('company_name').mean()\n",
+    "beijing_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "beijing_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "beijing_company_avg_salary['avg_salary'] = beijing_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "beijing_company_avg_salary_counts = pd.merge(beijing_company_avg_salary, beijing_job_count_data, on='company_name')\n",
+    "beijing_company = beijing_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 317,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "shanghai_company_avg_salary = shanghai.groupby('company_name').mean()\n",
+    "shanghai_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "shanghai_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "shanghai_company_avg_salary['avg_salary'] = shanghai_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "shanghai_company_avg_salary_counts = pd.merge(shanghai_company_avg_salary, shanghai_job_count_data, on='company_name')\n",
+    "shanghai_company = shanghai_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 318,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shenzhen_company_avg_salary = shenzhen.groupby('company_name').mean()\n",
+    "shenzhen_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "shenzhen_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "shenzhen_company_avg_salary['avg_salary'] = shenzhen_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "shenzhen_company_avg_salary_counts = pd.merge(shenzhen_company_avg_salary, shenzhen_job_count_data, on='company_name')\n",
+    "shenzhen_company = shenzhen_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 319,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hangzhou_company_avg_salary = hangzhou.groupby('company_name').mean()\n",
+    "hangzhou_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "hangzhou_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "hangzhou_company_avg_salary['avg_salary'] = hangzhou_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "hangzhou_company_avg_salary_counts = pd.merge(hangzhou_company_avg_salary, hangzhou_job_count_data, on='company_name')\n",
+    "hangzhou_company = hangzhou_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"aa13840652274c709c4fd41dc7ebe090\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_aa13840652274c709c4fd41dc7ebe090 = echarts.init(\n",
+       "            document.getElementById('aa13840652274c709c4fd41dc7ebe090'), 'white', {renderer: 'canvas'});\n",
+       "        var option_aa13840652274c709c4fd41dc7ebe090 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                52,\n",
+       "                45,\n",
+       "                18,\n",
+       "                18,\n",
+       "                14,\n",
+       "                13,\n",
+       "                12,\n",
+       "                11,\n",
+       "                11,\n",
+       "                10\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"data\": [\n",
+       "                30.19,\n",
+       "                25.64,\n",
+       "                32.5,\n",
+       "                31.17,\n",
+       "                27.71,\n",
+       "                37.08,\n",
+       "                30.0,\n",
+       "                14.09,\n",
+       "                13.18,\n",
+       "                39.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "                \"\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"\\u4eac\\u4e1c\\u6570\\u5b57\\u79d1\\u6280\",\n",
+       "                \"VIPKID\",\n",
+       "                \"\\u65f7\\u89c6MEGVII\",\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u6ef4\\u6ef4\",\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u91d1\\u6cf0\\u4e9a\\u76db\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}\\u4e2a\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5317\\u4eac\\u4f01\\u4e1a\\u62db\\u8058\\u60c5\\u51b5\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_aa13840652274c709c4fd41dc7ebe090.setOption(option_aa13840652274c709c4fd41dc7ebe090);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18216d0>"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing_company['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"招聘岗位数量\", beijing_company['counts'].values.tolist()[:10])\n",
+    "# bar.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10])\n",
+    "bar.extend_axis(\n",
+    "            yaxis=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    "        )\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"北京企业招聘情况\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}个\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar2 = Bar().add_xaxis(beijing_company['company_name'].values.tolist()[:10])\n",
+    "bar2.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10], yaxis_index=1)\n",
+    "bar.overlap(bar2)\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>avg_salary</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>悠易互通</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>广联达</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>宝誉德</td>\n",
+       "      <td>47.5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>网易</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>忽客</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>622</td>\n",
+       "      <td>天地在线</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>623</td>\n",
+       "      <td>全时天地在线</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>624</td>\n",
+       "      <td>明大启微</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>625</td>\n",
+       "      <td>视觉互联</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>626</td>\n",
+       "      <td>有缘网</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>627 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    company_name  avg_salary  counts\n",
+       "0           悠易互通        50.0       1\n",
+       "1            广联达        50.0       1\n",
+       "2            宝誉德        47.5       2\n",
+       "3             网易        45.0       1\n",
+       "4             忽客        45.0       1\n",
+       "..           ...         ...     ...\n",
+       "622         天地在线         4.0       1\n",
+       "623       全时天地在线         4.0       1\n",
+       "624         明大启微         4.0       1\n",
+       "625         视觉互联         3.0       1\n",
+       "626          有缘网         2.0       1\n",
+       "\n",
+       "[627 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "beijing_company_avg_salary_counts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 315,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"b4026330d7d04a558a1bf1408779255b\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_b4026330d7d04a558a1bf1408779255b = echarts.init(\n",
+       "            document.getElementById('b4026330d7d04a558a1bf1408779255b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_b4026330d7d04a558a1bf1408779255b = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                50.0,\n",
+       "                50.0,\n",
+       "                47.5,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                1,\n",
+       "                1,\n",
+       "                2,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u5317\\u4eac\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u5317\\u4eac\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u60a0\\u6613\\u4e92\\u901a\",\n",
+       "                \"\\u5e7f\\u8054\\u8fbe\",\n",
+       "                \"\\u5b9d\\u8a89\\u5fb7\",\n",
+       "                \"\\u7f51\\u6613\",\n",
+       "                \"\\u5ffd\\u5ba2\",\n",
+       "                \"\\u4e09\\u4e00\\u91cd\\u5de5\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u652f\\u4ed8\\u5b9d\",\n",
+       "                \"\\u7f51\\u6613\\u6709\\u9053\",\n",
+       "                \"\\u5df4\\u6069\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_b4026330d7d04a558a1bf1408779255b.setOption(option_b4026330d7d04a558a1bf1408779255b);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1892c50>"
+      ]
+     },
+     "execution_count": 315,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京平均招聘薪资\", beijing_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京在招岗位数量\", beijing_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 321,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"4fc3fef6af9147f5ac0ecceca3b45e5d\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_4fc3fef6af9147f5ac0ecceca3b45e5d = echarts.init(\n",
+       "            document.getElementById('4fc3fef6af9147f5ac0ecceca3b45e5d'), 'white', {renderer: 'canvas'});\n",
+       "        var option_4fc3fef6af9147f5ac0ecceca3b45e5d = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                50.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                43.2,\n",
+       "                43.0,\n",
+       "                40.0,\n",
+       "                40.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                5,\n",
+       "                3,\n",
+       "                1,\n",
+       "                1\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4e0a\\u6d77\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u4e0a\\u6d77\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u4e0a\\u6d77\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u4e0a\\u6d77\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u65b0\\u7f8e\\u5927\",\n",
+       "                \"\\u4e30\\u5bfb\\u56fd\\u9645\\u8d38\\u6613\\u6709\\u9650\\u516c\\u53f8\",\n",
+       "                \"\\u745e\\u9619\",\n",
+       "                \"\\u5317\\u4eac\\u5b57\\u8282\\u8df3\\u52a8\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u827e\\u7279\\u4fe1\\u606f\",\n",
+       "                \"\\u91d1\\u670d\\u94f6\\u884c\\u79d1\\u6280\\u4e2d\\u5fc3\",\n",
+       "                \"OYO\",\n",
+       "                \"\\u652f\\u4ed8\\u5b9d\\u53e3\\u7891\",\n",
+       "                \"\\u4e0a\\u6d77\\u6b27\\u62c9\\u7f51\\u7edc\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_4fc3fef6af9147f5ac0ecceca3b45e5d.setOption(option_4fc3fef6af9147f5ac0ecceca3b45e5d);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18925d0>"
+      ]
+     },
+     "execution_count": 321,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shanghai_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"上海平均招聘薪资\", shanghai_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"上海在招岗位数量\", shanghai_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 322,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"787cc9800c4d43129338cfc1addca0b5\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_787cc9800c4d43129338cfc1addca0b5 = echarts.init(\n",
+       "            document.getElementById('787cc9800c4d43129338cfc1addca0b5'), 'white', {renderer: 'canvas'});\n",
+       "        var option_787cc9800c4d43129338cfc1addca0b5 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                59.0,\n",
+       "                52.0,\n",
+       "                50.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                40.51,\n",
+       "                40.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                3,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                37,\n",
+       "                2\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6df1\\u5733\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u6df1\\u5733\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u6df1\\u5733\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u6df1\\u5733\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"\\u963f\\u91cc\\u4e91\",\n",
+       "                \"\\u9f50\\u5bb6\\u7f51\",\n",
+       "                \"\\u5ea6\\u521b\",\n",
+       "                \"\\u73a9\\u5457\\u5a31\\u4e50\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u94b0\\u521b\\u5408\\u6210\\u5149\\u7535\",\n",
+       "                \"\\u805a\\u4fdd\\u76c6\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4f20\\u667a\\u64ad\\u5ba2\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_787cc9800c4d43129338cfc1addca0b5.setOption(option_787cc9800c4d43129338cfc1addca0b5);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x19306f0>"
+      ]
+     },
+     "execution_count": 322,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shenzhen_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"深圳平均招聘薪资\", shenzhen_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"深圳在招岗位数量\", shenzhen_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 323,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"e781da4dbfdf4ce9a7d2c5a5ffd50d4b\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_e781da4dbfdf4ce9a7d2c5a5ffd50d4b = echarts.init(\n",
+       "            document.getElementById('e781da4dbfdf4ce9a7d2c5a5ffd50d4b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_e781da4dbfdf4ce9a7d2c5a5ffd50d4b = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                75.0,\n",
+       "                51.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                43.5,\n",
+       "                42.8,\n",
+       "                42.0,\n",
+       "                42.0,\n",
+       "                39.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                1,\n",
+       "                2,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                2,\n",
+       "                5,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u676d\\u5dde\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u676d\\u5dde\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u676d\\u5dde\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u676d\\u5dde\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u535a\\u4e16\\u732b\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u591a\\u51c6\\u6570\\u636e\",\n",
+       "                \"\\u535a\\u4e16\\u732b\",\n",
+       "                \"\\u963f\\u91cc\\u65c5\\u884c\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u63a5\\u529b\\u68d2\",\n",
+       "                \"vivo\",\n",
+       "                \"SHEIN\",\n",
+       "                \"\\u5168\\u5c1a\\u79d1\\u6280\",\n",
+       "                \"\\u95ea\\u9a6c\\u667a\\u80fd\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_e781da4dbfdf4ce9a7d2c5a5ffd50d4b.setOption(option_e781da4dbfdf4ce9a7d2c5a5ffd50d4b);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1930650>"
+      ]
+     },
+     "execution_count": 323,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(hangzhou_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"杭州平均招聘薪资\", hangzhou_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"杭州在招岗位数量\", hangzhou_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 324,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_sort = beijing.sort_values(by='avg_salary', ascending=False)\n",
