analysis/data-scientist-job-postings-in-hong-kong-eda.ipynb

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    "# Welcome to the notebook for Data Science Job Postings in Hong Kong\n",
    "\n",
    "Since we are here, we could agree that data science is a cool profession.\n",
    "\n",
    "When \"Data Science is the sexist job of the 21 century\" by Harvard Business Review  took a storm on the internet on 2012, Hong Kong was still starting out on the big data trend. So, 10 years has past, what is the status quo of the data industry? To gain insights to answer this question, I have scrapped job postings from one of popular job posting platform in Hong Kong and perform some data analysis. "
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   "source": [
    "# Findings\n",
    "\n",
    "* As of 6 December 2022, number of job postings under category Data Science on Jobsdb HK platform is 349\n",
    "* Among generic roles in the data industry, data analyst is the most in demand role (84 job advertisements), followed by data engineer(35) and data scientist(18)\n",
    "* Only 22 out of 348 (<10%) of job postings provided salary information. The salary range is 14000 - 90000 HKD\n",
    "* Most workplaces are located in Shatin, Central & Western area and Kowloon Bay. \n",
    "* All job postings requires at least 1 year of experience (yoe)\n",
    "* The salary distribution of job postings that requires 1 yoe is statiscally the same as the salary distribution of job postings the requires 2 yoe\n",
    "* Most of the job postings requires degree level qualification (85%)\n",
    "* Most of the job postings are middle level ( 137 of 238), followed by entry level(70). Senior positions are less(31). \n",
    "* Salary offer seems to be largely influenced by company (note that lack of salary data to run statistical test)"
   ]
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   "source": [
    "# Discussion\n",
    "* Data analyst dominates data job market and few data scientist position: Hong Kong is taking time to transition to data driven business. \n",
    "* Salary transperency is far from satisfaction. This makes us harder to measure potential gender wage gaps. We can consult other platforms like glassdoors and Payscale. The limitation is those job offers are employees reported. In payscale, the public data is already in a dashboard format presenting the findings, making it virtually impossible to retrieve individual records to train machine learning algorithm to predict salary. \n",
    "* All of the entry level job postings require at least 1 yoe, implying 1 yoe is the baseline."
   ]
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   "source": [
    "# the Dataset \n",
    "\n",
    "A python script was written ([here](https://github.com/aster-fung/hk_job_scraping)) to scrape job postings under \"Information Technology\\Data Scientist\" category. The script was implemented in a way that for each job posting was read, an observation ( row of data) is added to the csv file. Preliminary data cleaning was incoporated to the script to make the dataset easier for downstream processing. \n",
    "\n",
    "The columns are \n",
    "\n",
    "\n",
    "| column | null placeholder | non-null example |\n",
    "|---|---|---|\n",
    "| title | (not applicable) | Data Analyst - Top ranked Virtual Bank |\n",
    "| salary | \"salary\" | HK$35,000 - HK$55,000 /month |\n",
    "| company | \"company\" | CGP |\n",
    "| posted | (not applicable) | 2022-11-18 |\n",
    "| District | \"district\" | Shatin district |\n",
    "| job description | (not applicable) | Job Description:  Research, collate, obtain and analyze data ... |\n",
    "| Career level | empty | Entry Level |\n",
    "| Years of Experience | empty | N/A |\n",
    "| Company Website | empty | www.companyname.com |\n",
    "| Qualification | empty | Degree |\n",
    "| Job Type | empty | Full Time, Permanent |\n",
    "| Job Functions | empty | Banking / Finance, Others, Information Technology (IT), Others, Data Scientist |\n",
    "| url | empty | https://hk.jobsdb.com/hk/en/job/data-analyst-data-governance-... |"
   ]
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   "source": [
    "# the Analysis"
   ]
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   },
   "source": [
    "## import module and data"
   ]
  },
  {
   "cell_type": "code",
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   "id": "e5759925",
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   "source": [
    "# scrap the data\n",
    "\n",
    "# run hkjobsdb_scrap.py outside of this notebook\n",
    "# returns <job title-date of scrap-number>.csv"
   ]
  },
  {
   "cell_type": "code",
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     "status": "completed"
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   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/geopandas/_compat.py:115: UserWarning: The Shapely GEOS version (3.9.1-CAPI-1.14.2) is incompatible with the GEOS version PyGEOS was compiled with (3.10.3-CAPI-1.16.1). Conversions between both will be slow.\n",
      "  shapely_geos_version, geos_capi_version_string\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import re\n",
    "from geopy.geocoders import Nominatim\n",
    "from geopandas import gpd\n",
    "import folium\n",
    "from scipy.stats import f_oneway\n",
    "sns.set_theme()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c2846837",
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     "status": "completed"
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   },
   "outputs": [],
   "source": [
    "# important parameters\n",
    "file_name = ('data-scientist-2022-12-06-1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "65eaeb7e",
   "metadata": {
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     "status": "completed"
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   "source": [
    "# # uncomment this block to run locally\n",
    "# df_raw = pd.read_csv(file_name)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 5,
   "id": "af8d1b14",
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     "status": "completed"
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   "outputs": [],
   "source": [
    "# uncomment this block to run on kaggle\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        path = os.path.join(dirname, filename)\n",
    "\n",
    "\n",
    "df_raw = pd.read_csv(\"/kaggle/input/ds-obsdbhk/data-scientist-2022-12-06-1.csv\")"
   ]
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    "tags": []
   },
   "source": [
    "## Data inspection "
   ]
  },
  {
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   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>salary</th>\n",
       "      <th>company</th>\n",
       "      <th>posted</th>\n",
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       "      <th>job_description</th>\n",
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       "      <th>Company Website</th>\n",
       "      <th>Qualification</th>\n",
       "      <th>Job Type</th>\n",
       "      <th>Job Functions</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>salary</td>\n",
       "      <td>Connexe Search Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>Our client is one of the leading financial ins...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Data Analyst (Data &amp; AI)</td>\n",
       "      <td>salary</td>\n",
       "      <td>NCSI (HK) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Tai Koo</td>\n",
       "      <td>Key Role Responsibilities:\\n\\nParticipate in c...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Analyst (Data Governance)</td>\n",
       "      <td>salary</td>\n",
       "      <td>Gientech Technology (Hong Kong) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Ngau Tau Kok</td>\n",
       "      <td>Duties:\\nManage &amp; support data governance mode...</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
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       "      <th>3</th>\n",
       "      <td>Solution Analyst - ICC - Data Integration</td>\n",
       "      <td>salary</td>\n",
       "      <td>Cathay Pacific Airways Ltd</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Lantau Island</td>\n",
       "      <td>Reports to: Solution Lead / Senior Solution Le...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.cathaypacific.com/careers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Transportation &amp; Logistics, Aviation Services,...</td>\n",
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       "      <th>4</th>\n",
       "      <td>Analyst Programmer (Data Analytics)</td>\n",
       "      <td>salary</td>\n",
       "      <td>China State Construction Engineering (Hong Kon...</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>district</td>\n",
       "      <td>Job Description:\\nEstablish and maintain high-...</td>\n",
       "      <td>Entry Level</td>\n",
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       "                                       title  salary  \\\n",
       "0                             Data Scientist  salary   \n",
       "1                   Data Analyst (Data & AI)  salary   \n",
       "2             Data Analyst (Data Governance)  salary   \n",
       "3  Solution Analyst - ICC - Data Integration  salary   \n",
       "4        Analyst Programmer (Data Analytics)  salary   \n",
       "\n",
       "                                             company      posted  \\\n",
       "0                             Connexe Search Limited  2022-12-06   \n",
       "1                                  NCSI (HK) Limited  2022-12-06   \n",
       "2            Gientech Technology (Hong Kong) Limited  2022-12-06   \n",
       "3                         Cathay Pacific Airways Ltd  2022-12-06   \n",
       "4  China State Construction Engineering (Hong Kon...  2022-12-06   \n",
       "\n",
       "        district                                    job_description  \\\n",
       "0    Kowloon Bay  Our client is one of the leading financial ins...   \n",
       "1        Tai Koo  Key Role Responsibilities:\\n\\nParticipate in c...   \n",
       "2   Ngau Tau Kok  Duties:\\nManage & support data governance mode...   \n",
       "3  Lantau Island  Reports to: Solution Lead / Senior Solution Le...   \n",
       "4       district  Job Description:\\nEstablish and maintain high-...   \n",
       "\n",
       "  Career Level Years of Experience                       Company Website  \\\n",
       "0          NaN                 NaN                                   NaN   \n",
       "1          NaN                 NaN                  http://www.ncs-i.com   \n",
       "2       Middle             3 years                                   NaN   \n",
       "3          NaN                 NaN  http://www.cathaypacific.com/careers   \n",
       "4  Entry Level             3 years           https://www.cscechk.com/en/   \n",
       "\n",
       "  Qualification              Job Type  \\\n",
       "0           NaN              Contract   \n",
       "1           NaN  Full Time, Permanent   \n",
       "2        Degree  Full Time, Permanent   \n",
       "3           NaN  Full Time, Permanent   \n",
       "4        Degree  Full Time, Permanent   \n",
       "\n",
       "                                       Job Functions  \\\n",
       "0  Banking / Finance, Others, Information Technol...   \n",
       "1  Information Technology (IT), Product Managemen...   \n",
       "2        Information Technology (IT), Data Scientist   \n",
       "3  Transportation & Logistics, Aviation Services,...   \n",
       "4  Information Technology (IT), DBA, Others, Data...   \n",
       "\n",
       "                                                 url  \n",
       "0  https://hk.jobsdb.com/hk/en/job/data-scientist...  \n",
       "1  https://hk.jobsdb.com/hk/en/job/data-analyst-d...  \n",
       "2  https://hk.jobsdb.com/hk/en/job/data-analyst-d...  \n",
       "3  https://hk.jobsdb.com/hk/en/job/solution-analy...  \n",
       "4  https://hk.jobsdb.com/hk/en/job/analyst-progra...  "
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    "# function to replace custom missing value placeholder to NaN values\n",
    "def replace_with_nan(col, target_to_be_replaced):\n",
    "    try:\n",
    "        col.replace(target_to_be_replaced, np.nan, inplace=True)\n",
    "    except:\n",
    "        print('replacement with nan failed')"
   ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 349 entries, 0 to 348\n",
      "Data columns (total 13 columns):\n",
      " #   Column               Non-Null Count  Dtype \n",
      "---  ------               --------------  ----- \n",
      " 0   title                349 non-null    object\n",
      " 1   salary               349 non-null    object\n",
      " 2   company              349 non-null    object\n",
      " 3   posted               349 non-null    object\n",
      " 4   district             345 non-null    object\n",
      " 5   job_description      349 non-null    object\n",
      " 6   Career Level         264 non-null    object\n",
      " 7   Years of Experience  233 non-null    object\n",
      " 8   Company Website      214 non-null    object\n",
      " 9   Qualification        281 non-null    object\n",
      " 10  Job Type             349 non-null    object\n",
      " 11  Job Functions        349 non-null    object\n",
      " 12  url                  349 non-null    object\n",
      "dtypes: object(13)\n",
      "memory usage: 35.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df_raw.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "59a19b2e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:18.815614Z",
     "iopub.status.busy": "2022-12-09T16:50:18.815208Z",
     "iopub.status.idle": "2022-12-09T16:50:18.856583Z",
     "shell.execute_reply": "2022-12-09T16:50:18.854949Z"
    },
    "papermill": {
     "duration": 0.060425,
     "end_time": "2022-12-09T16:50:18.859506",
     "exception": false,
     "start_time": "2022-12-09T16:50:18.799081",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>job_description</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>349</td>\n",
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       "      <td>349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>255</td>\n",
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       "      <td>124</td>\n",
       "      <td>316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>salary</td>\n",
       "      <td>Manpower Services (Hong Kong) Limited</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>district</td>\n",
       "      <td>Our client is a multinational bank with an all...</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3 years</td>\n",
       "      <td>http://www.manpowergroupgrc.hk</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-f...</td>\n",
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      ],
      "text/plain": [
       "               title  salary                                company  \\\n",
       "count            349     349                                    349   \n",
       "unique           255      15                                    178   \n",
       "top     Data Analyst  salary  Manpower Services (Hong Kong) Limited   \n",
       "freq              17     323                                     19   \n",
       "\n",
       "            posted  district  \\\n",
       "count          349       345   \n",
       "unique          29        39   \n",
       "top     2022-12-02  district   \n",
       "freq            30        88   \n",
       "\n",
       "                                          job_description Career Level  \\\n",
       "count                                                 349          264   \n",
       "unique                                                290            3   \n",
       "top     Our client is a multinational bank with an all...       Middle   \n",
       "freq                                                    5          153   \n",
       "\n",
       "       Years of Experience                 Company Website Qualification  \\\n",
       "count                  233                             214           281   \n",
       "unique                  12                              96             5   \n",
       "top                3 years  http://www.manpowergroupgrc.hk        Degree   \n",
       "freq                    82                              20           240   \n",
       "\n",
       "                    Job Type                                Job Functions  \\\n",
       "count                    349                                          349   \n",
       "unique                    11                                          124   \n",
       "top     Full Time, Permanent  Information Technology (IT), Data Scientist   \n",
       "freq                     205                                           43   \n",
       "\n",
       "                                                      url  \n",
       "count                                                 349  \n",
       "unique                                                316  \n",
       "top     https://hk.jobsdb.com/hk/en/job/data-analyst-f...  \n",
       "freq                                                    2  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_raw.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1a3624a",
   "metadata": {
    "papermill": {
     "duration": 0.015163,
     "end_time": "2022-12-09T16:50:18.889746",
     "exception": false,
     "start_time": "2022-12-09T16:50:18.874583",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "* missing values in district, career level, years of experience, company website and qualitification \n",
    "* some of the missing info in qualification is found in job_description\n",
    "* there might be duplicate jobs ads\n",
    "\n",
    "* next: remove duplicates (data cleaning) and inspect each column"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe86fa26",
   "metadata": {
    "papermill": {
     "duration": 0.014911,
     "end_time": "2022-12-09T16:50:18.920304",
     "exception": false,
     "start_time": "2022-12-09T16:50:18.905393",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "252b2ec4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:18.953082Z",
     "iopub.status.busy": "2022-12-09T16:50:18.952672Z",
     "iopub.status.idle": "2022-12-09T16:50:18.958600Z",
     "shell.execute_reply": "2022-12-09T16:50:18.957241Z"
    },
    "papermill": {
     "duration": 0.025712,
     "end_time": "2022-12-09T16:50:18.961264",
     "exception": false,
     "start_time": "2022-12-09T16:50:18.935552",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df_clean_1 = df_raw.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7ba39d1d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:18.993585Z",
     "iopub.status.busy": "2022-12-09T16:50:18.993177Z",
     "iopub.status.idle": "2022-12-09T16:50:19.012765Z",
     "shell.execute_reply": "2022-12-09T16:50:19.011581Z"
    },
    "papermill": {
     "duration": 0.039542,
     "end_time": "2022-12-09T16:50:19.015791",
     "exception": false,
     "start_time": "2022-12-09T16:50:18.976249",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 316 entries, 0 to 348\n",
      "Data columns (total 13 columns):\n",
      " #   Column               Non-Null Count  Dtype \n",
      "---  ------               --------------  ----- \n",
      " 0   title                316 non-null    object\n",
      " 1   salary               316 non-null    object\n",
      " 2   company              316 non-null    object\n",
      " 3   posted               316 non-null    object\n",
      " 4   district             312 non-null    object\n",
      " 5   job_description      316 non-null    object\n",
      " 6   Career Level         238 non-null    object\n",
      " 7   Years of Experience  208 non-null    object\n",
      " 8   Company Website      194 non-null    object\n",
      " 9   Qualification        254 non-null    object\n",
      " 10  Job Type             316 non-null    object\n",
      " 11  Job Functions        316 non-null    object\n",
      " 12  url                  316 non-null    object\n",
      "dtypes: object(13)\n",
      "memory usage: 34.6+ KB\n"
     ]
    }
   ],
   "source": [
    "# drop duplicates\n",
    "df_clean_1.drop_duplicates(inplace=True)\n",
    "df_clean_1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2a12944f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.048485Z",
     "iopub.status.busy": "2022-12-09T16:50:19.048080Z",
     "iopub.status.idle": "2022-12-09T16:50:19.052307Z",
     "shell.execute_reply": "2022-12-09T16:50:19.051101Z"
    },
    "papermill": {
     "duration": 0.023837,
     "end_time": "2022-12-09T16:50:19.054678",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.030841",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# convert all strings to lowercase \n",
    "# df_clean_1['title']= df_clean_1[\"title\"].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e45ef11e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.088538Z",
     "iopub.status.busy": "2022-12-09T16:50:19.088107Z",
     "iopub.status.idle": "2022-12-09T16:50:19.109719Z",
     "shell.execute_reply": "2022-12-09T16:50:19.108297Z"
    },
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     "exception": false,
     "start_time": "2022-12-09T16:50:19.070684",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>salary</th>\n",
       "      <th>company</th>\n",
       "      <th>posted</th>\n",
       "      <th>district</th>\n",
       "      <th>job_description</th>\n",
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       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst (Data &amp; AI)</td>\n",
       "      <td>salary</td>\n",
       "      <td>NCSI (HK) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Tai Koo</td>\n",
       "      <td>Key Role Responsibilities:\\n\\nParticipate in c...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.ncs-i.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Analyst (Data Governance)</td>\n",
       "      <td>salary</td>\n",
       "      <td>Gientech Technology (Hong Kong) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Ngau Tau Kok</td>\n",
       "      <td>Duties:\\nManage &amp; support data governance mode...</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Solution Analyst - ICC - Data Integration</td>\n",
       "      <td>salary</td>\n",
       "      <td>Cathay Pacific Airways Ltd</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Lantau Island</td>\n",
       "      <td>Reports to: Solution Lead / Senior Solution Le...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.cathaypacific.com/careers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Transportation &amp; Logistics, Aviation Services,...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/solution-analy...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Analyst Programmer (Data Analytics)</td>\n",
       "      <td>salary</td>\n",
       "      <td>China State Construction Engineering (Hong Kon...</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>district</td>\n",
       "      <td>Job Description:\\nEstablish and maintain high-...</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>3 years</td>\n",
       "      <td>https://www.cscechk.com/en/</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Others, Data...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/analyst-progra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Business Intelligence Analyst</td>\n",
       "      <td>salary</td>\n",
       "      <td>Bureau Veritas Hong Kong Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>Responsibilities:\\nBuild dashboards to suppor...</td>\n",
       "      <td>Middle</td>\n",
       "      <td>5 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/business-intel...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       title  salary  \\\n",
       "1                   Data Analyst (Data & AI)  salary   \n",
       "2             Data Analyst (Data Governance)  salary   \n",
       "3  Solution Analyst - ICC - Data Integration  salary   \n",
       "4        Analyst Programmer (Data Analytics)  salary   \n",
       "5              Business Intelligence Analyst  salary   \n",
       "\n",
       "                                             company      posted  \\\n",
       "1                                  NCSI (HK) Limited  2022-12-06   \n",
       "2            Gientech Technology (Hong Kong) Limited  2022-12-06   \n",
       "3                         Cathay Pacific Airways Ltd  2022-12-06   \n",
       "4  China State Construction Engineering (Hong Kon...  2022-12-06   \n",
       "5                   Bureau Veritas Hong Kong Limited  2022-12-06   \n",
       "\n",
       "        district                                    job_description  \\\n",
       "1        Tai Koo  Key Role Responsibilities:\\n\\nParticipate in c...   \n",
       "2   Ngau Tau Kok  Duties:\\nManage & support data governance mode...   \n",
       "3  Lantau Island  Reports to: Solution Lead / Senior Solution Le...   \n",
       "4       district  Job Description:\\nEstablish and maintain high-...   \n",
       "5    Kowloon Bay   Responsibilities:\\nBuild dashboards to suppor...   \n",
       "\n",
       "  Career Level Years of Experience                       Company Website  \\\n",
       "1          NaN                 NaN                  http://www.ncs-i.com   \n",
       "2       Middle             3 years                                   NaN   \n",
       "3          NaN                 NaN  http://www.cathaypacific.com/careers   \n",
       "4  Entry Level             3 years           https://www.cscechk.com/en/   \n",
       "5       Middle             5 years                                   NaN   \n",
       "\n",
       "  Qualification              Job Type  \\\n",
       "1           NaN  Full Time, Permanent   \n",
       "2        Degree  Full Time, Permanent   \n",
       "3           NaN  Full Time, Permanent   \n",
       "4        Degree  Full Time, Permanent   \n",
       "5        Degree  Full Time, Permanent   \n",
       "\n",
       "                                       Job Functions  \\\n",
       "1  Information Technology (IT), Product Managemen...   \n",
       "2        Information Technology (IT), Data Scientist   \n",
       "3  Transportation & Logistics, Aviation Services,...   \n",
       "4  Information Technology (IT), DBA, Others, Data...   \n",
       "5  Professional Services, Business Analysis / Dat...   \n",
       "\n",
       "                                                 url  \n",
       "1  https://hk.jobsdb.com/hk/en/job/data-analyst-d...  \n",
       "2  https://hk.jobsdb.com/hk/en/job/data-analyst-d...  \n",
       "3  https://hk.jobsdb.com/hk/en/job/solution-analy...  \n",
       "4  https://hk.jobsdb.com/hk/en/job/analyst-progra...  \n",
       "5  https://hk.jobsdb.com/hk/en/job/business-intel...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1[df_clean_1[\"title\"].str.contains(\"analyst\",case=False)].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "26226335",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.153626Z",
     "iopub.status.busy": "2022-12-09T16:50:19.152935Z",
     "iopub.status.idle": "2022-12-09T16:50:19.166153Z",
     "shell.execute_reply": "2022-12-09T16:50:19.164688Z"
    },
    "papermill": {
     "duration": 0.039741,
     "end_time": "2022-12-09T16:50:19.169429",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.129688",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "135"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_clean_1[df_clean_1[\"title\"].str.contains(\"analyst\",case=False)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "16f06aa2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.219972Z",
     "iopub.status.busy": "2022-12-09T16:50:19.219573Z",
     "iopub.status.idle": "2022-12-09T16:50:19.229357Z",
     "shell.execute_reply": "2022-12-09T16:50:19.228078Z"
    },
    "papermill": {
     "duration": 0.039739,
     "end_time": "2022-12-09T16:50:19.235089",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.195350",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title', 'salary', 'company', 'posted', 'district', 'job_description',\n",
       "       'career level', 'years of experience', 'company website',\n",
       "       'qualification', 'job type', 'job functions', 'url'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1.columns = df_clean_1.columns.str.lower()\n",
    "df_clean_1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6ee51c75",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.276745Z",
     "iopub.status.busy": "2022-12-09T16:50:19.276372Z",
     "iopub.status.idle": "2022-12-09T16:50:19.283992Z",
     "shell.execute_reply": "2022-12-09T16:50:19.282566Z"
    },
    "papermill": {
     "duration": 0.02878,
     "end_time": "2022-12-09T16:50:19.286590",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.257810",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# rearrange the columns for easier reading\n",
    "df_clean_1 = df_clean_1[['title',\n",
    "                          'salary',\n",
    "                          'company',\n",
    "                          'posted',\n",
    "                          'district',\n",
    "                          'career level',\n",
    "                          'years of experience',\n",
    "                          'qualification',\n",
    "                          'job type',\n",
    "                          'job functions',\n",
    "                          'job_description',\n",
    "                          'url']\n",
    "                        ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "633a036f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.320925Z",
     "iopub.status.busy": "2022-12-09T16:50:19.320530Z",
     "iopub.status.idle": "2022-12-09T16:50:19.327435Z",
     "shell.execute_reply": "2022-12-09T16:50:19.326534Z"
    },
    "papermill": {
     "duration": 0.026938,
     "end_time": "2022-12-09T16:50:19.329972",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.303034",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title', 'salary', 'company', 'posted', 'district', 'career level',\n",
       "       'years of experience', 'qualification', 'job type', 'job functions',\n",
       "       'job_description', 'url'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ee9b4692",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.365895Z",
     "iopub.status.busy": "2022-12-09T16:50:19.364778Z",
     "iopub.status.idle": "2022-12-09T16:50:19.372728Z",
     "shell.execute_reply": "2022-12-09T16:50:19.371598Z"
    },
    "papermill": {
     "duration": 0.028247,
     "end_time": "2022-12-09T16:50:19.375441",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.347194",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'Middle', 'Entry Level', 'Senior'], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspect career level\n",
    "df_clean_1['career level'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "de7a7205",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.412486Z",
     "iopub.status.busy": "2022-12-09T16:50:19.412063Z",
     "iopub.status.idle": "2022-12-09T16:50:19.421678Z",
     "shell.execute_reply": "2022-12-09T16:50:19.420304Z"
    },
    "papermill": {
     "duration": 0.03102,
     "end_time": "2022-12-09T16:50:19.424376",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.393356",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Middle         137\n",
       "Entry Level     70\n",
       "Senior          31\n",
       "Name: career level, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1['career level'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2085d3aa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.461367Z",
     "iopub.status.busy": "2022-12-09T16:50:19.460953Z",
     "iopub.status.idle": "2022-12-09T16:50:19.468784Z",
     "shell.execute_reply": "2022-12-09T16:50:19.467450Z"
    },
    "papermill": {
     "duration": 0.029932,
     "end_time": "2022-12-09T16:50:19.471265",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.441333",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['salary', 'HK$30,000 - HK$45,000 /month',\n",
       "       'HK$70,000 - HK$90,000 /month', 'HK$30,000 - HK$70,000 /month',\n",
       "       'HK$25,000 - HK$70,000 /month', 'HK$30,000 - HK$55,000 /month',\n",
       "       'HK$20,000 - HK$55,000 /month', 'HK$30,000 - HK$35,000 /month',\n",
       "       'HK$25,000 - HK$55,000 /month', 'HK$25,000 - HK$30,000 /month',\n",
       "       'HK$20,000 - HK$30,000 /month', 'HK$35,000 - HK$55,000 /month',\n",
       "       'HK$25,000 - HK$35,000 /month', 'HK$14,000 - HK$20,000 /month',\n",
       "       'HK$25,000 - HK$45,000 /month'], dtype=object)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspect salary\n",
    "df_clean_1['salary'].unique()\n",
    "# very few ads are transparent with salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "93e2d209",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.507801Z",
     "iopub.status.busy": "2022-12-09T16:50:19.507400Z",
     "iopub.status.idle": "2022-12-09T16:50:19.516525Z",
     "shell.execute_reply": "2022-12-09T16:50:19.515326Z"
    },
    "papermill": {
     "duration": 0.030617,
     "end_time": "2022-12-09T16:50:19.518951",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.488334",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "salary                          294\n",
       "HK$30,000 - HK$45,000 /month      3\n",
       "HK$30,000 - HK$55,000 /month      2\n",
       "HK$25,000 - HK$55,000 /month      2\n",
       "HK$25,000 - HK$30,000 /month      2\n",
       "HK$20,000 - HK$30,000 /month      2\n",
       "HK$35,000 - HK$55,000 /month      2\n",
       "HK$25,000 - HK$35,000 /month      2\n",
       "HK$70,000 - HK$90,000 /month      1\n",
       "HK$30,000 - HK$70,000 /month      1\n",
       "HK$25,000 - HK$70,000 /month      1\n",
       "HK$20,000 - HK$55,000 /month      1\n",
       "HK$30,000 - HK$35,000 /month      1\n",
       "HK$14,000 - HK$20,000 /month      1\n",
       "HK$25,000 - HK$45,000 /month      1\n",
       "Name: salary, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1['salary'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2266bd12",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.554904Z",
     "iopub.status.busy": "2022-12-09T16:50:19.554510Z",
     "iopub.status.idle": "2022-12-09T16:50:19.562151Z",
     "shell.execute_reply": "2022-12-09T16:50:19.561054Z"
    },
    "papermill": {
     "duration": 0.029158,
     "end_time": "2022-12-09T16:50:19.564819",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.535661",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Kowloon Bay', 'Tai Koo', 'Ngau Tau Kok', 'Lantau Island',\n",
       "       'district', 'Sheung Wan', 'Shatin Area', 'Tung Chung', 'Aberdeen',\n",
       "       'Tseung Kwan O', 'Chai Wan', 'Central', 'Central & Western Area',\n",
       "       nan, 'Quarry Bay', 'Wan Chai', 'Admiralty', 'Kwai Hing',\n",
       "       'Overseas', 'Airport Area', 'Southern Area', 'Tsim Sha Tsui',\n",
       "       'Kwun Tong', 'Tsing Yi', 'Tai Po Area', 'Others', 'North Point',\n",
       "       'Hung Hom', 'Kwun Tong Area', 'Causeway Bay', 'Kwai Tsing Area',\n",
       "       'Lai Chi Kok', 'Yau Tsim Mong Area', 'Cheung Sha Wan',\n",
       "       'Wong Tai Sin Area', 'Sai Wan Ho', 'Tin Hau', 'Tsuen Wan Area',\n",
       "       'Shau Kei Wan', 'Mong Kok'], dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspect district\n",
    "df_clean_1['district'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ac307254",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.602335Z",
     "iopub.status.busy": "2022-12-09T16:50:19.601942Z",
     "iopub.status.idle": "2022-12-09T16:50:19.610048Z",
     "shell.execute_reply": "2022-12-09T16:50:19.608962Z"
    },
    "papermill": {
     "duration": 0.03004,
     "end_time": "2022-12-09T16:50:19.612644",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.582604",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "replace_with_nan(df_clean_1['district'], 'district')\n",
    "len(df_clean_1['district'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e5908e3e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.649975Z",
     "iopub.status.busy": "2022-12-09T16:50:19.649545Z",
     "iopub.status.idle": "2022-12-09T16:50:19.659656Z",
     "shell.execute_reply": "2022-12-09T16:50:19.658338Z"
    },
    "papermill": {
     "duration": 0.032361,
     "end_time": "2022-12-09T16:50:19.662184",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.629823",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Shatin Area               23\n",
       "Central & Western Area    23\n",
       "Kowloon Bay               22\n",
       "Central                   19\n",
       "Kwun Tong                 17\n",
       "Quarry Bay                13\n",
       "Wan Chai                  12\n",
       "Ngau Tau Kok              10\n",
       "Tai Po Area                8\n",
       "Tsing Yi                   6\n",
       "Aberdeen                   6\n",
       "Admiralty                  5\n",
       "Others                     5\n",
       "Airport Area               5\n",
       "Tsim Sha Tsui              5\n",
       "Kwun Tong Area             4\n",
       "Southern Area              4\n",
       "Cheung Sha Wan             4\n",
       "North Point                4\n",
       "Lantau Island              3\n",
       "Wong Tai Sin Area          3\n",
       "Hung Hom                   3\n",
       "Kwai Hing                  3\n",
       "Sheung Wan                 3\n",
       "Tai Koo                    3\n",
       "Tseung Kwan O              2\n",
       "Causeway Bay               2\n",
       "Lai Chi Kok                2\n",
       "Tung Chung                 1\n",
       "Overseas                   1\n",
       "Kwai Tsing Area            1\n",
       "Yau Tsim Mong Area         1\n",
       "Chai Wan                   1\n",
       "Sai Wan Ho                 1\n",
       "Tin Hau                    1\n",
       "Tsuen Wan Area             1\n",
       "Shau Kei Wan               1\n",
       "Mong Kok                   1\n",
       "Name: district, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1['district'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7d1c70eb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.700184Z",
     "iopub.status.busy": "2022-12-09T16:50:19.699771Z",
     "iopub.status.idle": "2022-12-09T16:50:19.709191Z",
     "shell.execute_reply": "2022-12-09T16:50:19.707955Z"
    },
    "papermill": {
     "duration": 0.031879,
     "end_time": "2022-12-09T16:50:19.711992",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.680113",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, '3 years', '5 years', '2 years', '1 year', '8 years',\n",
       "       '15 years', '7 years', '4 years', '6 years', '10 years',\n",
       "       '12 years', '9 years'], dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspect years of experience\n",
    "df_clean_1['years of experience'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "252f33c0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.751553Z",
     "iopub.status.busy": "2022-12-09T16:50:19.751158Z",
     "iopub.status.idle": "2022-12-09T16:50:19.759606Z",
     "shell.execute_reply": "2022-12-09T16:50:19.758571Z"
    },
    "papermill": {
     "duration": 0.031601,
     "end_time": "2022-12-09T16:50:19.762157",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.730556",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3 years     70\n",
       "2 years     37\n",
       "5 years     32\n",
       "1 year      22\n",
       "4 years     14\n",
       "8 years     12\n",
       "6 years      9\n",
       "7 years      4\n",
       "10 years     4\n",
       "15 years     2\n",
       "12 years     1\n",
       "9 years      1\n",
       "Name: years of experience, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1['years of experience'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f7d1efb9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.800403Z",
     "iopub.status.busy": "2022-12-09T16:50:19.799937Z",
     "iopub.status.idle": "2022-12-09T16:50:19.807886Z",
     "shell.execute_reply": "2022-12-09T16:50:19.806667Z"
    },
    "papermill": {
     "duration": 0.029658,
     "end_time": "2022-12-09T16:50:19.810234",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.780576",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'Degree', 'Non-Degree Tertiary', 'Postgraduate', '(N/A)',\n",
       "       'Matriculated'], dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspect qualification\n",
    "df_clean_1['qualification'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fb1e39e4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.851017Z",
     "iopub.status.busy": "2022-12-09T16:50:19.850577Z",
     "iopub.status.idle": "2022-12-09T16:50:19.860063Z",
     "shell.execute_reply": "2022-12-09T16:50:19.858533Z"
    },
    "papermill": {
     "duration": 0.032423,
     "end_time": "2022-12-09T16:50:19.862739",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.830316",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'Degree', 'Non-Degree Tertiary', 'Postgraduate',\n",
       "       'Matriculated'], dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert [N/A] to nan\n",
    "replace_with_nan(df_clean_1['qualification'],'(N/A)')\n",
    "df_clean_1['qualification'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1075e3ee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:19.902446Z",
     "iopub.status.busy": "2022-12-09T16:50:19.902064Z",
     "iopub.status.idle": "2022-12-09T16:50:19.910711Z",
     "shell.execute_reply": "2022-12-09T16:50:19.909665Z"
    },
    "papermill": {
     "duration": 0.031735,
     "end_time": "2022-12-09T16:50:19.913121",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.881386",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Degree                 217\n",
       "Non-Degree Tertiary     21\n",
       "Postgraduate             5\n",
       "Matriculated             1\n",
       "Name: qualification, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_1['qualification'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72f37cc0",
   "metadata": {
    "papermill": {
     "duration": 0.018971,
     "end_time": "2022-12-09T16:50:19.950963",
     "exception": false,
     "start_time": "2022-12-09T16:50:19.931992",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Feature Extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d175950f",
   "metadata": {
    "execution": {
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   "source": [
    "df_clean_2  = df_clean_1.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5673f3cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.037956Z",
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    },
    "tags": []
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['salary', '30000 - 45000', '70000 - 90000', '30000 - 70000',\n",
       "       '25000 - 70000', '30000 - 55000', '20000 - 55000', '30000 - 35000',\n",
       "       '25000 - 55000', '25000 - 30000', '20000 - 30000', '35000 - 55000',\n",
       "       '25000 - 35000', '14000 - 20000', '25000 - 45000'], dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract min and max salary\n",
    "df_clean_2 [\"salary\"]=df_clean_2 [\"salary\"].apply(lambda x: x.replace(\"HK$\",\"\"))\n",
    "df_clean_2 [\"salary\"]=df_clean_2 [\"salary\"].apply(lambda x: x.replace(\",\",\"\"))\n",
    "df_clean_2 [\"salary\"]=df_clean_2 [\"salary\"].apply(lambda x: str(re.search('(\\d+)((\\s)(-)(\\s)(\\d+))?',x).group()) if \"/\" in x else x)\n",
    "df_clean_2['salary'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2a48c776",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def extract_salary_min_max(df):\n",
    "    min_s_list = []\n",