+    "shanghai_sort = shanghai.sort_values(by='avg_salary', ascending=False)\n",
+    "shenzhen_sort = shenzhen.sort_values(by='avg_salary', ascending=False)\n",
+    "hangzhou_sort = hangzhou.sort_values(by='avg_salary', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 325,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_job_sort_by_salary = beijing_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "shanghai_job_sort_by_salary = shanghai_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "shenzhen_job_sort_by_salary = shenzhen_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "hangzhou_job_sort_by_salary = hangzhou_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 329,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "beijing_job_sort_by_salary_salary = beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "beijing_job_sort_by_salary_jobname = beijing_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "beijing_job_sort_by_salary_company = beijing_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "beijing_x_index = [beijing_job_sort_by_salary_jobname[i] + \":\" + str(beijing_job_sort_by_salary_salary[i]) for i in range(0, len(beijing_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 330,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shanghai_job_sort_by_salary_salary = shanghai_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "shanghai_job_sort_by_salary_jobname = shanghai_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "shanghai_job_sort_by_salary_company = shanghai_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "shanghai_x_index = [shanghai_job_sort_by_salary_jobname[i] + \":\" + str(shanghai_job_sort_by_salary_salary[i]) for i in range(0, len(shanghai_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 331,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shenzhen_job_sort_by_salary_salary = shenzhen_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "shenzhen_job_sort_by_salary_jobname = shenzhen_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "shenzhen_job_sort_by_salary_company = shenzhen_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "shenzhen_x_index = [shenzhen_job_sort_by_salary_jobname[i] + \":\" + str(shenzhen_job_sort_by_salary_salary[i]) for i in range(0, len(shenzhen_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 334,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hangzhou_job_sort_by_salary_salary = hangzhou_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "hangzhou_job_sort_by_salary_jobname = hangzhou_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "hangzhou_job_sort_by_salary_company = hangzhou_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "hangzhou_x_index = [hangzhou_job_sort_by_salary_jobname[i] + \":\" + str(hangzhou_job_sort_by_salary_salary[i]) for i in range(0, len(hangzhou_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 336,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"9b33155b6cff4f45bb5058b97494655f\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_9b33155b6cff4f45bb5058b97494655f = echarts.init(\n",
+       "            document.getElementById('9b33155b6cff4f45bb5058b97494655f'), 'white', {renderer: 'canvas'});\n",
+       "        var option_9b33155b6cff4f45bb5058b97494655f = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                65,\n",
+       "                65,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u5b9d\\u8a89\\u5fb7\",\n",
+       "                \"\\u5317\\u4eac\\u5c1a\\u5fb7\\u673a\\u6784\",\n",
+       "                \"\\u540c\\u7a0b\\u827a\\u9f99\",\n",
+       "                \"\\u5317\\u4eac\\u5c1a\\u5fb7\\u673a\\u6784\",\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u5c55\\u65d7\\u79d1\\u6280\",\n",
+       "                \"\\u5317\\u4eac\\u5c1a\\u5fb7\\u673a\\u6784\",\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 50,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_9b33155b6cff4f45bb5058b97494655f.setOption(option_9b33155b6cff4f45bb5058b97494655f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193af10>"
+      ]
+     },
+     "execution_count": 336,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 单个岗位工资排行\n",
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京招聘薪资排行\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "# line = Line()\n",
+    "# line.add_xaxis(x_index)\n",
+    "# line.add_yaxis(\"\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "# line.set_global_opts(\n",
+    "#     xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "#     title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "#     yaxis_opts=opts.AxisOpts(\n",
+    "#                 axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "#             ),\n",
+    "#     # datazoom_opts=opts.DataZoomOpts(),\n",
+    "# )\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(beijing_x_index)\n",
+    "scatter.add_yaxis(\"北京高薪岗位\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=50\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "# grid.add(line, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 338,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"31fb965fc2de4440b4e06b0b07887523\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_31fb965fc2de4440b4e06b0b07887523 = echarts.init(\n",
+       "            document.getElementById('31fb965fc2de4440b4e06b0b07887523'), 'white', {renderer: 'canvas'});\n",
+       "        var option_31fb965fc2de4440b4e06b0b07887523 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                55,\n",
+       "                55,\n",
+       "                52,\n",
+       "                52,\n",
+       "                50,\n",
+       "                50,\n",
+       "                50,\n",
+       "                45,\n",
+       "                45,\n",
+       "                45\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6\\uff08Planning\\uff09:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/leader:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u67b6\\u6784\\u5e08\\uff08Java\\uff09:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"JAVA\\u6280\\u672f\\u603b\\u76d1:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790:45\",\n",
+       "                    45\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u5b89\\u5168\\u6570\\u636e\\u5206\\u6790\\u5e73\\u53f0\\u9ad8\\u7ea7\\u5f00\\u53d1\\u5de5\\u7a0b\\u5e08:45\",\n",
+       "                    45\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u4e13\\u5bb6:45\",\n",
+       "                    45\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4e0a\\u6d77\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u4e0a\\u6d77\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"OYO\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u91d1\\u670d\\u94f6\\u884c\\u79d1\\u6280\\u4e2d\\u5fc3\",\n",
+       "                \"\\u4f20\\u97f3\\u63a7\\u80a1\",\n",
+       "                \"\\u5e73\\u5b89\",\n",
+       "                \"\\u54c8\\u5570\\u51fa\\u884c\",\n",
+       "                \"\\u65b0\\u7f8e\\u5927\",\n",
+       "                \"\\u62fc\\u591a\\u591a\",\n",
+       "                \"\\u745e\\u9619\",\n",
+       "                \"\\u535a\\u4e16\\u732b\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6\\uff08Planning\\uff09:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/leader:55\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:52\",\n",
+       "                \"\\u67b6\\u6784\\u5e08\\uff08Java\\uff09:52\",\n",
+       "                \"JAVA\\u6280\\u672f\\u603b\\u76d1:50\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:50\",\n",
+       "                \"Java:50\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790:45\",\n",
+       "                \"\\u5b89\\u5168\\u6570\\u636e\\u5206\\u6790\\u5e73\\u53f0\\u9ad8\\u7ea7\\u5f00\\u53d1\\u5de5\\u7a0b\\u5e08:45\",\n",
+       "                \"java\\u4e13\\u5bb6:45\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 40,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_31fb965fc2de4440b4e06b0b07887523.setOption(option_31fb965fc2de4440b4e06b0b07887523);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1964810>"
+      ]
+     },
+     "execution_count": 338,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shanghai_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"上海招聘薪资排行\", shanghai_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(shanghai_x_index)\n",
+    "scatter.add_yaxis(\"上海高薪岗位\", shanghai_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=40\n",
+    "            )\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 339,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"a14c2ffa003e444da24761afc248ea17\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_a14c2ffa003e444da24761afc248ea17 = echarts.init(\n",
+       "            document.getElementById('a14c2ffa003e444da24761afc248ea17'), 'white', {renderer: 'canvas'});\n",
+       "        var option_a14c2ffa003e444da24761afc248ea17 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                95,\n",
+       "                65,\n",
+       "                65,\n",
+       "                65,\n",
+       "                60,\n",
+       "                60,\n",
+       "                55,\n",
+       "                52,\n",
+       "                50,\n",
+       "                45\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"\\u9996\\u5e2dJava \\u67b6\\u6784\\u5e08:95\",\n",
+       "                    95\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6d41\\u91cf\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u7814\\u53d1\\u4e13\\u5bb6:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u8d44\\u6df1\\u6570\\u636e\\u5206\\u6790\\u5e08(J11772):60\",\n",
+       "                    60\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:60\",\n",
+       "                    60\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u4ea7\\u54c1\\u7ecf\\u7406:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u624b\\u673a\\uff09:45\",\n",
+       "                    45\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6df1\\u5733\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u6df1\\u5733\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"vivo\",\n",
+       "                \"vivo\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u8d27\\u62c9\\u62c9\\u79d1\\u6280\",\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u963f\\u91cc\\u4e91\",\n",
+       "                \"\\u9f50\\u5bb6\\u7f51\",\n",
+       "                \"vivo\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u9996\\u5e2dJava \\u67b6\\u6784\\u5e08:95\",\n",
+       "                \"\\u6d41\\u91cf\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                \"Java\\u7814\\u53d1\\u4e13\\u5bb6:65\",\n",
+       "                \"\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                \"\\u8d44\\u6df1\\u6570\\u636e\\u5206\\u6790\\u5e08(J11772):60\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:60\",\n",
+       "                \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u4ea7\\u54c1\\u7ecf\\u7406:55\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:50\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u624b\\u673a\\uff09:45\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 40,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_a14c2ffa003e444da24761afc248ea17.setOption(option_a14c2ffa003e444da24761afc248ea17);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193d9b0>"
+      ]
+     },
+     "execution_count": 339,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shenzhen_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"深圳招聘薪资排行\", shenzhen_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(shenzhen_x_index)\n",
+    "scatter.add_yaxis(\"深圳高薪岗位\", shenzhen_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=40\n",
+    "            )\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 340,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"fec69c3b5a954e249bebcb32bdf27115\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_fec69c3b5a954e249bebcb32bdf27115 = echarts.init(\n",
+       "            document.getElementById('fec69c3b5a954e249bebcb32bdf27115'), 'white', {renderer: 'canvas'});\n",
+       "        var option_fec69c3b5a954e249bebcb32bdf27115 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                75,\n",
+       "                65,\n",
+       "                60,\n",
+       "                55,\n",
+       "                55,\n",
+       "                52,\n",
+       "                52,\n",
+       "                50,\n",
+       "                47,\n",
+       "                47\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:75\",\n",
+       "                    75\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java:60\",\n",
+       "                    60\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6-\\u7f51\\u6613\\u4e25\\u9009:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5de5\\u7a0b\\u5e08(003554):52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u5168\\u6808\\u5de5\\u7a0b\\u5e08:47\",\n",
+       "                    47\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u4e13\\u5bb6:47\",\n",
+       "                    47\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u676d\\u5dde\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u676d\\u5dde\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u535a\\u4e16\\u732b\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u591a\\u51c6\\u6570\\u636e\",\n",
+       "                \"\\u8682\\u8681\\u91d1\\u670d\",\n",
+       "                \"\\u7f51\\u6613\\u676d\\u5dde\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u963f\\u91cc\\u4e91\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u63a5\\u529b\\u68d2\",\n",
+       "                \"\\u534e\\u4e3a\",\n",
+       "                \"\\u5446\\u841d\\u535c\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:75\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:65\",\n",
+       "                \"Java:60\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6-\\u7f51\\u6613\\u4e25\\u9009:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5de5\\u7a0b\\u5e08(003554):52\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:50\",\n",
+       "                \"\\u5168\\u6808\\u5de5\\u7a0b\\u5e08:47\",\n",
+       "                \"Java\\u4e13\\u5bb6:47\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 40,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_fec69c3b5a954e249bebcb32bdf27115.setOption(option_fec69c3b5a954e249bebcb32bdf27115);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18a26b0>"
+      ]
+     },
+     "execution_count": 340,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(hangzhou_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"杭州招聘薪资排行\", hangzhou_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(hangzhou_x_index)\n",
+    "scatter.add_yaxis(\"杭州高薪岗位\", hangzhou_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=40\n",
+    "            )\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"4f493a19ff8b48d1bb3f27b20efaa6f5\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_4f493a19ff8b48d1bb3f27b20efaa6f5 = echarts.init(\n",
+       "            document.getElementById('4f493a19ff8b48d1bb3f27b20efaa6f5'), 'white', {renderer: 'canvas'});\n",
+       "        var option_4f493a19ff8b48d1bb3f27b20efaa6f5 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u62db\\u8058\\u5c97\\u4f4d\",\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 50,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ],\n",
+       "    \"visualMap\": {\n",
+       "        \"type\": \"continuous\",\n",
+       "        \"min\": 50,\n",
+       "        \"max\": 70,\n",
+       "        \"inRange\": {\n",
+       "            \"symbolSize\": [\n",
+       "                20,\n",
+       "                50\n",
+       "            ]\n",
+       "        },\n",
+       "        \"calculable\": true,\n",
+       "        \"splitNumber\": 5,\n",
+       "        \"orient\": \"vertical\",\n",
+       "        \"showLabel\": true\n",
+       "    }\n",
+       "};\n",
+       "        chart_4f493a19ff8b48d1bb3f27b20efaa6f5.setOption(option_4f493a19ff8b48d1bb3f27b20efaa6f5);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1821c30>"
+      ]
+     },
+     "execution_count": 233,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(x_index)\n",
+    "scatter.add_yaxis(\"招聘岗位\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    visualmap_opts=opts.VisualMapOpts(type_=\"size\", max_=70, min_=50),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=50\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "scatter.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 341,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "beijing_job_type = beijing_job_sort_by_salary['job_type'][:10].value_counts()\n",
+    "shanghai_job_type = shanghai_job_sort_by_salary['job_type'][:10].value_counts()\n",
+    "shenzhen_job_type = shenzhen_job_sort_by_salary['job_type'][:10].value_counts()\n",
+    "hangzhou_job_type = hangzhou_job_sort_by_salary['job_type'][:10].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 278,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"f02d7d3250cb4b68b7a1859a883a98b9\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_f02d7d3250cb4b68b7a1859a883a98b9 = echarts.init(\n",
+       "            document.getElementById('f02d7d3250cb4b68b7a1859a883a98b9'), 'white', {renderer: 'canvas'});\n",
+       "        var option_f02d7d3250cb4b68b7a1859a883a98b9 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 4\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"python\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"java\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"python\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_f02d7d3250cb4b68b7a1859a883a98b9.setOption(option_f02d7d3250cb4b68b7a1859a883a98b9);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18924d0>"
+      ]
+     },
+     "execution_count": 278,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(beijing_job_type.index.tolist(), beijing_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"北京高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 343,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"b42ecb9094144f359dabc37c84b7d882\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_b42ecb9094144f359dabc37c84b7d882 = echarts.init(\n",
+       "            document.getElementById('b42ecb9094144f359dabc37c84b7d882'), 'white', {renderer: 'canvas'});\n",
+       "        var option_b42ecb9094144f359dabc37c84b7d882 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 5\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"java\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_b42ecb9094144f359dabc37c84b7d882.setOption(option_b42ecb9094144f359dabc37c84b7d882);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18ca5b0>"
+      ]
+     },
+     "execution_count": 343,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(shanghai_job_type.index.tolist(), shanghai_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"上海高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 344,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"1def4aefbbb14bf9a9d03be729e6282f\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_1def4aefbbb14bf9a9d03be729e6282f = echarts.init(\n",
+       "            document.getElementById('1def4aefbbb14bf9a9d03be729e6282f'), 'white', {renderer: 'canvas'});\n",
+       "        var option_1def4aefbbb14bf9a9d03be729e6282f = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 4\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                \"java\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_1def4aefbbb14bf9a9d03be729e6282f.setOption(option_1def4aefbbb14bf9a9d03be729e6282f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x194e830>"
+      ]
+     },
+     "execution_count": 344,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(shenzhen_job_type.index.tolist(), shenzhen_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"深圳高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 345,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"8657158084d44f89ba8d91de81957f65\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_8657158084d44f89ba8d91de81957f65 = echarts.init(\n",
+       "            document.getElementById('8657158084d44f89ba8d91de81957f65'), 'white', {renderer: 'canvas'});\n",
+       "        var option_8657158084d44f89ba8d91de81957f65 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 6\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 2\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"python\",\n",
+       "                    \"value\": 1\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"java\",\n",
+       "                \"python\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_8657158084d44f89ba8d91de81957f65.setOption(option_8657158084d44f89ba8d91de81957f65);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1930390>"
+      ]
+     },
+     "execution_count": 345,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(hangzhou_job_type.index.tolist(), hangzhou_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"杭州高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/boss_spider/boss_job.ipynb b/boss_spider/boss_job.ipynb
index f569428..96e2942 100644
--- a/boss_spider/boss_job.ipynb
+++ b/boss_spider/boss_job.ipynb
@@ -310,7 +310,7 @@
    "cell_type": "code",
    "execution_count": 106,
    "metadata": {
-    "scrolled": true
+    "collapsed": true
    },
    "outputs": [
     {
@@ -389,7 +389,9 @@
   {
    "cell_type": "code",
    "execution_count": 107,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "data": {
@@ -421,7 +423,7 @@
    "cell_type": "code",
    "execution_count": 108,
    "metadata": {
-    "scrolled": true
+    "collapsed": true
    },
    "outputs": [
     {
@@ -492,7 +494,9 @@
   {
    "cell_type": "code",
    "execution_count": 109,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [
     {
      "data": {
@@ -1639,6 +1643,13 @@
     "beijing_product_jobname_pd_word"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 203,
@@ -5588,6 +5599,453 @@
    "source": [
     "wordcloud_base(beijing_product_jobname_pd_word).render_notebook()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BOSS直聘      52\n",
+       "京东集团        45\n",
+       "京东数字科技      18\n",
+       "VIPKID      18\n",
+       "旷视MEGVII    14\n",
+       "            ..\n",
+       "IMS          1\n",
+       "金吉列留学        1\n",
+       "安一恒通         1\n",
+       "天启慧眼         1\n",
+       "腾信软创科技       1\n",
+       "Name: company_name, Length: 627, dtype: int64"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "beijing['company_name'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"62b361f2b4ca48fb938199b8c5230206\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_62b361f2b4ca48fb938199b8c5230206 = echarts.init(\n",
+       "            document.getElementById('62b361f2b4ca48fb938199b8c5230206'), 'white', {renderer: 'canvas'});\n",
+       "        var option_62b361f2b4ca48fb938199b8c5230206 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\",\n",
+       "            \"data\": [\n",
+       "                52,\n",
+       "                45,\n",
+       "                18,\n",
+       "                18,\n",
+       "                14,\n",
+       "                13,\n",
+       "                12,\n",
+       "                11,\n",
+       "                11,\n",
+       "                10\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"\\u4eac\\u4e1c\\u6570\\u5b57\\u79d1\\u6280\",\n",
+       "                \"VIPKID\",\n",
+       "                \"\\u65f7\\u89c6MEGVII\",\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u6ef4\\u6ef4\",\n",
+       "                \"\\u91d1\\u6cf0\\u4e9a\\u76db\",\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5317\\u4eac\\u4f01\\u4e1a\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_62b361f2b4ca48fb938199b8c5230206.setOption(option_62b361f2b4ca48fb938199b8c5230206);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x114866d0>"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing['company_name'].value_counts().index.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京\", beijing['company_name'].value_counts().values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"北京企业招聘岗位数量\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"95f3085bf3314f6c8a9b3d8293a2294c\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_95f3085bf3314f6c8a9b3d8293a2294c = echarts.init(\n",
+       "            document.getElementById('95f3085bf3314f6c8a9b3d8293a2294c'), 'white', {renderer: 'canvas'});\n",
+       "        var option_95f3085bf3314f6c8a9b3d8293a2294c = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5357\\u4eac\",\n",
+       "            \"data\": [\n",
+       "                75,\n",
+       "                28,\n",
+       "                25,\n",
+       "                25,\n",
+       "                23,\n",
+       "                16,\n",
+       "                15,\n",
+       "                13,\n",
+       "                12,\n",
+       "                10\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5357\\u4eac\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5357\\u4eac\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u4e07\\u5f97\",\n",
+       "                \"Suning\",\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u4e2d\\u8f6f\\u56fd\\u9645\",\n",
+       "                \"\\u82cf\\u5b81\\u6613\\u8d2d\",\n",
+       "                \"\\u82cf\\u5b81\\u4e91\\u5546\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4f17\\u80fd\\u8054\\u5408\",\n",
+       "                \"\\u82cf\\u5b81\\u4e91\\u5546\\u96c6\\u56e2\",\n",
+       "                \"\\u5e73\\u5b89\\u666e\\u60e0\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5357\\u4eac\\u4f01\\u4e1a\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_95f3085bf3314f6c8a9b3d8293a2294c.setOption(option_95f3085bf3314f6c8a9b3d8293a2294c);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x11749bd0>"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(nanjing['company_name'].value_counts().index.tolist()[:10])\n",
+    "bar.add_yaxis(\"南京\", nanjing['company_name'].value_counts().values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"南京企业招聘岗位数量\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
   }
  ],
  "metadata": {
diff --git a/boss_spider/company_of_job.ipynb b/boss_spider/company_of_job.ipynb
new file mode 100644
index 0000000..43c0205
--- /dev/null
+++ b/boss_spider/company_of_job.ipynb
@@ -0,0 +1,5837 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 273,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from pyecharts.charts import Bar, Geo, WordCloud, Grid, Line, Scatter, Pie\n",
+    "from pyecharts import options as opts\n",
+    "from pyecharts.globals import ChartType, SymbolType"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing = pd.read_csv(\"beijing_data.csv\")\n",
+    "shanghai = pd.read_csv(\"shanghai_data.csv\")\n",
+    "shenzhen = pd.read_csv(\"shenzhen_data.csv\")\n",
+    "guangzhou = pd.read_csv(\"guangzhou_data.csv\")\n",
+    "hangzhou = pd.read_csv(\"hangzhou_data.csv\")\n",
+    "nanjing = pd.read_csv(\"nanjing_data.csv\")\n",
+    "wuhan = pd.read_csv(\"wuhan_data.csv\")\n",
+    "xian = pd.read_csv(\"xian_data.csv\")\n",
+    "chengdu = pd.read_csv(\"chengdu_data.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>uri</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>site</th>\n",
+       "      <th>year</th>\n",
+       "      <th>edu</th>\n",
+       "      <th>job_name</th>\n",
+       "      <th>city</th>\n",
+       "      <th>job_type</th>\n",
+       "      <th>avg_salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>中国电信云</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/11266fc18dc1...</td>\n",
+       "      <td>20-40K·17薪</td>\n",
+       "      <td>北京 海淀区 西山</td>\n",
+       "      <td>经验不限</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>奇虎360</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2a3103941dc2...</td>\n",
+       "      <td>20-40K·15薪</td>\n",
+       "      <td>北京 朝阳区 酒仙桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>VIPKID</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2dd7f2760947...</td>\n",
+       "      <td>20-40K·14薪</td>\n",
+       "      <td>北京 朝阳区 十里堡</td>\n",
+       "      <td>5-10年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>天阳科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/a0c8485a448b...</td>\n",
+       "      <td>12-24K</td>\n",
+       "      <td>北京 石景山区 八宝山</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>python工程师</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>武汉佰钧成</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/d6627bf7c1e2...</td>\n",
+       "      <td>12-17K</td>\n",
+       "      <td>北京 朝阳区 三元桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>python开发</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9820</td>\n",
+       "      <td>第壹街舞</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/23f4fcf1e936...</td>\n",
+       "      <td>15-30K·13薪</td>\n",
+       "      <td>成都 武侯区 跳伞塔</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理-ERP项目经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9821</td>\n",
+       "      <td>易停车</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/1bde3c5dc4c9...</td>\n",
+       "      <td>6-8K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9822</td>\n",