    "    max_s_list = []\n",
    "    avg_s_list = []\n",
    "    for i in df['salary']:\n",
    "        if 'salary' not in i:\n",
    "            min_s = int(i.split(' - ')[0])\n",
    "            max_s = int(i.split(' - ')[1])\n",
    "            avg_s = (min_s + max_s)//2\n",
    "        else:\n",
    "            min_s = 'salary'\n",
    "            max_s = 'salary'\n",
    "            avg_s = 'salary'\n",
    "        min_s_list.append(min_s)\n",
    "        max_s_list.append(max_s)\n",
    "        avg_s_list.append(avg_s)\n",
    "    \n",
    "    return [min_s_list, max_s_list, avg_s_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5e435354",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.143728Z",
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     "start_time": "2022-12-09T16:50:20.122642",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>title</th>\n",
       "      <th>company</th>\n",
       "      <th>posted</th>\n",
       "      <th>district</th>\n",
       "      <th>career level</th>\n",
       "      <th>years of experience</th>\n",
       "      <th>qualification</th>\n",
       "      <th>job type</th>\n",
       "      <th>job functions</th>\n",
       "      <th>job_description</th>\n",
       "      <th>url</th>\n",
       "      <th>min_salary</th>\n",
       "      <th>max_salary</th>\n",
       "      <th>avg_salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Connexe Search Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Contract</td>\n",
       "      <td>Banking / Finance, Others, Information Technol...</td>\n",
       "      <td>Our client is one of the leading financial ins...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-scientist...</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst (Data &amp; AI)</td>\n",
       "      <td>NCSI (HK) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Tai Koo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>Key Role Responsibilities:\\n\\nParticipate in c...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Analyst (Data Governance)</td>\n",
       "      <td>Gientech Technology (Hong Kong) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Ngau Tau Kok</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3 years</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Duties:\\nManage &amp; support data governance mode...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Solution Analyst - ICC - Data Integration</td>\n",
       "      <td>Cathay Pacific Airways Ltd</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Lantau Island</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Transportation &amp; Logistics, Aviation Services,...</td>\n",
       "      <td>Reports to: Solution Lead / Senior Solution Le...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/solution-analy...</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Analyst Programmer (Data Analytics)</td>\n",
       "      <td>China State Construction Engineering (Hong Kon...</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>3 years</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Others, Data...</td>\n",
       "      <td>Job Description:\\nEstablish and maintain high-...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/analyst-progra...</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "      <td>salary</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
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      "text/plain": [
       "                                       title  \\\n",
       "0                             Data Scientist   \n",
       "1                   Data Analyst (Data & AI)   \n",
       "2             Data Analyst (Data Governance)   \n",
       "3  Solution Analyst - ICC - Data Integration   \n",
       "4        Analyst Programmer (Data Analytics)   \n",
       "\n",
       "                                             company      posted  \\\n",
       "0                             Connexe Search Limited  2022-12-06   \n",
       "1                                  NCSI (HK) Limited  2022-12-06   \n",
       "2            Gientech Technology (Hong Kong) Limited  2022-12-06   \n",
       "3                         Cathay Pacific Airways Ltd  2022-12-06   \n",
       "4  China State Construction Engineering (Hong Kon...  2022-12-06   \n",
       "\n",
       "        district career level years of experience qualification  \\\n",
       "0    Kowloon Bay          NaN                 NaN           NaN   \n",
       "1        Tai Koo          NaN                 NaN           NaN   \n",
       "2   Ngau Tau Kok       Middle             3 years        Degree   \n",
       "3  Lantau Island          NaN                 NaN           NaN   \n",
       "4            NaN  Entry Level             3 years        Degree   \n",
       "\n",
       "               job type                                      job functions  \\\n",
       "0              Contract  Banking / Finance, Others, Information Technol...   \n",
       "1  Full Time, Permanent  Information Technology (IT), Product Managemen...   \n",
       "2  Full Time, Permanent        Information Technology (IT), Data Scientist   \n",
       "3  Full Time, Permanent  Transportation & Logistics, Aviation Services,...   \n",
       "4  Full Time, Permanent  Information Technology (IT), DBA, Others, Data...   \n",
       "\n",
       "                                     job_description  \\\n",
       "0  Our client is one of the leading financial ins...   \n",
       "1  Key Role Responsibilities:\\n\\nParticipate in c...   \n",
       "2  Duties:\\nManage & support data governance mode...   \n",
       "3  Reports to: Solution Lead / Senior Solution Le...   \n",
       "4  Job Description:\\nEstablish and maintain high-...   \n",
       "\n",
       "                                                 url min_salary max_salary  \\\n",
       "0  https://hk.jobsdb.com/hk/en/job/data-scientist...     salary     salary   \n",
       "1  https://hk.jobsdb.com/hk/en/job/data-analyst-d...     salary     salary   \n",
       "2  https://hk.jobsdb.com/hk/en/job/data-analyst-d...     salary     salary   \n",
       "3  https://hk.jobsdb.com/hk/en/job/solution-analy...     salary     salary   \n",
       "4  https://hk.jobsdb.com/hk/en/job/analyst-progra...     salary     salary   \n",
       "\n",
       "  avg_salary  \n",
       "0     salary  \n",
       "1     salary  \n",
       "2     salary  \n",
       "3     salary  \n",
       "4     salary  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean_2['min_salary'] = extract_salary_min_max(df_clean_2)[0]\n",
    "df_clean_2['max_salary'] = extract_salary_min_max(df_clean_2)[1]\n",
    "df_clean_2['avg_salary'] = extract_salary_min_max(df_clean_2)[2]\n",
    "\n",
    "df_clean_2.drop(['salary'], axis=1, inplace = True)\n",
    "df_clean_2.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "03e56f79",
   "metadata": {
    "execution": {
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     "start_time": "2022-12-09T16:50:20.191497",
     "status": "completed"
    },
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   "outputs": [
    {
     "data": {
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       "      <th>min_salary</th>\n",
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       "      <th>avg_salary</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Connexe Search Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Data Analyst (Data &amp; AI)</td>\n",
       "      <td>NCSI (HK) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Tai Koo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
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       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Analyst (Data Governance)</td>\n",
       "      <td>Gientech Technology (Hong Kong) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Ngau Tau Kok</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3 years</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Duties:\\nManage &amp; support data governance mode...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Solution Analyst - ICC - Data Integration</td>\n",
       "      <td>Cathay Pacific Airways Ltd</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Lantau Island</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Transportation &amp; Logistics, Aviation Services,...</td>\n",
       "      <td>Reports to: Solution Lead / Senior Solution Le...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/solution-analy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Analyst Programmer (Data Analytics)</td>\n",
       "      <td>China State Construction Engineering (Hong Kon...</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>3 years</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Others, Data...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "                                       title  \\\n",
       "0                             Data Scientist   \n",
       "1                   Data Analyst (Data & AI)   \n",
       "2             Data Analyst (Data Governance)   \n",
       "3  Solution Analyst - ICC - Data Integration   \n",
       "4        Analyst Programmer (Data Analytics)   \n",
       "\n",
       "                                             company      posted  \\\n",
       "0                             Connexe Search Limited  2022-12-06   \n",
       "1                                  NCSI (HK) Limited  2022-12-06   \n",
       "2            Gientech Technology (Hong Kong) Limited  2022-12-06   \n",
       "3                         Cathay Pacific Airways Ltd  2022-12-06   \n",
       "4  China State Construction Engineering (Hong Kon...  2022-12-06   \n",
       "\n",
       "        district career level years of experience qualification  \\\n",
       "0    Kowloon Bay          NaN                 NaN           NaN   \n",
       "1        Tai Koo          NaN                 NaN           NaN   \n",
       "2   Ngau Tau Kok       Middle             3 years        Degree   \n",
       "3  Lantau Island          NaN                 NaN           NaN   \n",
       "4            NaN  Entry Level             3 years        Degree   \n",
       "\n",
       "               job type                                      job functions  \\\n",
       "0              Contract  Banking / Finance, Others, Information Technol...   \n",
       "1  Full Time, Permanent  Information Technology (IT), Product Managemen...   \n",
       "2  Full Time, Permanent        Information Technology (IT), Data Scientist   \n",
       "3  Full Time, Permanent  Transportation & Logistics, Aviation Services,...   \n",
       "4  Full Time, Permanent  Information Technology (IT), DBA, Others, Data...   \n",
       "\n",
       "                                     job_description  \\\n",
       "0  Our client is one of the leading financial ins...   \n",
       "1  Key Role Responsibilities:\\n\\nParticipate in c...   \n",
       "2  Duties:\\nManage & support data governance mode...   \n",
       "3  Reports to: Solution Lead / Senior Solution Le...   \n",
       "4  Job Description:\\nEstablish and maintain high-...   \n",
       "\n",
       "                                                 url  min_salary  max_salary  \\\n",
       "0  https://hk.jobsdb.com/hk/en/job/data-scientist...         NaN         NaN   \n",
       "1  https://hk.jobsdb.com/hk/en/job/data-analyst-d...         NaN         NaN   \n",
       "2  https://hk.jobsdb.com/hk/en/job/data-analyst-d...         NaN         NaN   \n",
       "3  https://hk.jobsdb.com/hk/en/job/solution-analy...         NaN         NaN   \n",
       "4  https://hk.jobsdb.com/hk/en/job/analyst-progra...         NaN         NaN   \n",
       "\n",
       "   avg_salary  \n",
       "0         NaN  \n",
       "1         NaN  \n",
       "2         NaN  \n",
       "3         NaN  \n",
       "4         NaN  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# [n00] replace 'salary' to nan\n",
    "replace_with_nan(df_clean_2['min_salary'], 'salary')\n",
    "replace_with_nan(df_clean_2['max_salary'], 'salary')\n",
    "replace_with_nan(df_clean_2['avg_salary'], 'salary')\n",
    "df_clean_2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01865fba",
   "metadata": {
    "papermill": {
     "duration": 0.018518,
     "end_time": "2022-12-09T16:50:20.278590",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.260072",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "98f9ce11",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.319452Z",
     "iopub.status.busy": "2022-12-09T16:50:20.319042Z",
     "iopub.status.idle": "2022-12-09T16:50:20.324542Z",
     "shell.execute_reply": "2022-12-09T16:50:20.323227Z"
    },
    "papermill": {
     "duration": 0.029853,
     "end_time": "2022-12-09T16:50:20.327653",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.297800",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df_clean_3 = df_clean_2.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1231604a",
   "metadata": {
    "papermill": {
     "duration": 0.018925,
     "end_time": "2022-12-09T16:50:20.366244",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.347319",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Job Titles breakdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e635bd47",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.407775Z",
     "iopub.status.busy": "2022-12-09T16:50:20.407327Z",
     "iopub.status.idle": "2022-12-09T16:50:20.413766Z",
     "shell.execute_reply": "2022-12-09T16:50:20.412356Z"
    },
    "papermill": {
     "duration": 0.031064,
     "end_time": "2022-12-09T16:50:20.416623",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.385559",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# generate cateogical labels for job titles\n",
    "\n",
    "generic_job_titles = ['analyst programmer',\n",
    "                      'business analyst',\n",
    "                      'business intelligence analyst',\n",
    "                      'data analyst', \n",
    "                      'data engineer',\n",
    "                      'data scientist',\n",
    "                      'devops',\n",
    "                      'machine learning',\n",
    "                      'mlops',\n",
    "                      'programmer',\n",
    "                      'quantitative researcher',\n",
    "                       ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a8ea89ad",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.458664Z",
     "iopub.status.busy": "2022-12-09T16:50:20.458275Z",
     "iopub.status.idle": "2022-12-09T16:50:20.464716Z",
     "shell.execute_reply": "2022-12-09T16:50:20.463465Z"
    },
    "papermill": {
     "duration": 0.029221,
     "end_time": "2022-12-09T16:50:20.467110",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.437889",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def count_title_by_job_nature(df, generic_titles):\n",
    "    count_by_generic = []\n",
    "    count = 0\n",
    "    for title in generic_titles: \n",
    "        count = len(df[df['title'].str.contains(title, case=False)])\n",
    "        count_by_generic.append(count)\n",
    "    return count_by_generic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "88ff85c0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.507505Z",
     "iopub.status.busy": "2022-12-09T16:50:20.507115Z",
     "iopub.status.idle": "2022-12-09T16:50:20.526741Z",
     "shell.execute_reply": "2022-12-09T16:50:20.525370Z"
    },
    "papermill": {
     "duration": 0.042849,
     "end_time": "2022-12-09T16:50:20.529344",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.486495",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "count_by_generic_titles = count_title_by_job_nature(df_clean_3, generic_job_titles)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f274c2e",
   "metadata": {
    "papermill": {
     "duration": 0.019331,
     "end_time": "2022-12-09T16:50:20.569539",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.550208",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Since some job titles on the advertisment contains multiple titles, title match was implemented in a way that allows multiple matches too. The pie chart represents the portion of title matchs among all generic titles, instead of all job ads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "17524218",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.610779Z",
     "iopub.status.busy": "2022-12-09T16:50:20.610391Z",
     "iopub.status.idle": "2022-12-09T16:50:20.623983Z",
     "shell.execute_reply": "2022-12-09T16:50:20.623080Z"
    },
    "papermill": {
     "duration": 0.036464,
     "end_time": "2022-12-09T16:50:20.626107",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.589643",
     "status": "completed"
    },
    "tags": []
   },
   "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>Generic Title</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>data analyst</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>data engineer</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>data scientist</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>programmer</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>business analyst</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>analyst programmer</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>machine learning</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>business intelligence analyst</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>quantitative researcher</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>devops</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>mlops</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Generic Title  Count\n",
       "3                    data analyst     84\n",
       "4                   data engineer     35\n",
       "5                  data scientist     18\n",
       "9                      programmer     16\n",
       "1                business analyst     13\n",
       "0              analyst programmer      8\n",
       "7                machine learning      7\n",
       "2   business intelligence analyst      4\n",
       "10        quantitative researcher      3\n",
       "6                          devops      1\n",
       "8                           mlops      0"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_title = pd.DataFrame({'Generic Title':generic_job_titles, 'Count':count_by_generic_titles})\n",
    "df_title.sort_values(by='Count',ascending= False, inplace=True)\n",
    "df_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fad4c1e7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.667213Z",
     "iopub.status.busy": "2022-12-09T16:50:20.666763Z",
     "iopub.status.idle": "2022-12-09T16:50:20.676078Z",
     "shell.execute_reply": "2022-12-09T16:50:20.674612Z"
    },
    "papermill": {
     "duration": 0.032547,
     "end_time": "2022-12-09T16:50:20.678539",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.645992",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# filter\n",
    "df_pie_title = df_title[df_title['Count']>5]\n",
    "other_row = pd.Series({'Generic Title':'Others', 'Count' : 5})\n",
    "df_pie_title= pd.concat([df_pie_title, other_row.to_frame().T], ignore_index = True)\n",
    "# this line copied from pandas docs "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f748f13c",
   "metadata": {
    "papermill": {
     "duration": 0.019309,
     "end_time": "2022-12-09T16:50:20.717617",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.698308",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Job title distribution pie chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5d8e1856",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:20.759206Z",
     "iopub.status.busy": "2022-12-09T16:50:20.758775Z",
     "iopub.status.idle": "2022-12-09T16:50:21.101315Z",
     "shell.execute_reply": "2022-12-09T16:50:21.100067Z"
    },
    "papermill": {
     "duration": 0.368528,
     "end_time": "2022-12-09T16:50:21.106216",
     "exception": false,
     "start_time": "2022-12-09T16:50:20.737688",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.color_palette(\"Set2\")\n",
    "ax = df_pie_title.plot(y='Count', \n",
    "                        kind='pie', \n",
    "                        labels= df_pie_title['Generic Title'], \n",
    "                        autopct = '%1.0f%%',\n",
    "                        legend=False,\n",
    "                        title='Job search results of data professions on HK Jobsdb, 6 Dec 2022 ',\n",
    "                        startangle=90,\n",
    "                        fontsize = 8.5, \n",
    "                      )   \n",
    "ax.set(ylabel='')\n",
    "ax.figure.savefig('job_titles.svg')\n",
    "ax.figure.savefig('job_titles.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "00c4fe22",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:21.170500Z",
     "iopub.status.busy": "2022-12-09T16:50:21.170075Z",
     "iopub.status.idle": "2022-12-09T16:50:21.194097Z",
     "shell.execute_reply": "2022-12-09T16:50:21.192490Z"
    },
    "papermill": {
     "duration": 0.0491,
     "end_time": "2022-12-09T16:50:21.197032",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.147932",
     "status": "completed"
    },
    "tags": []
   },
   "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>title</th>\n",
       "      <th>company</th>\n",
       "      <th>posted</th>\n",
       "      <th>district</th>\n",
       "      <th>career level</th>\n",
       "      <th>years of experience</th>\n",
       "      <th>qualification</th>\n",
       "      <th>job type</th>\n",
       "      <th>job functions</th>\n",
       "      <th>job_description</th>\n",
       "      <th>url</th>\n",
       "      <th>min_salary</th>\n",
       "      <th>max_salary</th>\n",
       "      <th>avg_salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Connexe Search Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Contract</td>\n",
       "      <td>Banking / Finance, Others, Information Technol...</td>\n",
       "      <td>Our client is one of the leading financial ins...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-scientist...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Analyst (Data &amp; AI)</td>\n",
       "      <td>NCSI (HK) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Tai Koo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>Key Role Responsibilities:\\n\\nParticipate in c...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Analyst (Data Governance)</td>\n",
       "      <td>Gientech Technology (Hong Kong) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Ngau Tau Kok</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Duties:\\nManage &amp; support data governance mode...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Solution Analyst - ICC - Data Integration</td>\n",
       "      <td>Cathay Pacific Airways Ltd</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Lantau Island</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Transportation &amp; Logistics, Aviation Services,...</td>\n",
       "      <td>Reports to: Solution Lead / Senior Solution Le...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/solution-analy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Analyst Programmer (Data Analytics)</td>\n",
       "      <td>China State Construction Engineering (Hong Kon...</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>3</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Others, Data...</td>\n",
       "      <td>Job Description:\\nEstablish and maintain high-...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/analyst-progra...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       title  \\\n",
       "0                             Data Scientist   \n",
       "1                   Data Analyst (Data & AI)   \n",
       "2             Data Analyst (Data Governance)   \n",
       "3  Solution Analyst - ICC - Data Integration   \n",
       "4        Analyst Programmer (Data Analytics)   \n",
       "\n",
       "                                             company      posted  \\\n",
       "0                             Connexe Search Limited  2022-12-06   \n",
       "1                                  NCSI (HK) Limited  2022-12-06   \n",
       "2            Gientech Technology (Hong Kong) Limited  2022-12-06   \n",
       "3                         Cathay Pacific Airways Ltd  2022-12-06   \n",
       "4  China State Construction Engineering (Hong Kon...  2022-12-06   \n",
       "\n",
       "        district career level years of experience qualification  \\\n",
       "0    Kowloon Bay          NaN                 NaN           NaN   \n",
       "1        Tai Koo          NaN                 NaN           NaN   \n",
       "2   Ngau Tau Kok       Middle                   3        Degree   \n",
       "3  Lantau Island          NaN                 NaN           NaN   \n",
       "4            NaN  Entry Level                   3        Degree   \n",
       "\n",
       "               job type                                      job functions  \\\n",
       "0              Contract  Banking / Finance, Others, Information Technol...   \n",
       "1  Full Time, Permanent  Information Technology (IT), Product Managemen...   \n",
       "2  Full Time, Permanent        Information Technology (IT), Data Scientist   \n",
       "3  Full Time, Permanent  Transportation & Logistics, Aviation Services,...   \n",
       "4  Full Time, Permanent  Information Technology (IT), DBA, Others, Data...   \n",
       "\n",
       "                                     job_description  \\\n",
       "0  Our client is one of the leading financial ins...   \n",
       "1  Key Role Responsibilities:\\n\\nParticipate in c...   \n",
       "2  Duties:\\nManage & support data governance mode...   \n",
       "3  Reports to: Solution Lead / Senior Solution Le...   \n",
       "4  Job Description:\\nEstablish and maintain high-...   \n",
       "\n",
       "                                                 url  min_salary  max_salary  \\\n",
       "0  https://hk.jobsdb.com/hk/en/job/data-scientist...         NaN         NaN   \n",
       "1  https://hk.jobsdb.com/hk/en/job/data-analyst-d...         NaN         NaN   \n",
       "2  https://hk.jobsdb.com/hk/en/job/data-analyst-d...         NaN         NaN   \n",
       "3  https://hk.jobsdb.com/hk/en/job/solution-analy...         NaN         NaN   \n",
       "4  https://hk.jobsdb.com/hk/en/job/analyst-progra...         NaN         NaN   \n",
       "\n",
       "   avg_salary  \n",
       "0         NaN  \n",
       "1         NaN  \n",
       "2         NaN  \n",
       "3         NaN  \n",
       "4         NaN  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert no of years (strings) to no of years (int)\n",
    "\n",
    "df_clean_3['years of experience'] = df_clean_3['years of experience'].str.extract('(\\d+)')\n",
    "df_clean_3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78ca681b",
   "metadata": {
    "papermill": {
     "duration": 0.020005,
     "end_time": "2022-12-09T16:50:21.238137",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.218132",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Salary Statistics\n",
    "\n",
    "note that only 6% of job ads had disclosed salary range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "559d4b35",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:21.281839Z",
     "iopub.status.busy": "2022-12-09T16:50:21.280600Z",
     "iopub.status.idle": "2022-12-09T16:50:21.650188Z",
     "shell.execute_reply": "2022-12-09T16:50:21.648994Z"
    },
    "papermill": {
     "duration": 0.394543,
     "end_time": "2022-12-09T16:50:21.653161",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.258618",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='years of experience', ylabel='avg_salary'>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_salary = df_clean_3.copy()\n",
    "df_salary.sort_values(by=['years of experience'], inplace = True)\n",
    "df_salary['years of experience'] = pd.to_numeric(df_salary['years of experience'], downcast = 'integer')\n",
    "df_salary['avg_salary']\n",
    "sns.boxplot( x=df_salary[\"years of experience\"], y=df_salary[\"avg_salary\"], color = 'dodgerblue' )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34194c02",
   "metadata": {
    "papermill": {
     "duration": 0.020614,
     "end_time": "2022-12-09T16:50:21.695559",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.674945",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Why did yeo3 pay lower than yeo1,2?\n",
    "\n",
    "By a look at the filtered data, one of the possible reason could be discrepancy in hiring companies. In some case, government contractor pays more than private companies. \n",
    "\n",
    "\n",
    "note: \n",
    "* lack of salary data\n",
    "* when building regression model to predict salary, keep in mind that the company could be a significant feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "27562e6d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:21.739491Z",
     "iopub.status.busy": "2022-12-09T16:50:21.739095Z",
     "iopub.status.idle": "2022-12-09T16:50:21.770464Z",
     "shell.execute_reply": "2022-12-09T16:50:21.769251Z"
    },
    "papermill": {
     "duration": 0.056583,
     "end_time": "2022-12-09T16:50:21.773185",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.716602",
     "status": "completed"
    },
    "tags": []
   },
   "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>title</th>\n",
       "      <th>company</th>\n",
       "      <th>posted</th>\n",
       "      <th>district</th>\n",
       "      <th>career level</th>\n",
       "      <th>years of experience</th>\n",
       "      <th>qualification</th>\n",
       "      <th>job type</th>\n",
       "      <th>job functions</th>\n",
       "      <th>job_description</th>\n",
       "      <th>url</th>\n",
       "      <th>min_salary</th>\n",
       "      <th>max_salary</th>\n",
       "      <th>avg_salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Data Analyst - Bank</td>\n",
       "      <td>BDO Financial Services Limited</td>\n",
       "      <td>2022-11-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Banking / Finance, Financial Services, Profess...</td>\n",
       "      <td>Our client is a multinational bank with an all...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-b...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Dah Sing Financial Group</td>\n",
       "      <td>2022-11-21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Banking / Finance, Retail Banking, Information...</td>\n",
       "      <td>Job Description:\\nThe incumbent will support t...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-scientist...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Data Analyst (Data Management) - Influential F...</td>\n",
       "      <td>Page Group Hong Kong</td>\n",
       "      <td>2022-11-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Technical / ...</td>\n",
       "      <td>Our client is the most influential financial i...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Data Analyst - Azure (Ref: GIT-DA)</td>\n",
       "      <td>Dah Chong Hong Holdings Limited</td>\n",
       "      <td>2022-11-22</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>Responsibilities: \\nResponsible for maintenanc...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Cloud Data Engineer (Banking/ Insurance)</td>\n",
       "      <td>PERSOLKELLY Hong Kong Limited</td>\n",
       "      <td>2022-11-09</td>\n",
       "      <td>Central &amp; Western Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), DBA, Software Dev...</td>\n",
       "      <td>Our client, cognitive solutions and cloud plat...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/cloud-data-eng...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Senior Business Analyst - Supply Chain ERP App...</td>\n",
       "      <td>Maxim's Caterers Ltd</td>\n",
       "      <td>2022-11-28</td>\n",
       "      <td>Lai Chi Kok</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>Responsibilities:\\nCollect and analyze data to...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-busines...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Data Engineer (Cloud Platform - Up to 40K+)</td>\n",
       "      <td>ADECCO</td>\n",
       "      <td>2022-11-28</td>\n",
       "      <td>Central</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Contract</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Our client is a Hong Kong's central banking in...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Senior / Data Analyst (Data Scientist)</td>\n",
       "      <td>Bank of China (Hong Kong) Limited</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>Shatin Area</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Responsibilities:\\nCollaborate with business u...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-data-an...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Assistant Manager, Digital Experience - Property</td>\n",
       "      <td>Robert Walters (HK)</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Senior</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Mobile / Wireless...</td>\n",
       "      <td>One of the leading property developers is look...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/assistant-mana...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Quantitative Researcher / Senior Quantitative ...</td>\n",
       "      <td>Bank of China (Hong Kong) Limited</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>Central</td>\n",
       "      <td>Middle</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Responsibilities:\\nQuantitative developer role...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/quantitative-r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 title  \\\n",
       "336                                Data Analyst - Bank   \n",
       "194                                     Data Scientist   \n",
       "341  Data Analyst (Data Management) - Influential F...   \n",
       "193                 Data Analyst - Azure (Ref: GIT-DA)   \n",
       "323           Cloud Data Engineer (Banking/ Insurance)   \n",
       "..                                                 ...   \n",
       "147  Senior Business Analyst - Supply Chain ERP App...   \n",
       "141        Data Engineer (Cloud Platform - Up to 40K+)   \n",
       "116             Senior / Data Analyst (Data Scientist)   \n",
       "127   Assistant Manager, Digital Experience - Property   \n",
       "118  Quantitative Researcher / Senior Quantitative ...   \n",
       "\n",
       "                               company      posted                district  \\\n",
       "336     BDO Financial Services Limited  2022-11-08                     NaN   \n",
       "194           Dah Sing Financial Group  2022-11-21                     NaN   \n",
       "341               Page Group Hong Kong  2022-11-08                     NaN   \n",
       "193    Dah Chong Hong Holdings Limited  2022-11-22             Kowloon Bay   \n",
       "323      PERSOLKELLY Hong Kong Limited  2022-11-09  Central & Western Area   \n",
       "..                                 ...         ...                     ...   \n",
       "147               Maxim's Caterers Ltd  2022-11-28             Lai Chi Kok   \n",
       "141                             ADECCO  2022-11-28                 Central   \n",
       "116  Bank of China (Hong Kong) Limited  2022-11-30             Shatin Area   \n",
       "127                Robert Walters (HK)  2022-11-30                     NaN   \n",
       "118  Bank of China (Hong Kong) Limited  2022-12-01                 Central   \n",
       "\n",
       "    career level  years of experience qualification              job type  \\\n",
       "336       Middle                  3.0        Degree  Full Time, Permanent   \n",
       "194       Middle                  3.0        Degree  Full Time, Permanent   \n",
       "341       Middle                  3.0        Degree  Full Time, Permanent   \n",
       "193  Entry Level                  3.0        Degree  Full Time, Permanent   \n",
       "323  Entry Level                  3.0        Degree             Full Time   \n",
       "..           ...                  ...           ...                   ...   \n",
       "147       Middle                  3.0        Degree  Full Time, Permanent   \n",
       "141       Middle                  3.0        Degree   Full Time, Contract   \n",
       "116       Middle                  3.0        Degree             Full Time   \n",
       "127       Senior                  3.0        Degree  Full Time, Permanent   \n",
       "118       Middle                  3.0        Degree             Full Time   \n",
       "\n",
       "                                         job functions  \\\n",
       "336  Banking / Finance, Financial Services, Profess...   \n",
       "194  Banking / Finance, Retail Banking, Information...   \n",
       "341  Information Technology (IT), DBA, Technical / ...   \n",
       "193  Professional Services, Business Analysis / Dat...   \n",
       "323  Information Technology (IT), DBA, Software Dev...   \n",
       "..                                                 ...   \n",
       "147  Information Technology (IT), Product Managemen...   \n",
       "141  Information Technology (IT), Application Speci...   \n",
       "116        Information Technology (IT), Data Scientist   \n",
       "127  Information Technology (IT), Mobile / Wireless...   \n",
       "118        Information Technology (IT), Data Scientist   \n",
       "\n",
       "                                       job_description  \\\n",
       "336  Our client is a multinational bank with an all...   \n",
       "194  Job Description:\\nThe incumbent will support t...   \n",
       "341  Our client is the most influential financial i...   \n",
       "193  Responsibilities: \\nResponsible for maintenanc...   \n",
       "323  Our client, cognitive solutions and cloud plat...   \n",
       "..                                                 ...   \n",
       "147  Responsibilities:\\nCollect and analyze data to...   \n",
       "141  Our client is a Hong Kong's central banking in...   \n",
       "116  Responsibilities:\\nCollaborate with business u...   \n",
       "127  One of the leading property developers is look...   \n",
       "118  Responsibilities:\\nQuantitative developer role...   \n",
       "\n",
       "                                                   url  min_salary  \\\n",
       "336  https://hk.jobsdb.com/hk/en/job/data-analyst-b...         NaN   \n",
       "194  https://hk.jobsdb.com/hk/en/job/data-scientist...         NaN   \n",
       "341  https://hk.jobsdb.com/hk/en/job/data-analyst-d...         NaN   \n",
       "193  https://hk.jobsdb.com/hk/en/job/data-analyst-a...         NaN   \n",
       "323  https://hk.jobsdb.com/hk/en/job/cloud-data-eng...         NaN   \n",
       "..                                                 ...         ...   \n",
       "147  https://hk.jobsdb.com/hk/en/job/senior-busines...         NaN   \n",
       "141  https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "116  https://hk.jobsdb.com/hk/en/job/senior-data-an...         NaN   \n",
       "127  https://hk.jobsdb.com/hk/en/job/assistant-mana...         NaN   \n",
       "118  https://hk.jobsdb.com/hk/en/job/quantitative-r...         NaN   \n",
       "\n",
       "     max_salary  avg_salary  \n",
       "336         NaN         NaN  \n",
       "194         NaN         NaN  \n",
       "341         NaN         NaN  \n",
       "193         NaN         NaN  \n",
       "323         NaN         NaN  \n",
       "..          ...         ...  \n",
       "147         NaN         NaN  \n",
       "141         NaN         NaN  \n",
       "116         NaN         NaN  \n",
       "127         NaN         NaN  \n",
       "118         NaN         NaN  \n",
       "\n",
       "[70 rows x 14 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_salary[df_salary['years of experience']==3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "edb497e4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:21.818367Z",
     "iopub.status.busy": "2022-12-09T16:50:21.817919Z",
     "iopub.status.idle": "2022-12-09T16:50:21.875779Z",
     "shell.execute_reply": "2022-12-09T16:50:21.874555Z"
    },
    "papermill": {
     "duration": 0.08512,
     "end_time": "2022-12-09T16:50:21.880090",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.794970",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>company</th>\n",
       "      <th>posted</th>\n",
       "      <th>district</th>\n",
       "      <th>career level</th>\n",
       "      <th>years of experience</th>\n",
       "      <th>qualification</th>\n",
       "      <th>job type</th>\n",
       "      <th>job functions</th>\n",
       "      <th>job_description</th>\n",
       "      <th>url</th>\n",
       "      <th>min_salary</th>\n",
       "      <th>max_salary</th>\n",
       "      <th>avg_salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>DataTech Global (HK) Limited</td>\n",
       "      <td>2022-12-01</td>\n",
       "      <td>Kwun Tong</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>Responsibilities: \\nCoordinate with clients to...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>IT TRAINEE</td>\n",
       "      <td>Ma Belle Jewellery Co Ltd</td>\n",
       "      <td>2022-11-21</td>\n",
       "      <td>Tin Hau</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Internship</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>INTERNSHIP\\n\\nSupport the Head of Application ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/it-trainee-100...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Data Analyst, Insurance, 18k - 24k (WELCOME FR...</td>\n",
       "      <td>Ambition</td>\n",
       "      <td>2022-11-09</td>\n",
       "      <td>Central &amp; Western Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Contract</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>Job Duties\\nProvide data analysis and insights...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Data QA Analyst</td>\n",
       "      <td>Viu</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full Time, Contract</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Key responsibilities\\nDesign &amp; execute test pl...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-qa-analys...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Analyst Programmer / Programmer / Software Dev...</td>\n",
       "      <td>PMAX Consultant Limited</td>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>Kwun Tong Area</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Analyst Programmer / Programmer / Software Dev...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/analyst-progra...</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>42500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Business Development Officer</td>\n",
       "      <td>Phillip Securities Group</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Admiralty</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Banking / Finance, Others, Sales, CS &amp; Busines...</td>\n",
       "      <td>Responsibilities:\\nAssist in managing all asp...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/business-devel...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Platform Operation Executive</td>\n",
       "      <td>Anymind Hong Kong Limited</td>\n",
       "      <td>2022-11-15</td>\n",
       "      <td>Kwun Tong</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>What You'll Do\\nFocus on maximizing app publis...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/platform-opera...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>(Senior) Analyst / Engineer – Datawarehouse an...</td>\n",
       "      <td>Acton Consulting Limited</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Network &amp; Sy...</td>\n",