+       "      <td>金瑞麒科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/333b26dcf515...</td>\n",
+       "      <td>10-15K</td>\n",
+       "      <td>成都 双流区 华阳</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9823</td>\n",
+       "      <td>朗培商学院</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/b711ea9545d2...</td>\n",
+       "      <td>11-20K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>中高级移动产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9824</td>\n",
+       "      <td>微品致远</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/03168bcffeca...</td>\n",
+       "      <td>8-11K</td>\n",
+       "      <td>成都 武侯区 高升桥</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理（成都）</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9825 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     company_name                                                uri  \\\n",
+       "0           中国电信云  https://www.zhipin.com/job_detail/11266fc18dc1...   \n",
+       "1           奇虎360  https://www.zhipin.com/job_detail/2a3103941dc2...   \n",
+       "2          VIPKID  https://www.zhipin.com/job_detail/2dd7f2760947...   \n",
+       "3            天阳科技  https://www.zhipin.com/job_detail/a0c8485a448b...   \n",
+       "4           武汉佰钧成  https://www.zhipin.com/job_detail/d6627bf7c1e2...   \n",
+       "...           ...                                                ...   \n",
+       "9820         第壹街舞  https://www.zhipin.com/job_detail/23f4fcf1e936...   \n",
+       "9821          易停车  https://www.zhipin.com/job_detail/1bde3c5dc4c9...   \n",
+       "9822        金瑞麒科技  https://www.zhipin.com/job_detail/333b26dcf515...   \n",
+       "9823        朗培商学院  https://www.zhipin.com/job_detail/b711ea9545d2...   \n",
+       "9824         微品致远  https://www.zhipin.com/job_detail/03168bcffeca...   \n",
+       "\n",
+       "          salary         site   year edu      job_name     city job_type  \\\n",
+       "0     20-40K·17薪    北京 海淀区 西山   经验不限  本科        Python  beijing   python   \n",
+       "1     20-40K·15薪   北京 朝阳区 酒仙桥   3-5年  大专        Python  beijing   python   \n",
+       "2     20-40K·14薪   北京 朝阳区 十里堡  5-10年  本科        Python  beijing   python   \n",
+       "3         12-24K  北京 石景山区 八宝山   1-3年  本科     python工程师  beijing   python   \n",
+       "4         12-17K   北京 朝阳区 三元桥   3-5年  大专      python开发  beijing   python   \n",
+       "...          ...          ...    ...  ..           ...      ...      ...   \n",
+       "9820  15-30K·13薪   成都 武侯区 跳伞塔   3-5年  本科  产品经理-ERP项目经理  chengdu     产品经理   \n",
+       "9821        6-8K         成都     3-5年  大专          产品经理  chengdu     产品经理   \n",
+       "9822      10-15K    成都 双流区 华阳   3-5年  本科          产品经理  chengdu     产品经理   \n",
+       "9823      11-20K         成都     3-5年  大专     中高级移动产品经理  chengdu     产品经理   \n",
+       "9824       8-11K   成都 武侯区 高升桥   1-3年  本科      产品经理（成都）  chengdu     产品经理   \n",
+       "\n",
+       "      avg_salary  \n",
+       "0             30  \n",
+       "1             30  \n",
+       "2             30  \n",
+       "3             18  \n",
+       "4             14  \n",
+       "...          ...  \n",
+       "9820          22  \n",
+       "9821           7  \n",
+       "9822          12  \n",
+       "9823          15  \n",
+       "9824           9  \n",
+       "\n",
+       "[9825 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 255,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 合并城市数据\n",
+    "all_data = pd.concat([beijing, shanghai, shenzhen, guangzhou, hangzhou, nanjing, wuhan, xian, chengdu], ignore_index=True)\n",
+    "all_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_num(mystr):\n",
+    "    rege = r'(\\d+)-(\\d+)K'\n",
+    "    res = re.match(rege, mystr)\n",
+    "    result = (int(res.group(1)) + int(res.group(2)))/2\n",
+    "    return int(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>uri</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>site</th>\n",
+       "      <th>year</th>\n",
+       "      <th>edu</th>\n",
+       "      <th>job_name</th>\n",
+       "      <th>city</th>\n",
+       "      <th>job_type</th>\n",
+       "      <th>avg_salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>中国电信云</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/11266fc18dc1...</td>\n",
+       "      <td>20-40K·17薪</td>\n",
+       "      <td>北京 海淀区 西山</td>\n",
+       "      <td>经验不限</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>奇虎360</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2a3103941dc2...</td>\n",
+       "      <td>20-40K·15薪</td>\n",
+       "      <td>北京 朝阳区 酒仙桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>VIPKID</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/2dd7f2760947...</td>\n",
+       "      <td>20-40K·14薪</td>\n",
+       "      <td>北京 朝阳区 十里堡</td>\n",
+       "      <td>5-10年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>Python</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>天阳科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/a0c8485a448b...</td>\n",
+       "      <td>12-24K</td>\n",
+       "      <td>北京 石景山区 八宝山</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>python工程师</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>武汉佰钧成</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/d6627bf7c1e2...</td>\n",
+       "      <td>12-17K</td>\n",
+       "      <td>北京 朝阳区 三元桥</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>python开发</td>\n",
+       "      <td>beijing</td>\n",
+       "      <td>python</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9820</td>\n",
+       "      <td>第壹街舞</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/23f4fcf1e936...</td>\n",
+       "      <td>15-30K·13薪</td>\n",
+       "      <td>成都 武侯区 跳伞塔</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理-ERP项目经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9821</td>\n",
+       "      <td>易停车</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/1bde3c5dc4c9...</td>\n",
+       "      <td>6-8K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9822</td>\n",
+       "      <td>金瑞麒科技</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/333b26dcf515...</td>\n",
+       "      <td>10-15K</td>\n",
+       "      <td>成都 双流区 华阳</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9823</td>\n",
+       "      <td>朗培商学院</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/b711ea9545d2...</td>\n",
+       "      <td>11-20K</td>\n",
+       "      <td>成都</td>\n",
+       "      <td>3-5年</td>\n",
+       "      <td>大专</td>\n",
+       "      <td>中高级移动产品经理</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>9824</td>\n",
+       "      <td>微品致远</td>\n",
+       "      <td>https://www.zhipin.com/job_detail/03168bcffeca...</td>\n",
+       "      <td>8-11K</td>\n",
+       "      <td>成都 武侯区 高升桥</td>\n",
+       "      <td>1-3年</td>\n",
+       "      <td>本科</td>\n",
+       "      <td>产品经理（成都）</td>\n",
+       "      <td>chengdu</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9825 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     company_name                                                uri  \\\n",
+       "0           中国电信云  https://www.zhipin.com/job_detail/11266fc18dc1...   \n",
+       "1           奇虎360  https://www.zhipin.com/job_detail/2a3103941dc2...   \n",
+       "2          VIPKID  https://www.zhipin.com/job_detail/2dd7f2760947...   \n",
+       "3            天阳科技  https://www.zhipin.com/job_detail/a0c8485a448b...   \n",
+       "4           武汉佰钧成  https://www.zhipin.com/job_detail/d6627bf7c1e2...   \n",
+       "...           ...                                                ...   \n",
+       "9820         第壹街舞  https://www.zhipin.com/job_detail/23f4fcf1e936...   \n",
+       "9821          易停车  https://www.zhipin.com/job_detail/1bde3c5dc4c9...   \n",
+       "9822        金瑞麒科技  https://www.zhipin.com/job_detail/333b26dcf515...   \n",
+       "9823        朗培商学院  https://www.zhipin.com/job_detail/b711ea9545d2...   \n",
+       "9824         微品致远  https://www.zhipin.com/job_detail/03168bcffeca...   \n",
+       "\n",
+       "          salary         site   year edu      job_name     city job_type  \\\n",
+       "0     20-40K·17薪    北京 海淀区 西山   经验不限  本科        Python  beijing   python   \n",
+       "1     20-40K·15薪   北京 朝阳区 酒仙桥   3-5年  大专        Python  beijing   python   \n",
+       "2     20-40K·14薪   北京 朝阳区 十里堡  5-10年  本科        Python  beijing   python   \n",
+       "3         12-24K  北京 石景山区 八宝山   1-3年  本科     python工程师  beijing   python   \n",
+       "4         12-17K   北京 朝阳区 三元桥   3-5年  大专      python开发  beijing   python   \n",
+       "...          ...          ...    ...  ..           ...      ...      ...   \n",
+       "9820  15-30K·13薪   成都 武侯区 跳伞塔   3-5年  本科  产品经理-ERP项目经理  chengdu     产品经理   \n",
+       "9821        6-8K         成都     3-5年  大专          产品经理  chengdu     产品经理   \n",
+       "9822      10-15K    成都 双流区 华阳   3-5年  本科          产品经理  chengdu     产品经理   \n",
+       "9823      11-20K         成都     3-5年  大专     中高级移动产品经理  chengdu     产品经理   \n",
+       "9824       8-11K   成都 武侯区 高升桥   1-3年  本科      产品经理（成都）  chengdu     产品经理   \n",
+       "\n",
+       "      avg_salary  \n",
+       "0             30  \n",
+       "1             30  \n",
+       "2             30  \n",
+       "3             18  \n",
+       "4             14  \n",
+       "...          ...  \n",
+       "9820          22  \n",
+       "9821           7  \n",
+       "9822          12  \n",
+       "9823          15  \n",
+       "9824           9  \n",
+       "\n",
+       "[9825 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 257,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_data['avg_salary'] = all_data['salary'].apply(get_num)\n",
+    "all_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 264,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>100教育</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>100课堂</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>1药网</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>31会议网</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>360</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4794</td>\n",
+       "      <td>齐聚科技</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4795</td>\n",
+       "      <td>龙之力</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4796</td>\n",
+       "      <td>龙信科技</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4797</td>\n",
+       "      <td>龙婴本铺</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4798</td>\n",
+       "      <td>龙渊网络科技有限公司</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4799 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     company_name  counts\n",
+       "0           100教育       2\n",
+       "1           100课堂       1\n",
+       "2             1药网       2\n",
+       "3           31会议网       2\n",
+       "4             360       1\n",
+       "...           ...     ...\n",
+       "4794         齐聚科技       1\n",
+       "4795          龙之力       2\n",
+       "4796         龙信科技       1\n",
+       "4797         龙婴本铺       1\n",
+       "4798   龙渊网络科技有限公司       4\n",
+       "\n",
+       "[4799 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 264,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_company_avg_salary = all_data.groupby('company_name').mean()\n",
+    "all_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "all_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "all_job_count = all_data.groupby('company_name').size()\n",
+    "dict_site = {'company_name': all_job_count.index, 'counts': all_job_count.values}\n",
+    "all_job_count_data = pd.DataFrame(dict_site)\n",
+    "all_job_count_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 310,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "all_company_avg_salary['avg_salary'] = all_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "all_company_avg_salary_counts = pd.merge(all_company_avg_salary, all_job_count_data, on='company_name')\n",
+    "all_company = all_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 269,
+   "metadata": {},
+   "outputs": [
+    {
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+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"\\u535a\\u4e16\\u732b\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u591a\\u51c6\\u6570\\u636e\",\n",
+       "                \"\\u6d01\\u7279\\u751f\\u7269\",\n",
+       "                \"\\u65b0\\u7f8e\\u5927\",\n",
+       "                \"\\u60a0\\u6613\\u4e92\\u901a\",\n",
+       "                \"\\u5b9d\\u8a89\\u5fb7\",\n",
+       "                \"\\u5ffd\\u5ba2\",\n",
+       "                \"\\u4e30\\u5bfb\\u56fd\\u9645\\u8d38\\u6613\\u6709\\u9650\\u516c\\u53f8\",\n",
+       "                \"\\u5df4\\u6069\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_d10656fcaad8429c954936fc1a01586f.setOption(option_d10656fcaad8429c954936fc1a01586f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18924b0>"
+      ]
+     },
+     "execution_count": 269,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业平均招聘薪资\", all_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业在招岗位数量\", all_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 305,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"66ecc17e26144719b431e746183a4ca8\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_66ecc17e26144719b431e746183a4ca8 = echarts.init(\n",
+       "            document.getElementById('66ecc17e26144719b431e746183a4ca8'), 'white', {renderer: 'canvas'});\n",
+       "        var option_66ecc17e26144719b431e746183a4ca8 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                153,\n",
+       "                123,\n",
+       "                121,\n",
+       "                85,\n",
+       "                80,\n",
+       "                59,\n",
+       "                58,\n",
+       "                56,\n",
+       "                52,\n",
+       "                51\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"data\": [\n",
+       "                14.78,\n",
+       "                14.89,\n",
+       "                31.17,\n",
+       "                33.13,\n",
+       "                9.64,\n",
+       "                29.36,\n",
+       "                38.98,\n",
+       "                24.18,\n",
+       "                30.19,\n",
+       "                22.37\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "                \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u4e2d\\u8f6f\\u56fd\\u9645\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u8682\\u8681\\u91d1\\u670d\",\n",
+       "                \"\\u4e07\\u5f97\",\n",
+       "                \"\\u817e\\u8baf\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u534e\\u4e3a\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}\\u4e2a\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u62db\\u8058\\u60c5\\u51b5\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_66ecc17e26144719b431e746183a4ca8.setOption(option_66ecc17e26144719b431e746183a4ca8);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193dd70>"