       "      <td>Responsibilities:\\nGather and interpret busine...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-analyst...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Junior Database Administrator (Banking Clients...</td>\n",
       "      <td>Links International</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>Kwun Tong Area</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Support, Dat...</td>\n",
       "      <td>Our client is a leading IT service and consult...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/junior-databas...</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>32500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>CRM Specialist, Property - Welcome Agency Back...</td>\n",
       "      <td>Robert Walters (HK)</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>One of the leading property developers is look...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/crm-specialist...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Data Engineer/ Scientist</td>\n",
       "      <td>Links International</td>\n",
       "      <td>2022-11-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>Our client is a listed electrical and mechanic...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>27500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Data Engineer / Analyst - Innovation team</td>\n",
       "      <td>Page Personnel</td>\n",
       "      <td>2022-11-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Our client is a construction company running a...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>25000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NOC / FMC Specialist / Data Analyst (Process a...</td>\n",
       "      <td>PERSOLKELLY Hong Kong Limited</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Central &amp; Western Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Our client, is one of the world's largest expr...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/noc-fmc-specia...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Operation Efficiency, Specialist/Analyst (Busi...</td>\n",
       "      <td>AIA Hong Kong and Macau</td>\n",
       "      <td>2022-11-23</td>\n",
       "      <td>Wong Tai Sin Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>At AIA we’ve started an exciting movement to c...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/operation-effi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>(Senior)Data Engineer/ Analyst</td>\n",
       "      <td>Randstad Hong Kong Limited</td>\n",
       "      <td>2022-11-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>about the company.\\nOne of the largest solutio...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-data-en...</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Data Analyst/ Engineer</td>\n",
       "      <td>Links International</td>\n",
       "      <td>2022-11-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Our client is a listed electrical and mechanic...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Programmer</td>\n",
       "      <td>Celki International Limited</td>\n",
       "      <td>2022-11-08</td>\n",
       "      <td>Cheung Sha Wan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Software Developm...</td>\n",
       "      <td>Job responsibilities:\\nProvide support in syst...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/programmer-100...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Swing Consulting Limited</td>\n",
       "      <td>2022-11-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Responsibility:\\nResponsible for data extracti...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Big Data Platform: Data Analysts (Tableau / Go...</td>\n",
       "      <td>IT Solutions Ltd.</td>\n",
       "      <td>2022-11-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>We are searching for a few high-calibre IT Dat...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/big-data-platf...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Pantheon Lab Limited</td>\n",
       "      <td>2022-11-10</td>\n",
       "      <td>Shatin Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>We are currently seeking motivated engineers w...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Data Scientist (Urgent! Insurance Perm)</td>\n",
       "      <td>PERSOLKELLY Hong Kong Limited</td>\n",
       "      <td>2022-11-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Responsibilities:\\nWork with US Analytics team...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-scientist...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Atom International Technology Limited</td>\n",
       "      <td>2022-11-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), DBA, Data Scientist</td>\n",
       "      <td>Responsibilities:\\nPrepare and present articul...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Programmer</td>\n",
       "      <td>SmarTone Telecommunications Limited</td>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Engineering, Telecommunication / Wireless / Ra...</td>\n",
       "      <td>Responsibilities\\nExtend and monitor existing ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/programmer-100...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Data Processing Executive</td>\n",
       "      <td>Medialink Entertainment Limited</td>\n",
       "      <td>2022-11-15</td>\n",
       "      <td>Tsim Sha Tsui</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), IT Auditing, Prod...</td>\n",
       "      <td>Job Responsibilities:\\nTranslate information f...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-processin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Data Engineering/ETL Developer/BI Developer/BI...</td>\n",
       "      <td>Avanade Hong Kong Limited</td>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>Quarry Bay</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>Do you enjoy making sure that information is a...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineeri...</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>45000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Zeal Asset Management Limited</td>\n",
       "      <td>2022-11-19</td>\n",
       "      <td>Central</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), DBA, Data Scientist</td>\n",
       "      <td>Job Description:\\nDesign and develop data pipe...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Senior Business Analyst (Operations)</td>\n",
       "      <td>Lenovo PCCW Solutions</td>\n",
       "      <td>2022-11-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), IT Management, Pr...</td>\n",
       "      <td>We are looking for a qualified and innovative ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-busines...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Senior Digital Marketing Executive / Digital M...</td>\n",
       "      <td>Anymind Hong Kong Limited</td>\n",
       "      <td>2022-11-15</td>\n",
       "      <td>Kwun Tong</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>What You'll Do\\nCampaign setup &amp; platform oper...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-digital...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>(Senior) Data Engineer</td>\n",
       "      <td>JFE Consulting Limited</td>\n",
       "      <td>2022-11-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Our Client is a Global Technology Company base...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-data-en...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>(Senior) Data Scientist</td>\n",
       "      <td>Nova Credit Limited</td>\n",
       "      <td>2022-11-22</td>\n",
       "      <td>Cheung Sha Wan</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Postgraduate</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Banking / Finance, Credit Analysis / Approval,...</td>\n",
       "      <td>We are looking for a seasoned modeler to join ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-data-sc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Lee Kum Kee International Holdings Limited</td>\n",
       "      <td>2022-11-29</td>\n",
       "      <td>Tai Po Area</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), DBA, Data Scientist</td>\n",
       "      <td>Responsibilities: -\\nResponsible for the imple...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>IT Officer (Innovation Project Officer)</td>\n",
       "      <td>Kai Shing Management Services Ltd</td>\n",
       "      <td>2022-11-23</td>\n",
       "      <td>Kwun Tong</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>What will you do?\\n\\nResponsible for IT/IOT pr...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/it-officer-inn...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Business Intelligence Analyst</td>\n",
       "      <td>Keysoc Limited</td>\n",
       "      <td>2022-11-24</td>\n",
       "      <td>Cheung Sha Wan</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>We are now seeking talented Business Intellige...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/business-intel...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Business Intelligence Analyst</td>\n",
       "      <td>Jebsen Beverage Company Limited</td>\n",
       "      <td>2022-11-28</td>\n",
       "      <td>Causeway Bay</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>The job incumbent’s core role will be assistin...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/business-intel...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>Hutchison Telecommunications (Hong Kong) Limited</td>\n",
       "      <td>2022-11-25</td>\n",
       "      <td>Tsing Yi</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>Responsibilities:\\nCompile segmentations and v...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/business-analy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Data Programmer</td>\n",
       "      <td>SmarTone Telecommunications Limited</td>\n",
       "      <td>2022-11-25</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Engineering, Telecommunication / Wireless / Ra...</td>\n",
       "      <td>Responsibilities\\nExtend and monitor existing ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-programme...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>(Senior) Data Analysis (Banking, 25K-55K)</td>\n",
       "      <td>Manpower Services (Hong Kong) Limited</td>\n",
       "      <td>2022-11-28</td>\n",
       "      <td>Others</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Contract</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Our client, is now looking for Data Analyst to...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-data-an...</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Analyst Programmer / Programmer</td>\n",
       "      <td>Chung Yuen Electrical Co., Ltd.</td>\n",
       "      <td>2022-11-25</td>\n",
       "      <td>Yau Tsim Mong Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Job responsibilities:\\nTo understand business...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/analyst-progra...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Kai OS Technologies (Hong Kong) Limited</td>\n",
       "      <td>2022-11-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Here is an opportunity to change the life of m...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Data Analyst / Engineer (PowerBI/Python/R)</td>\n",
       "      <td>PERSOLKELLY Hong Kong Limited</td>\n",
       "      <td>2022-11-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>Our client from one of the largest company exp...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Receptionist (1-year contract, Up to $19K)</td>\n",
       "      <td>Manpower Services (Hong Kong) Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Lantau Island</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Contract</td>\n",
       "      <td>Admin &amp; HR, Receptionist</td>\n",
       "      <td>Responsibilitlies:\\nManage reception counter t...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/receptionist-1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Data Programmer</td>\n",
       "      <td>SmarTone Telecommunications Limited</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Engineering, Telecommunication / Wireless / Ra...</td>\n",
       "      <td>Responsibilities\\nExtend and monitor existing ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-programme...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Senior Data Science Analyst</td>\n",
       "      <td>AXA Hong Kong</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Others, Insurance...</td>\n",
       "      <td>Opportunities:\\nJoin the Data Science team in ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-data-sc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Fullstack Software Engineer</td>\n",
       "      <td>Armitage Technologies Ltd</td>\n",
       "      <td>2022-11-11</td>\n",
       "      <td>Kwun Tong</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent, Contract</td>\n",
       "      <td>Information Technology (IT), Software Developm...</td>\n",
       "      <td>Responsibilities:\\nWork with product owners an...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/fullstack-soft...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Data Analyst - Python (Consumer Banking)</td>\n",
       "      <td>Chandler Macleod Group (HK) Limited</td>\n",
       "      <td>2022-11-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Contract</td>\n",
       "      <td>Banking / Finance, Others, Information Technol...</td>\n",
       "      <td>Responsibilities:\\nDesign and execute various ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-p...</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>30000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Data Engineer - up to 40k, Insurance, Perm</td>\n",
       "      <td>Pathos Consultancy Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Central</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>The Company\\nOur client is a one of the leadin...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Data Analyst | Media Agency</td>\n",
       "      <td>Fabcom Limited</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>Responsibilities:\\nDesign and build data pipel...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-%...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Machine Learning Engineer</td>\n",
       "      <td>A.S. Watson Retail (HK) Limited</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Shatin Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Technical Writing...</td>\n",
       "      <td>Come and join a Winning Team\\n We are Awesome...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/machine-learni...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>IT Officer (Innovation Project Officer)</td>\n",
       "      <td>Kai Shing Management Services Ltd</td>\n",
       "      <td>2022-11-10</td>\n",
       "      <td>Kwun Tong</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Product Managemen...</td>\n",
       "      <td>What will you do?\\n\\nResponsible for IT/IOT pr...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/it-officer-inn...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Data Analyst, 35k, Perm, MNC</td>\n",
       "      <td>Recruit Logic Limited</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Tseung Kwan O</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Non-Degree Tertiary</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Responsibilities:\\nInterpret data, analyze res...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-3...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>System Analyst</td>\n",
       "      <td>GS1 Hong Kong Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Wan Chai</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Software Developm...</td>\n",
       "      <td>Responsibilities:\\nReport to solution developm...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/system-analyst...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>(Senior) Data Scientist</td>\n",
       "      <td>A.S. Watson Retail (HK) Limited</td>\n",
       "      <td>2022-11-10</td>\n",
       "      <td>Shatin Area</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Come and join a Winning Team\\n We are Awesome...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-data-sc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>aimHigher Consultancy Limited</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), DBA, Data Scientist</td>\n",
       "      <td>Company Description\\nOur client is a strong br...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Orient Overseas Container Line Ltd (OOCL)</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Shatin Area</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>Job Description\\nResponsible for design, devel...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Data Analyst - Python (Consumer Banking)</td>\n",
       "      <td>Chandler Macleod Group (HK) Limited</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Quarry Bay</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Contract</td>\n",
       "      <td>Banking / Finance, Others, Information Technol...</td>\n",
       "      <td>Responsibilities:\\nDesign and execute various ...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Senior Associate (Data Analyst) – Risk Advisor...</td>\n",
       "      <td>BDO</td>\n",
       "      <td>2022-12-06</td>\n",
       "      <td>Sheung Wan</td>\n",
       "      <td>Middle</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Professional Services, Business Analysis / Dat...</td>\n",
       "      <td>Responsibilities:\\nCollect data, build and mai...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-associa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Hong Kong Express Airways Limited</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Tung Chung</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Information Technology (IT), Data Scientist</td>\n",
       "      <td>Role Purpose\\nPerform exploratory data analysi...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-analyst-1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Moneysq Limited</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Central</td>\n",
       "      <td>Entry Level</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Application Speci...</td>\n",
       "      <td>We are a leading technology company with an av...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/data-engineer-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>(Senior) Machine Learning Engineer</td>\n",
       "      <td>M &amp; R Forwarding (HK) Limited</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Kowloon Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Degree</td>\n",
       "      <td>Full Time, Permanent</td>\n",
       "      <td>Information Technology (IT), Software Developm...</td>\n",
       "      <td>Role description:\\n\\nThe world of logistics is...</td>\n",
       "      <td>https://hk.jobsdb.com/hk/en/job/senior-machine...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 title  \\\n",
       "74                                        Data Analyst   \n",
       "219                                         IT TRAINEE   \n",
       "302  Data Analyst, Insurance, 18k - 24k (WELCOME FR...   \n",
       "60                                     Data QA Analyst   \n",
       "250  Analyst Programmer / Programmer / Software Dev...   \n",
       "34                        Business Development Officer   \n",
       "261                       Platform Operation Executive   \n",
       "121  (Senior) Analyst / Engineer – Datawarehouse an...   \n",
       "122  Junior Database Administrator (Banking Clients...   \n",
       "125  CRM Specialist, Property - Welcome Agency Back...   \n",
       "293                           Data Engineer/ Scientist   \n",
       "191          Data Engineer / Analyst - Innovation team   \n",
       "22   NOC / FMC Specialist / Data Analyst (Process a...   \n",
       "188  Operation Efficiency, Specialist/Analyst (Busi...   \n",
       "316                     (Senior)Data Engineer/ Analyst   \n",
       "324                             Data Analyst/ Engineer   \n",
       "337                                         Programmer   \n",
       "273                                       Data Analyst   \n",
       "166  Big Data Platform: Data Analysts (Tableau / Go...   \n",
       "287                                      Data Engineer   \n",
       "329            Data Scientist (Urgent! Insurance Perm)   \n",
       "328                                       Data Analyst   \n",
       "270                                         Programmer   \n",
       "271                          Data Processing Executive   \n",
       "262  Data Engineering/ETL Developer/BI Developer/BI...   \n",
       "237                                      Data Engineer   \n",
       "266               Senior Business Analyst (Operations)   \n",
       "272  Senior Digital Marketing Executive / Digital M...   \n",
       "207                             (Senior) Data Engineer   \n",
       "212                            (Senior) Data Scientist   \n",
       "108                                      Data Engineer   \n",
       "206            IT Officer (Innovation Project Officer)   \n",
       "182                      Business Intelligence Analyst   \n",
       "140                      Business Intelligence Analyst   \n",
       "142                                   Business Analyst   \n",
       "167                                    Data Programmer   \n",
       "148          (Senior) Data Analysis (Banking, 25K-55K)   \n",
       "158                    Analyst Programmer / Programmer   \n",
       "231                                       Data Analyst   \n",
       "274         Data Analyst / Engineer (PowerBI/Python/R)   \n",
       "348         Receptionist (1-year contract, Up to $19K)   \n",
       "29                                     Data Programmer   \n",
       "32                         Senior Data Science Analyst   \n",
       "315                        Fullstack Software Engineer   \n",
       "300           Data Analyst - Python (Consumer Banking)   \n",
       "20          Data Engineer - up to 40k, Insurance, Perm   \n",
       "43                         Data Analyst | Media Agency   \n",
       "14                           Machine Learning Engineer   \n",
       "314            IT Officer (Innovation Project Officer)   \n",
       "13                        Data Analyst, 35k, Perm, MNC   \n",
       "27                                      System Analyst   \n",
       "283                            (Senior) Data Scientist   \n",
       "10                                       Data Engineer   \n",
       "9                                        Data Engineer   \n",
       "64            Data Analyst - Python (Consumer Banking)   \n",
       "8    Senior Associate (Data Analyst) – Risk Advisor...   \n",
       "11                                        Data Analyst   \n",
       "65                                       Data Engineer   \n",
       "66                  (Senior) Machine Learning Engineer   \n",
       "\n",
       "                                              company      posted  \\\n",
       "74                       DataTech Global (HK) Limited  2022-12-01   \n",
       "219                         Ma Belle Jewellery Co Ltd  2022-11-21   \n",
       "302                                          Ambition  2022-11-09   \n",
       "60                                                Viu  2022-12-02   \n",
       "250                           PMAX Consultant Limited  2022-11-16   \n",
       "34                           Phillip Securities Group  2022-12-05   \n",
       "261                         Anymind Hong Kong Limited  2022-11-15   \n",
       "121                          Acton Consulting Limited  2022-11-30   \n",
       "122                               Links International  2022-11-30   \n",
       "125                               Robert Walters (HK)  2022-11-30   \n",
       "293                               Links International  2022-11-10   \n",
       "191                                    Page Personnel  2022-11-22   \n",
       "22                      PERSOLKELLY Hong Kong Limited  2022-12-05   \n",
       "188                           AIA Hong Kong and Macau  2022-11-23   \n",
       "316                        Randstad Hong Kong Limited  2022-11-08   \n",
       "324                               Links International  2022-11-08   \n",
       "337                       Celki International Limited  2022-11-08   \n",
       "273                          Swing Consulting Limited  2022-11-15   \n",
       "166                                 IT Solutions Ltd.  2022-11-25   \n",
       "287                              Pantheon Lab Limited  2022-11-10   \n",
       "329                     PERSOLKELLY Hong Kong Limited  2022-11-08   \n",
       "328             Atom International Technology Limited  2022-11-07   \n",
       "270               SmarTone Telecommunications Limited  2022-11-16   \n",
       "271                   Medialink Entertainment Limited  2022-11-15   \n",
       "262                         Avanade Hong Kong Limited  2022-11-16   \n",
       "237                     Zeal Asset Management Limited  2022-11-19   \n",
       "266                             Lenovo PCCW Solutions  2022-11-17   \n",
       "272                         Anymind Hong Kong Limited  2022-11-15   \n",
       "207                            JFE Consulting Limited  2022-11-23   \n",
       "212                               Nova Credit Limited  2022-11-22   \n",
       "108        Lee Kum Kee International Holdings Limited  2022-11-29   \n",
       "206                 Kai Shing Management Services Ltd  2022-11-23   \n",
       "182                                    Keysoc Limited  2022-11-24   \n",
       "140                   Jebsen Beverage Company Limited  2022-11-28   \n",
       "142  Hutchison Telecommunications (Hong Kong) Limited  2022-11-25   \n",
       "167               SmarTone Telecommunications Limited  2022-11-25   \n",
       "148             Manpower Services (Hong Kong) Limited  2022-11-28   \n",
       "158                   Chung Yuen Electrical Co., Ltd.  2022-11-25   \n",
       "231           Kai OS Technologies (Hong Kong) Limited  2022-11-18   \n",
       "274                     PERSOLKELLY Hong Kong Limited  2022-11-15   \n",
       "348             Manpower Services (Hong Kong) Limited  2022-12-06   \n",
       "29                SmarTone Telecommunications Limited  2022-12-05   \n",
       "32                                      AXA Hong Kong  2022-12-05   \n",
       "315                         Armitage Technologies Ltd  2022-11-11   \n",
       "300               Chandler Macleod Group (HK) Limited  2022-11-09   \n",
       "20                         Pathos Consultancy Limited  2022-12-06   \n",
       "43                                     Fabcom Limited  2022-12-02   \n",
       "14                    A.S. Watson Retail (HK) Limited  2022-12-05   \n",
       "314                 Kai Shing Management Services Ltd  2022-11-10   \n",
       "13                              Recruit Logic Limited  2022-12-05   \n",
       "27                              GS1 Hong Kong Limited  2022-12-06   \n",
       "283                   A.S. Watson Retail (HK) Limited  2022-11-10   \n",
       "10                      aimHigher Consultancy Limited  2022-12-06   \n",
       "9           Orient Overseas Container Line Ltd (OOCL)  2022-12-06   \n",
       "64                Chandler Macleod Group (HK) Limited  2022-12-02   \n",
       "8                                                 BDO  2022-12-06   \n",
       "11                  Hong Kong Express Airways Limited  2022-12-05   \n",
       "65                                    Moneysq Limited  2022-12-02   \n",
       "66                      M & R Forwarding (HK) Limited  2022-12-02   \n",
       "\n",
       "                   district career level  years of experience  \\\n",
       "74                Kwun Tong          NaN                  1.0   \n",
       "219                 Tin Hau  Entry Level                  1.0   \n",
       "302  Central & Western Area  Entry Level                  1.0   \n",
       "60              Kowloon Bay  Entry Level                  1.0   \n",
       "250          Kwun Tong Area       Middle                  1.0   \n",
       "34                Admiralty          NaN                  1.0   \n",
       "261               Kwun Tong  Entry Level                  1.0   \n",
       "121                     NaN       Middle                  1.0   \n",
       "122          Kwun Tong Area       Middle                  1.0   \n",
       "125                     NaN       Middle                  1.0   \n",
       "293                     NaN  Entry Level                  1.0   \n",
       "191                     NaN       Middle                  1.0   \n",
       "22   Central & Western Area  Entry Level                  1.0   \n",
       "188       Wong Tai Sin Area  Entry Level                  1.0   \n",
       "316                     NaN       Middle                  1.0   \n",
       "324                     NaN       Middle                  1.0   \n",
       "337          Cheung Sha Wan          NaN                  1.0   \n",
       "273                     NaN  Entry Level                  1.0   \n",
       "166                     NaN       Middle                  1.0   \n",
       "287             Shatin Area  Entry Level                  1.0   \n",
       "329                     NaN          NaN                  1.0   \n",
       "328                     NaN  Entry Level                  1.0   \n",
       "270             Kowloon Bay          NaN                  2.0   \n",
       "271           Tsim Sha Tsui       Middle                  2.0   \n",
       "262              Quarry Bay       Middle                  2.0   \n",
       "237                 Central          NaN                  2.0   \n",
       "266                     NaN  Entry Level                  2.0   \n",
       "272               Kwun Tong       Middle                  2.0   \n",
       "207                     NaN       Middle                  2.0   \n",
       "212          Cheung Sha Wan  Entry Level                  2.0   \n",
       "108             Tai Po Area       Middle                  2.0   \n",
       "206               Kwun Tong       Middle                  2.0   \n",
       "182          Cheung Sha Wan       Middle                  2.0   \n",
       "140            Causeway Bay  Entry Level                  2.0   \n",
       "142                Tsing Yi  Entry Level                  2.0   \n",
       "167             Kowloon Bay          NaN                  2.0   \n",
       "148                  Others  Entry Level                  2.0   \n",
       "158      Yau Tsim Mong Area  Entry Level                  2.0   \n",
       "231                     NaN       Middle                  2.0   \n",
       "274                     NaN          NaN                  2.0   \n",
       "348           Lantau Island  Entry Level                  2.0   \n",
       "29              Kowloon Bay          NaN                  2.0   \n",
       "32                      NaN       Middle                  2.0   \n",
       "315               Kwun Tong       Middle                  2.0   \n",
       "300                     NaN       Middle                  2.0   \n",
       "20                  Central       Middle                  2.0   \n",
       "43              Kowloon Bay  Entry Level                  2.0   \n",
       "14              Shatin Area  Entry Level                  2.0   \n",
       "314               Kwun Tong       Middle                  2.0   \n",
       "13            Tseung Kwan O  Entry Level                  2.0   \n",
       "27                 Wan Chai       Middle                  2.0   \n",
       "283             Shatin Area  Entry Level                  2.0   \n",
       "10                      NaN       Middle                  2.0   \n",
       "9               Shatin Area       Middle                  2.0   \n",
       "64               Quarry Bay       Middle                  2.0   \n",
       "8                Sheung Wan       Middle                  2.0   \n",
       "11               Tung Chung  Entry Level                  2.0   \n",
       "65                  Central  Entry Level                  2.0   \n",
       "66              Kowloon Bay          NaN                  2.0   \n",
       "\n",
       "           qualification                        job type  \\\n",
       "74                Degree            Full Time, Permanent   \n",
       "219               Degree           Full Time, Internship   \n",
       "302               Degree             Full Time, Contract   \n",
       "60                   NaN             Full Time, Contract   \n",
       "250  Non-Degree Tertiary                       Full Time   \n",
       "34                Degree            Full Time, Permanent   \n",
       "261  Non-Degree Tertiary            Full Time, Permanent   \n",
       "121  Non-Degree Tertiary            Full Time, Permanent   \n",
       "122               Degree            Full Time, Permanent   \n",
       "125               Degree            Full Time, Permanent   \n",
       "293               Degree            Full Time, Permanent   \n",
       "191               Degree            Full Time, Permanent   \n",
       "22                Degree                       Full Time   \n",
       "188               Degree                       Full Time   \n",
       "316               Degree            Full Time, Permanent   \n",
       "324               Degree            Full Time, Permanent   \n",
       "337  Non-Degree Tertiary            Full Time, Permanent   \n",
       "273  Non-Degree Tertiary                       Full Time   \n",
       "166  Non-Degree Tertiary                       Full Time   \n",
       "287               Degree            Full Time, Permanent   \n",
       "329               Degree            Full Time, Permanent   \n",
       "328               Degree                       Full Time   \n",
       "270               Degree            Full Time, Permanent   \n",
       "271  Non-Degree Tertiary            Full Time, Permanent   \n",
       "262               Degree            Full Time, Permanent   \n",
       "237               Degree                       Full Time   \n",
       "266               Degree            Full Time, Permanent   \n",
       "272  Non-Degree Tertiary            Full Time, Permanent   \n",
       "207               Degree            Full Time, Permanent   \n",
       "212         Postgraduate            Full Time, Permanent   \n",
       "108               Degree            Full Time, Permanent   \n",
       "206               Degree            Full Time, Permanent   \n",
       "182               Degree            Full Time, Permanent   \n",
       "140               Degree            Full Time, Permanent   \n",
       "142  Non-Degree Tertiary            Full Time, Permanent   \n",
       "167               Degree            Full Time, Permanent   \n",
       "148                  NaN                        Contract   \n",
       "158               Degree            Full Time, Permanent   \n",
       "231               Degree            Full Time, Permanent   \n",
       "274               Degree                       Full Time   \n",
       "348               Degree                        Contract   \n",
       "29                Degree            Full Time, Permanent   \n",
       "32                Degree            Full Time, Permanent   \n",
       "315               Degree  Full Time, Permanent, Contract   \n",
       "300               Degree             Full Time, Contract   \n",
       "20   Non-Degree Tertiary            Full Time, Permanent   \n",
       "43                Degree                       Full Time   \n",
       "14                Degree            Full Time, Permanent   \n",
       "314               Degree            Full Time, Permanent   \n",
       "13   Non-Degree Tertiary            Full Time, Permanent   \n",
       "27                Degree            Full Time, Permanent   \n",
       "283               Degree            Full Time, Permanent   \n",
       "10                Degree                       Full Time   \n",
       "9                 Degree            Full Time, Permanent   \n",
       "64                Degree             Full Time, Contract   \n",
       "8                 Degree            Full Time, Permanent   \n",
       "11                Degree                       Full Time   \n",
       "65                Degree            Full Time, Permanent   \n",
       "66                Degree            Full Time, Permanent   \n",
       "\n",
       "                                         job functions  \\\n",
       "74   Professional Services, Business Analysis / Dat...   \n",
       "219  Information Technology (IT), Application Speci...   \n",
       "302  Information Technology (IT), Product Managemen...   \n",
       "60   Information Technology (IT), Application Speci...   \n",
       "250  Information Technology (IT), Application Speci...   \n",
       "34   Banking / Finance, Others, Sales, CS & Busines...   \n",
       "261  Information Technology (IT), Product Managemen...   \n",
       "121  Information Technology (IT), DBA, Network & Sy...   \n",
       "122  Information Technology (IT), DBA, Support, Dat...   \n",
       "125  Information Technology (IT), Product Managemen...   \n",
       "293  Information Technology (IT), Product Managemen...   \n",
       "191  Information Technology (IT), Application Speci...   \n",
       "22   Information Technology (IT), Application Speci...   \n",
       "188  Professional Services, Business Analysis / Dat...   \n",
       "316  Information Technology (IT), Product Managemen...   \n",
       "324  Information Technology (IT), Application Speci...   \n",
       "337  Information Technology (IT), Software Developm...   \n",
       "273  Information Technology (IT), Application Speci...   \n",
       "166  Professional Services, Business Analysis / Dat...   \n",
       "287  Information Technology (IT), Application Speci...   \n",
       "329        Information Technology (IT), Data Scientist   \n",
       "328   Information Technology (IT), DBA, Data Scientist   \n",
       "270  Engineering, Telecommunication / Wireless / Ra...   \n",
       "271  Information Technology (IT), IT Auditing, Prod...   \n",
       "262  Professional Services, Business Analysis / Dat...   \n",
       "237   Information Technology (IT), DBA, Data Scientist   \n",
       "266  Information Technology (IT), IT Management, Pr...   \n",
       "272  Information Technology (IT), Product Managemen...   \n",
       "207  Information Technology (IT), Application Speci...   \n",
       "212  Banking / Finance, Credit Analysis / Approval,...   \n",
       "108   Information Technology (IT), DBA, Data Scientist   \n",
       "206  Information Technology (IT), Product Managemen...   \n",
       "182  Professional Services, Business Analysis / Dat...   \n",
       "140  Professional Services, Business Analysis / Dat...   \n",
       "142  Information Technology (IT), Product Managemen...   \n",
       "167  Engineering, Telecommunication / Wireless / Ra...   \n",
       "148  Information Technology (IT), Application Speci...   \n",
       "158  Information Technology (IT), Application Speci...   \n",
       "231        Information Technology (IT), Data Scientist   \n",
       "274  Professional Services, Business Analysis / Dat...   \n",
       "348                           Admin & HR, Receptionist   \n",
       "29   Engineering, Telecommunication / Wireless / Ra...   \n",
       "32   Information Technology (IT), Others, Insurance...   \n",
       "315  Information Technology (IT), Software Developm...   \n",
       "300  Banking / Finance, Others, Information Technol...   \n",
       "20   Information Technology (IT), Application Speci...   \n",
       "43   Information Technology (IT), Product Managemen...   \n",
       "14   Information Technology (IT), Technical Writing...   \n",
       "314  Information Technology (IT), Product Managemen...   \n",
       "13         Information Technology (IT), Data Scientist   \n",
       "27   Information Technology (IT), Software Developm...   \n",
       "283        Information Technology (IT), Data Scientist   \n",
       "10    Information Technology (IT), DBA, Data Scientist   \n",
       "9    Information Technology (IT), Application Speci...   \n",
       "64   Banking / Finance, Others, Information Technol...   \n",
       "8    Professional Services, Business Analysis / Dat...   \n",
       "11         Information Technology (IT), Data Scientist   \n",
       "65   Information Technology (IT), Application Speci...   \n",
       "66   Information Technology (IT), Software Developm...   \n",
       "\n",
       "                                       job_description  \\\n",
       "74   Responsibilities: \\nCoordinate with clients to...   \n",
       "219  INTERNSHIP\\n\\nSupport the Head of Application ...   \n",
       "302  Job Duties\\nProvide data analysis and insights...   \n",
       "60   Key responsibilities\\nDesign & execute test pl...   \n",
       "250  Analyst Programmer / Programmer / Software Dev...   \n",
       "34    Responsibilities:\\nAssist in managing all asp...   \n",
       "261  What You'll Do\\nFocus on maximizing app publis...   \n",
       "121  Responsibilities:\\nGather and interpret busine...   \n",
       "122  Our client is a leading IT service and consult...   \n",
       "125  One of the leading property developers is look...   \n",
       "293  Our client is a listed electrical and mechanic...   \n",
       "191  Our client is a construction company running a...   \n",
       "22   Our client, is one of the world's largest expr...   \n",
       "188  At AIA we’ve started an exciting movement to c...   \n",
       "316  about the company.\\nOne of the largest solutio...   \n",
       "324  Our client is a listed electrical and mechanic...   \n",
       "337  Job responsibilities:\\nProvide support in syst...   \n",
       "273  Responsibility:\\nResponsible for data extracti...   \n",
       "166  We are searching for a few high-calibre IT Dat...   \n",
       "287  We are currently seeking motivated engineers w...   \n",
       "329  Responsibilities:\\nWork with US Analytics team...   \n",
       "328  Responsibilities:\\nPrepare and present articul...   \n",
       "270  Responsibilities\\nExtend and monitor existing ...   \n",
       "271  Job Responsibilities:\\nTranslate information f...   \n",
       "262  Do you enjoy making sure that information is a...   \n",
       "237  Job Description:\\nDesign and develop data pipe...   \n",
       "266  We are looking for a qualified and innovative ...   \n",
       "272  What You'll Do\\nCampaign setup & platform oper...   \n",
       "207  Our Client is a Global Technology Company base...   \n",
       "212  We are looking for a seasoned modeler to join ...   \n",
       "108  Responsibilities: -\\nResponsible for the imple...   \n",
       "206  What will you do?\\n\\nResponsible for IT/IOT pr...   \n",
       "182  We are now seeking talented Business Intellige...   \n",
       "140  The job incumbent’s core role will be assistin...   \n",
       "142  Responsibilities:\\nCompile segmentations and v...   \n",
       "167  Responsibilities\\nExtend and monitor existing ...   \n",
       "148  Our client, is now looking for Data Analyst to...   \n",
       "158   Job responsibilities:\\nTo understand business...   \n",
       "231  Here is an opportunity to change the life of m...   \n",
       "274  Our client from one of the largest company exp...   \n",
       "348  Responsibilitlies:\\nManage reception counter t...   \n",
       "29   Responsibilities\\nExtend and monitor existing ...   \n",
       "32   Opportunities:\\nJoin the Data Science team in ...   \n",
       "315  Responsibilities:\\nWork with product owners an...   \n",
       "300  Responsibilities:\\nDesign and execute various ...   \n",
       "20   The Company\\nOur client is a one of the leadin...   \n",
       "43   Responsibilities:\\nDesign and build data pipel...   \n",
       "14    Come and join a Winning Team\\n We are Awesome...   \n",
       "314  What will you do?\\n\\nResponsible for IT/IOT pr...   \n",
       "13   Responsibilities:\\nInterpret data, analyze res...   \n",
       "27   Responsibilities:\\nReport to solution developm...   \n",
       "283   Come and join a Winning Team\\n We are Awesome...   \n",
       "10   Company Description\\nOur client is a strong br...   \n",
       "9    Job Description\\nResponsible for design, devel...   \n",
       "64   Responsibilities:\\nDesign and execute various ...   \n",
       "8    Responsibilities:\\nCollect data, build and mai...   \n",
       "11   Role Purpose\\nPerform exploratory data analysi...   \n",
       "65   We are a leading technology company with an av...   \n",
       "66   Role description:\\n\\nThe world of logistics is...   \n",
       "\n",
       "                                                   url  min_salary  \\\n",
       "74   https://hk.jobsdb.com/hk/en/job/data-analyst-1...         NaN   \n",
       "219  https://hk.jobsdb.com/hk/en/job/it-trainee-100...         NaN   \n",
       "302  https://hk.jobsdb.com/hk/en/job/data-analyst-i...         NaN   \n",
       "60   https://hk.jobsdb.com/hk/en/job/data-qa-analys...         NaN   \n",
       "250  https://hk.jobsdb.com/hk/en/job/analyst-progra...     30000.0   \n",
       "34   https://hk.jobsdb.com/hk/en/job/business-devel...         NaN   \n",
       "261  https://hk.jobsdb.com/hk/en/job/platform-opera...         NaN   \n",
       "121  https://hk.jobsdb.com/hk/en/job/senior-analyst...         NaN   \n",
       "122  https://hk.jobsdb.com/hk/en/job/junior-databas...     30000.0   \n",
       "125  https://hk.jobsdb.com/hk/en/job/crm-specialist...         NaN   \n",
       "293  https://hk.jobsdb.com/hk/en/job/data-engineer-...     25000.0   \n",
       "191  https://hk.jobsdb.com/hk/en/job/data-engineer-...     20000.0   \n",
       "22   https://hk.jobsdb.com/hk/en/job/noc-fmc-specia...         NaN   \n",
       "188  https://hk.jobsdb.com/hk/en/job/operation-effi...         NaN   \n",
       "316  https://hk.jobsdb.com/hk/en/job/senior-data-en...     25000.0   \n",
       "324  https://hk.jobsdb.com/hk/en/job/data-analyst-e...         NaN   \n",
       "337  https://hk.jobsdb.com/hk/en/job/programmer-100...         NaN   \n",
       "273  https://hk.jobsdb.com/hk/en/job/data-analyst-1...         NaN   \n",
       "166  https://hk.jobsdb.com/hk/en/job/big-data-platf...         NaN   \n",
       "287  https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "329  https://hk.jobsdb.com/hk/en/job/data-scientist...         NaN   \n",
       "328  https://hk.jobsdb.com/hk/en/job/data-analyst-1...         NaN   \n",
       "270  https://hk.jobsdb.com/hk/en/job/programmer-100...         NaN   \n",
       "271  https://hk.jobsdb.com/hk/en/job/data-processin...         NaN   \n",
       "262  https://hk.jobsdb.com/hk/en/job/data-engineeri...     35000.0   \n",
       "237  https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "266  https://hk.jobsdb.com/hk/en/job/senior-busines...         NaN   \n",
       "272  https://hk.jobsdb.com/hk/en/job/senior-digital...         NaN   \n",
       "207  https://hk.jobsdb.com/hk/en/job/senior-data-en...         NaN   \n",
       "212  https://hk.jobsdb.com/hk/en/job/senior-data-sc...         NaN   \n",
       "108  https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "206  https://hk.jobsdb.com/hk/en/job/it-officer-inn...         NaN   \n",
       "182  https://hk.jobsdb.com/hk/en/job/business-intel...         NaN   \n",
       "140  https://hk.jobsdb.com/hk/en/job/business-intel...         NaN   \n",
       "142  https://hk.jobsdb.com/hk/en/job/business-analy...         NaN   \n",
       "167  https://hk.jobsdb.com/hk/en/job/data-programme...         NaN   \n",
       "148  https://hk.jobsdb.com/hk/en/job/senior-data-an...     25000.0   \n",
       "158  https://hk.jobsdb.com/hk/en/job/analyst-progra...         NaN   \n",
       "231  https://hk.jobsdb.com/hk/en/job/data-analyst-1...         NaN   \n",
       "274  https://hk.jobsdb.com/hk/en/job/data-analyst-e...         NaN   \n",
       "348  https://hk.jobsdb.com/hk/en/job/receptionist-1...         NaN   \n",
       "29   https://hk.jobsdb.com/hk/en/job/data-programme...         NaN   \n",
       "32   https://hk.jobsdb.com/hk/en/job/senior-data-sc...         NaN   \n",
       "315  https://hk.jobsdb.com/hk/en/job/fullstack-soft...         NaN   \n",
       "300  https://hk.jobsdb.com/hk/en/job/data-analyst-p...     25000.0   \n",
       "20   https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "43   https://hk.jobsdb.com/hk/en/job/data-analyst-%...         NaN   \n",
       "14   https://hk.jobsdb.com/hk/en/job/machine-learni...         NaN   \n",
       "314  https://hk.jobsdb.com/hk/en/job/it-officer-inn...         NaN   \n",
       "13   https://hk.jobsdb.com/hk/en/job/data-analyst-3...         NaN   \n",
       "27   https://hk.jobsdb.com/hk/en/job/system-analyst...         NaN   \n",
       "283  https://hk.jobsdb.com/hk/en/job/senior-data-sc...         NaN   \n",
       "10   https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "9    https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "64   https://hk.jobsdb.com/hk/en/job/data-analyst-p...         NaN   \n",
       "8    https://hk.jobsdb.com/hk/en/job/senior-associa...         NaN   \n",
       "11   https://hk.jobsdb.com/hk/en/job/data-analyst-1...         NaN   \n",
       "65   https://hk.jobsdb.com/hk/en/job/data-engineer-...         NaN   \n",
       "66   https://hk.jobsdb.com/hk/en/job/senior-machine...         NaN   \n",
       "\n",
       "     max_salary  avg_salary  \n",
       "74          NaN         NaN  \n",
       "219         NaN         NaN  \n",
       "302         NaN         NaN  \n",
       "60          NaN         NaN  \n",
       "250     55000.0     42500.0  \n",
       "34          NaN         NaN  \n",
       "261         NaN         NaN  \n",
       "121         NaN         NaN  \n",
       "122     35000.0     32500.0  \n",
       "125         NaN         NaN  \n",
       "293     30000.0     27500.0  \n",
       "191     30000.0     25000.0  \n",
       "22          NaN         NaN  \n",
       "188         NaN         NaN  \n",
       "316     55000.0     40000.0  \n",
       "324         NaN         NaN  \n",
       "337         NaN         NaN  \n",
       "273         NaN         NaN  \n",
       "166         NaN         NaN  \n",
       "287         NaN         NaN  \n",
       "329         NaN         NaN  \n",
       "328         NaN         NaN  \n",
       "270         NaN         NaN  \n",
       "271         NaN         NaN  \n",
       "262     55000.0     45000.0  \n",
       "237         NaN         NaN  \n",
       "266         NaN         NaN  \n",
       "272         NaN         NaN  \n",
       "207         NaN         NaN  \n",
       "212         NaN         NaN  \n",
       "108         NaN         NaN  \n",
       "206         NaN         NaN  \n",
       "182         NaN         NaN  \n",
       "140         NaN         NaN  \n",
       "142         NaN         NaN  \n",
       "167         NaN         NaN  \n",
       "148     55000.0     40000.0  \n",
       "158         NaN         NaN  \n",
       "231         NaN         NaN  \n",
       "274         NaN         NaN  \n",
       "348         NaN         NaN  \n",
       "29          NaN         NaN  \n",
       "32          NaN         NaN  \n",
       "315         NaN         NaN  \n",
       "300     35000.0     30000.0  \n",
       "20          NaN         NaN  \n",
       "43          NaN         NaN  \n",
       "14          NaN         NaN  \n",
       "314         NaN         NaN  \n",
       "13          NaN         NaN  \n",
       "27          NaN         NaN  \n",
       "283         NaN         NaN  \n",
       "10          NaN         NaN  \n",
       "9           NaN         NaN  \n",
       "64          NaN         NaN  \n",
       "8           NaN         NaN  \n",
       "11          NaN         NaN  \n",
       "65          NaN         NaN  \n",
       "66          NaN         NaN  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_salary[df_salary['years of experience']<=2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b2ae20f",
   "metadata": {
    "papermill": {
     "duration": 0.024007,
     "end_time": "2022-12-09T16:50:21.928520",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.904513",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### How does years of experience affect salary?\n",
    "not neccessarily yes\n",
    "\n",
    "note: lack of salary data, high variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "07c86969",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:21.979239Z",
     "iopub.status.busy": "2022-12-09T16:50:21.978042Z",
     "iopub.status.idle": "2022-12-09T16:50:22.216342Z",
     "shell.execute_reply": "2022-12-09T16:50:22.215058Z"
    },
    "papermill": {
     "duration": 0.26683,
     "end_time": "2022-12-09T16:50:22.219478",
     "exception": false,
     "start_time": "2022-12-09T16:50:21.952648",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Does 2 yeo pay more than yeo 1?'), Text(0.5, 0, 'yeo<2')]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot( x=df_salary[\"years of experience\"]<2, y=df_salary[\"avg_salary\"]).set(title = 'Does 2 yeo pay more than yeo 1?', xlabel = 'yeo<2' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "032f32b4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:22.272233Z",
     "iopub.status.busy": "2022-12-09T16:50:22.271021Z",
     "iopub.status.idle": "2022-12-09T16:50:22.288219Z",
     "shell.execute_reply": "2022-12-09T16:50:22.287214Z"
    },
    "papermill": {
     "duration": 0.046293,
     "end_time": "2022-12-09T16:50:22.290816",
     "exception": false,
     "start_time": "2022-12-09T16:50:22.244523",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "F_onewayResult(statistic=0.7526849642004771, pvalue=0.41896861093759263)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_salary.dropna(subset = ['avg_salary'], inplace=True)\n",
    "yeo_1 = df_salary[df_salary[\"years of experience\"]==1]['avg_salary']\n",
    "yeo_2 = df_salary[df_salary[\"years of experience\"]==2]['avg_salary']\n",
    "yeo_4 = df_salary[df_salary[\"years of experience\"]==4]['avg_salary']\n",
    "f_oneway(yeo_1, yeo_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "e609c016",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:22.345650Z",
     "iopub.status.busy": "2022-12-09T16:50:22.344823Z",
     "iopub.status.idle": "2022-12-09T16:50:22.353471Z",
     "shell.execute_reply": "2022-12-09T16:50:22.352243Z"
    },
    "papermill": {
     "duration": 0.037868,
     "end_time": "2022-12-09T16:50:22.356242",
     "exception": false,
     "start_time": "2022-12-09T16:50:22.318374",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "F_onewayResult(statistic=0.9587093862815886, pvalue=0.42855451277745826)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f_oneway(yeo_1, yeo_2, yeo_4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f2a2ef3",
   "metadata": {
    "papermill": {
     "duration": 0.027744,
     "end_time": "2022-12-09T16:50:22.409293",
     "exception": false,
     "start_time": "2022-12-09T16:50:22.381549",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "* important note: lack of salary data\n",
    "failed to reject null hypothesis in one anova\n",
    "from this limited data, there is no difference "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b382bbdb",
   "metadata": {
    "papermill": {
     "duration": 0.026268,
     "end_time": "2022-12-09T16:50:22.464026",
     "exception": false,
     "start_time": "2022-12-09T16:50:22.437758",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Career level, yeo, qualification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "9992fcef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:22.517796Z",
     "iopub.status.busy": "2022-12-09T16:50:22.516941Z",
     "iopub.status.idle": "2022-12-09T16:50:23.389553Z",
     "shell.execute_reply": "2022-12-09T16:50:23.388343Z"
    },
    "papermill": {
     "duration": 0.903055,
     "end_time": "2022-12-09T16:50:23.392935",
     "exception": false,
     "start_time": "2022-12-09T16:50:22.489880",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# career level, years of experience, qualification breakdown\n",
    "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(17,5))\n",
    "df_p1 = df_clean_3.copy()\n",
    "\n",
    "fig.suptitle('HK Data Profession Job Ads, scrapped from HK Jobsdb, 2022-12-6',size=20)\n",
    "\n",
    "career_level_order = ['Entry Level', 'Middle', 'Senior']\n",
    "plot_career_level = sns.countplot(x='career level',data=df_p1, ax = axes[0], order = career_level_order, color='coral')\n",
    "\n",
    "df_p1['years of experience'] = pd.to_numeric(df_p1['years of experience'], downcast = 'integer')\n",
    "df_p1.sort_values(by=['years of experience'],inplace=True)\n",
    "plot_yoe = sns.countplot(x='years of experience',data=df_p1, ax = axes[1], color = 'cornflowerblue')\n",
    "\n",
    "plot_quali = sns.countplot(x='qualification',data=df_p1, ax = axes[2], color = 'gold')\n",
    "\n",
    "fig.savefig('additional_info_breakdown.svg')\n",
    "fig.figure.savefig('additional_info_breakdown.png')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a4a33bd",
   "metadata": {
    "papermill": {
     "duration": 0.027768,
     "end_time": "2022-12-09T16:50:23.446894",
     "exception": false,
     "start_time": "2022-12-09T16:50:23.419126",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Mapping job locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d5e2790e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:23.503621Z",
     "iopub.status.busy": "2022-12-09T16:50:23.502888Z",
     "iopub.status.idle": "2022-12-09T16:50:23.508756Z",
     "shell.execute_reply": "2022-12-09T16:50:23.507555Z"
    },
    "papermill": {
     "duration": 0.036475,
     "end_time": "2022-12-09T16:50:23.511139",
     "exception": false,
     "start_time": "2022-12-09T16:50:23.474664",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "geolocator = Nominatim(user_agent=\"Your_Name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "58cc0a08",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:23.567650Z",
     "iopub.status.busy": "2022-12-09T16:50:23.566973Z",
     "iopub.status.idle": "2022-12-09T16:50:23.571364Z",
     "shell.execute_reply": "2022-12-09T16:50:23.570558Z"
    },
    "papermill": {
     "duration": 0.036066,
     "end_time": "2022-12-09T16:50:23.573805",
     "exception": false,
     "start_time": "2022-12-09T16:50:23.537739",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df_map = df_raw.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "59e9370b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:23.628664Z",
     "iopub.status.busy": "2022-12-09T16:50:23.627989Z",
     "iopub.status.idle": "2022-12-09T16:50:23.637385Z",
     "shell.execute_reply": "2022-12-09T16:50:23.636098Z"
    },
    "papermill": {
     "duration": 0.040643,
     "end_time": "2022-12-09T16:50:23.640373",
     "exception": false,
     "start_time": "2022-12-09T16:50:23.599730",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "to_drop = ['Overseas',\n",
    "           'Others',\n",
    "           'Southern Area']\n",
    "\n",
    "for i in to_drop:\n",
    "    df_map['district'].replace(i,np.nan,inplace = True)\n",
    "    \n",
    "df_map['district'].replace('Aberdeen','Aberdeen, Hong Kong',inplace = True)\n",
    "df_map['district'].replace('Airport Area','Hong Kong airport, Hong Kong',inplace = True)\n",
    "df_map['district'].replace('Tai Po Area','Tai Po',inplace = True)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "45b92dad",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:23.697851Z",
     "iopub.status.busy": "2022-12-09T16:50:23.697240Z",
     "iopub.status.idle": "2022-12-09T16:50:23.705759Z",
     "shell.execute_reply": "2022-12-09T16:50:23.704782Z"
    },
    "papermill": {
     "duration": 0.040381,
     "end_time": "2022-12-09T16:50:23.708306",
     "exception": false,
     "start_time": "2022-12-09T16:50:23.667925",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        Kowloon Bay\n",
       "1            Tai Koo\n",
       "2       Ngau Tau Kok\n",
       "3      Lantau Island\n",
       "4                NaN\n",
       "           ...      \n",
       "344              NaN\n",
       "345         Wan Chai\n",
       "346         Wan Chai\n",
       "347    Tseung Kwan O\n",
       "348    Lantau Island\n",
       "Name: district, Length: 349, dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_map['district'].replace('district', np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "a1cd1e74",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:50:23.765355Z",
     "iopub.status.busy": "2022-12-09T16:50:23.764532Z",
     "iopub.status.idle": "2022-12-09T16:53:46.260432Z",
     "shell.execute_reply": "2022-12-09T16:53:46.259070Z"
    },
    "papermill": {
     "duration": 202.556672,
     "end_time": "2022-12-09T16:53:46.291913",
     "exception": false,
     "start_time": "2022-12-09T16:50:23.735241",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100.0% of addresses were geocoded!\n"
     ]
    }
   ],
   "source": [
    "def my_geocoder(row):\n",
    "    '''\n",
    "    returns lattitude and longtitude from a column of place names\n",
    "    '''\n",
    "    try:\n",
    "        point = geolocator.geocode(row).point\n",
    "        return pd.Series({'Latitude': point.latitude, 'Longitude': point.longitude})\n",
    "    except:\n",
    "        return None\n",
    "\n",
    "df_map[['Latitude', 'Longitude']] = df_map.apply(lambda x: my_geocoder(x['district']), axis=1)\n",
    "\n",
    "print(\"{}% of addresses were geocoded!\".format(\n",
    "    (1 - sum(np.isnan(df_map[\"Latitude\"])) / len(df_map)) * 100))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e76fc0ef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:53:46.349324Z",
     "iopub.status.busy": "2022-12-09T16:53:46.348871Z",
     "iopub.status.idle": "2022-12-09T16:53:46.413563Z",
     "shell.execute_reply": "2022-12-09T16:53:46.411955Z"
    },
    "papermill": {
     "duration": 0.095535,
     "end_time": "2022-12-09T16:53:46.416447",
     "exception": false,
     "start_time": "2022-12-09T16:53:46.320912",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/pyproj/crs/crs.py:68: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  return _prepare_from_string(\" \".join(pjargs))\n"
     ]
    }
   ],
   "source": [
    "df_map_2 = gpd.GeoDataFrame(\n",
    "    df_map, geometry=gpd.points_from_xy(df_map.Longitude, df_map.Latitude))\n",
    "df_map_2.crs = {'init': 'epsg:4326'}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "beeb3076",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:53:46.473981Z",
     "iopub.status.busy": "2022-12-09T16:53:46.473572Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df_map_2.to_csv('geo_data.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "790ce24b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:53:46.600350Z",
     "iopub.status.busy": "2022-12-09T16:53:46.599914Z",
     "iopub.status.idle": "2022-12-09T16:53:46.617332Z",
     "shell.execute_reply": "2022-12-09T16:53:46.616088Z"
    },
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     "duration": 0.04883,
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df_map_3 = df_map_2[df_map_2['district'].notna()]\n",
    "df_map_3 = df_map_3[df_map_3['Latitude'].notna()]\n",
    "df_map_3 = df_map_3[df_map_3['Longitude'].notna()]\n",
    "df_map_3 = df_map_3[df_map_3['geometry'].notna()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a7a95ec",
   "metadata": {
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     "duration": 0.026589,
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### the map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "0db19fe0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:53:46.730043Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
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       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
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       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "            var marker_ee782ecd2b4e7c9873e0169f19bde3a0 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
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       "        \n",
       "    \n",
       "        var popup_cf07b26b1779d2d4e5c96fad977a5380 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
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       "                var html_69a03a796c611f7808f92e735f3e6048 = $(`&lt;div id=&quot;html_69a03a796c611f7808f92e735f3e6048&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_cf07b26b1779d2d4e5c96fad977a5380.setContent(html_69a03a796c611f7808f92e735f3e6048);\n",
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       "\n",
       "        marker_ee782ecd2b4e7c9873e0169f19bde3a0.bindPopup(popup_cf07b26b1779d2d4e5c96fad977a5380)\n",
       "        ;\n",
       "\n",
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       "            var marker_425f9c5acdedad721b943949858094a9 = L.marker(\n",
       "                [22.2845316, 114.2163521],\n",
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       "                popup_d04b2b04c09520bbb76841d89ac2533a.setContent(html_9766023232398e19a24f9efa66dfe699);\n",
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       "        marker_425f9c5acdedad721b943949858094a9.bindPopup(popup_d04b2b04c09520bbb76841d89ac2533a)\n",
       "        ;\n",
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       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
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       "        \n",
       "    \n",
       "        var popup_adc677bf3b105f9e4aa1d29999cac5a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
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       "                var html_94a51f2d3eb6a2d77f21502d104b9857 = $(`&lt;div id=&quot;html_94a51f2d3eb6a2d77f21502d104b9857&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_adc677bf3b105f9e4aa1d29999cac5a0.setContent(html_94a51f2d3eb6a2d77f21502d104b9857);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f9accf9e56b02c02bf5513a3b707d7cf.bindPopup(popup_adc677bf3b105f9e4aa1d29999cac5a0)\n",
       "        ;\n",
       "\n",
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       "    \n",
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       "                [22.271703, 113.9573191],\n",
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       "        \n",
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       "        var popup_018641e713c7371370be80d1e848508b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
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       "        var popup_e1cda1202f79c2bc5ebcb6365e727e30 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
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       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
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       "        \n",
       "    \n",
       "        var popup_6a07e7aac31b2a39f173a16771d004dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
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       "            \n",
       "                var html_88d50d6c55db89cba80735bcaec28350 = $(`&lt;div id=&quot;html_88d50d6c55db89cba80735bcaec28350&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
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       "            \n",
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       "\n",
       "        marker_e16ae1bfa1e954424d9e8085a811eb06.bindPopup(popup_6a07e7aac31b2a39f173a16771d004dc)\n",
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       "\n",
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       "        var popup_bde429d188f2a0c1723037088f95697e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
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       "                popup_bde429d188f2a0c1723037088f95697e.setContent(html_73a85fe540d567dc80a920e711b5d4e4);\n",
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       "\n",
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       "            \n",
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       "        ;\n",
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       "        \n",
       "    \n",
       "        var popup_95807059cb93bc20329822b14fa955be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8d5ed01344962f33706717fcce840c15 = $(`&lt;div id=&quot;html_8d5ed01344962f33706717fcce840c15&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_95807059cb93bc20329822b14fa955be.setContent(html_8d5ed01344962f33706717fcce840c15);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a1190e0bb11f3533de83b0e0a7e2f593.bindPopup(popup_95807059cb93bc20329822b14fa955be)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_295b625350c4d03e118b3714333d07ab = L.marker(\n",
       "                [22.289306850000003, 113.94145203050296],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_71e96bc502f219cdf608ab57f7f0b0fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_38b52fcc0e99a8cb8e74cf6f3258192b = $(`&lt;div id=&quot;html_38b52fcc0e99a8cb8e74cf6f3258192b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tung Chung&lt;/div&gt;`)[0];\n",
       "                popup_71e96bc502f219cdf608ab57f7f0b0fa.setContent(html_38b52fcc0e99a8cb8e74cf6f3258192b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_295b625350c4d03e118b3714333d07ab.bindPopup(popup_71e96bc502f219cdf608ab57f7f0b0fa)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_42fc69c9a65441adf545851fa9a34f65 = L.marker(\n",
       "                [22.2489071, 114.1564209],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a1ad972d496870fed33accf67813b67c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_404b243efae18945c237035bda31064e = $(`&lt;div id=&quot;html_404b243efae18945c237035bda31064e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Aberdeen, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_a1ad972d496870fed33accf67813b67c.setContent(html_404b243efae18945c237035bda31064e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_42fc69c9a65441adf545851fa9a34f65.bindPopup(popup_a1ad972d496870fed33accf67813b67c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7657c62d11b7078884c37e5e25330523 = L.marker(\n",
       "                [22.292258, 114.25772364596526],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0c89a03a016c8c57e4c5305888c416de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_807248e968cc83074293c441bb636839 = $(`&lt;div id=&quot;html_807248e968cc83074293c441bb636839&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tseung Kwan O&lt;/div&gt;`)[0];\n",
       "                popup_0c89a03a016c8c57e4c5305888c416de.setContent(html_807248e968cc83074293c441bb636839);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7657c62d11b7078884c37e5e25330523.bindPopup(popup_0c89a03a016c8c57e4c5305888c416de)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ba32880cced6eaa52662c3c6631e4269 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_05663c946c5fa157dbdc91d976876d1e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dc88c3f5a57d7c3d4bce528b3f428eee = $(`&lt;div id=&quot;html_dc88c3f5a57d7c3d4bce528b3f428eee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_05663c946c5fa157dbdc91d976876d1e.setContent(html_dc88c3f5a57d7c3d4bce528b3f428eee);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ba32880cced6eaa52662c3c6631e4269.bindPopup(popup_05663c946c5fa157dbdc91d976876d1e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_47b35fd348e7a146791d11ba849f860c = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_be3123b8f81e1936ddaa5186323e6550 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_53511819aa166e49b8698ab42c63f757 = $(`&lt;div id=&quot;html_53511819aa166e49b8698ab42c63f757&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_be3123b8f81e1936ddaa5186323e6550.setContent(html_53511819aa166e49b8698ab42c63f757);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_47b35fd348e7a146791d11ba849f860c.bindPopup(popup_be3123b8f81e1936ddaa5186323e6550)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0956aea185ca2255b7dffe05b56f36d3 = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_83c5cf01ed0725a33f967f9d9026bab1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7702af6e5354bf8bebd25c804cc6b6b8 = $(`&lt;div id=&quot;html_7702af6e5354bf8bebd25c804cc6b6b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_83c5cf01ed0725a33f967f9d9026bab1.setContent(html_7702af6e5354bf8bebd25c804cc6b6b8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0956aea185ca2255b7dffe05b56f36d3.bindPopup(popup_83c5cf01ed0725a33f967f9d9026bab1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_81a63ecf76a6dfdac395b25265b0bf79 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7fc6cc5f9e512db64d26010a47056bf6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_be3556f421ddd285246f1786506de383 = $(`&lt;div id=&quot;html_be3556f421ddd285246f1786506de383&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_7fc6cc5f9e512db64d26010a47056bf6.setContent(html_be3556f421ddd285246f1786506de383);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_81a63ecf76a6dfdac395b25265b0bf79.bindPopup(popup_7fc6cc5f9e512db64d26010a47056bf6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fdc35da50e388750b660172c3f388f88 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3dd51503f762e44aebceb61ae6ab1d93 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c55e96550dc5d25ad9307750d0e96194 = $(`&lt;div id=&quot;html_c55e96550dc5d25ad9307750d0e96194&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_3dd51503f762e44aebceb61ae6ab1d93.setContent(html_c55e96550dc5d25ad9307750d0e96194);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fdc35da50e388750b660172c3f388f88.bindPopup(popup_3dd51503f762e44aebceb61ae6ab1d93)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5e931b218896f734a5e65bb9a863e733 = L.marker(\n",
       "                [22.2656067, 114.2379644],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3dd435e6fd53229033a40eaf7bff6e7e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ed4c703f1e82520722db6d2d7cc100f3 = $(`&lt;div id=&quot;html_ed4c703f1e82520722db6d2d7cc100f3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Chai Wan&lt;/div&gt;`)[0];\n",
       "                popup_3dd435e6fd53229033a40eaf7bff6e7e.setContent(html_ed4c703f1e82520722db6d2d7cc100f3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5e931b218896f734a5e65bb9a863e733.bindPopup(popup_3dd435e6fd53229033a40eaf7bff6e7e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_274fd67e91e7a0aaa6acb6ec9e25c128 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7e39844f54b9be4c4f5d78825c19428d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a4aa687c66f9c5b06a3a1c28b7cb35a1 = $(`&lt;div id=&quot;html_a4aa687c66f9c5b06a3a1c28b7cb35a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_7e39844f54b9be4c4f5d78825c19428d.setContent(html_a4aa687c66f9c5b06a3a1c28b7cb35a1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_274fd67e91e7a0aaa6acb6ec9e25c128.bindPopup(popup_7e39844f54b9be4c4f5d78825c19428d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2109e8962e06be5245cc882c52c1413f = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a775655a139a6a6d091b1dcc197b5940 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_27d8ad2e04d136069d45840f2d74d79f = $(`&lt;div id=&quot;html_27d8ad2e04d136069d45840f2d74d79f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_a775655a139a6a6d091b1dcc197b5940.setContent(html_27d8ad2e04d136069d45840f2d74d79f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2109e8962e06be5245cc882c52c1413f.bindPopup(popup_a775655a139a6a6d091b1dcc197b5940)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fe45e839b0538a5e4ffd9a19b8146a59 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_6f297db52e106da7ffd5e764301770d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6d4584297e0915395625f39cf311aa48 = $(`&lt;div id=&quot;html_6d4584297e0915395625f39cf311aa48&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_6f297db52e106da7ffd5e764301770d9.setContent(html_6d4584297e0915395625f39cf311aa48);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fe45e839b0538a5e4ffd9a19b8146a59.bindPopup(popup_6f297db52e106da7ffd5e764301770d9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_09bfec8f41cf1bb267266dc9cce0295b = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_201899fbfd8becce824d3e8ece1d9fee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bf66324683db6d33f49ac121b828e4d9 = $(`&lt;div id=&quot;html_bf66324683db6d33f49ac121b828e4d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_201899fbfd8becce824d3e8ece1d9fee.setContent(html_bf66324683db6d33f49ac121b828e4d9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_09bfec8f41cf1bb267266dc9cce0295b.bindPopup(popup_201899fbfd8becce824d3e8ece1d9fee)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_17d4bbed5a93ec3d7519135a52b9e7cc = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3e27be226b6fa3dfb1a5eb6d96bb0740 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4062bf2d597de61c77e8f01b51a9e687 = $(`&lt;div id=&quot;html_4062bf2d597de61c77e8f01b51a9e687&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_3e27be226b6fa3dfb1a5eb6d96bb0740.setContent(html_4062bf2d597de61c77e8f01b51a9e687);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_17d4bbed5a93ec3d7519135a52b9e7cc.bindPopup(popup_3e27be226b6fa3dfb1a5eb6d96bb0740)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4602c70bb3b42873170c679d13bc0b1c = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9f71a754f2f6406bd8d6e666faee93f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8f198fd06858d6f9a02556d8caf6566f = $(`&lt;div id=&quot;html_8f198fd06858d6f9a02556d8caf6566f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_9f71a754f2f6406bd8d6e666faee93f5.setContent(html_8f198fd06858d6f9a02556d8caf6566f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4602c70bb3b42873170c679d13bc0b1c.bindPopup(popup_9f71a754f2f6406bd8d6e666faee93f5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f351d321096bfabb96fda789fbc7b796 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ff6c23c52dd15a735a58f999ff2d1c46 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2d0b8dca9e6fc94878e5cb353eb562bb = $(`&lt;div id=&quot;html_2d0b8dca9e6fc94878e5cb353eb562bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_ff6c23c52dd15a735a58f999ff2d1c46.setContent(html_2d0b8dca9e6fc94878e5cb353eb562bb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f351d321096bfabb96fda789fbc7b796.bindPopup(popup_ff6c23c52dd15a735a58f999ff2d1c46)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b2bf4160e051595b6cf99082b43a91ea = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_411deb746e1be0f0ac5b483c2c83ccd1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bd710b4ad767e99b5dd0bb90eaa3d216 = $(`&lt;div id=&quot;html_bd710b4ad767e99b5dd0bb90eaa3d216&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_411deb746e1be0f0ac5b483c2c83ccd1.setContent(html_bd710b4ad767e99b5dd0bb90eaa3d216);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b2bf4160e051595b6cf99082b43a91ea.bindPopup(popup_411deb746e1be0f0ac5b483c2c83ccd1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_457d4a6dd26e8808f2b65651fdeb09ab = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a1184152b0ae603764229552c0fcfac6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_94e431e7bb107dcd3e97a48f58104527 = $(`&lt;div id=&quot;html_94e431e7bb107dcd3e97a48f58104527&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_a1184152b0ae603764229552c0fcfac6.setContent(html_94e431e7bb107dcd3e97a48f58104527);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_457d4a6dd26e8808f2b65651fdeb09ab.bindPopup(popup_a1184152b0ae603764229552c0fcfac6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_01504bfce63a7726c6ab03bee1ea17ab = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_132544040903e8821e05c8bf1593345f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7881ba2a508fc69b6666e594a7650335 = $(`&lt;div id=&quot;html_7881ba2a508fc69b6666e594a7650335&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_132544040903e8821e05c8bf1593345f.setContent(html_7881ba2a508fc69b6666e594a7650335);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_01504bfce63a7726c6ab03bee1ea17ab.bindPopup(popup_132544040903e8821e05c8bf1593345f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1e60e20436afd575be49aa0563732444 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_91f4fdc3a319fbc535323c8b72be68c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_689ef5c8368b06c2cfbeb6ab9e80ca4c = $(`&lt;div id=&quot;html_689ef5c8368b06c2cfbeb6ab9e80ca4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_91f4fdc3a319fbc535323c8b72be68c3.setContent(html_689ef5c8368b06c2cfbeb6ab9e80ca4c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1e60e20436afd575be49aa0563732444.bindPopup(popup_91f4fdc3a319fbc535323c8b72be68c3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_28dc99fa0cce703d8e5f542249f1c161 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d7bd015555e7a2b0011e72dadf7a0b21 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a97b15c8272bb4d9fe2c173a0039cb4e = $(`&lt;div id=&quot;html_a97b15c8272bb4d9fe2c173a0039cb4e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_d7bd015555e7a2b0011e72dadf7a0b21.setContent(html_a97b15c8272bb4d9fe2c173a0039cb4e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_28dc99fa0cce703d8e5f542249f1c161.bindPopup(popup_d7bd015555e7a2b0011e72dadf7a0b21)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5de272a5fa418b37adbcd5df889bb4e8 = L.marker(\n",
       "                [22.2786165, 114.16626880001752],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d496010319a82d80a96f1ffbf60ae4ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4f3aaf5d1c6c0be94c8bba52baa94713 = $(`&lt;div id=&quot;html_4f3aaf5d1c6c0be94c8bba52baa94713&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Admiralty&lt;/div&gt;`)[0];\n",
       "                popup_d496010319a82d80a96f1ffbf60ae4ab.setContent(html_4f3aaf5d1c6c0be94c8bba52baa94713);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5de272a5fa418b37adbcd5df889bb4e8.bindPopup(popup_d496010319a82d80a96f1ffbf60ae4ab)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_882f8149ea3b10a80f9d7511ee62e6e8 = L.marker(\n",
       "                [22.2489071, 114.1564209],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_aaa2703386ad761691e1cafd06520143 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dd876526b8fc0c43ecd6d2d6130dab27 = $(`&lt;div id=&quot;html_dd876526b8fc0c43ecd6d2d6130dab27&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Aberdeen, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_aaa2703386ad761691e1cafd06520143.setContent(html_dd876526b8fc0c43ecd6d2d6130dab27);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_882f8149ea3b10a80f9d7511ee62e6e8.bindPopup(popup_aaa2703386ad761691e1cafd06520143)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_af23b5de0eb3f4e5a3d7814b9833e250 = L.marker(\n",
       "                [22.2845316, 114.2163521],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b1767d988a60bbdc190ea29ea16f9567 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bbaddb16f4157b3af43b3bedd456eb00 = $(`&lt;div id=&quot;html_bbaddb16f4157b3af43b3bedd456eb00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Koo&lt;/div&gt;`)[0];\n",
       "                popup_b1767d988a60bbdc190ea29ea16f9567.setContent(html_bbaddb16f4157b3af43b3bedd456eb00);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_af23b5de0eb3f4e5a3d7814b9833e250.bindPopup(popup_b1767d988a60bbdc190ea29ea16f9567)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8d4330e8b2ca321620db5a202958e946 = L.marker(\n",
       "                [22.36317335, 114.13118823388933],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b5b3e59418bb702c82e1aaaa49ce74ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a7c2eb3a5e94a3a6eb2ea31d85e56272 = $(`&lt;div id=&quot;html_a7c2eb3a5e94a3a6eb2ea31d85e56272&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwai Hing&lt;/div&gt;`)[0];\n",
       "                popup_b5b3e59418bb702c82e1aaaa49ce74ec.setContent(html_a7c2eb3a5e94a3a6eb2ea31d85e56272);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8d4330e8b2ca321620db5a202958e946.bindPopup(popup_b5b3e59418bb702c82e1aaaa49ce74ec)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a30e61a64c2ecd7487f21330c76cc39e = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f81eee1920e4a59f2d0261a531dee2cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_df2af0c339de4dfe8938ee162d1b3762 = $(`&lt;div id=&quot;html_df2af0c339de4dfe8938ee162d1b3762&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_f81eee1920e4a59f2d0261a531dee2cd.setContent(html_df2af0c339de4dfe8938ee162d1b3762);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a30e61a64c2ecd7487f21330c76cc39e.bindPopup(popup_f81eee1920e4a59f2d0261a531dee2cd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0035ad2e97efcab753851c00dad35d47 = L.marker(\n",