+      ]
+     },
+     "execution_count": 305,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_company['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国招聘岗位数量\", all_company['counts'].values.tolist()[:10])\n",
+    "# bar.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10])\n",
+    "bar.extend_axis(\n",
+    "            yaxis=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    "        )\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"全国企业招聘情况\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}个\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar2 = Bar().add_xaxis(all_company['company_name'].values.tolist()[:10])\n",
+    "bar2.add_yaxis(\"全国平均招聘薪资\", all_company['avg_salary'].values.tolist()[:10], yaxis_index=1)\n",
+    "bar.overlap(bar2)\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"d9dfdac3d41f45fbbb533c8479357d5b\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_d9dfdac3d41f45fbbb533c8479357d5b = echarts.init(\n",
+       "            document.getElementById('d9dfdac3d41f45fbbb533c8479357d5b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_d9dfdac3d41f45fbbb533c8479357d5b = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                121,\n",
+       "                85,\n",
+       "                80,\n",
+       "                59,\n",
+       "                58,\n",
+       "                56,\n",
+       "                52,\n",
+       "                51,\n",
+       "                50,\n",
+       "                50,\n",
+       "                47,\n",
+       "                41,\n",
+       "                31,\n",
+       "                30,\n",
+       "                29,\n",
+       "                29,\n",
+       "                24,\n",
+       "                23\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"data\": [\n",
+       "                31.17,\n",
+       "                33.13,\n",
+       "                9.64,\n",
+       "                29.36,\n",
+       "                38.98,\n",
+       "                24.18,\n",
+       "                30.19,\n",
+       "                22.37,\n",
+       "                28.54,\n",
+       "                21.14,\n",
+       "                10.89,\n",
+       "                11.85,\n",
+       "                7.29,\n",
+       "                22.7,\n",
+       "                21.86,\n",
+       "                15.03,\n",
+       "                30.46,\n",
+       "                24.65\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "                \"\\u5168\\u56fd\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5168\\u56fd\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u8682\\u8681\\u91d1\\u670d\",\n",
+       "                \"\\u4e07\\u5f97\",\n",
+       "                \"\\u817e\\u8baf\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u534e\\u4e3a\",\n",
+       "                \"OPPO\",\n",
+       "                \"\\u643a\\u7a0b\\u65c5\\u884c\\u7f51\",\n",
+       "                \"\\u5e73\\u5b89\\u666e\\u60e0\",\n",
+       "                \"\\u7edb\\u95e8\\u79d1\\u6280\",\n",
+       "                \"\\u50b2\\u68a6\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u5c0f\\u7c73\",\n",
+       "                \"Suning\",\n",
+       "                \"\\u6b66\\u6c49\\u4f70\\u94a7\\u6210\",\n",
+       "                \"\\u4eac\\u4e1c\\u6570\\u5b57\\u79d1\\u6280\",\n",
+       "                \"\\u4eca\\u65e5\\u5934\\u6761\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}\\u4e2a\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u62db\\u8058\\u60c5\\u51b5\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_d9dfdac3d41f45fbbb533c8479357d5b.setOption(option_d9dfdac3d41f45fbbb533c8479357d5b);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193de50>"
+      ]
+     },
+     "execution_count": 307,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_company['company_name'].values.tolist()[2:20])\n",
+    "bar.add_yaxis(\"全国招聘岗位数量\", all_company['counts'].values.tolist()[2:20])\n",
+    "# bar.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10])\n",
+    "bar.extend_axis(\n",
+    "            yaxis=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    "        )\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"全国企业招聘情况\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}个\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar2 = Bar().add_xaxis(all_company['company_name'].values.tolist()[2:20])\n",
+    "bar2.add_yaxis(\"全国平均招聘薪资\", all_company['avg_salary'].values.tolist()[2:20], yaxis_index=1)\n",
+    "bar.overlap(bar2)\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 313,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "all_sort = all_data.sort_values(by='avg_salary', ascending=False)\n",
+    "all_job_sort_by_salary = all_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "all_job_type = all_job_sort_by_salary['job_type'][:30].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 314,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"9adf999ce48d4958a95989632764fddd\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_9adf999ce48d4958a95989632764fddd = echarts.init(\n",
+       "            document.getElementById('9adf999ce48d4958a95989632764fddd'), 'white', {renderer: 'canvas'});\n",
+       "        var option_9adf999ce48d4958a95989632764fddd = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 14\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 9\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                    \"value\": 6\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"python\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"java\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                \"python\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5168\\u56fd\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_9adf999ce48d4958a95989632764fddd.setOption(option_9adf999ce48d4958a95989632764fddd);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193a0d0>"
+      ]
+     },
+     "execution_count": 314,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(all_job_type.index.tolist(), all_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"全国高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 301,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>job_type</th>\n",
+       "      <th>avg_salary</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>java</td>\n",
+       "      <td>18.077381</td>\n",
+       "      <td>2.688</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>产品经理</td>\n",
+       "      <td>17.389509</td>\n",
+       "      <td>2.688</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>python</td>\n",
+       "      <td>16.713082</td>\n",
+       "      <td>2.018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>数据分析</td>\n",
+       "      <td>14.804607</td>\n",
+       "      <td>2.431</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  job_type  avg_salary  counts\n",
+       "0     java   18.077381   2.688\n",
+       "1     产品经理   17.389509   2.688\n",
+       "2   python   16.713082   2.018\n",
+       "3     数据分析   14.804607   2.431"
+      ]
+     },
+     "execution_count": 301,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_jobtype_avg_salary = all_data.groupby('job_type').mean()\n",
+    "all_jobtype_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "all_jobtype_counts = all_data.groupby('job_type').size()\n",
+    "dict_site = {'job_type': all_jobtype_counts.index, 'counts': all_jobtype_counts.values/1000}\n",
+    "all_job_counts_data = pd.DataFrame(dict_site)\n",
+    "all_jobtype_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "all_jobtype_data = pd.merge(all_jobtype_avg_salary, all_job_counts_data, on='job_type')\n",
+    "all_jobtype_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "job_type\n",
+       "java      2688\n",
+       "python    2018\n",
+       "产品经理      2688\n",
+       "数据分析      2431\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 297,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_jobtype_counts = all_data.groupby('job_type').size()\n",
+    "all_jobtype_counts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 303,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"0bb4c7ec71e84465804a255619c8142f\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_0bb4c7ec71e84465804a255619c8142f = echarts.init(\n",
+       "            document.getElementById('0bb4c7ec71e84465804a255619c8142f'), 'white', {renderer: 'canvas'});\n",
+       "        var option_0bb4c7ec71e84465804a255619c8142f = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                18.077380952380953,\n",
+       "                17.389508928571427,\n",
+       "                16.713082259663032,\n",
+       "                14.804607157548334\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u62db\\u8058\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                2.688,\n",
+       "                2.688,\n",
+       "                2.018,\n",
+       "                2.431\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u62db\\u8058\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u5168\\u56fd\\u4f01\\u4e1a\\u5c97\\u4f4d\\u62db\\u8058\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"java\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                \"python\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_0bb4c7ec71e84465804a255619c8142f.setOption(option_0bb4c7ec71e84465804a255619c8142f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1930ad0>"
+      ]
+     },
+     "execution_count": 303,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(all_jobtype_data['job_type'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业岗位平均招聘薪资\", all_jobtype_data['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"全国企业岗位招聘数量\", all_jobtype_data['counts'].values.tolist()[:10])\n",
+    "bar.reversal_axis()\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30, formatter=\"{value}K\")),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts()\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True, position=\"right\")\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 分城市分析"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "beijing['avg_salary'] = beijing['salary'].apply(get_num)\n",
+    "shanghai['avg_salary'] = shanghai['salary'].apply(get_num)\n",
+    "shenzhen['avg_salary'] = shenzhen['salary'].apply(get_num)\n",
+    "hangzhou['avg_salary'] = hangzhou['salary'].apply(get_num)\n",
+    "\n",
+    "guangzhou['avg_salary'] = guangzhou['salary'].apply(get_num)\n",
+    "nanjing['avg_salary'] = nanjing['salary'].apply(get_num)\n",
+    "xian['avg_salary'] = xian['salary'].apply(get_num)\n",
+    "wuhan['avg_salary'] = wuhan['salary'].apply(get_num)\n",
+    "chengdu['avg_salary'] = chengdu['salary'].apply(get_num)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 316,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_job_count = beijing.groupby('company_name').size()\n",
+    "dict_site = {'company_name': beijing_job_count.index, 'counts': beijing_job_count.values}\n",
+    "beijing_job_count_data = pd.DataFrame(dict_site)\n",
+    "\n",
+    "shanghai_job_count = shanghai.groupby('company_name').size()\n",
+    "dict_site = {'company_name': shanghai_job_count.index, 'counts': shanghai_job_count.values}\n",
+    "shanghai_job_count_data = pd.DataFrame(dict_site)\n",
+    "\n",
+    "shenzhen_job_count = shenzhen.groupby('company_name').size()\n",
+    "dict_site = {'company_name': shenzhen_job_count.index, 'counts': shenzhen_job_count.values}\n",
+    "shenzhen_job_count_data = pd.DataFrame(dict_site)\n",
+    "\n",
+    "hangzhou_job_count = hangzhou.groupby('company_name').size()\n",
+    "dict_site = {'company_name': hangzhou_job_count.index, 'counts': hangzhou_job_count.values}\n",
+    "hangzhou_job_count_data = pd.DataFrame(dict_site)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_company_avg_salary = beijing.groupby('company_name').mean()\n",
+    "beijing_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "beijing_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "beijing_company_avg_salary['avg_salary'] = beijing_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "beijing_company_avg_salary_counts = pd.merge(beijing_company_avg_salary, beijing_job_count_data, on='company_name')\n",
+    "beijing_company = beijing_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 317,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "shanghai_company_avg_salary = shanghai.groupby('company_name').mean()\n",
+    "shanghai_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "shanghai_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "shanghai_company_avg_salary['avg_salary'] = shanghai_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "shanghai_company_avg_salary_counts = pd.merge(shanghai_company_avg_salary, shanghai_job_count_data, on='company_name')\n",
+    "shanghai_company = shanghai_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 318,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shenzhen_company_avg_salary = shenzhen.groupby('company_name').mean()\n",
+    "shenzhen_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "shenzhen_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "shenzhen_company_avg_salary['avg_salary'] = shenzhen_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "shenzhen_company_avg_salary_counts = pd.merge(shenzhen_company_avg_salary, shenzhen_job_count_data, on='company_name')\n",
+    "shenzhen_company = shenzhen_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 319,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hangzhou_company_avg_salary = hangzhou.groupby('company_name').mean()\n",
+    "hangzhou_company_avg_salary.reset_index(inplace=True)\n",
+    "\n",
+    "hangzhou_company_avg_salary.sort_values(by='avg_salary', ascending=False, inplace=True)\n",
+    "\n",
+    "hangzhou_company_avg_salary['avg_salary'] = hangzhou_company_avg_salary['avg_salary'].apply(lambda x: round(x, 2))\n",
+    "hangzhou_company_avg_salary_counts = pd.merge(hangzhou_company_avg_salary, hangzhou_job_count_data, on='company_name')\n",
+    "hangzhou_company = hangzhou_company_avg_salary_counts.sort_values(by='counts', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"aa13840652274c709c4fd41dc7ebe090\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_aa13840652274c709c4fd41dc7ebe090 = echarts.init(\n",
+       "            document.getElementById('aa13840652274c709c4fd41dc7ebe090'), 'white', {renderer: 'canvas'});\n",
+       "        var option_aa13840652274c709c4fd41dc7ebe090 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                52,\n",