       "                [22.2489071, 114.1564209],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_736bf93ce06cf0370c0d5bcd19bb0a75 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2305a4e8bab15cab2fcaccd98d68ac01 = $(`&lt;div id=&quot;html_2305a4e8bab15cab2fcaccd98d68ac01&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Aberdeen, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_736bf93ce06cf0370c0d5bcd19bb0a75.setContent(html_2305a4e8bab15cab2fcaccd98d68ac01);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0035ad2e97efcab753851c00dad35d47.bindPopup(popup_736bf93ce06cf0370c0d5bcd19bb0a75)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6c111baeb2f9e22328a0e607db1c895a = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ecccd384d5ddde74c31b42b7709f2782 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_36d99fb2f0c56d370f54066e19863231 = $(`&lt;div id=&quot;html_36d99fb2f0c56d370f54066e19863231&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_ecccd384d5ddde74c31b42b7709f2782.setContent(html_36d99fb2f0c56d370f54066e19863231);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6c111baeb2f9e22328a0e607db1c895a.bindPopup(popup_ecccd384d5ddde74c31b42b7709f2782)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0fb947ab1d65a45f8e8aea0811fc7146 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_36c44f52168ecf429b9b1c77859cf94a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_78bb878069a998b2766c5615c392ce8f = $(`&lt;div id=&quot;html_78bb878069a998b2766c5615c392ce8f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_36c44f52168ecf429b9b1c77859cf94a.setContent(html_78bb878069a998b2766c5615c392ce8f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0fb947ab1d65a45f8e8aea0811fc7146.bindPopup(popup_36c44f52168ecf429b9b1c77859cf94a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_68783985cc5373d8ffb8d049fd25fde5 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f15b2b46ec8eabbf0d852422ef5d700b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0769b64995ea09524be042d64c146334 = $(`&lt;div id=&quot;html_0769b64995ea09524be042d64c146334&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_f15b2b46ec8eabbf0d852422ef5d700b.setContent(html_0769b64995ea09524be042d64c146334);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_68783985cc5373d8ffb8d049fd25fde5.bindPopup(popup_f15b2b46ec8eabbf0d852422ef5d700b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f1f2e5e551aa74af5631ed9e88b418fd = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d1cf51f9f3016db887182c69a40bc6cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_96ea72b89aa36091fe57c4229b4cb797 = $(`&lt;div id=&quot;html_96ea72b89aa36091fe57c4229b4cb797&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_d1cf51f9f3016db887182c69a40bc6cd.setContent(html_96ea72b89aa36091fe57c4229b4cb797);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f1f2e5e551aa74af5631ed9e88b418fd.bindPopup(popup_d1cf51f9f3016db887182c69a40bc6cd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1b7f219551018b35f51f169c13d0c470 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d439f66db659afdb58b2a7f0591872f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d8389ac98cce67b790cc54bba676fc4c = $(`&lt;div id=&quot;html_d8389ac98cce67b790cc54bba676fc4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_d439f66db659afdb58b2a7f0591872f6.setContent(html_d8389ac98cce67b790cc54bba676fc4c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1b7f219551018b35f51f169c13d0c470.bindPopup(popup_d439f66db659afdb58b2a7f0591872f6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fdcd1d626e877f89e120594240cf3d66 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2fec10e7bdeed60dfa931d44cc004433 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_78f472e7026411eb6c81acf5f914e050 = $(`&lt;div id=&quot;html_78f472e7026411eb6c81acf5f914e050&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_2fec10e7bdeed60dfa931d44cc004433.setContent(html_78f472e7026411eb6c81acf5f914e050);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fdcd1d626e877f89e120594240cf3d66.bindPopup(popup_2fec10e7bdeed60dfa931d44cc004433)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_41f018898c56a1441b900d8c397e2949 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_74ed99f7ed99513c4ac0674cc1d8b97a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e07c2f161c7710d1e4f278eebb3362dc = $(`&lt;div id=&quot;html_e07c2f161c7710d1e4f278eebb3362dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_74ed99f7ed99513c4ac0674cc1d8b97a.setContent(html_e07c2f161c7710d1e4f278eebb3362dc);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_41f018898c56a1441b900d8c397e2949.bindPopup(popup_74ed99f7ed99513c4ac0674cc1d8b97a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a1647be5798a50fa80a7cec4bdfbe6d8 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0957e49c2e2fa3d8135e3d2b129dcd77 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_12505e221e656d9ad20a8298a334da07 = $(`&lt;div id=&quot;html_12505e221e656d9ad20a8298a334da07&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_0957e49c2e2fa3d8135e3d2b129dcd77.setContent(html_12505e221e656d9ad20a8298a334da07);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a1647be5798a50fa80a7cec4bdfbe6d8.bindPopup(popup_0957e49c2e2fa3d8135e3d2b129dcd77)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e4a45125353594e25d37252ec52dd435 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f7482f6d909c204e8aa75c913c8252c2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6c6cb331c2d9a30d99359d09ae3abf41 = $(`&lt;div id=&quot;html_6c6cb331c2d9a30d99359d09ae3abf41&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_f7482f6d909c204e8aa75c913c8252c2.setContent(html_6c6cb331c2d9a30d99359d09ae3abf41);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e4a45125353594e25d37252ec52dd435.bindPopup(popup_f7482f6d909c204e8aa75c913c8252c2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1a8e78df07d38a493a1d8196ded21ba6 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b3a698a72186146af1ce72e8f054d883 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3d565ab28a9546d53748eb0a26e581bc = $(`&lt;div id=&quot;html_3d565ab28a9546d53748eb0a26e581bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_b3a698a72186146af1ce72e8f054d883.setContent(html_3d565ab28a9546d53748eb0a26e581bc);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1a8e78df07d38a493a1d8196ded21ba6.bindPopup(popup_b3a698a72186146af1ce72e8f054d883)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d73e80a165f0e3abca28434aa886e7eb = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bdfda6b511bfc82605c2d2778415c751 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_013e52d5868c7c2c866d8c618919fb66 = $(`&lt;div id=&quot;html_013e52d5868c7c2c866d8c618919fb66&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_bdfda6b511bfc82605c2d2778415c751.setContent(html_013e52d5868c7c2c866d8c618919fb66);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d73e80a165f0e3abca28434aa886e7eb.bindPopup(popup_bdfda6b511bfc82605c2d2778415c751)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5ee898b5456136fef33b0d3533e434df = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bbfed7efceb46245cfd1ac94b4724cd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_62abc72515c2bd61c95ad78188645b53 = $(`&lt;div id=&quot;html_62abc72515c2bd61c95ad78188645b53&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_bbfed7efceb46245cfd1ac94b4724cd2.setContent(html_62abc72515c2bd61c95ad78188645b53);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5ee898b5456136fef33b0d3533e434df.bindPopup(popup_bbfed7efceb46245cfd1ac94b4724cd2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ebc36639834e441d1b0ece5ca977bd44 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_abe491a67596d172a05b536f0b9528a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2f0a177007205295cb78baae29365298 = $(`&lt;div id=&quot;html_2f0a177007205295cb78baae29365298&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_abe491a67596d172a05b536f0b9528a3.setContent(html_2f0a177007205295cb78baae29365298);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ebc36639834e441d1b0ece5ca977bd44.bindPopup(popup_abe491a67596d172a05b536f0b9528a3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c5edd1c5947c4e9422c47eccbc4ac9e7 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_562b536519ee3143e7ddca775873616f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fb1d9a1451a1827ab7ba63dde1ce5544 = $(`&lt;div id=&quot;html_fb1d9a1451a1827ab7ba63dde1ce5544&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_562b536519ee3143e7ddca775873616f.setContent(html_fb1d9a1451a1827ab7ba63dde1ce5544);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c5edd1c5947c4e9422c47eccbc4ac9e7.bindPopup(popup_562b536519ee3143e7ddca775873616f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6c121165cb2f4403cbbcc01be0a54a16 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0524c9e890d51b812a56f9b9e1acec4d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1ba4eb5c02346197bced1182e2b94158 = $(`&lt;div id=&quot;html_1ba4eb5c02346197bced1182e2b94158&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_0524c9e890d51b812a56f9b9e1acec4d.setContent(html_1ba4eb5c02346197bced1182e2b94158);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6c121165cb2f4403cbbcc01be0a54a16.bindPopup(popup_0524c9e890d51b812a56f9b9e1acec4d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_741dea2e6bdb09f57014956d5f6f87c9 = L.marker(\n",
       "                [22.2864829, 114.1501973],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_318c315f297ebed1a7e7138f5b5630ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bf8ac3c728f5caf1d541026264d3780c = $(`&lt;div id=&quot;html_bf8ac3c728f5caf1d541026264d3780c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Sheung Wan&lt;/div&gt;`)[0];\n",
       "                popup_318c315f297ebed1a7e7138f5b5630ec.setContent(html_bf8ac3c728f5caf1d541026264d3780c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_741dea2e6bdb09f57014956d5f6f87c9.bindPopup(popup_318c315f297ebed1a7e7138f5b5630ec)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9a6f1222d3a7a857b780643197459465 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_12ede82a7d826f823c5916649f9d71d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3b101701141db432e6ac6d4af666ff16 = $(`&lt;div id=&quot;html_3b101701141db432e6ac6d4af666ff16&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_12ede82a7d826f823c5916649f9d71d8.setContent(html_3b101701141db432e6ac6d4af666ff16);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9a6f1222d3a7a857b780643197459465.bindPopup(popup_12ede82a7d826f823c5916649f9d71d8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6e9cc872ddf7f5ad86036378468fc30e = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f944bd0b67226b07e65ed75dd36754e4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b8f76767c337b4708b8e4de5850abbdd = $(`&lt;div id=&quot;html_b8f76767c337b4708b8e4de5850abbdd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_f944bd0b67226b07e65ed75dd36754e4.setContent(html_b8f76767c337b4708b8e4de5850abbdd);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6e9cc872ddf7f5ad86036378468fc30e.bindPopup(popup_f944bd0b67226b07e65ed75dd36754e4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5fe9a76f97f8c7425c06caf147f81577 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3815371940718d14118aaa0e88641c8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_39355d6595a9814fca8649a5b8b108c1 = $(`&lt;div id=&quot;html_39355d6595a9814fca8649a5b8b108c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_3815371940718d14118aaa0e88641c8b.setContent(html_39355d6595a9814fca8649a5b8b108c1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5fe9a76f97f8c7425c06caf147f81577.bindPopup(popup_3815371940718d14118aaa0e88641c8b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_bd9b311d69c67bae51bbe099e10f232b = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e3d8ca39eb5f2b8d43b8abceb55a8b6b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_728dca7350fc33623b35d6b5b76bcc19 = $(`&lt;div id=&quot;html_728dca7350fc33623b35d6b5b76bcc19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_e3d8ca39eb5f2b8d43b8abceb55a8b6b.setContent(html_728dca7350fc33623b35d6b5b76bcc19);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_bd9b311d69c67bae51bbe099e10f232b.bindPopup(popup_e3d8ca39eb5f2b8d43b8abceb55a8b6b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c13223783405793f7dbc4c32b567777f = L.marker(\n",
       "                [22.32035035, 113.93978814236135],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_cdb73aa531468fe9a0b2bf4cbb31af8c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2e2a9ec0fab1c11b22160bb961438fd8 = $(`&lt;div id=&quot;html_2e2a9ec0fab1c11b22160bb961438fd8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hong Kong airport, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_cdb73aa531468fe9a0b2bf4cbb31af8c.setContent(html_2e2a9ec0fab1c11b22160bb961438fd8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c13223783405793f7dbc4c32b567777f.bindPopup(popup_cdb73aa531468fe9a0b2bf4cbb31af8c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_eab1c8fa75c2188281110dc55e215fc3 = L.marker(\n",
       "                [22.298872, 114.1741181],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e3f390a5304ecd95146c6476cb7eb4df = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_713f5600b9b7bc4e1414b011efd6862d = $(`&lt;div id=&quot;html_713f5600b9b7bc4e1414b011efd6862d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsim Sha Tsui&lt;/div&gt;`)[0];\n",
       "                popup_e3f390a5304ecd95146c6476cb7eb4df.setContent(html_713f5600b9b7bc4e1414b011efd6862d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_eab1c8fa75c2188281110dc55e215fc3.bindPopup(popup_e3f390a5304ecd95146c6476cb7eb4df)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_214367e34d196800f73e00d6fd9ef451 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ffd984cbfbe571bf643561e482ef963d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f29664a3d8125125118b8103c3f34172 = $(`&lt;div id=&quot;html_f29664a3d8125125118b8103c3f34172&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_ffd984cbfbe571bf643561e482ef963d.setContent(html_f29664a3d8125125118b8103c3f34172);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_214367e34d196800f73e00d6fd9ef451.bindPopup(popup_ffd984cbfbe571bf643561e482ef963d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_96fe1043632fa99c205147281610a820 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bb32cb67650c0820712301d7003754b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0a855d3a51164453144bf25fe537ac9f = $(`&lt;div id=&quot;html_0a855d3a51164453144bf25fe537ac9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_bb32cb67650c0820712301d7003754b7.setContent(html_0a855d3a51164453144bf25fe537ac9f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_96fe1043632fa99c205147281610a820.bindPopup(popup_bb32cb67650c0820712301d7003754b7)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4339be825645be1e7c5e58edc9880c80 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7fedbb778e43c9157f12ee3eda83abd6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_21fdcd6de6ffa58d7944c5512a0ba333 = $(`&lt;div id=&quot;html_21fdcd6de6ffa58d7944c5512a0ba333&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_7fedbb778e43c9157f12ee3eda83abd6.setContent(html_21fdcd6de6ffa58d7944c5512a0ba333);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4339be825645be1e7c5e58edc9880c80.bindPopup(popup_7fedbb778e43c9157f12ee3eda83abd6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_95c898132092fcfe415fc188f295a60e = L.marker(\n",
       "                [22.36317335, 114.13118823388933],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5de8cd992e410a24a6f4bb9e8eaed4bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f4c8a53fedb46a9298db5849897ad33c = $(`&lt;div id=&quot;html_f4c8a53fedb46a9298db5849897ad33c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwai Hing&lt;/div&gt;`)[0];\n",
       "                popup_5de8cd992e410a24a6f4bb9e8eaed4bd.setContent(html_f4c8a53fedb46a9298db5849897ad33c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_95c898132092fcfe415fc188f295a60e.bindPopup(popup_5de8cd992e410a24a6f4bb9e8eaed4bd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a95332dbf791a1123d4236a8093fdcca = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_27e81e2f38eade2e1fdca4d44387c877 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_685351337e4b75f1f3fe8c482b77708a = $(`&lt;div id=&quot;html_685351337e4b75f1f3fe8c482b77708a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_27e81e2f38eade2e1fdca4d44387c877.setContent(html_685351337e4b75f1f3fe8c482b77708a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a95332dbf791a1123d4236a8093fdcca.bindPopup(popup_27e81e2f38eade2e1fdca4d44387c877)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2d1d52cfa0cbf11950888432c86d6444 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_6883aeb38e70de232b82fbc524d80a2a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e10b51574c2ccf348594f41f457b7d69 = $(`&lt;div id=&quot;html_e10b51574c2ccf348594f41f457b7d69&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_6883aeb38e70de232b82fbc524d80a2a.setContent(html_e10b51574c2ccf348594f41f457b7d69);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2d1d52cfa0cbf11950888432c86d6444.bindPopup(popup_6883aeb38e70de232b82fbc524d80a2a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0e11c856290a5c194434c6c3ead69135 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ab7d336ab9cf5e9fb6220166cda69ec4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8919ffaad99bf7f6565ef9747860a3f5 = $(`&lt;div id=&quot;html_8919ffaad99bf7f6565ef9747860a3f5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_ab7d336ab9cf5e9fb6220166cda69ec4.setContent(html_8919ffaad99bf7f6565ef9747860a3f5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0e11c856290a5c194434c6c3ead69135.bindPopup(popup_ab7d336ab9cf5e9fb6220166cda69ec4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_dd0cfd6afe92690e55204a55e6b04b50 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1cd2406675a2535cd208aa27a974e712 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d5ca7176a9e5817117f02fdb4c4c1736 = $(`&lt;div id=&quot;html_d5ca7176a9e5817117f02fdb4c4c1736&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_1cd2406675a2535cd208aa27a974e712.setContent(html_d5ca7176a9e5817117f02fdb4c4c1736);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_dd0cfd6afe92690e55204a55e6b04b50.bindPopup(popup_1cd2406675a2535cd208aa27a974e712)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f8f8ca9f291abf1d7e07a4e8b3c2c635 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d1287a54a9e5f2886101de6eea45069a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_53a36eec076515880b8f815420c3c945 = $(`&lt;div id=&quot;html_53a36eec076515880b8f815420c3c945&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_d1287a54a9e5f2886101de6eea45069a.setContent(html_53a36eec076515880b8f815420c3c945);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f8f8ca9f291abf1d7e07a4e8b3c2c635.bindPopup(popup_d1287a54a9e5f2886101de6eea45069a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2dfab14e822ee1fe4ba72082c0c87322 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_adc4c72f79860c1ae907fa2477fdf2be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_43b86d7ac8bee9ed9ae56971f036b52e = $(`&lt;div id=&quot;html_43b86d7ac8bee9ed9ae56971f036b52e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_adc4c72f79860c1ae907fa2477fdf2be.setContent(html_43b86d7ac8bee9ed9ae56971f036b52e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2dfab14e822ee1fe4ba72082c0c87322.bindPopup(popup_adc4c72f79860c1ae907fa2477fdf2be)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e45959b0331beb15a43daf68cdd68f3c = L.marker(\n",
       "                [22.2489071, 114.1564209],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ebae70166d38a094f8da59d4099e0eae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f050ba4c50f3b59b26eb293f7ee55078 = $(`&lt;div id=&quot;html_f050ba4c50f3b59b26eb293f7ee55078&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Aberdeen, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_ebae70166d38a094f8da59d4099e0eae.setContent(html_f050ba4c50f3b59b26eb293f7ee55078);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e45959b0331beb15a43daf68cdd68f3c.bindPopup(popup_ebae70166d38a094f8da59d4099e0eae)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_95b68a224c76606bd34a1f1e54350172 = L.marker(\n",
       "                [22.344419000000002, 114.09898196173434],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_726d2e037229e4eda3f813ed0651bdf6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e97b85cf31485e0f08052862786c9340 = $(`&lt;div id=&quot;html_e97b85cf31485e0f08052862786c9340&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsing Yi&lt;/div&gt;`)[0];\n",
       "                popup_726d2e037229e4eda3f813ed0651bdf6.setContent(html_e97b85cf31485e0f08052862786c9340);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_95b68a224c76606bd34a1f1e54350172.bindPopup(popup_726d2e037229e4eda3f813ed0651bdf6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8559877edb739e0efc270893aac0c01b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_db221862abba0f3454048c4fe0726eae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_22c2844e4fe62ce3e14e6fb22d0105fc = $(`&lt;div id=&quot;html_22c2844e4fe62ce3e14e6fb22d0105fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_db221862abba0f3454048c4fe0726eae.setContent(html_22c2844e4fe62ce3e14e6fb22d0105fc);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8559877edb739e0efc270893aac0c01b.bindPopup(popup_db221862abba0f3454048c4fe0726eae)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9cb47e23c7e686118bc8cb0b88ee3927 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a48ac31ad06ee9df3316e98683fb8b24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_41d5f89eae88cb815471e4f94426cbf5 = $(`&lt;div id=&quot;html_41d5f89eae88cb815471e4f94426cbf5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_a48ac31ad06ee9df3316e98683fb8b24.setContent(html_41d5f89eae88cb815471e4f94426cbf5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9cb47e23c7e686118bc8cb0b88ee3927.bindPopup(popup_a48ac31ad06ee9df3316e98683fb8b24)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7b9c195e534769e7f0fdddc46b53e7a6 = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8a4cd5450b37c3e20604b286b877aaf3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4ee06cf17cf4cd386be6fef22b87ee70 = $(`&lt;div id=&quot;html_4ee06cf17cf4cd386be6fef22b87ee70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_8a4cd5450b37c3e20604b286b877aaf3.setContent(html_4ee06cf17cf4cd386be6fef22b87ee70);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7b9c195e534769e7f0fdddc46b53e7a6.bindPopup(popup_8a4cd5450b37c3e20604b286b877aaf3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d3984ce2396b58b6c7cabe0b4c491a00 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2346ef754e3062681b6f8f151a832158 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1659d4f7fc3cee7484333c3e3a3e6cc3 = $(`&lt;div id=&quot;html_1659d4f7fc3cee7484333c3e3a3e6cc3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_2346ef754e3062681b6f8f151a832158.setContent(html_1659d4f7fc3cee7484333c3e3a3e6cc3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d3984ce2396b58b6c7cabe0b4c491a00.bindPopup(popup_2346ef754e3062681b6f8f151a832158)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9632a85f3177e49fa530edef8f996537 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ad77d355d5f69d4be630eafbf9935045 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f1efc1384de80c44499a7c04098ef185 = $(`&lt;div id=&quot;html_f1efc1384de80c44499a7c04098ef185&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_ad77d355d5f69d4be630eafbf9935045.setContent(html_f1efc1384de80c44499a7c04098ef185);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9632a85f3177e49fa530edef8f996537.bindPopup(popup_ad77d355d5f69d4be630eafbf9935045)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fc54ebb2670381f6311fe35937fc1e2d = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_165b40638bedf49867ce936959bb3246 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fc464e3a3e43e9ca032c3efee0de89df = $(`&lt;div id=&quot;html_fc464e3a3e43e9ca032c3efee0de89df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_165b40638bedf49867ce936959bb3246.setContent(html_fc464e3a3e43e9ca032c3efee0de89df);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fc54ebb2670381f6311fe35937fc1e2d.bindPopup(popup_165b40638bedf49867ce936959bb3246)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4bf34977b33100ff0cb1af3b0846e46d = L.marker(\n",
       "                [22.2864829, 114.1501973],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f90a9d396dc749e68089a3c475f7b978 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ee02e622bbb564a112a8ea453f461c8d = $(`&lt;div id=&quot;html_ee02e622bbb564a112a8ea453f461c8d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Sheung Wan&lt;/div&gt;`)[0];\n",
       "                popup_f90a9d396dc749e68089a3c475f7b978.setContent(html_ee02e622bbb564a112a8ea453f461c8d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4bf34977b33100ff0cb1af3b0846e46d.bindPopup(popup_f90a9d396dc749e68089a3c475f7b978)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a24840b7192c3b509c8b518fec397967 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_be9a1cf1621268d9f3c0c83212e1898c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bcaf4bce2862a3dd366f996c216fb8e5 = $(`&lt;div id=&quot;html_bcaf4bce2862a3dd366f996c216fb8e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_be9a1cf1621268d9f3c0c83212e1898c.setContent(html_bcaf4bce2862a3dd366f996c216fb8e5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a24840b7192c3b509c8b518fec397967.bindPopup(popup_be9a1cf1621268d9f3c0c83212e1898c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3cc6cd2b8855738bb7f4d092751eb0be = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_523875b26dcacaa5f7589a310aff6123 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_910892b37e9d7259936be37598f0338a = $(`&lt;div id=&quot;html_910892b37e9d7259936be37598f0338a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_523875b26dcacaa5f7589a310aff6123.setContent(html_910892b37e9d7259936be37598f0338a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3cc6cd2b8855738bb7f4d092751eb0be.bindPopup(popup_523875b26dcacaa5f7589a310aff6123)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6579819575d7bab1a61f1fdd27f60bce = L.marker(\n",
       "                [22.32035035, 113.93978814236135],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5fe35b43e11a9ba73e82b179b8096d27 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_81dd6277c22953ad32ca81546d5450a8 = $(`&lt;div id=&quot;html_81dd6277c22953ad32ca81546d5450a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hong Kong airport, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_5fe35b43e11a9ba73e82b179b8096d27.setContent(html_81dd6277c22953ad32ca81546d5450a8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6579819575d7bab1a61f1fdd27f60bce.bindPopup(popup_5fe35b43e11a9ba73e82b179b8096d27)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3bf35060df87d11a1ac082cd51b81cdd = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_07f47956a4d687cc40fa9bb14bd75f18 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7e19f3ac0ba846c44bb12ec2dd871303 = $(`&lt;div id=&quot;html_7e19f3ac0ba846c44bb12ec2dd871303&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_07f47956a4d687cc40fa9bb14bd75f18.setContent(html_7e19f3ac0ba846c44bb12ec2dd871303);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3bf35060df87d11a1ac082cd51b81cdd.bindPopup(popup_07f47956a4d687cc40fa9bb14bd75f18)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d3533a999f4e8320e00b351081a84b9b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c443bcc1fa4ca210ef16a092f8dd69fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f0c9007e7136ce9b6f1f7b94e9233fc4 = $(`&lt;div id=&quot;html_f0c9007e7136ce9b6f1f7b94e9233fc4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_c443bcc1fa4ca210ef16a092f8dd69fe.setContent(html_f0c9007e7136ce9b6f1f7b94e9233fc4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d3533a999f4e8320e00b351081a84b9b.bindPopup(popup_c443bcc1fa4ca210ef16a092f8dd69fe)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_afbfcd8a2ee692bf61d4646c6e2fe596 = L.marker(\n",
       "                [22.32035035, 113.93978814236135],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b46ea136d3618d3fe00c802284d96b95 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6fdf01bd074c23112fc4f3688cab9324 = $(`&lt;div id=&quot;html_6fdf01bd074c23112fc4f3688cab9324&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hong Kong airport, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_b46ea136d3618d3fe00c802284d96b95.setContent(html_6fdf01bd074c23112fc4f3688cab9324);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_afbfcd8a2ee692bf61d4646c6e2fe596.bindPopup(popup_b46ea136d3618d3fe00c802284d96b95)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_85bd23091982c2bd35047f523ef5f440 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_57fcfd6990887567ba55b39ce99fdd84 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1f1464f8314c8ffe7e1a7bf246ce1c2b = $(`&lt;div id=&quot;html_1f1464f8314c8ffe7e1a7bf246ce1c2b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_57fcfd6990887567ba55b39ce99fdd84.setContent(html_1f1464f8314c8ffe7e1a7bf246ce1c2b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_85bd23091982c2bd35047f523ef5f440.bindPopup(popup_57fcfd6990887567ba55b39ce99fdd84)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1add0264774fa7a15348072c9e6bf57c = L.marker(\n",
       "                [22.2489071, 114.1564209],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_db91b0fa2ac3f526c3f326eb1f7c4f14 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_56682bd7aa4d373a2772ac017448b71f = $(`&lt;div id=&quot;html_56682bd7aa4d373a2772ac017448b71f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Aberdeen, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_db91b0fa2ac3f526c3f326eb1f7c4f14.setContent(html_56682bd7aa4d373a2772ac017448b71f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1add0264774fa7a15348072c9e6bf57c.bindPopup(popup_db91b0fa2ac3f526c3f326eb1f7c4f14)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_28df5c5f00777bcd9adc733ff9ea37c9 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9fbe95a33b96085b0abf34c8ee39f311 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9245a7b3c6c76e4aeab3a29a6ed1a70a = $(`&lt;div id=&quot;html_9245a7b3c6c76e4aeab3a29a6ed1a70a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_9fbe95a33b96085b0abf34c8ee39f311.setContent(html_9245a7b3c6c76e4aeab3a29a6ed1a70a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_28df5c5f00777bcd9adc733ff9ea37c9.bindPopup(popup_9fbe95a33b96085b0abf34c8ee39f311)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_acc154f571a58388d451bfa645c982a1 = L.marker(\n",
       "                [22.344419000000002, 114.09898196173434],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_43417e7421017f908cbead04ace6082d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_169f8ca61f493106dda1512264fbdb1d = $(`&lt;div id=&quot;html_169f8ca61f493106dda1512264fbdb1d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsing Yi&lt;/div&gt;`)[0];\n",
       "                popup_43417e7421017f908cbead04ace6082d.setContent(html_169f8ca61f493106dda1512264fbdb1d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_acc154f571a58388d451bfa645c982a1.bindPopup(popup_43417e7421017f908cbead04ace6082d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_df0fd5720845d685a72a4dd182ef5810 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ba3881044a92e900a0565f8450319579 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_491ea3eaf91df91f83b317b14f006282 = $(`&lt;div id=&quot;html_491ea3eaf91df91f83b317b14f006282&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_ba3881044a92e900a0565f8450319579.setContent(html_491ea3eaf91df91f83b317b14f006282);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_df0fd5720845d685a72a4dd182ef5810.bindPopup(popup_ba3881044a92e900a0565f8450319579)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8a21d2deebcb8be3fc07ec28b58a72fd = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_302b75d4804aab7b9191ce0430c8d79a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1b3e40a70c1e167e72f3eb0d91da7f64 = $(`&lt;div id=&quot;html_1b3e40a70c1e167e72f3eb0d91da7f64&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_302b75d4804aab7b9191ce0430c8d79a.setContent(html_1b3e40a70c1e167e72f3eb0d91da7f64);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8a21d2deebcb8be3fc07ec28b58a72fd.bindPopup(popup_302b75d4804aab7b9191ce0430c8d79a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3175f4008573a540c64f790571f3ca24 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_66840715eb455377ae3dea800aa7af79 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_955709331dc3d155f6bb00164fff4d92 = $(`&lt;div id=&quot;html_955709331dc3d155f6bb00164fff4d92&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_66840715eb455377ae3dea800aa7af79.setContent(html_955709331dc3d155f6bb00164fff4d92);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3175f4008573a540c64f790571f3ca24.bindPopup(popup_66840715eb455377ae3dea800aa7af79)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1c2e72e753c9bd86c9069689807d611c = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_03b00b6c8acee23578d64f7cb007ca78 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a2bf13440fa003d2803c10bcac775951 = $(`&lt;div id=&quot;html_a2bf13440fa003d2803c10bcac775951&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_03b00b6c8acee23578d64f7cb007ca78.setContent(html_a2bf13440fa003d2803c10bcac775951);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1c2e72e753c9bd86c9069689807d611c.bindPopup(popup_03b00b6c8acee23578d64f7cb007ca78)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ae57de5dcaf82a3022688a41d87f1cb1 = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_04ffb5113a3b8f5423def06b69d99f7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ecd70f4c33f5780fdb292ae715b569a9 = $(`&lt;div id=&quot;html_ecd70f4c33f5780fdb292ae715b569a9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_04ffb5113a3b8f5423def06b69d99f7d.setContent(html_ecd70f4c33f5780fdb292ae715b569a9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ae57de5dcaf82a3022688a41d87f1cb1.bindPopup(popup_04ffb5113a3b8f5423def06b69d99f7d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_13a0f47f43bfa3f11db813a2219142d3 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0a8f7b52df5e89ea6132e774fe811ebe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_590d03c67a00375c8000db9da26b7138 = $(`&lt;div id=&quot;html_590d03c67a00375c8000db9da26b7138&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_0a8f7b52df5e89ea6132e774fe811ebe.setContent(html_590d03c67a00375c8000db9da26b7138);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_13a0f47f43bfa3f11db813a2219142d3.bindPopup(popup_0a8f7b52df5e89ea6132e774fe811ebe)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f2399956c92c235f9daf13c531c26bc5 = L.marker(\n",
       "                [22.344419000000002, 114.09898196173434],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9f179bfdb24e4dce6fb62db451fded5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a53ce9c5fa3821eb82736774e4ca20c0 = $(`&lt;div id=&quot;html_a53ce9c5fa3821eb82736774e4ca20c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsing Yi&lt;/div&gt;`)[0];\n",
       "                popup_9f179bfdb24e4dce6fb62db451fded5a.setContent(html_a53ce9c5fa3821eb82736774e4ca20c0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f2399956c92c235f9daf13c531c26bc5.bindPopup(popup_9f179bfdb24e4dce6fb62db451fded5a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fb8fa9ad337aeb4b0d2ad3f9f4090f8d = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9ee81981a08ac674cfe0ab656354e570 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8155750a971d306eb1c5fdcb65789879 = $(`&lt;div id=&quot;html_8155750a971d306eb1c5fdcb65789879&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_9ee81981a08ac674cfe0ab656354e570.setContent(html_8155750a971d306eb1c5fdcb65789879);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fb8fa9ad337aeb4b0d2ad3f9f4090f8d.bindPopup(popup_9ee81981a08ac674cfe0ab656354e570)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fb1bcbdc1f5ddb1e0e1b10c16f485e46 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7143ffa07ef6aaae7a85cb37cd17ed89 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_15a9729e5ce06f9b4fcbdef3f2ba49fb = $(`&lt;div id=&quot;html_15a9729e5ce06f9b4fcbdef3f2ba49fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_7143ffa07ef6aaae7a85cb37cd17ed89.setContent(html_15a9729e5ce06f9b4fcbdef3f2ba49fb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fb1bcbdc1f5ddb1e0e1b10c16f485e46.bindPopup(popup_7143ffa07ef6aaae7a85cb37cd17ed89)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0d040444aa916940a373b2b34fe68636 = L.marker(\n",
       "                [22.2906565, 114.1989737],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_dc32ec150d48de70a28197d2e797f2c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9bd1f24ae3915135cc705fbced56e841 = $(`&lt;div id=&quot;html_9bd1f24ae3915135cc705fbced56e841&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;North Point&lt;/div&gt;`)[0];\n",
       "                popup_dc32ec150d48de70a28197d2e797f2c8.setContent(html_9bd1f24ae3915135cc705fbced56e841);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0d040444aa916940a373b2b34fe68636.bindPopup(popup_dc32ec150d48de70a28197d2e797f2c8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a45cf63b0a37e643333a9363a9a03d1a = L.marker(\n",
       "                [22.2489071, 114.1564209],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_06c98dd3410015271575b848449fb825 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_491dcd30af365f13740a9482f068b3fa = $(`&lt;div id=&quot;html_491dcd30af365f13740a9482f068b3fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Aberdeen, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_06c98dd3410015271575b848449fb825.setContent(html_491dcd30af365f13740a9482f068b3fa);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a45cf63b0a37e643333a9363a9a03d1a.bindPopup(popup_06c98dd3410015271575b848449fb825)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_83816b8fa2500b577f1e59ea2c70f5e6 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0d796f4cb840c4f3ee617b0863066adc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4acc690ecccb614c39b5ea7c45021462 = $(`&lt;div id=&quot;html_4acc690ecccb614c39b5ea7c45021462&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_0d796f4cb840c4f3ee617b0863066adc.setContent(html_4acc690ecccb614c39b5ea7c45021462);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_83816b8fa2500b577f1e59ea2c70f5e6.bindPopup(popup_0d796f4cb840c4f3ee617b0863066adc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3a42b557d961ad1a6bad8b546352c70c = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ad6a7ab7449e894f36ea6b943da515b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_46158a77189e7a9afb3cc60f0e0cb96a = $(`&lt;div id=&quot;html_46158a77189e7a9afb3cc60f0e0cb96a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_ad6a7ab7449e894f36ea6b943da515b5.setContent(html_46158a77189e7a9afb3cc60f0e0cb96a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3a42b557d961ad1a6bad8b546352c70c.bindPopup(popup_ad6a7ab7449e894f36ea6b943da515b5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9cbac2e76bff24eab8dab77c9c01b8b2 = L.marker(\n",
       "                [22.344419000000002, 114.09898196173434],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f12b6caf89876ec6d3ded288918e0b4b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7e65c07a6db579095774e9a690f01602 = $(`&lt;div id=&quot;html_7e65c07a6db579095774e9a690f01602&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsing Yi&lt;/div&gt;`)[0];\n",
       "                popup_f12b6caf89876ec6d3ded288918e0b4b.setContent(html_7e65c07a6db579095774e9a690f01602);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9cbac2e76bff24eab8dab77c9c01b8b2.bindPopup(popup_f12b6caf89876ec6d3ded288918e0b4b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3db4809baed9a3263b0bb50215389906 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bef132357f47ac4953cc81c9d3f8bee1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_32d3fd17e728e63fa5e2b954bca3cc96 = $(`&lt;div id=&quot;html_32d3fd17e728e63fa5e2b954bca3cc96&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_bef132357f47ac4953cc81c9d3f8bee1.setContent(html_32d3fd17e728e63fa5e2b954bca3cc96);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3db4809baed9a3263b0bb50215389906.bindPopup(popup_bef132357f47ac4953cc81c9d3f8bee1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_dc13546517ed11fc3279018b028ed9e8 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_79bdb0ef62d81c32ed4d41d7b495c783 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c139e54d67257b21ab984cb7aba49537 = $(`&lt;div id=&quot;html_c139e54d67257b21ab984cb7aba49537&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_79bdb0ef62d81c32ed4d41d7b495c783.setContent(html_c139e54d67257b21ab984cb7aba49537);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_dc13546517ed11fc3279018b028ed9e8.bindPopup(popup_79bdb0ef62d81c32ed4d41d7b495c783)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d43d1de2812b4316c66ec3e8b186d990 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5dc8d5cc2313dbeb32f89fb37ef29429 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ef4bba1e5d11bf475b79374280c45ddc = $(`&lt;div id=&quot;html_ef4bba1e5d11bf475b79374280c45ddc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_5dc8d5cc2313dbeb32f89fb37ef29429.setContent(html_ef4bba1e5d11bf475b79374280c45ddc);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d43d1de2812b4316c66ec3e8b186d990.bindPopup(popup_5dc8d5cc2313dbeb32f89fb37ef29429)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_10aacc6b8890ba65ba09d07d92c2f097 = L.marker(\n",
       "                [22.3031874, 114.1820106],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_16357579e5d10df26d43854a381aad2b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4093116483610c0dd8d1a3c0a33ffd04 = $(`&lt;div id=&quot;html_4093116483610c0dd8d1a3c0a33ffd04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hung Hom&lt;/div&gt;`)[0];\n",
       "                popup_16357579e5d10df26d43854a381aad2b.setContent(html_4093116483610c0dd8d1a3c0a33ffd04);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_10aacc6b8890ba65ba09d07d92c2f097.bindPopup(popup_16357579e5d10df26d43854a381aad2b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4cf4a3c6432828c3eb84e6ad6461d36e = L.marker(\n",
       "                [22.32035035, 113.93978814236135],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1a773e183280eb9656ab616b0923dd9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5a8d0f22df3b9f247171ea7fcec5d5c9 = $(`&lt;div id=&quot;html_5a8d0f22df3b9f247171ea7fcec5d5c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hong Kong airport, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_1a773e183280eb9656ab616b0923dd9e.setContent(html_5a8d0f22df3b9f247171ea7fcec5d5c9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4cf4a3c6432828c3eb84e6ad6461d36e.bindPopup(popup_1a773e183280eb9656ab616b0923dd9e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_94f5ab1ffa162fd11e176ac19f0ee2ce = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_98c20792a385fc9a9f51bb56d388fd28 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1ff068cc9752a9c6e00c35d3554a52b5 = $(`&lt;div id=&quot;html_1ff068cc9752a9c6e00c35d3554a52b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_98c20792a385fc9a9f51bb56d388fd28.setContent(html_1ff068cc9752a9c6e00c35d3554a52b5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_94f5ab1ffa162fd11e176ac19f0ee2ce.bindPopup(popup_98c20792a385fc9a9f51bb56d388fd28)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d6f9355704b6cfbc1cec63e6b5061a29 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_aa5f8b52a0d8f59bfc0ba845346aa65c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_cc08d4c5371b68d043a546514f89ae91 = $(`&lt;div id=&quot;html_cc08d4c5371b68d043a546514f89ae91&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_aa5f8b52a0d8f59bfc0ba845346aa65c.setContent(html_cc08d4c5371b68d043a546514f89ae91);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d6f9355704b6cfbc1cec63e6b5061a29.bindPopup(popup_aa5f8b52a0d8f59bfc0ba845346aa65c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e7110f2ccd7c42b987fc9a0493f81605 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_552a0656c925b121d2c7449a3b8b2d01 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e7848c0ed029e33d68c5ca88a771edf9 = $(`&lt;div id=&quot;html_e7848c0ed029e33d68c5ca88a771edf9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_552a0656c925b121d2c7449a3b8b2d01.setContent(html_e7848c0ed029e33d68c5ca88a771edf9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e7110f2ccd7c42b987fc9a0493f81605.bindPopup(popup_552a0656c925b121d2c7449a3b8b2d01)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_34a45f57cf2339d0b26328c85b506eb1 = L.marker(\n",
       "                [22.31211775, 114.22649563330583],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_581c8aa2654ea51f79eb46534e29468b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_68eabd8669b4292227461203fd61709f = $(`&lt;div id=&quot;html_68eabd8669b4292227461203fd61709f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong Area&lt;/div&gt;`)[0];\n",
       "                popup_581c8aa2654ea51f79eb46534e29468b.setContent(html_68eabd8669b4292227461203fd61709f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_34a45f57cf2339d0b26328c85b506eb1.bindPopup(popup_581c8aa2654ea51f79eb46534e29468b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b37117a8e1894f275125b3907fe1fd63 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e84821b88869446d1b6c4aae882eae55 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ce4633e3a5091449cd3d4dc9343a9992 = $(`&lt;div id=&quot;html_ce4633e3a5091449cd3d4dc9343a9992&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_e84821b88869446d1b6c4aae882eae55.setContent(html_ce4633e3a5091449cd3d4dc9343a9992);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b37117a8e1894f275125b3907fe1fd63.bindPopup(popup_e84821b88869446d1b6c4aae882eae55)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7437e8b172b0cdd348acd2aea4f5f007 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5126987df03cf341b70cd56e6a980353 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2ecb0290ca7a65fb507fd5bca3bfd978 = $(`&lt;div id=&quot;html_2ecb0290ca7a65fb507fd5bca3bfd978&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_5126987df03cf341b70cd56e6a980353.setContent(html_2ecb0290ca7a65fb507fd5bca3bfd978);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7437e8b172b0cdd348acd2aea4f5f007.bindPopup(popup_5126987df03cf341b70cd56e6a980353)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6c9f9a0ef5e4befaa76354d6fe5ba97a = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8a1e173c3091366d84d11d362745aa54 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8b358b8ec1d8a42920564767df96bd76 = $(`&lt;div id=&quot;html_8b358b8ec1d8a42920564767df96bd76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_8a1e173c3091366d84d11d362745aa54.setContent(html_8b358b8ec1d8a42920564767df96bd76);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6c9f9a0ef5e4befaa76354d6fe5ba97a.bindPopup(popup_8a1e173c3091366d84d11d362745aa54)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d307e77daee73412832bcfe6f2dd5877 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1475496b794615e2cb1ee96115d1dbe5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8285334f223b5bc6d98309f9c4410a1f = $(`&lt;div id=&quot;html_8285334f223b5bc6d98309f9c4410a1f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_1475496b794615e2cb1ee96115d1dbe5.setContent(html_8285334f223b5bc6d98309f9c4410a1f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d307e77daee73412832bcfe6f2dd5877.bindPopup(popup_1475496b794615e2cb1ee96115d1dbe5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d64cac3928b2b3ac9fdfc1d3b233d0a4 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_57f2cdffcb97fd754a8f0b0dffb87081 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_87cf38c7b1f2556fc0443d96e5ae3e9f = $(`&lt;div id=&quot;html_87cf38c7b1f2556fc0443d96e5ae3e9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_57f2cdffcb97fd754a8f0b0dffb87081.setContent(html_87cf38c7b1f2556fc0443d96e5ae3e9f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d64cac3928b2b3ac9fdfc1d3b233d0a4.bindPopup(popup_57f2cdffcb97fd754a8f0b0dffb87081)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6cb2de277a51cd29346f528fcfdd0ffc = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7aec0160b3b27f437f494054b89820fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_86b805c57be86047010d9080d3c751d3 = $(`&lt;div id=&quot;html_86b805c57be86047010d9080d3c751d3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_7aec0160b3b27f437f494054b89820fc.setContent(html_86b805c57be86047010d9080d3c751d3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6cb2de277a51cd29346f528fcfdd0ffc.bindPopup(popup_7aec0160b3b27f437f494054b89820fc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_610ecbcded873622eba90d23e2e6516a = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d1cb1a36ec779ff57673a25e3dd05f9c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bac107e7509e7f81c561e6d5aa826488 = $(`&lt;div id=&quot;html_bac107e7509e7f81c561e6d5aa826488&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_d1cb1a36ec779ff57673a25e3dd05f9c.setContent(html_bac107e7509e7f81c561e6d5aa826488);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_610ecbcded873622eba90d23e2e6516a.bindPopup(popup_d1cb1a36ec779ff57673a25e3dd05f9c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6b4287b3a13d1e5f663152f30774d5c4 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_79e162e7c24b475c143859bc83de08d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2d5de341a30a6522dee13e569d0d86e3 = $(`&lt;div id=&quot;html_2d5de341a30a6522dee13e569d0d86e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_79e162e7c24b475c143859bc83de08d3.setContent(html_2d5de341a30a6522dee13e569d0d86e3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6b4287b3a13d1e5f663152f30774d5c4.bindPopup(popup_79e162e7c24b475c143859bc83de08d3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7f1e46d168197deb48df0c35e4699f1c = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_4d2bccbba86d9b4a557426e16a7fe5b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0211318a1c51aa9ddad7dd0c2a86560e = $(`&lt;div id=&quot;html_0211318a1c51aa9ddad7dd0c2a86560e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_4d2bccbba86d9b4a557426e16a7fe5b6.setContent(html_0211318a1c51aa9ddad7dd0c2a86560e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7f1e46d168197deb48df0c35e4699f1c.bindPopup(popup_4d2bccbba86d9b4a557426e16a7fe5b6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a4259c59261603025e95687d0a40d665 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7468158a54dbff0787c0f3969d139efe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e1954555e26a900f1b7b291a50b78768 = $(`&lt;div id=&quot;html_e1954555e26a900f1b7b291a50b78768&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_7468158a54dbff0787c0f3969d139efe.setContent(html_e1954555e26a900f1b7b291a50b78768);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a4259c59261603025e95687d0a40d665.bindPopup(popup_7468158a54dbff0787c0f3969d139efe)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a429bca84de60db4a77cac9fb63d3a00 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1ddd3a95f230a37ef5eb4941440e82fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e3fe67f0ee17c8064e932f58e5fe9e2f = $(`&lt;div id=&quot;html_e3fe67f0ee17c8064e932f58e5fe9e2f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_1ddd3a95f230a37ef5eb4941440e82fc.setContent(html_e3fe67f0ee17c8064e932f58e5fe9e2f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a429bca84de60db4a77cac9fb63d3a00.bindPopup(popup_1ddd3a95f230a37ef5eb4941440e82fc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c49acfcb6954379612e779ea95edb8a2 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_86b34bc79ad9494e1817e2aed321de98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_312d37ff8eb7e817338b3ea986acd020 = $(`&lt;div id=&quot;html_312d37ff8eb7e817338b3ea986acd020&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_86b34bc79ad9494e1817e2aed321de98.setContent(html_312d37ff8eb7e817338b3ea986acd020);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c49acfcb6954379612e779ea95edb8a2.bindPopup(popup_86b34bc79ad9494e1817e2aed321de98)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0182ee6d2aa6bed76e1b0696a053d409 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_efe3b851883ca7ec171a8082d20d1907 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a2488aea5a7ce1b81daca6d66ae4a4a0 = $(`&lt;div id=&quot;html_a2488aea5a7ce1b81daca6d66ae4a4a0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_efe3b851883ca7ec171a8082d20d1907.setContent(html_a2488aea5a7ce1b81daca6d66ae4a4a0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0182ee6d2aa6bed76e1b0696a053d409.bindPopup(popup_efe3b851883ca7ec171a8082d20d1907)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_014eeda49fb1b9d7d361abd1e6dd3854 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c3f327bd34b4391d3ff11afc376279a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dde77562c293de813a9944f283e72f34 = $(`&lt;div id=&quot;html_dde77562c293de813a9944f283e72f34&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_c3f327bd34b4391d3ff11afc376279a5.setContent(html_dde77562c293de813a9944f283e72f34);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_014eeda49fb1b9d7d361abd1e6dd3854.bindPopup(popup_c3f327bd34b4391d3ff11afc376279a5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fa9540d7f04c1a512151d381d7aac31d = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2ead6d02215353ceeee85da40fb20e52 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fa1b5f241e414aeaf61a5e3613bc5605 = $(`&lt;div id=&quot;html_fa1b5f241e414aeaf61a5e3613bc5605&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_2ead6d02215353ceeee85da40fb20e52.setContent(html_fa1b5f241e414aeaf61a5e3613bc5605);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fa9540d7f04c1a512151d381d7aac31d.bindPopup(popup_2ead6d02215353ceeee85da40fb20e52)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_20688077dde17d4cd7f91a607af755b7 = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b9030ca854b27b777962a2dccf9a80f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b497077e30516a6b51c3be8fd5cc48ae = $(`&lt;div id=&quot;html_b497077e30516a6b51c3be8fd5cc48ae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_b9030ca854b27b777962a2dccf9a80f4.setContent(html_b497077e30516a6b51c3be8fd5cc48ae);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_20688077dde17d4cd7f91a607af755b7.bindPopup(popup_b9030ca854b27b777962a2dccf9a80f4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d71c474f8b1aa6319aee71915e060069 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a3ad01c230b878766d030b48788e0393 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2bdabdb7e9f16125adc1cee9f5be09c6 = $(`&lt;div id=&quot;html_2bdabdb7e9f16125adc1cee9f5be09c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_a3ad01c230b878766d030b48788e0393.setContent(html_2bdabdb7e9f16125adc1cee9f5be09c6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d71c474f8b1aa6319aee71915e060069.bindPopup(popup_a3ad01c230b878766d030b48788e0393)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a2158f0501d495d17b49360a31504a0b = L.marker(\n",
       "                [22.2820777, 114.1891587],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d295d5b3b97828979db89184d02ded0d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_467d91a9d442226ef9ba3e94475ddc13 = $(`&lt;div id=&quot;html_467d91a9d442226ef9ba3e94475ddc13&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Causeway Bay&lt;/div&gt;`)[0];\n",
       "                popup_d295d5b3b97828979db89184d02ded0d.setContent(html_467d91a9d442226ef9ba3e94475ddc13);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a2158f0501d495d17b49360a31504a0b.bindPopup(popup_d295d5b3b97828979db89184d02ded0d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1bc0e535ce4f550614a34f4ef4043db9 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_cffd51a149ecf3ec92fb5218d2a93072 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_902b8578c78815d8d17c222ef796765a = $(`&lt;div id=&quot;html_902b8578c78815d8d17c222ef796765a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_cffd51a149ecf3ec92fb5218d2a93072.setContent(html_902b8578c78815d8d17c222ef796765a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1bc0e535ce4f550614a34f4ef4043db9.bindPopup(popup_cffd51a149ecf3ec92fb5218d2a93072)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b99cdd7f4c9a9d253e44dfb9b953fae5 = L.marker(\n",
       "                [22.344419000000002, 114.09898196173434],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_28d4dec6d7467aae85c3edaeb6aaccd0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7ca8e3837fe1d40378d4569362c9244f = $(`&lt;div id=&quot;html_7ca8e3837fe1d40378d4569362c9244f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsing Yi&lt;/div&gt;`)[0];\n",
       "                popup_28d4dec6d7467aae85c3edaeb6aaccd0.setContent(html_7ca8e3837fe1d40378d4569362c9244f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b99cdd7f4c9a9d253e44dfb9b953fae5.bindPopup(popup_28d4dec6d7467aae85c3edaeb6aaccd0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d231e3ea68cdeba6b8aca3ee15eeec4f = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_fb1046cbb2209ec917434312a59f1d3f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8a4dca2228c7c37b872e0c150f0075fa = $(`&lt;div id=&quot;html_8a4dca2228c7c37b872e0c150f0075fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_fb1046cbb2209ec917434312a59f1d3f.setContent(html_8a4dca2228c7c37b872e0c150f0075fa);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d231e3ea68cdeba6b8aca3ee15eeec4f.bindPopup(popup_fb1046cbb2209ec917434312a59f1d3f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0155307eb1abbd3fc1d9f41741635095 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_644964c782cb578e953daac723279bff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_075f2ccc1697888baa7ffe01e13f188e = $(`&lt;div id=&quot;html_075f2ccc1697888baa7ffe01e13f188e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_644964c782cb578e953daac723279bff.setContent(html_075f2ccc1697888baa7ffe01e13f188e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0155307eb1abbd3fc1d9f41741635095.bindPopup(popup_644964c782cb578e953daac723279bff)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c255848de8225c0996bedee5a62835eb = L.marker(\n",
       "                [22.3602401, 114.0819458],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f7096eb1964d06e71308dbee64818ec3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_684ec114ba4b48148ec0e5b78c006a40 = $(`&lt;div id=&quot;html_684ec114ba4b48148ec0e5b78c006a40&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwai Tsing Area&lt;/div&gt;`)[0];\n",
       "                popup_f7096eb1964d06e71308dbee64818ec3.setContent(html_684ec114ba4b48148ec0e5b78c006a40);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c255848de8225c0996bedee5a62835eb.bindPopup(popup_f7096eb1964d06e71308dbee64818ec3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b34ddd76d945713f1fd1ab2440ac8918 = L.marker(\n",
       "                [22.337209950000002, 114.14802172336417],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_539f00ac1c50428a2bbbf721dffd0321 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4ca904d9d5d35435347e9cf4cb83defb = $(`&lt;div id=&quot;html_4ca904d9d5d35435347e9cf4cb83defb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lai Chi Kok&lt;/div&gt;`)[0];\n",
       "                popup_539f00ac1c50428a2bbbf721dffd0321.setContent(html_4ca904d9d5d35435347e9cf4cb83defb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b34ddd76d945713f1fd1ab2440ac8918.bindPopup(popup_539f00ac1c50428a2bbbf721dffd0321)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_54c9cf79b966941485b724fcbec45b82 = L.marker(\n",
       "                [22.2906565, 114.1989737],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_09f234a9503363a55eb9617f27e6674c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_52eb78500e9f989175119255e7fd5372 = $(`&lt;div id=&quot;html_52eb78500e9f989175119255e7fd5372&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;North Point&lt;/div&gt;`)[0];\n",
       "                popup_09f234a9503363a55eb9617f27e6674c.setContent(html_52eb78500e9f989175119255e7fd5372);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_54c9cf79b966941485b724fcbec45b82.bindPopup(popup_09f234a9503363a55eb9617f27e6674c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_edc17fc51f5fd35c90016fd75c68c325 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5acfbf4fc77100dd2748439633d25991 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0bc1adf8fbf3579d747c5e22acc09e13 = $(`&lt;div id=&quot;html_0bc1adf8fbf3579d747c5e22acc09e13&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_5acfbf4fc77100dd2748439633d25991.setContent(html_0bc1adf8fbf3579d747c5e22acc09e13);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_edc17fc51f5fd35c90016fd75c68c325.bindPopup(popup_5acfbf4fc77100dd2748439633d25991)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c637cc24cfa40b849804dcce339fc737 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_03200fff9642ba3706f61dcbed33f8f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a42f070f32f54c39fba82640c5f77200 = $(`&lt;div id=&quot;html_a42f070f32f54c39fba82640c5f77200&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_03200fff9642ba3706f61dcbed33f8f6.setContent(html_a42f070f32f54c39fba82640c5f77200);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c637cc24cfa40b849804dcce339fc737.bindPopup(popup_03200fff9642ba3706f61dcbed33f8f6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_010e358820a0ff0a339143bb1376f70d = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_4346a540fc6db9209d9e3f6415470516 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0046e3f47da0299fcda22c296a21e21f = $(`&lt;div id=&quot;html_0046e3f47da0299fcda22c296a21e21f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_4346a540fc6db9209d9e3f6415470516.setContent(html_0046e3f47da0299fcda22c296a21e21f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_010e358820a0ff0a339143bb1376f70d.bindPopup(popup_4346a540fc6db9209d9e3f6415470516)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0d61bab4693922594a618183269f83e8 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_79cb8e70a2f272eb0e877f4448be9195 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4a220f88b40272d28858c3a7c1e9e708 = $(`&lt;div id=&quot;html_4a220f88b40272d28858c3a7c1e9e708&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_79cb8e70a2f272eb0e877f4448be9195.setContent(html_4a220f88b40272d28858c3a7c1e9e708);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0d61bab4693922594a618183269f83e8.bindPopup(popup_79cb8e70a2f272eb0e877f4448be9195)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4c516304b3f6873ca6c5b576dc4243cd = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9e7e8dbf1fbb1be27b7a9b9491774e92 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2257b965b296321751e177a858abcae7 = $(`&lt;div id=&quot;html_2257b965b296321751e177a858abcae7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_9e7e8dbf1fbb1be27b7a9b9491774e92.setContent(html_2257b965b296321751e177a858abcae7);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4c516304b3f6873ca6c5b576dc4243cd.bindPopup(popup_9e7e8dbf1fbb1be27b7a9b9491774e92)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_89f5642caa944b6b0c9c4b86b0d361c1 = L.marker(\n",
       "                [22.31211775, 114.22649563330583],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_fdbc0c2e081303d15c51e560c3983779 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dd1047ebb860d114170d9f00fcc59c01 = $(`&lt;div id=&quot;html_dd1047ebb860d114170d9f00fcc59c01&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong Area&lt;/div&gt;`)[0];\n",
       "                popup_fdbc0c2e081303d15c51e560c3983779.setContent(html_dd1047ebb860d114170d9f00fcc59c01);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_89f5642caa944b6b0c9c4b86b0d361c1.bindPopup(popup_fdbc0c2e081303d15c51e560c3983779)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_07265c5443617601ece2bc79d2f7b498 = L.marker(\n",
       "                [22.36317335, 114.13118823388933],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_75c6990e993526255b7cecdbf3a0847a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fdecfed24f0ae9794982dbd42725a3ed = $(`&lt;div id=&quot;html_fdecfed24f0ae9794982dbd42725a3ed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwai Hing&lt;/div&gt;`)[0];\n",
       "                popup_75c6990e993526255b7cecdbf3a0847a.setContent(html_fdecfed24f0ae9794982dbd42725a3ed);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_07265c5443617601ece2bc79d2f7b498.bindPopup(popup_75c6990e993526255b7cecdbf3a0847a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_92d5aa5a8deafbd7f8a9cfc6d918d492 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_6fec5a0fc143911be9cfcb1adcda3642 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1fc8ae73b6485e1c60ea39bbdb9510d1 = $(`&lt;div id=&quot;html_1fc8ae73b6485e1c60ea39bbdb9510d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_6fec5a0fc143911be9cfcb1adcda3642.setContent(html_1fc8ae73b6485e1c60ea39bbdb9510d1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_92d5aa5a8deafbd7f8a9cfc6d918d492.bindPopup(popup_6fec5a0fc143911be9cfcb1adcda3642)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_855b15c46811658caac6fc861eb94c92 = L.marker(\n",
       "                [22.3103749, 114.1599014231021],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b7cbe99437b80f01c1a0758fca80658f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_407703ac1df3b71eecea2dfda60f3751 = $(`&lt;div id=&quot;html_407703ac1df3b71eecea2dfda60f3751&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Yau Tsim Mong Area&lt;/div&gt;`)[0];\n",
       "                popup_b7cbe99437b80f01c1a0758fca80658f.setContent(html_407703ac1df3b71eecea2dfda60f3751);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_855b15c46811658caac6fc861eb94c92.bindPopup(popup_b7cbe99437b80f01c1a0758fca80658f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6c1eb7a0c507472ab6de32fc85b0465a = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e1035462857672c1a9d00e7903c4f46c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e5015d59f3ede174c0da822027dd6a97 = $(`&lt;div id=&quot;html_e5015d59f3ede174c0da822027dd6a97&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_e1035462857672c1a9d00e7903c4f46c.setContent(html_e5015d59f3ede174c0da822027dd6a97);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6c1eb7a0c507472ab6de32fc85b0465a.bindPopup(popup_e1035462857672c1a9d00e7903c4f46c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_cdc649f845280246e66f2e605ca7125b = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_85c7fefe1aa67bf4bad5b54109dd5f36 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f48833b327df25054078d26b9b89432f = $(`&lt;div id=&quot;html_f48833b327df25054078d26b9b89432f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_85c7fefe1aa67bf4bad5b54109dd5f36.setContent(html_f48833b327df25054078d26b9b89432f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_cdc649f845280246e66f2e605ca7125b.bindPopup(popup_85c7fefe1aa67bf4bad5b54109dd5f36)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_24cbe24dc0f19726380c1cd22c73f66e = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_33bba4fd236140673a1e9c0f5e383c13 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_87580e60cb402fc45e858a8666f355df = $(`&lt;div id=&quot;html_87580e60cb402fc45e858a8666f355df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_33bba4fd236140673a1e9c0f5e383c13.setContent(html_87580e60cb402fc45e858a8666f355df);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_24cbe24dc0f19726380c1cd22c73f66e.bindPopup(popup_33bba4fd236140673a1e9c0f5e383c13)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2e2aa9190c545aece76b6947e986a89b = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_aa38b4e93fde76f6cf37b728802fb359 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ae313124a96a3ef4f5092fb694bd3d1e = $(`&lt;div id=&quot;html_ae313124a96a3ef4f5092fb694bd3d1e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_aa38b4e93fde76f6cf37b728802fb359.setContent(html_ae313124a96a3ef4f5092fb694bd3d1e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2e2aa9190c545aece76b6947e986a89b.bindPopup(popup_aa38b4e93fde76f6cf37b728802fb359)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d64509ce349a4c56dea9583e41b7b76b = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_6f221491706c74bbc836eb791764889f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_08f8d2ad51d221c75d2553350e19894a = $(`&lt;div id=&quot;html_08f8d2ad51d221c75d2553350e19894a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_6f221491706c74bbc836eb791764889f.setContent(html_08f8d2ad51d221c75d2553350e19894a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d64509ce349a4c56dea9583e41b7b76b.bindPopup(popup_6f221491706c74bbc836eb791764889f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1457eecc68243afdca7e43398c66c07b = L.marker(\n",
       "                [22.2864829, 114.1501973],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_655adc7fccc146427ed21523fae69ba9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f4669a39bf6a12ff016cb209b506ca44 = $(`&lt;div id=&quot;html_f4669a39bf6a12ff016cb209b506ca44&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Sheung Wan&lt;/div&gt;`)[0];\n",
       "                popup_655adc7fccc146427ed21523fae69ba9.setContent(html_f4669a39bf6a12ff016cb209b506ca44);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1457eecc68243afdca7e43398c66c07b.bindPopup(popup_655adc7fccc146427ed21523fae69ba9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a6851f3d7e593374f8b99e139adc5871 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bf9c8692b02bcaa0bc72858b92d4d625 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f3cc9571763b6d3e287621bc4a4a9f9a = $(`&lt;div id=&quot;html_f3cc9571763b6d3e287621bc4a4a9f9a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_bf9c8692b02bcaa0bc72858b92d4d625.setContent(html_f3cc9571763b6d3e287621bc4a4a9f9a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a6851f3d7e593374f8b99e139adc5871.bindPopup(popup_bf9c8692b02bcaa0bc72858b92d4d625)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ded2417d11eab5de1a9270464d03bcbd = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c756b23dd27b1606d785a7737e58c596 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_962c5805034775faab69a0b00733e4ae = $(`&lt;div id=&quot;html_962c5805034775faab69a0b00733e4ae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_c756b23dd27b1606d785a7737e58c596.setContent(html_962c5805034775faab69a0b00733e4ae);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ded2417d11eab5de1a9270464d03bcbd.bindPopup(popup_c756b23dd27b1606d785a7737e58c596)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_36341de1a8e3355c85c272e60e38531a = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_52beefd24065e35f063f1022ca42b020 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4c4f7bb9096b37a0437bd80f49779647 = $(`&lt;div id=&quot;html_4c4f7bb9096b37a0437bd80f49779647&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_52beefd24065e35f063f1022ca42b020.setContent(html_4c4f7bb9096b37a0437bd80f49779647);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_36341de1a8e3355c85c272e60e38531a.bindPopup(popup_52beefd24065e35f063f1022ca42b020)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_11a9d7d55d77a60b51ccf6aa1325b75d = L.marker(\n",
       "                [22.3355066, 114.1561596],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_cdbbd6b0aa0c781ed72c2247d094a3a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ec4cbb4add7479b520f855f7f2122d60 = $(`&lt;div id=&quot;html_ec4cbb4add7479b520f855f7f2122d60&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Cheung Sha Wan&lt;/div&gt;`)[0];\n",
       "                popup_cdbbd6b0aa0c781ed72c2247d094a3a3.setContent(html_ec4cbb4add7479b520f855f7f2122d60);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_11a9d7d55d77a60b51ccf6aa1325b75d.bindPopup(popup_cdbbd6b0aa0c781ed72c2247d094a3a3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7701bdfbf3eda7bf346f41cb52cf1c62 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8e5107d84410a87f7da3b315be88e0bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a782e7d76d5bd2054274e3f8725f5fbe = $(`&lt;div id=&quot;html_a782e7d76d5bd2054274e3f8725f5fbe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_8e5107d84410a87f7da3b315be88e0bf.setContent(html_a782e7d76d5bd2054274e3f8725f5fbe);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7701bdfbf3eda7bf346f41cb52cf1c62.bindPopup(popup_8e5107d84410a87f7da3b315be88e0bf)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0d8bed63963cac0aba4c72ae24d8e797 = L.marker(\n",
       "                [22.2906565, 114.1989737],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_75682ce740ff1d57e70c398c77c9c8a1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6e06d0386e3712f87d8765125e9a3d6f = $(`&lt;div id=&quot;html_6e06d0386e3712f87d8765125e9a3d6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;North Point&lt;/div&gt;`)[0];\n",
       "                popup_75682ce740ff1d57e70c398c77c9c8a1.setContent(html_6e06d0386e3712f87d8765125e9a3d6f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0d8bed63963cac0aba4c72ae24d8e797.bindPopup(popup_75682ce740ff1d57e70c398c77c9c8a1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4d823d6367bc0879afd37ba35e748196 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2f9c2173664ef865d5937b481ba20600 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_22f1a485f8b68e9b22968acf3de1b5ac = $(`&lt;div id=&quot;html_22f1a485f8b68e9b22968acf3de1b5ac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_2f9c2173664ef865d5937b481ba20600.setContent(html_22f1a485f8b68e9b22968acf3de1b5ac);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4d823d6367bc0879afd37ba35e748196.bindPopup(popup_2f9c2173664ef865d5937b481ba20600)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4b9d875a1716bbfb4b8728b6dbc69f95 = L.marker(\n",
       "                [22.3602401, 114.0819458],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_84242629af23a273bdfb6d0fbb76f0d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_df29eb58413c7bd982d9cf576f902f30 = $(`&lt;div id=&quot;html_df29eb58413c7bd982d9cf576f902f30&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwai Tsing Area&lt;/div&gt;`)[0];\n",
       "                popup_84242629af23a273bdfb6d0fbb76f0d9.setContent(html_df29eb58413c7bd982d9cf576f902f30);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4b9d875a1716bbfb4b8728b6dbc69f95.bindPopup(popup_84242629af23a273bdfb6d0fbb76f0d9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8fb232095cd37df53be70459e1dcc586 = L.marker(\n",
       "                [22.337209950000002, 114.14802172336417],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_946e24b62233c0bb1363c2399dd6d15a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2f7c655b16dc2b41113d428fd7e55bc7 = $(`&lt;div id=&quot;html_2f7c655b16dc2b41113d428fd7e55bc7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lai Chi Kok&lt;/div&gt;`)[0];\n",
       "                popup_946e24b62233c0bb1363c2399dd6d15a.setContent(html_2f7c655b16dc2b41113d428fd7e55bc7);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8fb232095cd37df53be70459e1dcc586.bindPopup(popup_946e24b62233c0bb1363c2399dd6d15a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3454ef9eb2683fbce24855e96b2e1988 = L.marker(\n",
       "                [22.2906565, 114.1989737],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_86f0dd4744f849d875883b77cc7a5435 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1597b07d207d6dcc4819e1daede9de6f = $(`&lt;div id=&quot;html_1597b07d207d6dcc4819e1daede9de6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;North Point&lt;/div&gt;`)[0];\n",
       "                popup_86f0dd4744f849d875883b77cc7a5435.setContent(html_1597b07d207d6dcc4819e1daede9de6f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3454ef9eb2683fbce24855e96b2e1988.bindPopup(popup_86f0dd4744f849d875883b77cc7a5435)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_20b75389ef91681b9b4542e8de48eaeb = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e4510f2213516c5912d7cc5348445d50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_69e8b5b333f73c1e73fc8e7f0f67db7d = $(`&lt;div id=&quot;html_69e8b5b333f73c1e73fc8e7f0f67db7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_e4510f2213516c5912d7cc5348445d50.setContent(html_69e8b5b333f73c1e73fc8e7f0f67db7d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_20b75389ef91681b9b4542e8de48eaeb.bindPopup(popup_e4510f2213516c5912d7cc5348445d50)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_038effecf9b34aa21784ad27db9c269d = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c3f7a018226b52d6e6a93198ab1db952 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a8a691710dd3a3c056b75a955f37aea6 = $(`&lt;div id=&quot;html_a8a691710dd3a3c056b75a955f37aea6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_c3f7a018226b52d6e6a93198ab1db952.setContent(html_a8a691710dd3a3c056b75a955f37aea6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_038effecf9b34aa21784ad27db9c269d.bindPopup(popup_c3f7a018226b52d6e6a93198ab1db952)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c37bc3d46734c398f2c233395af0029c = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_4d8a0c78dd6ebab3f406c46979a25797 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_cdd9f3408552a9bd2f75ac99f49b2035 = $(`&lt;div id=&quot;html_cdd9f3408552a9bd2f75ac99f49b2035&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_4d8a0c78dd6ebab3f406c46979a25797.setContent(html_cdd9f3408552a9bd2f75ac99f49b2035);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c37bc3d46734c398f2c233395af0029c.bindPopup(popup_4d8a0c78dd6ebab3f406c46979a25797)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9989e45fe5fb4a58e6454008f7b619d5 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_4c910887e975f97c9d3027ad4c964e8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_125b258100b102700648ce7b9230873e = $(`&lt;div id=&quot;html_125b258100b102700648ce7b9230873e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_4c910887e975f97c9d3027ad4c964e8d.setContent(html_125b258100b102700648ce7b9230873e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9989e45fe5fb4a58e6454008f7b619d5.bindPopup(popup_4c910887e975f97c9d3027ad4c964e8d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ed57659f9e71e4fe83a4c907ba9cb5d3 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_27b177e682cf6e0d9699331f2017fefc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9055bd1fa7b59050714b4b4faf3acc82 = $(`&lt;div id=&quot;html_9055bd1fa7b59050714b4b4faf3acc82&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_27b177e682cf6e0d9699331f2017fefc.setContent(html_9055bd1fa7b59050714b4b4faf3acc82);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ed57659f9e71e4fe83a4c907ba9cb5d3.bindPopup(popup_27b177e682cf6e0d9699331f2017fefc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8b0911f6620250656e444d2e3e4aea2b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2e324481d6bd94360ad9e4590cf6bc8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7fb75b7f69ec0664d66fb1b01432a2ec = $(`&lt;div id=&quot;html_7fb75b7f69ec0664d66fb1b01432a2ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_2e324481d6bd94360ad9e4590cf6bc8a.setContent(html_7fb75b7f69ec0664d66fb1b01432a2ec);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8b0911f6620250656e444d2e3e4aea2b.bindPopup(popup_2e324481d6bd94360ad9e4590cf6bc8a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2404574f31d104524442997546b119d9 = L.marker(\n",
       "                [22.3355066, 114.1561596],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5d57e4c190f8043e3b742015f38f651e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dec5a5671dd422be0dd55f4f474d755d = $(`&lt;div id=&quot;html_dec5a5671dd422be0dd55f4f474d755d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Cheung Sha Wan&lt;/div&gt;`)[0];\n",
       "                popup_5d57e4c190f8043e3b742015f38f651e.setContent(html_dec5a5671dd422be0dd55f4f474d755d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2404574f31d104524442997546b119d9.bindPopup(popup_5d57e4c190f8043e3b742015f38f651e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_59cb2a678fec5b60a2cc567388d56af6 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_37643ebb29eabe7d0d5865207489f74a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_215cd8e12dbed4134206a520762954bb = $(`&lt;div id=&quot;html_215cd8e12dbed4134206a520762954bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_37643ebb29eabe7d0d5865207489f74a.setContent(html_215cd8e12dbed4134206a520762954bb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_59cb2a678fec5b60a2cc567388d56af6.bindPopup(popup_37643ebb29eabe7d0d5865207489f74a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_beeeceadffc1766d97076b57bb417799 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ef958bd66f0fded62873952680a85217 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d8ee9243fd7d69f6523567a2b9a1fe63 = $(`&lt;div id=&quot;html_d8ee9243fd7d69f6523567a2b9a1fe63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_ef958bd66f0fded62873952680a85217.setContent(html_d8ee9243fd7d69f6523567a2b9a1fe63);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_beeeceadffc1766d97076b57bb417799.bindPopup(popup_ef958bd66f0fded62873952680a85217)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8bcb5344d42f7db4a8ad2f873631e160 = L.marker(\n",
       "                [22.2786165, 114.16626880001752],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d83dac495af3fedd07dc90467c69fadc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_91d76029fae0e05fea92d626386b5596 = $(`&lt;div id=&quot;html_91d76029fae0e05fea92d626386b5596&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Admiralty&lt;/div&gt;`)[0];\n",
       "                popup_d83dac495af3fedd07dc90467c69fadc.setContent(html_91d76029fae0e05fea92d626386b5596);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8bcb5344d42f7db4a8ad2f873631e160.bindPopup(popup_d83dac495af3fedd07dc90467c69fadc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_dd878ca4b2e0ad958cd4462d983755e7 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_4716054ba41cee8914d0e25317162cf9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d09cba4bdc61ef6e85db4003d6b21a96 = $(`&lt;div id=&quot;html_d09cba4bdc61ef6e85db4003d6b21a96&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_4716054ba41cee8914d0e25317162cf9.setContent(html_d09cba4bdc61ef6e85db4003d6b21a96);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_dd878ca4b2e0ad958cd4462d983755e7.bindPopup(popup_4716054ba41cee8914d0e25317162cf9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_683ad6f8e343aaae101840b501e5d14d = L.marker(\n",
       "                [22.271703, 113.9573191],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ed2cf34c203f7e5345f2afd568838a28 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_895a01b95a08b499a4d00045380fb58d = $(`&lt;div id=&quot;html_895a01b95a08b499a4d00045380fb58d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lantau Island&lt;/div&gt;`)[0];\n",
       "                popup_ed2cf34c203f7e5345f2afd568838a28.setContent(html_895a01b95a08b499a4d00045380fb58d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_683ad6f8e343aaae101840b501e5d14d.bindPopup(popup_ed2cf34c203f7e5345f2afd568838a28)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_89a557db449325d36df5b3d000c90b2b = L.marker(\n",
       "                [22.3355705, 114.20824011972883],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_096ab154f10cea8503b5951dfcebf8dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7ea2c279403ec3295c3202fd1cd26f57 = $(`&lt;div id=&quot;html_7ea2c279403ec3295c3202fd1cd26f57&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wong Tai Sin Area&lt;/div&gt;`)[0];\n",
       "                popup_096ab154f10cea8503b5951dfcebf8dc.setContent(html_7ea2c279403ec3295c3202fd1cd26f57);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_89a557db449325d36df5b3d000c90b2b.bindPopup(popup_096ab154f10cea8503b5951dfcebf8dc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_471ae0cf4b5ba377e04d54133c10d265 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_843af567838716099c7ecdee21d208f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ff62f4df576555fea82abe84129ccb06 = $(`&lt;div id=&quot;html_ff62f4df576555fea82abe84129ccb06&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_843af567838716099c7ecdee21d208f9.setContent(html_ff62f4df576555fea82abe84129ccb06);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_471ae0cf4b5ba377e04d54133c10d265.bindPopup(popup_843af567838716099c7ecdee21d208f9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1038a230ab1a4d00d290ced94fe2b13f = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_695eb534aeaab14eda54aba7bdb373d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7383e7f035d84232ba6c2db5572fae6f = $(`&lt;div id=&quot;html_7383e7f035d84232ba6c2db5572fae6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_695eb534aeaab14eda54aba7bdb373d2.setContent(html_7383e7f035d84232ba6c2db5572fae6f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1038a230ab1a4d00d290ced94fe2b13f.bindPopup(popup_695eb534aeaab14eda54aba7bdb373d2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3f0f7d335b35159a018eb753961be677 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d98d9d8d5d1f77d6d6b3d67871884d0f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_95d0b05a45e0109fbf059e89412e687a = $(`&lt;div id=&quot;html_95d0b05a45e0109fbf059e89412e687a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_d98d9d8d5d1f77d6d6b3d67871884d0f.setContent(html_95d0b05a45e0109fbf059e89412e687a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3f0f7d335b35159a018eb753961be677.bindPopup(popup_d98d9d8d5d1f77d6d6b3d67871884d0f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a37dbf91283083c4913a306a74f0ff9a = L.marker(\n",
       "                [22.3355705, 114.20824011972883],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2b20ae72dab234090a75f93ea32bc795 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_089071cbc9122e1ffd187cb34c38de40 = $(`&lt;div id=&quot;html_089071cbc9122e1ffd187cb34c38de40&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wong Tai Sin Area&lt;/div&gt;`)[0];\n",
       "                popup_2b20ae72dab234090a75f93ea32bc795.setContent(html_089071cbc9122e1ffd187cb34c38de40);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a37dbf91283083c4913a306a74f0ff9a.bindPopup(popup_2b20ae72dab234090a75f93ea32bc795)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ee2148521aa56afbdfbfe66821b043e9 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a435f585e33b955615dd55ecb9dc2bfd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0cbba17c31978984fa544f853c46ddf2 = $(`&lt;div id=&quot;html_0cbba17c31978984fa544f853c46ddf2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_a435f585e33b955615dd55ecb9dc2bfd.setContent(html_0cbba17c31978984fa544f853c46ddf2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ee2148521aa56afbdfbfe66821b043e9.bindPopup(popup_a435f585e33b955615dd55ecb9dc2bfd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_cb76f372201350a1e208fcf138610b2d = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7a34ec9fb0544e7bfe9b2fd9ed3250eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_42c3eb3df264ee66797f357e4eaace2a = $(`&lt;div id=&quot;html_42c3eb3df264ee66797f357e4eaace2a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_7a34ec9fb0544e7bfe9b2fd9ed3250eb.setContent(html_42c3eb3df264ee66797f357e4eaace2a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_cb76f372201350a1e208fcf138610b2d.bindPopup(popup_7a34ec9fb0544e7bfe9b2fd9ed3250eb)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_07254268f5872181ecd741b715817262 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8db5f0ada0e4b867018094b92a9785ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_db4560ca0e9ac3ffc71387c5dc8c854e = $(`&lt;div id=&quot;html_db4560ca0e9ac3ffc71387c5dc8c854e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_8db5f0ada0e4b867018094b92a9785ea.setContent(html_db4560ca0e9ac3ffc71387c5dc8c854e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_07254268f5872181ecd741b715817262.bindPopup(popup_8db5f0ada0e4b867018094b92a9785ea)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_46310adf3dfc0e9e6f2a996ab88d46a9 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_08508aed44589cbe90beec2d380ee33b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_343b270d5e59a8e7053097dc029a14c4 = $(`&lt;div id=&quot;html_343b270d5e59a8e7053097dc029a14c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_08508aed44589cbe90beec2d380ee33b.setContent(html_343b270d5e59a8e7053097dc029a14c4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_46310adf3dfc0e9e6f2a996ab88d46a9.bindPopup(popup_08508aed44589cbe90beec2d380ee33b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1f25b1db500f71aa0d840a278816fc11 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_69468899d7c893354adb2f05e4697fb2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_68634da69e2af20b8b765ed2669e6c6b = $(`&lt;div id=&quot;html_68634da69e2af20b8b765ed2669e6c6b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_69468899d7c893354adb2f05e4697fb2.setContent(html_68634da69e2af20b8b765ed2669e6c6b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1f25b1db500f71aa0d840a278816fc11.bindPopup(popup_69468899d7c893354adb2f05e4697fb2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_92ad729bac00dd9cd08c3aa1bc50a8e7 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d867990ceaae23e5240db6215bccac33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8ece153a2dbebb070c152d4320ce63c8 = $(`&lt;div id=&quot;html_8ece153a2dbebb070c152d4320ce63c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_d867990ceaae23e5240db6215bccac33.setContent(html_8ece153a2dbebb070c152d4320ce63c8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_92ad729bac00dd9cd08c3aa1bc50a8e7.bindPopup(popup_d867990ceaae23e5240db6215bccac33)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9ee57ba6c3bdf0715bae98ee52e156e2 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b6049cd15cd25558bce27079e79ff29f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a06540cd34ac2068173f0063000c3e78 = $(`&lt;div id=&quot;html_a06540cd34ac2068173f0063000c3e78&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_b6049cd15cd25558bce27079e79ff29f.setContent(html_a06540cd34ac2068173f0063000c3e78);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9ee57ba6c3bdf0715bae98ee52e156e2.bindPopup(popup_b6049cd15cd25558bce27079e79ff29f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1260322650067f00873316c04ae027ae = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a5a319990c35ebdfad76913cc741debc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dcb36ffab4a30e0aaf3d41cb6ae49791 = $(`&lt;div id=&quot;html_dcb36ffab4a30e0aaf3d41cb6ae49791&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_a5a319990c35ebdfad76913cc741debc.setContent(html_dcb36ffab4a30e0aaf3d41cb6ae49791);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1260322650067f00873316c04ae027ae.bindPopup(popup_a5a319990c35ebdfad76913cc741debc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f4dfa78f1b38b3f33ee9dde859510781 = L.marker(\n",