+       "                45,\n",
+       "                18,\n",
+       "                18,\n",
+       "                14,\n",
+       "                13,\n",
+       "                12,\n",
+       "                11,\n",
+       "                11,\n",
+       "                10\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"data\": [\n",
+       "                30.19,\n",
+       "                25.64,\n",
+       "                32.5,\n",
+       "                31.17,\n",
+       "                27.71,\n",
+       "                37.08,\n",
+       "                30.0,\n",
+       "                14.09,\n",
+       "                13.18,\n",
+       "                39.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "                \"\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u4eac\\u4e1c\\u96c6\\u56e2\",\n",
+       "                \"\\u4eac\\u4e1c\\u6570\\u5b57\\u79d1\\u6280\",\n",
+       "                \"VIPKID\",\n",
+       "                \"\\u65f7\\u89c6MEGVII\",\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u6ef4\\u6ef4\",\n",
+       "                \"\\u8f6f\\u901a\\u52a8\\u529b\",\n",
+       "                \"\\u91d1\\u6cf0\\u4e9a\\u76db\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}\\u4e2a\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5317\\u4eac\\u4f01\\u4e1a\\u62db\\u8058\\u60c5\\u51b5\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_aa13840652274c709c4fd41dc7ebe090.setOption(option_aa13840652274c709c4fd41dc7ebe090);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18216d0>"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing_company['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"招聘岗位数量\", beijing_company['counts'].values.tolist()[:10])\n",
+    "# bar.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10])\n",
+    "bar.extend_axis(\n",
+    "            yaxis=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    "        )\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"北京企业招聘情况\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}个\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar2 = Bar().add_xaxis(beijing_company['company_name'].values.tolist()[:10])\n",
+    "bar2.add_yaxis(\"平均招聘薪资\", beijing_company['avg_salary'].values.tolist()[:10], yaxis_index=1)\n",
+    "bar.overlap(bar2)\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>avg_salary</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>悠易互通</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>广联达</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>宝誉德</td>\n",
+       "      <td>47.5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>网易</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>忽客</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>622</td>\n",
+       "      <td>天地在线</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>623</td>\n",
+       "      <td>全时天地在线</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>624</td>\n",
+       "      <td>明大启微</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>625</td>\n",
+       "      <td>视觉互联</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>626</td>\n",
+       "      <td>有缘网</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>627 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    company_name  avg_salary  counts\n",
+       "0           悠易互通        50.0       1\n",
+       "1            广联达        50.0       1\n",
+       "2            宝誉德        47.5       2\n",
+       "3             网易        45.0       1\n",
+       "4             忽客        45.0       1\n",
+       "..           ...         ...     ...\n",
+       "622         天地在线         4.0       1\n",
+       "623       全时天地在线         4.0       1\n",
+       "624         明大启微         4.0       1\n",
+       "625         视觉互联         3.0       1\n",
+       "626          有缘网         2.0       1\n",
+       "\n",
+       "[627 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "beijing_company_avg_salary_counts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 315,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"b4026330d7d04a558a1bf1408779255b\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_b4026330d7d04a558a1bf1408779255b = echarts.init(\n",
+       "            document.getElementById('b4026330d7d04a558a1bf1408779255b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_b4026330d7d04a558a1bf1408779255b = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                50.0,\n",
+       "                50.0,\n",
+       "                47.5,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                1,\n",
+       "                1,\n",
+       "                2,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u5317\\u4eac\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u5317\\u4eac\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u60a0\\u6613\\u4e92\\u901a\",\n",
+       "                \"\\u5e7f\\u8054\\u8fbe\",\n",
+       "                \"\\u5b9d\\u8a89\\u5fb7\",\n",
+       "                \"\\u7f51\\u6613\",\n",
+       "                \"\\u5ffd\\u5ba2\",\n",
+       "                \"\\u4e09\\u4e00\\u91cd\\u5de5\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u652f\\u4ed8\\u5b9d\",\n",
+       "                \"\\u7f51\\u6613\\u6709\\u9053\",\n",
+       "                \"\\u5df4\\u6069\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_b4026330d7d04a558a1bf1408779255b.setOption(option_b4026330d7d04a558a1bf1408779255b);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1892c50>"
+      ]
+     },
+     "execution_count": 315,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京平均招聘薪资\", beijing_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京在招岗位数量\", beijing_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 321,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"4fc3fef6af9147f5ac0ecceca3b45e5d\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_4fc3fef6af9147f5ac0ecceca3b45e5d = echarts.init(\n",
+       "            document.getElementById('4fc3fef6af9147f5ac0ecceca3b45e5d'), 'white', {renderer: 'canvas'});\n",
+       "        var option_4fc3fef6af9147f5ac0ecceca3b45e5d = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                50.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                43.2,\n",
+       "                43.0,\n",
+       "                40.0,\n",
+       "                40.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                5,\n",
+       "                3,\n",
+       "                1,\n",
+       "                1\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4e0a\\u6d77\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u4e0a\\u6d77\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u4e0a\\u6d77\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u4e0a\\u6d77\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u65b0\\u7f8e\\u5927\",\n",
+       "                \"\\u4e30\\u5bfb\\u56fd\\u9645\\u8d38\\u6613\\u6709\\u9650\\u516c\\u53f8\",\n",
+       "                \"\\u745e\\u9619\",\n",
+       "                \"\\u5317\\u4eac\\u5b57\\u8282\\u8df3\\u52a8\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u827e\\u7279\\u4fe1\\u606f\",\n",
+       "                \"\\u91d1\\u670d\\u94f6\\u884c\\u79d1\\u6280\\u4e2d\\u5fc3\",\n",
+       "                \"OYO\",\n",
+       "                \"\\u652f\\u4ed8\\u5b9d\\u53e3\\u7891\",\n",
+       "                \"\\u4e0a\\u6d77\\u6b27\\u62c9\\u7f51\\u7edc\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_4fc3fef6af9147f5ac0ecceca3b45e5d.setOption(option_4fc3fef6af9147f5ac0ecceca3b45e5d);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18925d0>"
+      ]
+     },
+     "execution_count": 321,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shanghai_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"上海平均招聘薪资\", shanghai_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"上海在招岗位数量\", shanghai_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 322,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"787cc9800c4d43129338cfc1addca0b5\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_787cc9800c4d43129338cfc1addca0b5 = echarts.init(\n",
+       "            document.getElementById('787cc9800c4d43129338cfc1addca0b5'), 'white', {renderer: 'canvas'});\n",
+       "        var option_787cc9800c4d43129338cfc1addca0b5 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                59.0,\n",
+       "                52.0,\n",
+       "                50.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                40.51,\n",
+       "                40.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                3,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                37,\n",
+       "                2\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6df1\\u5733\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u6df1\\u5733\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u6df1\\u5733\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u6df1\\u5733\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"\\u963f\\u91cc\\u4e91\",\n",
+       "                \"\\u9f50\\u5bb6\\u7f51\",\n",
+       "                \"\\u5ea6\\u521b\",\n",
+       "                \"\\u73a9\\u5457\\u5a31\\u4e50\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u94b0\\u521b\\u5408\\u6210\\u5149\\u7535\",\n",
+       "                \"\\u805a\\u4fdd\\u76c6\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u4f20\\u667a\\u64ad\\u5ba2\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_787cc9800c4d43129338cfc1addca0b5.setOption(option_787cc9800c4d43129338cfc1addca0b5);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x19306f0>"
+      ]
+     },
+     "execution_count": 322,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shenzhen_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"深圳平均招聘薪资\", shenzhen_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"深圳在招岗位数量\", shenzhen_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 323,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"e781da4dbfdf4ce9a7d2c5a5ffd50d4b\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_e781da4dbfdf4ce9a7d2c5a5ffd50d4b = echarts.init(\n",
+       "            document.getElementById('e781da4dbfdf4ce9a7d2c5a5ffd50d4b'), 'white', {renderer: 'canvas'});\n",
+       "        var option_e781da4dbfdf4ce9a7d2c5a5ffd50d4b = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "            \"data\": [\n",
+       "                75.0,\n",
+       "                51.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                45.0,\n",
+       "                43.5,\n",
+       "                42.8,\n",
+       "                42.0,\n",
+       "                42.0,\n",
+       "                39.0\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\",\n",
+       "            \"data\": [\n",
+       "                1,\n",
+       "                2,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1,\n",
+       "                2,\n",
+       "                5,\n",
+       "                1,\n",
+       "                1,\n",
+       "                1\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u676d\\u5dde\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\",\n",
+       "                \"\\u676d\\u5dde\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u676d\\u5dde\\u5e73\\u5747\\u62db\\u8058\\u85aa\\u8d44\": true,\n",
+       "                \"\\u676d\\u5dde\\u5728\\u62db\\u5c97\\u4f4d\\u6570\\u91cf\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u535a\\u4e16\\u732b\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u591a\\u51c6\\u6570\\u636e\",\n",
+       "                \"\\u535a\\u4e16\\u732b\",\n",
+       "                \"\\u963f\\u91cc\\u65c5\\u884c\",\n",
+       "                \"\\u81ea\\u5174\\u4fe1\\u606f\",\n",
+       "                \"\\u63a5\\u529b\\u68d2\",\n",
+       "                \"vivo\",\n",
+       "                \"SHEIN\",\n",
+       "                \"\\u5168\\u5c1a\\u79d1\\u6280\",\n",
+       "                \"\\u95ea\\u9a6c\\u667a\\u80fd\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ]\n",
+       "};\n",
+       "        chart_e781da4dbfdf4ce9a7d2c5a5ffd50d4b.setOption(option_e781da4dbfdf4ce9a7d2c5a5ffd50d4b);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1930650>"
+      ]
+     },
+     "execution_count": 323,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(hangzhou_company_avg_salary_counts['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"杭州平均招聘薪资\", hangzhou_company_avg_salary_counts['avg_salary'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"杭州在招岗位数量\", hangzhou_company_avg_salary_counts['counts'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "bar.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 324,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_sort = beijing.sort_values(by='avg_salary', ascending=False)\n",
+    "shanghai_sort = shanghai.sort_values(by='avg_salary', ascending=False)\n",
+    "shenzhen_sort = shenzhen.sort_values(by='avg_salary', ascending=False)\n",
+    "hangzhou_sort = hangzhou.sort_values(by='avg_salary', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 325,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "beijing_job_sort_by_salary = beijing_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "shanghai_job_sort_by_salary = shanghai_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "shenzhen_job_sort_by_salary = shenzhen_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]\n",
+    "hangzhou_job_sort_by_salary = hangzhou_sort[['company_name', 'avg_salary', 'job_name', 'job_type']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 329,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "beijing_job_sort_by_salary_salary = beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "beijing_job_sort_by_salary_jobname = beijing_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "beijing_job_sort_by_salary_company = beijing_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "beijing_x_index = [beijing_job_sort_by_salary_jobname[i] + \":\" + str(beijing_job_sort_by_salary_salary[i]) for i in range(0, len(beijing_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 330,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shanghai_job_sort_by_salary_salary = shanghai_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "shanghai_job_sort_by_salary_jobname = shanghai_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "shanghai_job_sort_by_salary_company = shanghai_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "shanghai_x_index = [shanghai_job_sort_by_salary_jobname[i] + \":\" + str(shanghai_job_sort_by_salary_salary[i]) for i in range(0, len(shanghai_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 331,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shenzhen_job_sort_by_salary_salary = shenzhen_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "shenzhen_job_sort_by_salary_jobname = shenzhen_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "shenzhen_job_sort_by_salary_company = shenzhen_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "shenzhen_x_index = [shenzhen_job_sort_by_salary_jobname[i] + \":\" + str(shenzhen_job_sort_by_salary_salary[i]) for i in range(0, len(shenzhen_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 334,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hangzhou_job_sort_by_salary_salary = hangzhou_job_sort_by_salary['avg_salary'].values.tolist()[:10]\n",
+    "hangzhou_job_sort_by_salary_jobname = hangzhou_job_sort_by_salary['job_name'].values.tolist()[:10]\n",
+    "hangzhou_job_sort_by_salary_company = hangzhou_job_sort_by_salary['company_name'].values.tolist()[:10]\n",
+    "hangzhou_x_index = [hangzhou_job_sort_by_salary_jobname[i] + \":\" + str(hangzhou_job_sort_by_salary_salary[i]) for i in range(0, len(hangzhou_job_sort_by_salary_company))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 336,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"9b33155b6cff4f45bb5058b97494655f\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_9b33155b6cff4f45bb5058b97494655f = echarts.init(\n",
+       "            document.getElementById('9b33155b6cff4f45bb5058b97494655f'), 'white', {renderer: 'canvas'});\n",
+       "        var option_9b33155b6cff4f45bb5058b97494655f = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                65,\n",
+       "                65,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55,\n",
+       "                55\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u5b9d\\u8a89\\u5fb7\",\n",
+       "                \"\\u5317\\u4eac\\u5c1a\\u5fb7\\u673a\\u6784\",\n",
+       "                \"\\u540c\\u7a0b\\u827a\\u9f99\",\n",
+       "                \"\\u5317\\u4eac\\u5c1a\\u5fb7\\u673a\\u6784\",\n",
+       "                \"BOSS\\u76f4\\u8058\",\n",
+       "                \"\\u5c55\\u65d7\\u79d1\\u6280\",\n",
+       "                \"\\u5317\\u4eac\\u5c1a\\u5fb7\\u673a\\u6784\",\n",
+       "                \"\\u597d\\u672a\\u6765\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 50,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_9b33155b6cff4f45bb5058b97494655f.setOption(option_9b33155b6cff4f45bb5058b97494655f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193af10>"
+      ]
+     },
+     "execution_count": 336,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 单个岗位工资排行\n",
+    "bar = Bar()\n",
+    "bar.add_xaxis(beijing_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"北京招聘薪资排行\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "# line = Line()\n",
+    "# line.add_xaxis(x_index)\n",
+    "# line.add_yaxis(\"\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "# line.set_global_opts(\n",
+    "#     xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "#     title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "#     yaxis_opts=opts.AxisOpts(\n",
+    "#                 axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "#             ),\n",
+    "#     # datazoom_opts=opts.DataZoomOpts(),\n",
+    "# )\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(beijing_x_index)\n",
+    "scatter.add_yaxis(\"北京高薪岗位\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=50\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "# grid.add(line, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 338,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"31fb965fc2de4440b4e06b0b07887523\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_31fb965fc2de4440b4e06b0b07887523 = echarts.init(\n",
+       "            document.getElementById('31fb965fc2de4440b4e06b0b07887523'), 'white', {renderer: 'canvas'});\n",
+       "        var option_31fb965fc2de4440b4e06b0b07887523 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                55,\n",
+       "                55,\n",
+       "                52,\n",
+       "                52,\n",
+       "                50,\n",
+       "                50,\n",
+       "                50,\n",
+       "                45,\n",
+       "                45,\n",
+       "                45\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6\\uff08Planning\\uff09:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/leader:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u67b6\\u6784\\u5e08\\uff08Java\\uff09:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"JAVA\\u6280\\u672f\\u603b\\u76d1:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790:45\",\n",
+       "                    45\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u5b89\\u5168\\u6570\\u636e\\u5206\\u6790\\u5e73\\u53f0\\u9ad8\\u7ea7\\u5f00\\u53d1\\u5de5\\u7a0b\\u5e08:45\",\n",
+       "                    45\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u4e13\\u5bb6:45\",\n",
+       "                    45\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4e0a\\u6d77\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u4e0a\\u6d77\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"OYO\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u91d1\\u670d\\u94f6\\u884c\\u79d1\\u6280\\u4e2d\\u5fc3\",\n",
+       "                \"\\u4f20\\u97f3\\u63a7\\u80a1\",\n",
+       "                \"\\u5e73\\u5b89\",\n",
+       "                \"\\u54c8\\u5570\\u51fa\\u884c\",\n",
+       "                \"\\u65b0\\u7f8e\\u5927\",\n",
+       "                \"\\u62fc\\u591a\\u591a\",\n",
+       "                \"\\u745e\\u9619\",\n",
+       "                \"\\u535a\\u4e16\\u732b\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6\\uff08Planning\\uff09:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/leader:55\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:52\",\n",
+       "                \"\\u67b6\\u6784\\u5e08\\uff08Java\\uff09:52\",\n",
+       "                \"JAVA\\u6280\\u672f\\u603b\\u76d1:50\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:50\",\n",
+       "                \"Java:50\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790:45\",\n",
+       "                \"\\u5b89\\u5168\\u6570\\u636e\\u5206\\u6790\\u5e73\\u53f0\\u9ad8\\u7ea7\\u5f00\\u53d1\\u5de5\\u7a0b\\u5e08:45\",\n",
+       "                \"java\\u4e13\\u5bb6:45\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 40,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_31fb965fc2de4440b4e06b0b07887523.setOption(option_31fb965fc2de4440b4e06b0b07887523);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1964810>"
+      ]
+     },
+     "execution_count": 338,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shanghai_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"上海招聘薪资排行\", shanghai_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(shanghai_x_index)\n",
+    "scatter.add_yaxis(\"上海高薪岗位\", shanghai_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=40\n",
+    "            )\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 339,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"a14c2ffa003e444da24761afc248ea17\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_a14c2ffa003e444da24761afc248ea17 = echarts.init(\n",
+       "            document.getElementById('a14c2ffa003e444da24761afc248ea17'), 'white', {renderer: 'canvas'});\n",
+       "        var option_a14c2ffa003e444da24761afc248ea17 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                95,\n",
+       "                65,\n",
+       "                65,\n",
+       "                65,\n",
+       "                60,\n",
+       "                60,\n",
+       "                55,\n",
+       "                52,\n",
+       "                50,\n",
+       "                45\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"\\u9996\\u5e2dJava \\u67b6\\u6784\\u5e08:95\",\n",
+       "                    95\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6d41\\u91cf\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u7814\\u53d1\\u4e13\\u5bb6:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u8d44\\u6df1\\u6570\\u636e\\u5206\\u6790\\u5e08(J11772):60\",\n",
+       "                    60\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:60\",\n",
+       "                    60\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u4ea7\\u54c1\\u7ecf\\u7406:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u624b\\u673a\\uff09:45\",\n",
+       "                    45\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6df1\\u5733\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u6df1\\u5733\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"vivo\",\n",
+       "                \"vivo\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u8d27\\u62c9\\u62c9\\u79d1\\u6280\",\n",
+       "                \"\\u6167\\u62e9\\u4fe1\\u606f\\u96c6\\u56e2\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u963f\\u91cc\\u4e91\",\n",
+       "                \"\\u9f50\\u5bb6\\u7f51\",\n",
+       "                \"vivo\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u9996\\u5e2dJava \\u67b6\\u6784\\u5e08:95\",\n",
+       "                \"\\u6d41\\u91cf\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                \"Java\\u7814\\u53d1\\u4e13\\u5bb6:65\",\n",
+       "                \"\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406:65\",\n",
+       "                \"\\u8d44\\u6df1\\u6570\\u636e\\u5206\\u6790\\u5e08(J11772):60\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:60\",\n",
+       "                \"\\u9ad8\\u7ea7\\u5546\\u4e1a\\u4ea7\\u54c1\\u7ecf\\u7406:55\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:50\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u624b\\u673a\\uff09:45\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 40,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_a14c2ffa003e444da24761afc248ea17.setOption(option_a14c2ffa003e444da24761afc248ea17);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x193d9b0>"
+      ]
+     },
+     "execution_count": 339,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(shenzhen_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"深圳招聘薪资排行\", shenzhen_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(shenzhen_x_index)\n",
+    "scatter.add_yaxis(\"深圳高薪岗位\", shenzhen_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=40\n",
+    "            )\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 340,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"fec69c3b5a954e249bebcb32bdf27115\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_fec69c3b5a954e249bebcb32bdf27115 = echarts.init(\n",
+       "            document.getElementById('fec69c3b5a954e249bebcb32bdf27115'), 'white', {renderer: 'canvas'});\n",
+       "        var option_fec69c3b5a954e249bebcb32bdf27115 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"bar\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\",\n",
+       "            \"xAxisIndex\": 0,\n",
+       "            \"yAxisIndex\": 0,\n",
+       "            \"data\": [\n",
+       "                75,\n",
+       "                65,\n",
+       "                60,\n",
+       "                55,\n",
+       "                55,\n",
+       "                52,\n",
+       "                52,\n",
+       "                50,\n",
+       "                47,\n",
+       "                47\n",
+       "            ],\n",
+       "            \"barCategoryGap\": \"20%\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"rippleEffect\": {\n",
+       "                \"show\": true,\n",
+       "                \"brushType\": \"stroke\",\n",
+       "                \"scale\": 2.5,\n",
+       "                \"period\": 4\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\",\n",
+       "            \"xAxisIndex\": 1,\n",
+       "            \"yAxisIndex\": 1,\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:75\",\n",
+       "                    75\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java:60\",\n",
+       "                    60\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6-\\u7f51\\u6613\\u4e25\\u9009:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5de5\\u7a0b\\u5e08(003554):52\",\n",
+       "                    52\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:50\",\n",
+       "                    50\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u5168\\u6808\\u5de5\\u7a0b\\u5e08:47\",\n",
+       "                    47\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u4e13\\u5bb6:47\",\n",
+       "                    47\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u676d\\u5dde\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u676d\\u5dde\\u62db\\u8058\\u85aa\\u8d44\\u6392\\u884c\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        },\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true,\n",
+       "            \"top\": \"50%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u535a\\u4e16\\u732b\\u7f51\\u7edc\\u79d1\\u6280\",\n",
+       "                \"\\u591a\\u51c6\\u6570\\u636e\",\n",
+       "                \"\\u8682\\u8681\\u91d1\\u670d\",\n",
+       "                \"\\u7f51\\u6613\\u676d\\u5dde\",\n",
+       "                \"\\u963f\\u91cc\\u5df4\\u5df4\\u96c6\\u56e2\",\n",
+       "                \"\\u963f\\u91cc\\u4e91\",\n",
+       "                \"vivo\",\n",
+       "                \"\\u63a5\\u529b\\u68d2\",\n",
+       "                \"\\u534e\\u4e3a\",\n",
+       "                \"\\u5446\\u841d\\u535c\"\n",
+       "            ]\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:75\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:65\",\n",
+       "                \"Java:60\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6-\\u7f51\\u6613\\u4e25\\u9009:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406:52\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5de5\\u7a0b\\u5e08(003554):52\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:50\",\n",
+       "                \"\\u5168\\u6808\\u5de5\\u7a0b\\u5e08:47\",\n",
+       "                \"Java\\u4e13\\u5bb6:47\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        },\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 1,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 40,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {},\n",
+       "        {\n",
+       "            \"top\": \"48%\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"grid\": [\n",
+       "        {\n",
+       "            \"bottom\": \"60%\"\n",
+       "        },\n",
+       "        {\n",
+       "            \"top\": \"60%\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_fec69c3b5a954e249bebcb32bdf27115.setOption(option_fec69c3b5a954e249bebcb32bdf27115);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18a26b0>"