       "                [22.3355705, 114.20824011972883],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_04d91bd239ecd87d1b6fcda1833057cb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c4d0a3eb5aa808d91e2bde75573e42c1 = $(`&lt;div id=&quot;html_c4d0a3eb5aa808d91e2bde75573e42c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wong Tai Sin Area&lt;/div&gt;`)[0];\n",
       "                popup_04d91bd239ecd87d1b6fcda1833057cb.setContent(html_c4d0a3eb5aa808d91e2bde75573e42c1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f4dfa78f1b38b3f33ee9dde859510781.bindPopup(popup_04d91bd239ecd87d1b6fcda1833057cb)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_15595c9c853b49ace46a05ffb1db9008 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_afe542ddef584afcdad6a76544f27e57 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_666e393f5042bd1d2bb3dbf38a45adda = $(`&lt;div id=&quot;html_666e393f5042bd1d2bb3dbf38a45adda&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_afe542ddef584afcdad6a76544f27e57.setContent(html_666e393f5042bd1d2bb3dbf38a45adda);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_15595c9c853b49ace46a05ffb1db9008.bindPopup(popup_afe542ddef584afcdad6a76544f27e57)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_14355c9f4ead9cb2219e1dafbaf0394d = L.marker(\n",
       "                [22.2824457, 114.2215064],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_740134e96e2ae6c7478b4ea4190c07f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d30aea434aff03b31ad4ccc441c8095f = $(`&lt;div id=&quot;html_d30aea434aff03b31ad4ccc441c8095f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Sai Wan Ho&lt;/div&gt;`)[0];\n",
       "                popup_740134e96e2ae6c7478b4ea4190c07f5.setContent(html_d30aea434aff03b31ad4ccc441c8095f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_14355c9f4ead9cb2219e1dafbaf0394d.bindPopup(popup_740134e96e2ae6c7478b4ea4190c07f5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2a722c67eaab8beb79d69b8e25051b64 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5e9412161bccf9b4624eacf1198ffe9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fcb7e75683bb54de223e131e61b4cbc5 = $(`&lt;div id=&quot;html_fcb7e75683bb54de223e131e61b4cbc5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_5e9412161bccf9b4624eacf1198ffe9f.setContent(html_fcb7e75683bb54de223e131e61b4cbc5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2a722c67eaab8beb79d69b8e25051b64.bindPopup(popup_5e9412161bccf9b4624eacf1198ffe9f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a27007673fc358b2aed88fa2850b1850 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bc5c5defcf9798d7cf74cfcfc1c28137 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7370d2b2823c58025ab0701ea0bb51a5 = $(`&lt;div id=&quot;html_7370d2b2823c58025ab0701ea0bb51a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_bc5c5defcf9798d7cf74cfcfc1c28137.setContent(html_7370d2b2823c58025ab0701ea0bb51a5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a27007673fc358b2aed88fa2850b1850.bindPopup(popup_bc5c5defcf9798d7cf74cfcfc1c28137)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_833bfcd1cf80b3fff5980ace3bab5ca1 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8d196cc0796691790ea272a370020b7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0f5733cfd283d620d9a066d1a0c62252 = $(`&lt;div id=&quot;html_0f5733cfd283d620d9a066d1a0c62252&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_8d196cc0796691790ea272a370020b7d.setContent(html_0f5733cfd283d620d9a066d1a0c62252);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_833bfcd1cf80b3fff5980ace3bab5ca1.bindPopup(popup_8d196cc0796691790ea272a370020b7d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2479ca8ca76785042e1eb94640773cf6 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c14cc11bda52ae82106190c6d8a9180d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b9bb52dcad92de74d762538b78d9375e = $(`&lt;div id=&quot;html_b9bb52dcad92de74d762538b78d9375e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_c14cc11bda52ae82106190c6d8a9180d.setContent(html_b9bb52dcad92de74d762538b78d9375e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2479ca8ca76785042e1eb94640773cf6.bindPopup(popup_c14cc11bda52ae82106190c6d8a9180d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_90f2b46ef5fbf9ad95998259b0907996 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_62396c2333c7ea90753153b9823b6663 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6356ec74a05f3f091f70592b0e368612 = $(`&lt;div id=&quot;html_6356ec74a05f3f091f70592b0e368612&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_62396c2333c7ea90753153b9823b6663.setContent(html_6356ec74a05f3f091f70592b0e368612);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_90f2b46ef5fbf9ad95998259b0907996.bindPopup(popup_62396c2333c7ea90753153b9823b6663)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e1ba544dcc5d64482d4f9194b585066f = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_86d329a8b29a0b35d50025717830c0ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_31a6138128f362bbf1b85dda0b9e1e80 = $(`&lt;div id=&quot;html_31a6138128f362bbf1b85dda0b9e1e80&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_86d329a8b29a0b35d50025717830c0ab.setContent(html_31a6138128f362bbf1b85dda0b9e1e80);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e1ba544dcc5d64482d4f9194b585066f.bindPopup(popup_86d329a8b29a0b35d50025717830c0ab)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_708c1d0d1bb9ed1a6739938527d02c59 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d8aaf97531983b18ef361bddd9b4e3fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6d37721359f5009ce660ec9caf4c3a1a = $(`&lt;div id=&quot;html_6d37721359f5009ce660ec9caf4c3a1a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_d8aaf97531983b18ef361bddd9b4e3fe.setContent(html_6d37721359f5009ce660ec9caf4c3a1a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_708c1d0d1bb9ed1a6739938527d02c59.bindPopup(popup_d8aaf97531983b18ef361bddd9b4e3fe)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2ac15fe48c587bf2a69c1c24671e6a60 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_83132b79a52792b8ce95f093d9fdbf30 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2fe8c3dc8adb63eb3e2173d848198afe = $(`&lt;div id=&quot;html_2fe8c3dc8adb63eb3e2173d848198afe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_83132b79a52792b8ce95f093d9fdbf30.setContent(html_2fe8c3dc8adb63eb3e2173d848198afe);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2ac15fe48c587bf2a69c1c24671e6a60.bindPopup(popup_83132b79a52792b8ce95f093d9fdbf30)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_45eba9e260702f3284dff1866aa70a32 = L.marker(\n",
       "                [22.3355066, 114.1561596],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a4af0dc8504aacb88f203b26b960e13d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_125192edda328f7dcba91f01543c2d5c = $(`&lt;div id=&quot;html_125192edda328f7dcba91f01543c2d5c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Cheung Sha Wan&lt;/div&gt;`)[0];\n",
       "                popup_a4af0dc8504aacb88f203b26b960e13d.setContent(html_125192edda328f7dcba91f01543c2d5c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_45eba9e260702f3284dff1866aa70a32.bindPopup(popup_a4af0dc8504aacb88f203b26b960e13d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5358266c748dd066ba763e29ea154fa5 = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c662749adad05d84535d9a0ad75323ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4194d743f2bbd5578c8ed108d29dcf23 = $(`&lt;div id=&quot;html_4194d743f2bbd5578c8ed108d29dcf23&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_c662749adad05d84535d9a0ad75323ec.setContent(html_4194d743f2bbd5578c8ed108d29dcf23);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5358266c748dd066ba763e29ea154fa5.bindPopup(popup_c662749adad05d84535d9a0ad75323ec)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ea94783fc80c185fa734e7281ac4111e = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_aad5c9a7bebacd8c0306eae44dddaeb4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e151d09c07205be9ed3e5a93da5c8fa4 = $(`&lt;div id=&quot;html_e151d09c07205be9ed3e5a93da5c8fa4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_aad5c9a7bebacd8c0306eae44dddaeb4.setContent(html_e151d09c07205be9ed3e5a93da5c8fa4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ea94783fc80c185fa734e7281ac4111e.bindPopup(popup_aad5c9a7bebacd8c0306eae44dddaeb4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3c223012db00bc2843846208d7f2f6c2 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e865c0df8810014fed7c4c0ed757c5e3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0cd81eadc5ad0746a3dcabab487728bb = $(`&lt;div id=&quot;html_0cd81eadc5ad0746a3dcabab487728bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_e865c0df8810014fed7c4c0ed757c5e3.setContent(html_0cd81eadc5ad0746a3dcabab487728bb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3c223012db00bc2843846208d7f2f6c2.bindPopup(popup_e865c0df8810014fed7c4c0ed757c5e3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4ad5023729e0eb1f3b08c75a1a0f371b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9e805c2526cba37e603a8d536ce3eeef = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_671237d662de7ffd8b15a2279a5c74d0 = $(`&lt;div id=&quot;html_671237d662de7ffd8b15a2279a5c74d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_9e805c2526cba37e603a8d536ce3eeef.setContent(html_671237d662de7ffd8b15a2279a5c74d0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4ad5023729e0eb1f3b08c75a1a0f371b.bindPopup(popup_9e805c2526cba37e603a8d536ce3eeef)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7385398a3adc61694d667842e10cbc97 = L.marker(\n",
       "                [22.337209950000002, 114.14802172336417],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a978c414b26ccdab5a08b61665db4bc8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_29d8bc7a50d4eb9b269e2669d74530aa = $(`&lt;div id=&quot;html_29d8bc7a50d4eb9b269e2669d74530aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lai Chi Kok&lt;/div&gt;`)[0];\n",
       "                popup_a978c414b26ccdab5a08b61665db4bc8.setContent(html_29d8bc7a50d4eb9b269e2669d74530aa);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7385398a3adc61694d667842e10cbc97.bindPopup(popup_a978c414b26ccdab5a08b61665db4bc8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_953b4751bf14ea2c721c9c423b70e424 = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_35ec8119e45b5eac29931cfe903b0cbf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4d2e7a2dc5b77c4fb5d86f6371581db4 = $(`&lt;div id=&quot;html_4d2e7a2dc5b77c4fb5d86f6371581db4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_35ec8119e45b5eac29931cfe903b0cbf.setContent(html_4d2e7a2dc5b77c4fb5d86f6371581db4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_953b4751bf14ea2c721c9c423b70e424.bindPopup(popup_35ec8119e45b5eac29931cfe903b0cbf)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a95fb03d139ddeb09e0bcd7f154854b1 = L.marker(\n",
       "                [22.28225, 114.19178669050633],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7045f66b82a04707bbfa4f3fc6a61c47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7d8383447bf17ef93421f2dd5f937741 = $(`&lt;div id=&quot;html_7d8383447bf17ef93421f2dd5f937741&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tin Hau&lt;/div&gt;`)[0];\n",
       "                popup_7045f66b82a04707bbfa4f3fc6a61c47.setContent(html_7d8383447bf17ef93421f2dd5f937741);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a95fb03d139ddeb09e0bcd7f154854b1.bindPopup(popup_7045f66b82a04707bbfa4f3fc6a61c47)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_110dfd2f1bed0fc7f10c35c9a364d998 = L.marker(\n",
       "                [22.4494017, 114.1711328],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_15445dc97e9a0b09ee23fc215fede2e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0034719142b5f1fa8d864fe828b5b5c5 = $(`&lt;div id=&quot;html_0034719142b5f1fa8d864fe828b5b5c5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tai Po&lt;/div&gt;`)[0];\n",
       "                popup_15445dc97e9a0b09ee23fc215fede2e9.setContent(html_0034719142b5f1fa8d864fe828b5b5c5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_110dfd2f1bed0fc7f10c35c9a364d998.bindPopup(popup_15445dc97e9a0b09ee23fc215fede2e9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f667e31ac15c6b4c20677ba305840bd0 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8c51d4613c41c3fe3bf7846c531ab1a1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0c3bfe6d1fb4df005165dfb6e5c85066 = $(`&lt;div id=&quot;html_0c3bfe6d1fb4df005165dfb6e5c85066&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_8c51d4613c41c3fe3bf7846c531ab1a1.setContent(html_0c3bfe6d1fb4df005165dfb6e5c85066);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f667e31ac15c6b4c20677ba305840bd0.bindPopup(popup_8c51d4613c41c3fe3bf7846c531ab1a1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_25a4d183059e5e506f6ffeccb8ddd976 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_80b15bf9b000e9d34c87622caff07a95 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a71b991d87af985bf8355f96e3a236d2 = $(`&lt;div id=&quot;html_a71b991d87af985bf8355f96e3a236d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_80b15bf9b000e9d34c87622caff07a95.setContent(html_a71b991d87af985bf8355f96e3a236d2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_25a4d183059e5e506f6ffeccb8ddd976.bindPopup(popup_80b15bf9b000e9d34c87622caff07a95)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3ead3b2a39becf8e73050fdb200749c7 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_047925f6650f1292a7e0c5398dda6bcf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_de79e20584f0e1b9c34f9c157cad010f = $(`&lt;div id=&quot;html_de79e20584f0e1b9c34f9c157cad010f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_047925f6650f1292a7e0c5398dda6bcf.setContent(html_de79e20584f0e1b9c34f9c157cad010f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3ead3b2a39becf8e73050fdb200749c7.bindPopup(popup_047925f6650f1292a7e0c5398dda6bcf)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_19a5246c387d51328656c0827817867c = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_dbb66ac7d6517c0e065a55f3a19a7a4c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_82037272a154e1bfc3e0fd91e736dd3f = $(`&lt;div id=&quot;html_82037272a154e1bfc3e0fd91e736dd3f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_dbb66ac7d6517c0e065a55f3a19a7a4c.setContent(html_82037272a154e1bfc3e0fd91e736dd3f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_19a5246c387d51328656c0827817867c.bindPopup(popup_dbb66ac7d6517c0e065a55f3a19a7a4c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7450f1177e59b433ecd26809acb7da2f = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_98ea78b958c3738e4784526f516912a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f469e018d1d9586f3045438c21d8f2d7 = $(`&lt;div id=&quot;html_f469e018d1d9586f3045438c21d8f2d7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_98ea78b958c3738e4784526f516912a4.setContent(html_f469e018d1d9586f3045438c21d8f2d7);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7450f1177e59b433ecd26809acb7da2f.bindPopup(popup_98ea78b958c3738e4784526f516912a4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a23df358c16bff2b35cd7a5ffa25e213 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e2de85bcd916bbd680202abef1e6835a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c50ed699c029408c585edf3e1a5cef12 = $(`&lt;div id=&quot;html_c50ed699c029408c585edf3e1a5cef12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_e2de85bcd916bbd680202abef1e6835a.setContent(html_c50ed699c029408c585edf3e1a5cef12);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a23df358c16bff2b35cd7a5ffa25e213.bindPopup(popup_e2de85bcd916bbd680202abef1e6835a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_af53c87aa1c6ea8fa9e9fe9d0ed163d3 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0de52f09943e103f6ef320d4be6b4d87 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_db9f61a16bd02621fee2d38dd0212954 = $(`&lt;div id=&quot;html_db9f61a16bd02621fee2d38dd0212954&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_0de52f09943e103f6ef320d4be6b4d87.setContent(html_db9f61a16bd02621fee2d38dd0212954);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_af53c87aa1c6ea8fa9e9fe9d0ed163d3.bindPopup(popup_0de52f09943e103f6ef320d4be6b4d87)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b8d2db9dc27d36132d089ac6b589323f = L.marker(\n",
       "                [22.2786165, 114.16626880001752],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a2b3cc682a06b4aa37231c0b0feb298d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c1596bd93ad9927f4a02cabfc6dd23e9 = $(`&lt;div id=&quot;html_c1596bd93ad9927f4a02cabfc6dd23e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Admiralty&lt;/div&gt;`)[0];\n",
       "                popup_a2b3cc682a06b4aa37231c0b0feb298d.setContent(html_c1596bd93ad9927f4a02cabfc6dd23e9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b8d2db9dc27d36132d089ac6b589323f.bindPopup(popup_a2b3cc682a06b4aa37231c0b0feb298d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8fd0eb374a11b4d8be99eeb3809ec0cb = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_11bb7fb613a63f73c1b9a7c03fe312bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5fcb702f0cda8a85c99cc396533e3585 = $(`&lt;div id=&quot;html_5fcb702f0cda8a85c99cc396533e3585&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_11bb7fb613a63f73c1b9a7c03fe312bd.setContent(html_5fcb702f0cda8a85c99cc396533e3585);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8fd0eb374a11b4d8be99eeb3809ec0cb.bindPopup(popup_11bb7fb613a63f73c1b9a7c03fe312bd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5b4e55d6c39b94d96016a43178b01062 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9124a47fede8bcd9c34fa770a3bc0ccc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7181a4d8d6a9e78fa46f3474b73a910d = $(`&lt;div id=&quot;html_7181a4d8d6a9e78fa46f3474b73a910d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_9124a47fede8bcd9c34fa770a3bc0ccc.setContent(html_7181a4d8d6a9e78fa46f3474b73a910d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5b4e55d6c39b94d96016a43178b01062.bindPopup(popup_9124a47fede8bcd9c34fa770a3bc0ccc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_255d5e5981f2ba4a2c5c141f3f6b2f9a = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_08c46316cc74a82a29ad2ef848d8db61 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_35cd207b24d6ffdac7d4ff7852dbbe0e = $(`&lt;div id=&quot;html_35cd207b24d6ffdac7d4ff7852dbbe0e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_08c46316cc74a82a29ad2ef848d8db61.setContent(html_35cd207b24d6ffdac7d4ff7852dbbe0e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_255d5e5981f2ba4a2c5c141f3f6b2f9a.bindPopup(popup_08c46316cc74a82a29ad2ef848d8db61)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_62c5b33d2559d39e0998d4fd596376e6 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f79ff7a5519b938ad89a5002657df839 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c22a148b7725fb5e4dd09e941e668aac = $(`&lt;div id=&quot;html_c22a148b7725fb5e4dd09e941e668aac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_f79ff7a5519b938ad89a5002657df839.setContent(html_c22a148b7725fb5e4dd09e941e668aac);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_62c5b33d2559d39e0998d4fd596376e6.bindPopup(popup_f79ff7a5519b938ad89a5002657df839)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_167b2843575639fe7687468140fe6166 = L.marker(\n",
       "                [22.3031874, 114.1820106],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c3160b3a393cbefd16f6669488724832 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_17ed61eed8c3fda67d4c41408c7cad9b = $(`&lt;div id=&quot;html_17ed61eed8c3fda67d4c41408c7cad9b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hung Hom&lt;/div&gt;`)[0];\n",
       "                popup_c3160b3a393cbefd16f6669488724832.setContent(html_17ed61eed8c3fda67d4c41408c7cad9b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_167b2843575639fe7687468140fe6166.bindPopup(popup_c3160b3a393cbefd16f6669488724832)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_81682fb7a30f898f932acea2f75751ce = L.marker(\n",
       "                [22.2786165, 114.16626880001752],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d211c7d52873c62f3785d019304ab2eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c4cb82dce20a1f028056272c5a4dfe84 = $(`&lt;div id=&quot;html_c4cb82dce20a1f028056272c5a4dfe84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Admiralty&lt;/div&gt;`)[0];\n",
       "                popup_d211c7d52873c62f3785d019304ab2eb.setContent(html_c4cb82dce20a1f028056272c5a4dfe84);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_81682fb7a30f898f932acea2f75751ce.bindPopup(popup_d211c7d52873c62f3785d019304ab2eb)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1251ee9ec53184bbe98314ec00d81271 = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_87570e6ae5d4c68cbf4717a264821d46 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_88b9a1aa9ff9cd9aa2f9f3d43a70cdb8 = $(`&lt;div id=&quot;html_88b9a1aa9ff9cd9aa2f9f3d43a70cdb8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_87570e6ae5d4c68cbf4717a264821d46.setContent(html_88b9a1aa9ff9cd9aa2f9f3d43a70cdb8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1251ee9ec53184bbe98314ec00d81271.bindPopup(popup_87570e6ae5d4c68cbf4717a264821d46)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e521890aba7615964538befa61bcd22b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e68e174c8b019fcc4d087ac0d588783d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a29c381bd6100a73dab4672ce6c8e792 = $(`&lt;div id=&quot;html_a29c381bd6100a73dab4672ce6c8e792&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_e68e174c8b019fcc4d087ac0d588783d.setContent(html_a29c381bd6100a73dab4672ce6c8e792);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e521890aba7615964538befa61bcd22b.bindPopup(popup_e68e174c8b019fcc4d087ac0d588783d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_727ee898022a857691e097dddc0b2ae9 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b5f4cbf5df9404794eb022ba7e41fa74 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ec39d537f08955e733435c819c29d335 = $(`&lt;div id=&quot;html_ec39d537f08955e733435c819c29d335&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_b5f4cbf5df9404794eb022ba7e41fa74.setContent(html_ec39d537f08955e733435c819c29d335);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_727ee898022a857691e097dddc0b2ae9.bindPopup(popup_b5f4cbf5df9404794eb022ba7e41fa74)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_efe534ca9925ac85f81cefea7020de24 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_26ec522cb91902ca8a97b991aa00fc69 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_cffff6e6ba35cf7245f2770b7f38ad26 = $(`&lt;div id=&quot;html_cffff6e6ba35cf7245f2770b7f38ad26&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_26ec522cb91902ca8a97b991aa00fc69.setContent(html_cffff6e6ba35cf7245f2770b7f38ad26);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_efe534ca9925ac85f81cefea7020de24.bindPopup(popup_26ec522cb91902ca8a97b991aa00fc69)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ac7ee46ed9d0f4f1c5dbb7b64357f01c = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_4971cc1267efec7776c853a94a235d1f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_60a2e3d18fb882310bfc96561882a7b3 = $(`&lt;div id=&quot;html_60a2e3d18fb882310bfc96561882a7b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_4971cc1267efec7776c853a94a235d1f.setContent(html_60a2e3d18fb882310bfc96561882a7b3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ac7ee46ed9d0f4f1c5dbb7b64357f01c.bindPopup(popup_4971cc1267efec7776c853a94a235d1f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a8211904d2158bad0cd9d8eeab695f61 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9190359a44c572fee36d8b2f9e2e28ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0f636de47db48ae615faff6698c30e8a = $(`&lt;div id=&quot;html_0f636de47db48ae615faff6698c30e8a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_9190359a44c572fee36d8b2f9e2e28ec.setContent(html_0f636de47db48ae615faff6698c30e8a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a8211904d2158bad0cd9d8eeab695f61.bindPopup(popup_9190359a44c572fee36d8b2f9e2e28ec)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_20f2f4ea7d310a86d2b29e48301416ab = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1967c099c1139ca1f200b4725571ef8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6fa7de7bf821b0f3a9f4bfdeadc480bc = $(`&lt;div id=&quot;html_6fa7de7bf821b0f3a9f4bfdeadc480bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_1967c099c1139ca1f200b4725571ef8d.setContent(html_6fa7de7bf821b0f3a9f4bfdeadc480bc);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_20f2f4ea7d310a86d2b29e48301416ab.bindPopup(popup_1967c099c1139ca1f200b4725571ef8d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2ee7dab5523aaa432be5f785efc6d0b7 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_788302e3b8c4861b8d15b456868c6992 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9a3fd7790f03e274ded7f9f2f68c78c5 = $(`&lt;div id=&quot;html_9a3fd7790f03e274ded7f9f2f68c78c5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_788302e3b8c4861b8d15b456868c6992.setContent(html_9a3fd7790f03e274ded7f9f2f68c78c5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2ee7dab5523aaa432be5f785efc6d0b7.bindPopup(popup_788302e3b8c4861b8d15b456868c6992)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1f12696b3aebd192103f8c3fdbd73109 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_00ecb89b43a3b9cb73a3812001fbacd5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c23ffce5b1831ec690d5f845e6bc3c76 = $(`&lt;div id=&quot;html_c23ffce5b1831ec690d5f845e6bc3c76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_00ecb89b43a3b9cb73a3812001fbacd5.setContent(html_c23ffce5b1831ec690d5f845e6bc3c76);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1f12696b3aebd192103f8c3fdbd73109.bindPopup(popup_00ecb89b43a3b9cb73a3812001fbacd5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ff84daebaa632f0f509a275a00b24462 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9c8ea9216d9c5f37635987010e49335c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_545846668dd84a3ed478c98ec940fc0e = $(`&lt;div id=&quot;html_545846668dd84a3ed478c98ec940fc0e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_9c8ea9216d9c5f37635987010e49335c.setContent(html_545846668dd84a3ed478c98ec940fc0e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ff84daebaa632f0f509a275a00b24462.bindPopup(popup_9c8ea9216d9c5f37635987010e49335c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f5a4394dcf72dc9a227e0fd4b1120896 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_cc0840669365358ba917371b01f1412b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_093c8e93836be116557d88db19a1a670 = $(`&lt;div id=&quot;html_093c8e93836be116557d88db19a1a670&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_cc0840669365358ba917371b01f1412b.setContent(html_093c8e93836be116557d88db19a1a670);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f5a4394dcf72dc9a227e0fd4b1120896.bindPopup(popup_cc0840669365358ba917371b01f1412b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2a2759bf8e8ee2dcc1141496808cd88e = L.marker(\n",
       "                [22.3678812, 114.1124791],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_31cb3147dd514072930e9568eb7bf974 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_843a9d2752204638c94131b5500e0657 = $(`&lt;div id=&quot;html_843a9d2752204638c94131b5500e0657&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsuen Wan Area&lt;/div&gt;`)[0];\n",
       "                popup_31cb3147dd514072930e9568eb7bf974.setContent(html_843a9d2752204638c94131b5500e0657);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2a2759bf8e8ee2dcc1141496808cd88e.bindPopup(popup_31cb3147dd514072930e9568eb7bf974)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5fbf075f09ceefefe5bb7d385a2dc6af = L.marker(\n",
       "                [22.32035035, 113.93978814236135],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f1943d42d3a334a81e46fb64dbbbaab8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8932b30261a5bd73023120db3c30d31d = $(`&lt;div id=&quot;html_8932b30261a5bd73023120db3c30d31d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hong Kong airport, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_f1943d42d3a334a81e46fb64dbbbaab8.setContent(html_8932b30261a5bd73023120db3c30d31d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5fbf075f09ceefefe5bb7d385a2dc6af.bindPopup(popup_f1943d42d3a334a81e46fb64dbbbaab8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b21fc0f94df7d9c36eeba40f3912d493 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_532f5ea0b6b9e6d48432a3d5cece4806 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3b0cda2dc2d0d7d985fdf7520f4e9f59 = $(`&lt;div id=&quot;html_3b0cda2dc2d0d7d985fdf7520f4e9f59&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_532f5ea0b6b9e6d48432a3d5cece4806.setContent(html_3b0cda2dc2d0d7d985fdf7520f4e9f59);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b21fc0f94df7d9c36eeba40f3912d493.bindPopup(popup_532f5ea0b6b9e6d48432a3d5cece4806)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6823190b52facac102f443f599d72ecf = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5251e31151045da1729d8432ed01e0ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_44eac128e47e57b4d2f2df48d7f2a33f = $(`&lt;div id=&quot;html_44eac128e47e57b4d2f2df48d7f2a33f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_5251e31151045da1729d8432ed01e0ae.setContent(html_44eac128e47e57b4d2f2df48d7f2a33f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6823190b52facac102f443f599d72ecf.bindPopup(popup_5251e31151045da1729d8432ed01e0ae)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_540f191067cd2b93d95254a9bb613d52 = L.marker(\n",
       "                [22.31211775, 114.22649563330583],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_53b343667aea1b8b6b4d953f8ad429ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c68bb6225fe1eced649ea9b675f4f8ba = $(`&lt;div id=&quot;html_c68bb6225fe1eced649ea9b675f4f8ba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong Area&lt;/div&gt;`)[0];\n",
       "                popup_53b343667aea1b8b6b4d953f8ad429ba.setContent(html_c68bb6225fe1eced649ea9b675f4f8ba);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_540f191067cd2b93d95254a9bb613d52.bindPopup(popup_53b343667aea1b8b6b4d953f8ad429ba)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2ea64cb2a109f118e07e25537a44924e = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c9832dc6af1db16fb82881778970fe59 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a7ef9b08740c6672936dcff844d058e8 = $(`&lt;div id=&quot;html_a7ef9b08740c6672936dcff844d058e8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_c9832dc6af1db16fb82881778970fe59.setContent(html_a7ef9b08740c6672936dcff844d058e8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2ea64cb2a109f118e07e25537a44924e.bindPopup(popup_c9832dc6af1db16fb82881778970fe59)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_cdead4ba69787bc0caee8615d4c75ae9 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0a931c3f6eda36cd6e1a1a198aa5cbc4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2296b160d3ae195182dd2125d530b67a = $(`&lt;div id=&quot;html_2296b160d3ae195182dd2125d530b67a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_0a931c3f6eda36cd6e1a1a198aa5cbc4.setContent(html_2296b160d3ae195182dd2125d530b67a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_cdead4ba69787bc0caee8615d4c75ae9.bindPopup(popup_0a931c3f6eda36cd6e1a1a198aa5cbc4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5963c0584a3872618941e310b2f3267d = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e4d10d6f0cff050435bc9093beccf0f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_38dbf1d1b99065328c263cecbe422179 = $(`&lt;div id=&quot;html_38dbf1d1b99065328c263cecbe422179&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_e4d10d6f0cff050435bc9093beccf0f6.setContent(html_38dbf1d1b99065328c263cecbe422179);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5963c0584a3872618941e310b2f3267d.bindPopup(popup_e4d10d6f0cff050435bc9093beccf0f6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ad65b301d821cd75ec38826776a2b356 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3a3216b8ba0778add9f8e2a2e105bdfd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dfec995b347fd71b53951ff1375be4db = $(`&lt;div id=&quot;html_dfec995b347fd71b53951ff1375be4db&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_3a3216b8ba0778add9f8e2a2e105bdfd.setContent(html_dfec995b347fd71b53951ff1375be4db);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ad65b301d821cd75ec38826776a2b356.bindPopup(popup_3a3216b8ba0778add9f8e2a2e105bdfd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2bb7284ce567e7fa221ed6a86f1a73ef = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_578af050a01bc033951c233ba441d310 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d596aee247159399a7ef8c1422a3cad5 = $(`&lt;div id=&quot;html_d596aee247159399a7ef8c1422a3cad5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_578af050a01bc033951c233ba441d310.setContent(html_d596aee247159399a7ef8c1422a3cad5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2bb7284ce567e7fa221ed6a86f1a73ef.bindPopup(popup_578af050a01bc033951c233ba441d310)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5333e03afbd2a327765ba9a2477d58a6 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bd6cf223e341f270598f3d7aa067216f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c26d8a68a5f69f43533a307702579585 = $(`&lt;div id=&quot;html_c26d8a68a5f69f43533a307702579585&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_bd6cf223e341f270598f3d7aa067216f.setContent(html_c26d8a68a5f69f43533a307702579585);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5333e03afbd2a327765ba9a2477d58a6.bindPopup(popup_bd6cf223e341f270598f3d7aa067216f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_35b209ffeeecd441aa5ce2137f811eee = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_6c199433135271aba304245d0021cc4d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_dbd9caf117f36100989bcb9fbe6c014c = $(`&lt;div id=&quot;html_dbd9caf117f36100989bcb9fbe6c014c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_6c199433135271aba304245d0021cc4d.setContent(html_dbd9caf117f36100989bcb9fbe6c014c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_35b209ffeeecd441aa5ce2137f811eee.bindPopup(popup_6c199433135271aba304245d0021cc4d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f1fc49da0b95e4d0d7659ec18eea5124 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_60530b2311aa2684509cf3a7478bf1b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e64bb70f896b0cec5ee7b5eeb16d0187 = $(`&lt;div id=&quot;html_e64bb70f896b0cec5ee7b5eeb16d0187&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_60530b2311aa2684509cf3a7478bf1b8.setContent(html_e64bb70f896b0cec5ee7b5eeb16d0187);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f1fc49da0b95e4d0d7659ec18eea5124.bindPopup(popup_60530b2311aa2684509cf3a7478bf1b8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_772a3707e6ab47d786f381e087c73288 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2b9d0847db73e5af5939dc059015bf04 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2871c5fc4a32c8b69b4c37860c24aa88 = $(`&lt;div id=&quot;html_2871c5fc4a32c8b69b4c37860c24aa88&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_2b9d0847db73e5af5939dc059015bf04.setContent(html_2871c5fc4a32c8b69b4c37860c24aa88);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_772a3707e6ab47d786f381e087c73288.bindPopup(popup_2b9d0847db73e5af5939dc059015bf04)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_41972f58d7f6709064761693bc3980e1 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3ebb9cfcaa9eb9598d2d58a1dc1174c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4d36d6e525048eb158951faf50192c5f = $(`&lt;div id=&quot;html_4d36d6e525048eb158951faf50192c5f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_3ebb9cfcaa9eb9598d2d58a1dc1174c1.setContent(html_4d36d6e525048eb158951faf50192c5f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_41972f58d7f6709064761693bc3980e1.bindPopup(popup_3ebb9cfcaa9eb9598d2d58a1dc1174c1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_754f3d0b69fd91d5d62a21ed8077464e = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1fa746e6ab43f348aabe34af83154f42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7c7da2cfa58d5ead1a9c0738f396439b = $(`&lt;div id=&quot;html_7c7da2cfa58d5ead1a9c0738f396439b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_1fa746e6ab43f348aabe34af83154f42.setContent(html_7c7da2cfa58d5ead1a9c0738f396439b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_754f3d0b69fd91d5d62a21ed8077464e.bindPopup(popup_1fa746e6ab43f348aabe34af83154f42)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d511790b2916ba34415532bc48cb5d8f = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_737ccc0aabce26507242829321a16035 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_451e0bf68444fe10bac7ee84f9a7a676 = $(`&lt;div id=&quot;html_451e0bf68444fe10bac7ee84f9a7a676&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_737ccc0aabce26507242829321a16035.setContent(html_451e0bf68444fe10bac7ee84f9a7a676);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d511790b2916ba34415532bc48cb5d8f.bindPopup(popup_737ccc0aabce26507242829321a16035)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f79176d15a17fb097283ddfbfe14936c = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_555f4f4f56a138cb935ae517fd702909 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c4f65b2a78b4de162fc73e79ef4ee350 = $(`&lt;div id=&quot;html_c4f65b2a78b4de162fc73e79ef4ee350&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_555f4f4f56a138cb935ae517fd702909.setContent(html_c4f65b2a78b4de162fc73e79ef4ee350);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f79176d15a17fb097283ddfbfe14936c.bindPopup(popup_555f4f4f56a138cb935ae517fd702909)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8aef2662066774c1a6e856552e854859 = L.marker(\n",
       "                [22.298872, 114.1741181],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bf449a19415dadf88e13a685df91c984 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3e970884f779b9388d39b4045c090de2 = $(`&lt;div id=&quot;html_3e970884f779b9388d39b4045c090de2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsim Sha Tsui&lt;/div&gt;`)[0];\n",
       "                popup_bf449a19415dadf88e13a685df91c984.setContent(html_3e970884f779b9388d39b4045c090de2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8aef2662066774c1a6e856552e854859.bindPopup(popup_bf449a19415dadf88e13a685df91c984)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8600375febe3a1d85d9176f1253c4a53 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9f2f8e9b8b0d5815bce19061f5da15a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bc69c3dc4ac885709f536436ef22da3d = $(`&lt;div id=&quot;html_bc69c3dc4ac885709f536436ef22da3d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_9f2f8e9b8b0d5815bce19061f5da15a9.setContent(html_bc69c3dc4ac885709f536436ef22da3d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8600375febe3a1d85d9176f1253c4a53.bindPopup(popup_9f2f8e9b8b0d5815bce19061f5da15a9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1439834767bb13eb2731e1d4700bbc38 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_924aa095417fd0347c2492d5e2078bbe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8b73ad983d50a72b312261a61439be51 = $(`&lt;div id=&quot;html_8b73ad983d50a72b312261a61439be51&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_924aa095417fd0347c2492d5e2078bbe.setContent(html_8b73ad983d50a72b312261a61439be51);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1439834767bb13eb2731e1d4700bbc38.bindPopup(popup_924aa095417fd0347c2492d5e2078bbe)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7bf9a88c402998b8fdad77eec8713899 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_902c11389c54e4e8886f3d6c72ba716f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_81bff726661d24342f00820fc03d8efb = $(`&lt;div id=&quot;html_81bff726661d24342f00820fc03d8efb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_902c11389c54e4e8886f3d6c72ba716f.setContent(html_81bff726661d24342f00820fc03d8efb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7bf9a88c402998b8fdad77eec8713899.bindPopup(popup_902c11389c54e4e8886f3d6c72ba716f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ea4bb3fccdad26c885297afa1e5de463 = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_ac3c6960b402c6955b890c5b824bb7b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_22abbb89249b48de1a6f35226c291e70 = $(`&lt;div id=&quot;html_22abbb89249b48de1a6f35226c291e70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_ac3c6960b402c6955b890c5b824bb7b4.setContent(html_22abbb89249b48de1a6f35226c291e70);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ea4bb3fccdad26c885297afa1e5de463.bindPopup(popup_ac3c6960b402c6955b890c5b824bb7b4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7c7affd94d213dca875352535faa7419 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d8afbf0b59fe14272a6b07089e311bc3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e5786c8d06b2d40c9333100f98a87fb4 = $(`&lt;div id=&quot;html_e5786c8d06b2d40c9333100f98a87fb4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_d8afbf0b59fe14272a6b07089e311bc3.setContent(html_e5786c8d06b2d40c9333100f98a87fb4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7c7affd94d213dca875352535faa7419.bindPopup(popup_d8afbf0b59fe14272a6b07089e311bc3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_dd0e152d8a839d5698a150d81ce0b0b8 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c0d22a8bfd970a76db4d4db40b319d79 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c534f7bdfb1bab1172254e78cbb598bf = $(`&lt;div id=&quot;html_c534f7bdfb1bab1172254e78cbb598bf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_c0d22a8bfd970a76db4d4db40b319d79.setContent(html_c534f7bdfb1bab1172254e78cbb598bf);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_dd0e152d8a839d5698a150d81ce0b0b8.bindPopup(popup_c0d22a8bfd970a76db4d4db40b319d79)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0ce2f01f45ebafbf2b93243438df885e = L.marker(\n",