+      ]
+     },
+     "execution_count": 340,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bar = Bar()\n",
+    "bar.add_xaxis(hangzhou_job_sort_by_salary['company_name'].values.tolist()[:10])\n",
+    "bar.add_yaxis(\"杭州招聘薪资排行\", hangzhou_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "bar.set_global_opts(\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    title_opts=opts.TitleOpts(title=\"\", subtitle=\"\"),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "                axislabel_opts=opts.LabelOpts(formatter=\"{value}K\")\n",
+    "            )\n",
+    ")\n",
+    "bar.set_series_opts(\n",
+    "    label_opts=opts.LabelOpts(is_show=True)\n",
+    ")\n",
+    "\n",
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(hangzhou_x_index)\n",
+    "scatter.add_yaxis(\"杭州高薪岗位\", hangzhou_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    title_opts=opts.TitleOpts(title=\"\", pos_top=\"48%\"),\n",
+    "    legend_opts=opts.LegendOpts(pos_top=\"50%\"),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=40\n",
+    "            )\n",
+    ")\n",
+    "\n",
+    "grid = Grid()\n",
+    "grid.add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
+    "grid.add(scatter, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
+    "grid.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"4f493a19ff8b48d1bb3f27b20efaa6f5\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_4f493a19ff8b48d1bb3f27b20efaa6f5 = echarts.init(\n",
+       "            document.getElementById('4f493a19ff8b48d1bb3f27b20efaa6f5'), 'white', {renderer: 'canvas'});\n",
+       "        var option_4f493a19ff8b48d1bb3f27b20efaa6f5 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"scatter\",\n",
+       "            \"name\": \"\\u62db\\u8058\\u5c97\\u4f4d\",\n",
+       "            \"symbolSize\": 10,\n",
+       "            \"data\": [\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                    65\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                    55\n",
+       "                ],\n",
+       "                [\n",
+       "                    \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\",\n",
+       "                    55\n",
+       "                ]\n",
+       "            ],\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"right\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\"\n",
+       "            ],\n",
+       "            \"selected\": {\n",
+       "                \"\\u62db\\u8058\\u5c97\\u4f4d\": true\n",
+       "            },\n",
+       "            \"show\": true\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"xAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"rotate\": -30,\n",
+       "                \"margin\": 8\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            },\n",
+       "            \"data\": [\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:65\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u603b\\u76d1:55\",\n",
+       "                \"java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6/\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u5e08:55\",\n",
+       "                \"Python\\u6280\\u672f\\u603b\\u76d1:55\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\\u4e13\\u5bb6:55\",\n",
+       "                \"Java\\u67b6\\u6784\\u5e08:55\",\n",
+       "                \"Java\\u5f00\\u53d1\\u4e13\\u5bb6:55\"\n",
+       "            ]\n",
+       "        }\n",
+       "    ],\n",
+       "    \"yAxis\": [\n",
+       "        {\n",
+       "            \"show\": true,\n",
+       "            \"scale\": false,\n",
+       "            \"nameLocation\": \"end\",\n",
+       "            \"nameGap\": 15,\n",
+       "            \"gridIndex\": 0,\n",
+       "            \"axisLabel\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8,\n",
+       "                \"formatter\": \"{value}K\"\n",
+       "            },\n",
+       "            \"inverse\": false,\n",
+       "            \"offset\": 0,\n",
+       "            \"splitNumber\": 5,\n",
+       "            \"min\": 50,\n",
+       "            \"minInterval\": 0,\n",
+       "            \"splitLine\": {\n",
+       "                \"show\": false,\n",
+       "                \"lineStyle\": {\n",
+       "                    \"width\": 1,\n",
+       "                    \"opacity\": 1,\n",
+       "                    \"curveness\": 0,\n",
+       "                    \"type\": \"solid\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"title\": [\n",
+       "        {}\n",
+       "    ],\n",
+       "    \"visualMap\": {\n",
+       "        \"type\": \"continuous\",\n",
+       "        \"min\": 50,\n",
+       "        \"max\": 70,\n",
+       "        \"inRange\": {\n",
+       "            \"symbolSize\": [\n",
+       "                20,\n",
+       "                50\n",
+       "            ]\n",
+       "        },\n",
+       "        \"calculable\": true,\n",
+       "        \"splitNumber\": 5,\n",
+       "        \"orient\": \"vertical\",\n",
+       "        \"showLabel\": true\n",
+       "    }\n",
+       "};\n",
+       "        chart_4f493a19ff8b48d1bb3f27b20efaa6f5.setOption(option_4f493a19ff8b48d1bb3f27b20efaa6f5);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1821c30>"
+      ]
+     },
+     "execution_count": 233,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scatter = Scatter()\n",
+    "scatter.add_xaxis(x_index)\n",
+    "scatter.add_yaxis(\"招聘岗位\", beijing_job_sort_by_salary['avg_salary'].values.tolist()[:10])\n",
+    "scatter.set_global_opts(\n",
+    "    visualmap_opts=opts.VisualMapOpts(type_=\"size\", max_=70, min_=50),\n",
+    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-30)),\n",
+    "    yaxis_opts=opts.AxisOpts(\n",
+    "        axislabel_opts=opts.LabelOpts(formatter=\"{value}K\"),\n",
+    "        min_=50\n",
+    "            ),\n",
+    "    # datazoom_opts=opts.DataZoomOpts(),\n",
+    ")\n",
+    "scatter.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 341,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "beijing_job_type = beijing_job_sort_by_salary['job_type'][:10].value_counts()\n",
+    "shanghai_job_type = shanghai_job_sort_by_salary['job_type'][:10].value_counts()\n",
+    "shenzhen_job_type = shenzhen_job_sort_by_salary['job_type'][:10].value_counts()\n",
+    "hangzhou_job_type = hangzhou_job_sort_by_salary['job_type'][:10].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 278,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"f02d7d3250cb4b68b7a1859a883a98b9\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_f02d7d3250cb4b68b7a1859a883a98b9 = echarts.init(\n",
+       "            document.getElementById('f02d7d3250cb4b68b7a1859a883a98b9'), 'white', {renderer: 'canvas'});\n",
+       "        var option_f02d7d3250cb4b68b7a1859a883a98b9 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 4\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"python\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"java\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"python\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u5317\\u4eac\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_f02d7d3250cb4b68b7a1859a883a98b9.setOption(option_f02d7d3250cb4b68b7a1859a883a98b9);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18924d0>"
+      ]
+     },
+     "execution_count": 278,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(beijing_job_type.index.tolist(), beijing_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"北京高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 343,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"b42ecb9094144f359dabc37c84b7d882\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_b42ecb9094144f359dabc37c84b7d882 = echarts.init(\n",
+       "            document.getElementById('b42ecb9094144f359dabc37c84b7d882'), 'white', {renderer: 'canvas'});\n",
+       "        var option_b42ecb9094144f359dabc37c84b7d882 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 5\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"java\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u4e0a\\u6d77\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_b42ecb9094144f359dabc37c84b7d882.setOption(option_b42ecb9094144f359dabc37c84b7d882);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x18ca5b0>"
+      ]
+     },
+     "execution_count": 343,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(shanghai_job_type.index.tolist(), shanghai_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"上海高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 344,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"1def4aefbbb14bf9a9d03be729e6282f\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_1def4aefbbb14bf9a9d03be729e6282f = echarts.init(\n",
+       "            document.getElementById('1def4aefbbb14bf9a9d03be729e6282f'), 'white', {renderer: 'canvas'});\n",
+       "        var option_1def4aefbbb14bf9a9d03be729e6282f = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                    \"value\": 5\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 4\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                \"java\",\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u6df1\\u5733\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_1def4aefbbb14bf9a9d03be729e6282f.setOption(option_1def4aefbbb14bf9a9d03be729e6282f);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x194e830>"
+      ]
+     },
+     "execution_count": 344,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(shenzhen_job_type.index.tolist(), shenzhen_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"深圳高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 345,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "    require.config({\n",
+       "        paths: {\n",
+       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
+       "        }\n",
+       "    });\n",
+       "</script>\n",
+       "\n",
+       "    <div id=\"8657158084d44f89ba8d91de81957f65\" style=\"width:900px; height:500px;\"></div>\n",
+       "\n",
+       "\n",
+       "<script>\n",
+       "    require(['echarts'], function(echarts) {\n",
+       "        var chart_8657158084d44f89ba8d91de81957f65 = echarts.init(\n",
+       "            document.getElementById('8657158084d44f89ba8d91de81957f65'), 'white', {renderer: 'canvas'});\n",
+       "        var option_8657158084d44f89ba8d91de81957f65 = {\n",
+       "    \"color\": [\n",
+       "        \"#c23531\",\n",
+       "        \"#2f4554\",\n",
+       "        \"#61a0a8\",\n",
+       "        \"#d48265\",\n",
+       "        \"#749f83\",\n",
+       "        \"#ca8622\",\n",
+       "        \"#bda29a\",\n",
+       "        \"#6e7074\",\n",
+       "        \"#546570\",\n",
+       "        \"#c4ccd3\",\n",
+       "        \"#f05b72\",\n",
+       "        \"#ef5b9c\",\n",
+       "        \"#f47920\",\n",
+       "        \"#905a3d\",\n",
+       "        \"#fab27b\",\n",
+       "        \"#2a5caa\",\n",
+       "        \"#444693\",\n",
+       "        \"#726930\",\n",
+       "        \"#b2d235\",\n",
+       "        \"#6d8346\",\n",
+       "        \"#ac6767\",\n",
+       "        \"#1d953f\",\n",
+       "        \"#6950a1\",\n",
+       "        \"#918597\"\n",
+       "    ],\n",
+       "    \"series\": [\n",
+       "        {\n",
+       "            \"type\": \"pie\",\n",
+       "            \"clockwise\": true,\n",
+       "            \"data\": [\n",
+       "                {\n",
+       "                    \"name\": \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                    \"value\": 6\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"java\",\n",
+       "                    \"value\": 2\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"python\",\n",
+       "                    \"value\": 1\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
+       "                    \"value\": 1\n",
+       "                }\n",
+       "            ],\n",
+       "            \"radius\": [\n",
+       "                \"30%\",\n",
+       "                \"75%\"\n",
+       "            ],\n",
+       "            \"center\": [\n",
+       "                \"40%\",\n",
+       "                \"50%\"\n",
+       "            ],\n",
+       "            \"roseType\": \"radius\",\n",
+       "            \"label\": {\n",
+       "                \"show\": true,\n",
+       "                \"position\": \"top\",\n",
+       "                \"margin\": 8\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [\n",
+       "                \"\\u6570\\u636e\\u5206\\u6790\",\n",
+       "                \"java\",\n",
+       "                \"python\",\n",
+       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\"\n",
+       "            ],\n",
+       "            \"selected\": {},\n",
+       "            \"type\": \"scroll\",\n",
+       "            \"show\": true,\n",
+       "            \"left\": \"80%\",\n",
+       "            \"orient\": \"vertical\"\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u676d\\u5dde\\u9ad8\\u85aa\\u5c97\\u4f4d\\u5206\\u5e03\"\n",
+       "        }\n",
+       "    ]\n",
+       "};\n",
+       "        chart_8657158084d44f89ba8d91de81957f65.setOption(option_8657158084d44f89ba8d91de81957f65);\n",
+       "    });\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x1930390>"
+      ]
+     },
+     "execution_count": 345,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pie = Pie()\n",
+    "pie.add(\"\", [list(z) for z in zip(hangzhou_job_type.index.tolist(), hangzhou_job_type.values.tolist())],\n",
+    "       radius=[\"30%\", \"75%\"],\n",
+    "            center=[\"40%\", \"50%\"],\n",
+    "            rosetype=\"radius\")\n",
+    "pie.set_global_opts(\n",
+    "            title_opts=opts.TitleOpts(title=\"杭州高薪岗位分布\"),\n",
+    "            legend_opts=opts.LegendOpts(\n",
+    "                type_=\"scroll\", pos_left=\"80%\", orient=\"vertical\"\n",
+    "            ),\n",
+    "        )\n",
+    "pie.render_notebook()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/boss_spider/job_analyse.py b/boss_spider/job_analyse.py
index 0cd34f4..e8fb3ca 100644
--- a/boss_spider/job_analyse.py
+++ b/boss_spider/job_analyse.py
@@ -5,3 +5,4 @@
 @File: job_analyse.py
 """
 
+# check with jupyter notebook
\ No newline at end of file
diff --git a/college/analyse.py b/college/analyse.py
index 9b191c4..041552e 100644
--- a/college/analyse.py
+++ b/college/analyse.py
@@ -11,7 +11,6 @@
 from pyecharts.commons.utils import JsCode
 from pyecharts.globals import ChartType, SymbolType
 
-
 df = pd.read_csv("college_data.csv")
 df_new = df.drop_duplicates(subset=['name'])  # 有重复的数据，需要删除
 df_site = df_new[df_new['site'] != '——']