       "                [22.298872, 114.1741181],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5b4644c094e177e0475d4d0ad39c7a69 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_70067466ed9dd0dd1e7c462338203252 = $(`&lt;div id=&quot;html_70067466ed9dd0dd1e7c462338203252&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsim Sha Tsui&lt;/div&gt;`)[0];\n",
       "                popup_5b4644c094e177e0475d4d0ad39c7a69.setContent(html_70067466ed9dd0dd1e7c462338203252);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0ce2f01f45ebafbf2b93243438df885e.bindPopup(popup_5b4644c094e177e0475d4d0ad39c7a69)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f71365a5e342de8383659fd443ce75eb = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f37431760e2e70ecfa3a39f9cb24c9ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4910d12f4f6ba18654618c17cd62faf8 = $(`&lt;div id=&quot;html_4910d12f4f6ba18654618c17cd62faf8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_f37431760e2e70ecfa3a39f9cb24c9ae.setContent(html_4910d12f4f6ba18654618c17cd62faf8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f71365a5e342de8383659fd443ce75eb.bindPopup(popup_f37431760e2e70ecfa3a39f9cb24c9ae)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_023446a0cb631226b7e664c3bc439555 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_31d0b7a6acd6152cf518873f75470247 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_56774a68c1a84cf2806c2cfcc35b1b19 = $(`&lt;div id=&quot;html_56774a68c1a84cf2806c2cfcc35b1b19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_31d0b7a6acd6152cf518873f75470247.setContent(html_56774a68c1a84cf2806c2cfcc35b1b19);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_023446a0cb631226b7e664c3bc439555.bindPopup(popup_31d0b7a6acd6152cf518873f75470247)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e82591442bca0d712ca5e4653039f745 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_adfd82d1fad3351a21f3ed32561ae265 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6b5bc211e61ccad07255f707354c5e43 = $(`&lt;div id=&quot;html_6b5bc211e61ccad07255f707354c5e43&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_adfd82d1fad3351a21f3ed32561ae265.setContent(html_6b5bc211e61ccad07255f707354c5e43);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e82591442bca0d712ca5e4653039f745.bindPopup(popup_adfd82d1fad3351a21f3ed32561ae265)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b9465a201adad291d0b488869732a6cd = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_05ded451a8a0fee090ea274dfccf4f9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5e8d2e4e43500370bf12960e1899e580 = $(`&lt;div id=&quot;html_5e8d2e4e43500370bf12960e1899e580&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_05ded451a8a0fee090ea274dfccf4f9f.setContent(html_5e8d2e4e43500370bf12960e1899e580);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b9465a201adad291d0b488869732a6cd.bindPopup(popup_05ded451a8a0fee090ea274dfccf4f9f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_066eaa8b2918cafa0a582384ae212666 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d57c1eb54869191d6f66cca85a00d207 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0d22ca647ec191ddfb0eb9f0509cc08c = $(`&lt;div id=&quot;html_0d22ca647ec191ddfb0eb9f0509cc08c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_d57c1eb54869191d6f66cca85a00d207.setContent(html_0d22ca647ec191ddfb0eb9f0509cc08c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_066eaa8b2918cafa0a582384ae212666.bindPopup(popup_d57c1eb54869191d6f66cca85a00d207)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_65284503309cb041f6aa0ad38aca11b6 = L.marker(\n",
       "                [22.32035035, 113.93978814236135],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_0425af475ffb08cc74f711bb91d1298b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_00f654fa0c3e5c54315c9c1b591003f2 = $(`&lt;div id=&quot;html_00f654fa0c3e5c54315c9c1b591003f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hong Kong airport, Hong Kong&lt;/div&gt;`)[0];\n",
       "                popup_0425af475ffb08cc74f711bb91d1298b.setContent(html_00f654fa0c3e5c54315c9c1b591003f2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_65284503309cb041f6aa0ad38aca11b6.bindPopup(popup_0425af475ffb08cc74f711bb91d1298b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8aba3da2be774635214d18783a17ae05 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1763347fb29135d7534f744997e7551b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c5d4f7df39641d8d6f6a72e76e755eba = $(`&lt;div id=&quot;html_c5d4f7df39641d8d6f6a72e76e755eba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_1763347fb29135d7534f744997e7551b.setContent(html_c5d4f7df39641d8d6f6a72e76e755eba);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8aba3da2be774635214d18783a17ae05.bindPopup(popup_1763347fb29135d7534f744997e7551b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b300bd57079ce62332daa67ea0947d81 = L.marker(\n",
       "                [22.3031874, 114.1820106],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3059edb5cc904a2871df92fe04a8eba7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d2c186de3b1828abf508354961b86f19 = $(`&lt;div id=&quot;html_d2c186de3b1828abf508354961b86f19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hung Hom&lt;/div&gt;`)[0];\n",
       "                popup_3059edb5cc904a2871df92fe04a8eba7.setContent(html_d2c186de3b1828abf508354961b86f19);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b300bd57079ce62332daa67ea0947d81.bindPopup(popup_3059edb5cc904a2871df92fe04a8eba7)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b1dc61809af74451a6909d634958d081 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_798a98aca2a9102ed3bf8efed62d7799 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_51e32e486a98c3781057bf3305be5f90 = $(`&lt;div id=&quot;html_51e32e486a98c3781057bf3305be5f90&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_798a98aca2a9102ed3bf8efed62d7799.setContent(html_51e32e486a98c3781057bf3305be5f90);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b1dc61809af74451a6909d634958d081.bindPopup(popup_798a98aca2a9102ed3bf8efed62d7799)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5d486b73de1881ebfbdf88f1e60486ea = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d765076a7d558824dd4124fe04a94e45 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4ba5aa20b7589cd910d81391468d22c3 = $(`&lt;div id=&quot;html_4ba5aa20b7589cd910d81391468d22c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_d765076a7d558824dd4124fe04a94e45.setContent(html_4ba5aa20b7589cd910d81391468d22c3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5d486b73de1881ebfbdf88f1e60486ea.bindPopup(popup_d765076a7d558824dd4124fe04a94e45)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_afe87ec4f29ed7049670346e6ce206eb = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9dcc3eae615ee8ed6d4693866db943a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_22b91124159c328822f2d9dfc8ebe5bd = $(`&lt;div id=&quot;html_22b91124159c328822f2d9dfc8ebe5bd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_9dcc3eae615ee8ed6d4693866db943a4.setContent(html_22b91124159c328822f2d9dfc8ebe5bd);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_afe87ec4f29ed7049670346e6ce206eb.bindPopup(popup_9dcc3eae615ee8ed6d4693866db943a4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_59a2289680706e32645f605f2485beb1 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3086fa37e5e6ae86d3f5ed9174c07f47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_18b4f64b7446743358fdb55842770cc0 = $(`&lt;div id=&quot;html_18b4f64b7446743358fdb55842770cc0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_3086fa37e5e6ae86d3f5ed9174c07f47.setContent(html_18b4f64b7446743358fdb55842770cc0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_59a2289680706e32645f605f2485beb1.bindPopup(popup_3086fa37e5e6ae86d3f5ed9174c07f47)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3a63be2174fc2e1265aefd24ec957108 = L.marker(\n",
       "                [22.298872, 114.1741181],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c0e449df0a69390ff2fdea7876136cf3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e7c087c66f28c7dfa54e2d75a360f983 = $(`&lt;div id=&quot;html_e7c087c66f28c7dfa54e2d75a360f983&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsim Sha Tsui&lt;/div&gt;`)[0];\n",
       "                popup_c0e449df0a69390ff2fdea7876136cf3.setContent(html_e7c087c66f28c7dfa54e2d75a360f983);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3a63be2174fc2e1265aefd24ec957108.bindPopup(popup_c0e449df0a69390ff2fdea7876136cf3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_795cb0d24bf7620076d4c58d116d5387 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3b47adde2db5c37b4a51d546fbf03bae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4a4a96e79dee799402032da732af742b = $(`&lt;div id=&quot;html_4a4a96e79dee799402032da732af742b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_3b47adde2db5c37b4a51d546fbf03bae.setContent(html_4a4a96e79dee799402032da732af742b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_795cb0d24bf7620076d4c58d116d5387.bindPopup(popup_3b47adde2db5c37b4a51d546fbf03bae)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a689ff5724c02dcad82d9a6d95230c35 = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9738bb78c1eed0c9255eaf480cc47284 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_95186a3731244048f91453ec90dbf498 = $(`&lt;div id=&quot;html_95186a3731244048f91453ec90dbf498&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_9738bb78c1eed0c9255eaf480cc47284.setContent(html_95186a3731244048f91453ec90dbf498);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a689ff5724c02dcad82d9a6d95230c35.bindPopup(popup_9738bb78c1eed0c9255eaf480cc47284)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ec29a8dc7f5ea904f73734dfef297850 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c2c4a3efb51de10fb8869768f58e8762 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_93bc72bdf7162c0f19ba4cee1ec6b9ea = $(`&lt;div id=&quot;html_93bc72bdf7162c0f19ba4cee1ec6b9ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_c2c4a3efb51de10fb8869768f58e8762.setContent(html_93bc72bdf7162c0f19ba4cee1ec6b9ea);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ec29a8dc7f5ea904f73734dfef297850.bindPopup(popup_c2c4a3efb51de10fb8869768f58e8762)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_6b57fc87a7644fcb74add4fb1f109062 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_11a5684588ccfbdb3bb7ee4fcbd3216d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7c73420bab733cb44e267d3ef185c158 = $(`&lt;div id=&quot;html_7c73420bab733cb44e267d3ef185c158&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_11a5684588ccfbdb3bb7ee4fcbd3216d.setContent(html_7c73420bab733cb44e267d3ef185c158);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_6b57fc87a7644fcb74add4fb1f109062.bindPopup(popup_11a5684588ccfbdb3bb7ee4fcbd3216d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fcdcf27c2a170622a2632d9c71d93c6f = L.marker(\n",
       "                [22.2790972, 114.2286665],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b029e70ce6cd306c64380db88d0b63db = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7790b9eb194d6b23ff7200539b5cf34b = $(`&lt;div id=&quot;html_7790b9eb194d6b23ff7200539b5cf34b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shau Kei Wan&lt;/div&gt;`)[0];\n",
       "                popup_b029e70ce6cd306c64380db88d0b63db.setContent(html_7790b9eb194d6b23ff7200539b5cf34b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fcdcf27c2a170622a2632d9c71d93c6f.bindPopup(popup_b029e70ce6cd306c64380db88d0b63db)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c794d1aa6055105529457124aef82446 = L.marker(\n",
       "                [22.344419000000002, 114.09898196173434],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_6debe5edb37a7ff3affae8f066a12a67 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_35a8c55b231c34c5a208445ed9c7cc90 = $(`&lt;div id=&quot;html_35a8c55b231c34c5a208445ed9c7cc90&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsing Yi&lt;/div&gt;`)[0];\n",
       "                popup_6debe5edb37a7ff3affae8f066a12a67.setContent(html_35a8c55b231c34c5a208445ed9c7cc90);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c794d1aa6055105529457124aef82446.bindPopup(popup_6debe5edb37a7ff3affae8f066a12a67)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ea480f43c35afa430be573978297a918 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9fde0d4afd322a6cb231f8f85ecc129d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d721b3ad45720a5f907e85c3ec695729 = $(`&lt;div id=&quot;html_d721b3ad45720a5f907e85c3ec695729&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_9fde0d4afd322a6cb231f8f85ecc129d.setContent(html_d721b3ad45720a5f907e85c3ec695729);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ea480f43c35afa430be573978297a918.bindPopup(popup_9fde0d4afd322a6cb231f8f85ecc129d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3453e40b1f1bb0e1d77ce7eea4567a39 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f6b66f9d01f96e4e79f982eb2d896800 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fa055406e719418a28dd4bfd650f14ae = $(`&lt;div id=&quot;html_fa055406e719418a28dd4bfd650f14ae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_f6b66f9d01f96e4e79f982eb2d896800.setContent(html_fa055406e719418a28dd4bfd650f14ae);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3453e40b1f1bb0e1d77ce7eea4567a39.bindPopup(popup_f6b66f9d01f96e4e79f982eb2d896800)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_750be8b72831b85f7c41b66a12858937 = L.marker(\n",
       "                [22.2906565, 114.1989737],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2e8518452940c3f7ec6b14c1303a13bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2d5d4c33597c83032b040c7fbe1e799b = $(`&lt;div id=&quot;html_2d5d4c33597c83032b040c7fbe1e799b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;North Point&lt;/div&gt;`)[0];\n",
       "                popup_2e8518452940c3f7ec6b14c1303a13bd.setContent(html_2d5d4c33597c83032b040c7fbe1e799b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_750be8b72831b85f7c41b66a12858937.bindPopup(popup_2e8518452940c3f7ec6b14c1303a13bd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7c44ccb7fbd7aae3086702295929f299 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8cdb7b9eb8f2aa786191b5aac5023e37 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2b811edca17fa284bdc2fa0a82ed8425 = $(`&lt;div id=&quot;html_2b811edca17fa284bdc2fa0a82ed8425&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_8cdb7b9eb8f2aa786191b5aac5023e37.setContent(html_2b811edca17fa284bdc2fa0a82ed8425);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7c44ccb7fbd7aae3086702295929f299.bindPopup(popup_8cdb7b9eb8f2aa786191b5aac5023e37)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3583b211fafda76fcedebb62a46e095b = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b81865000397d2b9a2c38dabd727efd8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d22864d5ad4091205cf0a0f5dd2dd3b8 = $(`&lt;div id=&quot;html_d22864d5ad4091205cf0a0f5dd2dd3b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_b81865000397d2b9a2c38dabd727efd8.setContent(html_d22864d5ad4091205cf0a0f5dd2dd3b8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3583b211fafda76fcedebb62a46e095b.bindPopup(popup_b81865000397d2b9a2c38dabd727efd8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ca17f45a31ff1ee4ffa2ac4a35092c8d = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_741cfb109a8930bc5ee058a31aeb9c47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f9f4f6a9c37b50176b34fdd6797ca25d = $(`&lt;div id=&quot;html_f9f4f6a9c37b50176b34fdd6797ca25d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_741cfb109a8930bc5ee058a31aeb9c47.setContent(html_f9f4f6a9c37b50176b34fdd6797ca25d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ca17f45a31ff1ee4ffa2ac4a35092c8d.bindPopup(popup_741cfb109a8930bc5ee058a31aeb9c47)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b0becdf078dee57fc983508adac137ba = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8348a2f00d066605670bdb0c96b2d1d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a1f9b867828a8dfb7b8267285c7acc2c = $(`&lt;div id=&quot;html_a1f9b867828a8dfb7b8267285c7acc2c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_8348a2f00d066605670bdb0c96b2d1d0.setContent(html_a1f9b867828a8dfb7b8267285c7acc2c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b0becdf078dee57fc983508adac137ba.bindPopup(popup_8348a2f00d066605670bdb0c96b2d1d0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ec5cc7ea2c814033003f339375afdf60 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d492909f4e8bd024471ba7757fe64e9a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3200eb3a1f636b8128de4a2b93766895 = $(`&lt;div id=&quot;html_3200eb3a1f636b8128de4a2b93766895&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_d492909f4e8bd024471ba7757fe64e9a.setContent(html_3200eb3a1f636b8128de4a2b93766895);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ec5cc7ea2c814033003f339375afdf60.bindPopup(popup_d492909f4e8bd024471ba7757fe64e9a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ac8d896c04b77a0692fd7258c3598513 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_6a388f7f821e4164c9bdc2d90a02dbb2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c728b47035f11aec442b5b5f9060c532 = $(`&lt;div id=&quot;html_c728b47035f11aec442b5b5f9060c532&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_6a388f7f821e4164c9bdc2d90a02dbb2.setContent(html_c728b47035f11aec442b5b5f9060c532);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ac8d896c04b77a0692fd7258c3598513.bindPopup(popup_6a388f7f821e4164c9bdc2d90a02dbb2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_07d7a755bb19fc0ee5326f7cec9f3df8 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e796f8d85bee64efb1cacf4dd8011e4d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7443073023ac5dd115c8e2c84a7e06c8 = $(`&lt;div id=&quot;html_7443073023ac5dd115c8e2c84a7e06c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_e796f8d85bee64efb1cacf4dd8011e4d.setContent(html_7443073023ac5dd115c8e2c84a7e06c8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_07d7a755bb19fc0ee5326f7cec9f3df8.bindPopup(popup_e796f8d85bee64efb1cacf4dd8011e4d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3547635286cddc8853179d65eb22fabc = L.marker(\n",
       "                [22.298872, 114.1741181],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_bfc464449bc2195d233e2aa719f3ba28 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ecc983c528827caac9b81fd6c3cf45f6 = $(`&lt;div id=&quot;html_ecc983c528827caac9b81fd6c3cf45f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsim Sha Tsui&lt;/div&gt;`)[0];\n",
       "                popup_bfc464449bc2195d233e2aa719f3ba28.setContent(html_ecc983c528827caac9b81fd6c3cf45f6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3547635286cddc8853179d65eb22fabc.bindPopup(popup_bfc464449bc2195d233e2aa719f3ba28)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a64520c7d4e7e3a94687e02a74f74868 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_241cecac0214f585dc3643dac68d694a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_16b1ef4296f509c972deafea31c1f786 = $(`&lt;div id=&quot;html_16b1ef4296f509c972deafea31c1f786&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_241cecac0214f585dc3643dac68d694a.setContent(html_16b1ef4296f509c972deafea31c1f786);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a64520c7d4e7e3a94687e02a74f74868.bindPopup(popup_241cecac0214f585dc3643dac68d694a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8839afcbadc945ecd0d8a8c958e28359 = L.marker(\n",
       "                [22.3031874, 114.1820106],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f459e081872b66dfa5064fab117209c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d813ff2c3cd802f2320e41157c4a94df = $(`&lt;div id=&quot;html_d813ff2c3cd802f2320e41157c4a94df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hung Hom&lt;/div&gt;`)[0];\n",
       "                popup_f459e081872b66dfa5064fab117209c1.setContent(html_d813ff2c3cd802f2320e41157c4a94df);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8839afcbadc945ecd0d8a8c958e28359.bindPopup(popup_f459e081872b66dfa5064fab117209c1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_46a5bdfc3631c11001f984db29adb1e7 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5af595e31f2ff3c56b123459e11408b9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_79abbe2524ece2af781d2cec40c4ab63 = $(`&lt;div id=&quot;html_79abbe2524ece2af781d2cec40c4ab63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_5af595e31f2ff3c56b123459e11408b9.setContent(html_79abbe2524ece2af781d2cec40c4ab63);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_46a5bdfc3631c11001f984db29adb1e7.bindPopup(popup_5af595e31f2ff3c56b123459e11408b9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_909e72e552ea02e9c98fd6c3f84c19da = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9a8663bcdadcc9f0b50ca75ee7a09c29 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_57f4675e37b59eb49d8a1cd29ea4c89e = $(`&lt;div id=&quot;html_57f4675e37b59eb49d8a1cd29ea4c89e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_9a8663bcdadcc9f0b50ca75ee7a09c29.setContent(html_57f4675e37b59eb49d8a1cd29ea4c89e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_909e72e552ea02e9c98fd6c3f84c19da.bindPopup(popup_9a8663bcdadcc9f0b50ca75ee7a09c29)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7a7846760d13bc7d7b4383af1c6041c7 = L.marker(\n",
       "                [22.2818286, 114.1582784],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3df999c99124ba5a12e02d9b61d22add = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4ed049818cc92747448f1824bf73d804 = $(`&lt;div id=&quot;html_4ed049818cc92747448f1824bf73d804&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central&lt;/div&gt;`)[0];\n",
       "                popup_3df999c99124ba5a12e02d9b61d22add.setContent(html_4ed049818cc92747448f1824bf73d804);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7a7846760d13bc7d7b4383af1c6041c7.bindPopup(popup_3df999c99124ba5a12e02d9b61d22add)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_fc0032d9c18fab11dde64b1171ed265f = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_1868bab50053c0c32f10519dd7a3fbff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4fbb9a4edd91bb9077202d94318686c4 = $(`&lt;div id=&quot;html_4fbb9a4edd91bb9077202d94318686c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_1868bab50053c0c32f10519dd7a3fbff.setContent(html_4fbb9a4edd91bb9077202d94318686c4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_fc0032d9c18fab11dde64b1171ed265f.bindPopup(popup_1868bab50053c0c32f10519dd7a3fbff)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_07b30e1892ccebba1cb6fbe4a7b81053 = L.marker(\n",
       "                [22.298872, 114.1741181],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_c3c7e2a065bd7d1f0e091cafcebe77a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_39c28cf251b7ef99fd97743fe92d95e2 = $(`&lt;div id=&quot;html_39c28cf251b7ef99fd97743fe92d95e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tsim Sha Tsui&lt;/div&gt;`)[0];\n",
       "                popup_c3c7e2a065bd7d1f0e091cafcebe77a3.setContent(html_39c28cf251b7ef99fd97743fe92d95e2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_07b30e1892ccebba1cb6fbe4a7b81053.bindPopup(popup_c3c7e2a065bd7d1f0e091cafcebe77a3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4783bab2cb97bf1efeac9c39e66f1f84 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_788a416b39d3d1a890eae2da2f7025c4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_13f9851cf25c6ca22f3e1fcc56a487c2 = $(`&lt;div id=&quot;html_13f9851cf25c6ca22f3e1fcc56a487c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_788a416b39d3d1a890eae2da2f7025c4.setContent(html_13f9851cf25c6ca22f3e1fcc56a487c2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4783bab2cb97bf1efeac9c39e66f1f84.bindPopup(popup_788a416b39d3d1a890eae2da2f7025c4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_35c943b0eb9f412dcf12f60e884ffa3b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5f1930edc28e8bf830bd65f1030165a2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_cb8e39f1bedbe8b4f0a79912fc5cfea7 = $(`&lt;div id=&quot;html_cb8e39f1bedbe8b4f0a79912fc5cfea7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_5f1930edc28e8bf830bd65f1030165a2.setContent(html_cb8e39f1bedbe8b4f0a79912fc5cfea7);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_35c943b0eb9f412dcf12f60e884ffa3b.bindPopup(popup_5f1930edc28e8bf830bd65f1030165a2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f2ce9958c1614162b3cd2c6fec62b95f = L.marker(\n",
       "                [22.2786165, 114.16626880001752],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_99968e84abc48830afbd8d5dc8713e19 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_28a6a8c26795f59b841079e59bf63df0 = $(`&lt;div id=&quot;html_28a6a8c26795f59b841079e59bf63df0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Admiralty&lt;/div&gt;`)[0];\n",
       "                popup_99968e84abc48830afbd8d5dc8713e19.setContent(html_28a6a8c26795f59b841079e59bf63df0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f2ce9958c1614162b3cd2c6fec62b95f.bindPopup(popup_99968e84abc48830afbd8d5dc8713e19)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b6f2703e035866fe38d44fca0c844ba4 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_d84b927cb1d434db6dfacc8d5d54673d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0a7607ffaefe8afd4ea97f0f157df0f8 = $(`&lt;div id=&quot;html_0a7607ffaefe8afd4ea97f0f157df0f8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_d84b927cb1d434db6dfacc8d5d54673d.setContent(html_0a7607ffaefe8afd4ea97f0f157df0f8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b6f2703e035866fe38d44fca0c844ba4.bindPopup(popup_d84b927cb1d434db6dfacc8d5d54673d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ad4caded14f17e8fbb1ed6d87cd9b863 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_fa44389339d3991f937978a3cbecede2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_66eda80a0ec2b6502db1606b3e276451 = $(`&lt;div id=&quot;html_66eda80a0ec2b6502db1606b3e276451&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_fa44389339d3991f937978a3cbecede2.setContent(html_66eda80a0ec2b6502db1606b3e276451);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ad4caded14f17e8fbb1ed6d87cd9b863.bindPopup(popup_fa44389339d3991f937978a3cbecede2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_11ecd57e5cd1a05ad9cea785823bd676 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a99553e6b390f2dbf2b7160f16f64895 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1f655bb18f81831e2a6d572cf8a0a1dd = $(`&lt;div id=&quot;html_1f655bb18f81831e2a6d572cf8a0a1dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_a99553e6b390f2dbf2b7160f16f64895.setContent(html_1f655bb18f81831e2a6d572cf8a0a1dd);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_11ecd57e5cd1a05ad9cea785823bd676.bindPopup(popup_a99553e6b390f2dbf2b7160f16f64895)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_79e4cb97a21667007c9be05efd84d81b = L.marker(\n",
       "                [22.31211775, 114.22649563330583],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_fb2df5b1d964e02ff4dad1109172fed7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2cb951635536e623a9a657c901243b90 = $(`&lt;div id=&quot;html_2cb951635536e623a9a657c901243b90&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong Area&lt;/div&gt;`)[0];\n",
       "                popup_fb2df5b1d964e02ff4dad1109172fed7.setContent(html_2cb951635536e623a9a657c901243b90);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_79e4cb97a21667007c9be05efd84d81b.bindPopup(popup_fb2df5b1d964e02ff4dad1109172fed7)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_da3477aa2454d5d28c5b7d5ee62cf550 = L.marker(\n",
       "                [22.40693135, 114.21371634014224],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_dd17bb4d174c7973ee6ce554cfd42166 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_aa935d46919960f24e18eb2b68b61db6 = $(`&lt;div id=&quot;html_aa935d46919960f24e18eb2b68b61db6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Shatin Area&lt;/div&gt;`)[0];\n",
       "                popup_dd17bb4d174c7973ee6ce554cfd42166.setContent(html_aa935d46919960f24e18eb2b68b61db6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_da3477aa2454d5d28c5b7d5ee62cf550.bindPopup(popup_dd17bb4d174c7973ee6ce554cfd42166)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_db52a21219daa408c2332d76ce9c154b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_da652aa8db59d325cecfb40a79242c44 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a1e445e857dde4d7ec9fb7932799f371 = $(`&lt;div id=&quot;html_a1e445e857dde4d7ec9fb7932799f371&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_da652aa8db59d325cecfb40a79242c44.setContent(html_a1e445e857dde4d7ec9fb7932799f371);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_db52a21219daa408c2332d76ce9c154b.bindPopup(popup_da652aa8db59d325cecfb40a79242c44)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a7547056b712085a44a9d3d43f7ea80b = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e0a649d05c4f28372060a40c04e71fac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ed58e3b93e235259d1538029593de8b4 = $(`&lt;div id=&quot;html_ed58e3b93e235259d1538029593de8b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_e0a649d05c4f28372060a40c04e71fac.setContent(html_ed58e3b93e235259d1538029593de8b4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a7547056b712085a44a9d3d43f7ea80b.bindPopup(popup_e0a649d05c4f28372060a40c04e71fac)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3b605dc3252fc64bf99cf8012cd39fd6 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_f3de8d78611a8e28facfc8addde8c048 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1a898f5c46c2db7f91f6abfc01bf73f4 = $(`&lt;div id=&quot;html_1a898f5c46c2db7f91f6abfc01bf73f4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_f3de8d78611a8e28facfc8addde8c048.setContent(html_1a898f5c46c2db7f91f6abfc01bf73f4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3b605dc3252fc64bf99cf8012cd39fd6.bindPopup(popup_f3de8d78611a8e28facfc8addde8c048)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b919138582ef64bc3975345058957597 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_5c5c4f8f2458d46c8f35ec4bcc5644b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_28f0e8a14975229b88b7e825d371f19f = $(`&lt;div id=&quot;html_28f0e8a14975229b88b7e825d371f19f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_5c5c4f8f2458d46c8f35ec4bcc5644b7.setContent(html_28f0e8a14975229b88b7e825d371f19f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b919138582ef64bc3975345058957597.bindPopup(popup_5c5c4f8f2458d46c8f35ec4bcc5644b7)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5b8920fca696a10afc1d13c1d0528ba9 = L.marker(\n",
       "                [22.2871691, 114.1304863970079],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_59982840fea12fa5629834f5490d7d24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bc2f679f578ab31312d0abb51372df97 = $(`&lt;div id=&quot;html_bc2f679f578ab31312d0abb51372df97&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Central &amp; Western Area&lt;/div&gt;`)[0];\n",
       "                popup_59982840fea12fa5629834f5490d7d24.setContent(html_bc2f679f578ab31312d0abb51372df97);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5b8920fca696a10afc1d13c1d0528ba9.bindPopup(popup_59982840fea12fa5629834f5490d7d24)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0e2caf9c9cd26026b6a6ee60bf00046b = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_df17bbc796908c35b761eb137b1009e8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_160e5d4d25b571290ed971d26a8f41ff = $(`&lt;div id=&quot;html_160e5d4d25b571290ed971d26a8f41ff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_df17bbc796908c35b761eb137b1009e8.setContent(html_160e5d4d25b571290ed971d26a8f41ff);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0e2caf9c9cd26026b6a6ee60bf00046b.bindPopup(popup_df17bbc796908c35b761eb137b1009e8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c82a777342174429691a4ec65065c1b1 = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e57da873f49eefc81bd29366402c717f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f3d585f648a8170593f8bd4d42aff022 = $(`&lt;div id=&quot;html_f3d585f648a8170593f8bd4d42aff022&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_e57da873f49eefc81bd29366402c717f.setContent(html_f3d585f648a8170593f8bd4d42aff022);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c82a777342174429691a4ec65065c1b1.bindPopup(popup_e57da873f49eefc81bd29366402c717f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b095298fae4b52f2f0aa3a32cebcf8e6 = L.marker(\n",
       "                [22.2820777, 114.1891587],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_3fc8373ca72be66f7a10e7ec390e8174 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a45be7f3583f9b361fa3f293e5c8407a = $(`&lt;div id=&quot;html_a45be7f3583f9b361fa3f293e5c8407a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Causeway Bay&lt;/div&gt;`)[0];\n",
       "                popup_3fc8373ca72be66f7a10e7ec390e8174.setContent(html_a45be7f3583f9b361fa3f293e5c8407a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b095298fae4b52f2f0aa3a32cebcf8e6.bindPopup(popup_3fc8373ca72be66f7a10e7ec390e8174)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4a5bdbbf56615fca5dc97488f9b8b459 = L.marker(\n",
       "                [22.3204156, 114.1698105],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_67cb60d67fd98ebedbd9969e32ac8adc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_68e4f0f663b4ce6e3b63e5c212c73137 = $(`&lt;div id=&quot;html_68e4f0f663b4ce6e3b63e5c212c73137&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Mong Kok&lt;/div&gt;`)[0];\n",
       "                popup_67cb60d67fd98ebedbd9969e32ac8adc.setContent(html_68e4f0f663b4ce6e3b63e5c212c73137);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4a5bdbbf56615fca5dc97488f9b8b459.bindPopup(popup_67cb60d67fd98ebedbd9969e32ac8adc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0b3be0d25a28286480dc2a461bfa9f31 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_089734d716d3b19158af36c46e03721d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3d9ac46e03365a717f7ac2c4a6872321 = $(`&lt;div id=&quot;html_3d9ac46e03365a717f7ac2c4a6872321&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_089734d716d3b19158af36c46e03721d.setContent(html_3d9ac46e03365a717f7ac2c4a6872321);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0b3be0d25a28286480dc2a461bfa9f31.bindPopup(popup_089734d716d3b19158af36c46e03721d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e09ffd5d7066e926f5579701c442aa93 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a7fdf35fce854e7e5454b5dbddb60c10 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b2c82c88e71c90964993b16a19c24473 = $(`&lt;div id=&quot;html_b2c82c88e71c90964993b16a19c24473&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_a7fdf35fce854e7e5454b5dbddb60c10.setContent(html_b2c82c88e71c90964993b16a19c24473);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e09ffd5d7066e926f5579701c442aa93.bindPopup(popup_a7fdf35fce854e7e5454b5dbddb60c10)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d87c8e0fcf3b74f7b1b25f6c63eb64b2 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_44124e913f7d0e077be3ffabf7a0f9ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fe230f2fbfab5fd1cf883f4ff7298a0a = $(`&lt;div id=&quot;html_fe230f2fbfab5fd1cf883f4ff7298a0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_44124e913f7d0e077be3ffabf7a0f9ec.setContent(html_fe230f2fbfab5fd1cf883f4ff7298a0a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d87c8e0fcf3b74f7b1b25f6c63eb64b2.bindPopup(popup_44124e913f7d0e077be3ffabf7a0f9ec)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_69fc36694c04aab87ecfc63cee114da1 = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_88cb171f5b5286bfd90e71550f354075 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_db3d0029bcc5cafa500e5624927cb6b8 = $(`&lt;div id=&quot;html_db3d0029bcc5cafa500e5624927cb6b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_88cb171f5b5286bfd90e71550f354075.setContent(html_db3d0029bcc5cafa500e5624927cb6b8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_69fc36694c04aab87ecfc63cee114da1.bindPopup(popup_88cb171f5b5286bfd90e71550f354075)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4fac54052e78f831bc425e20dffc85e3 = L.marker(\n",
       "                [22.315511649999998, 114.21909231828533],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2a52f53aaa91cb25a94496a628270556 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a2fd0824f8c534233f4e983b6f0148f2 = $(`&lt;div id=&quot;html_a2fd0824f8c534233f4e983b6f0148f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Ngau Tau Kok&lt;/div&gt;`)[0];\n",
       "                popup_2a52f53aaa91cb25a94496a628270556.setContent(html_a2fd0824f8c534233f4e983b6f0148f2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4fac54052e78f831bc425e20dffc85e3.bindPopup(popup_2a52f53aaa91cb25a94496a628270556)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b4edb39b98ef0a8c5833d209da47d702 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a6d454f1c4aa1a668030e3a5d35cda71 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_cc14c277d52c4287badbeb0569adee2f = $(`&lt;div id=&quot;html_cc14c277d52c4287badbeb0569adee2f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_a6d454f1c4aa1a668030e3a5d35cda71.setContent(html_cc14c277d52c4287badbeb0569adee2f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b4edb39b98ef0a8c5833d209da47d702.bindPopup(popup_a6d454f1c4aa1a668030e3a5d35cda71)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_282213ba777554db1d83b37147213c2f = L.marker(\n",
       "                [22.2877545, 114.2149322],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b16b083dda8c6c29f0c4ffcf774415e1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a7e21170837a2e8ccf0c2ecc3e958672 = $(`&lt;div id=&quot;html_a7e21170837a2e8ccf0c2ecc3e958672&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Quarry Bay&lt;/div&gt;`)[0];\n",
       "                popup_b16b083dda8c6c29f0c4ffcf774415e1.setContent(html_a7e21170837a2e8ccf0c2ecc3e958672);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_282213ba777554db1d83b37147213c2f.bindPopup(popup_b16b083dda8c6c29f0c4ffcf774415e1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e37a37513dfc86bc551a691536a4879f = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2e92edc652e31ab38064078943e8204d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b5afdcc740ebb79145afc60ea33ccdc2 = $(`&lt;div id=&quot;html_b5afdcc740ebb79145afc60ea33ccdc2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_2e92edc652e31ab38064078943e8204d.setContent(html_b5afdcc740ebb79145afc60ea33ccdc2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e37a37513dfc86bc551a691536a4879f.bindPopup(popup_2e92edc652e31ab38064078943e8204d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d6ed93036d87f79c31031e63b2ddaee7 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_8daf9fe1774b337776899f48da614542 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7ec5b4d49003c45dfeab2b4638becffe = $(`&lt;div id=&quot;html_7ec5b4d49003c45dfeab2b4638becffe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_8daf9fe1774b337776899f48da614542.setContent(html_7ec5b4d49003c45dfeab2b4638becffe);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d6ed93036d87f79c31031e63b2ddaee7.bindPopup(popup_8daf9fe1774b337776899f48da614542)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_793850fc09e95241dc7f336d8664e9f9 = L.marker(\n",
       "                [22.3355066, 114.1561596],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_e14562dea98cac4253411d3b21a1380c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7c5c063996c885356826daad600ee5b1 = $(`&lt;div id=&quot;html_7c5c063996c885356826daad600ee5b1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Cheung Sha Wan&lt;/div&gt;`)[0];\n",
       "                popup_e14562dea98cac4253411d3b21a1380c.setContent(html_7c5c063996c885356826daad600ee5b1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_793850fc09e95241dc7f336d8664e9f9.bindPopup(popup_e14562dea98cac4253411d3b21a1380c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e96ef2871359886cb00d1994f5f0ed3a = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_7b744638fab8df73d1de2dc220a3d2f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1cd97b90b602541c68253e15f3b8c942 = $(`&lt;div id=&quot;html_1cd97b90b602541c68253e15f3b8c942&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_7b744638fab8df73d1de2dc220a3d2f1.setContent(html_1cd97b90b602541c68253e15f3b8c942);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e96ef2871359886cb00d1994f5f0ed3a.bindPopup(popup_7b744638fab8df73d1de2dc220a3d2f1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0b90ea509ab97a0d71c0c65c7fbaf601 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_fb2814d1f51c2d2b4d490572803f4fbc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bc00cdd0cf34dc13ebbfcd2a3fd81bf6 = $(`&lt;div id=&quot;html_bc00cdd0cf34dc13ebbfcd2a3fd81bf6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_fb2814d1f51c2d2b4d490572803f4fbc.setContent(html_bc00cdd0cf34dc13ebbfcd2a3fd81bf6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0b90ea509ab97a0d71c0c65c7fbaf601.bindPopup(popup_fb2814d1f51c2d2b4d490572803f4fbc)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c11f98ba729e18d9338da3c35a3d2373 = L.marker(\n",
       "                [22.2786165, 114.16626880001752],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_9f9ed303821ca5553a2dcea0bb6d26e0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_64659525f511a7d654ccfee5283b3edb = $(`&lt;div id=&quot;html_64659525f511a7d654ccfee5283b3edb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Admiralty&lt;/div&gt;`)[0];\n",
       "                popup_9f9ed303821ca5553a2dcea0bb6d26e0.setContent(html_64659525f511a7d654ccfee5283b3edb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c11f98ba729e18d9338da3c35a3d2373.bindPopup(popup_9f9ed303821ca5553a2dcea0bb6d26e0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b85e0968c3eaf17bc4eeb2b31b9a1fc0 = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_628507cfd0ffac523b606faf1f4a407a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_da0be9253843083f048c61233300a8c9 = $(`&lt;div id=&quot;html_da0be9253843083f048c61233300a8c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_628507cfd0ffac523b606faf1f4a407a.setContent(html_da0be9253843083f048c61233300a8c9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b85e0968c3eaf17bc4eeb2b31b9a1fc0.bindPopup(popup_628507cfd0ffac523b606faf1f4a407a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3a695e6bade7c0a7483629d64ee1bbbc = L.marker(\n",
       "                [22.312937, 114.22561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_2abec3a811a1f2cf34c0071267865133 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_23d1c72fd4783eb59b0d5d4ec5f9d742 = $(`&lt;div id=&quot;html_23d1c72fd4783eb59b0d5d4ec5f9d742&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kwun Tong&lt;/div&gt;`)[0];\n",
       "                popup_2abec3a811a1f2cf34c0071267865133.setContent(html_23d1c72fd4783eb59b0d5d4ec5f9d742);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3a695e6bade7c0a7483629d64ee1bbbc.bindPopup(popup_2abec3a811a1f2cf34c0071267865133)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2ade960ee83d29ff049f6603b5e8318a = L.marker(\n",
       "                [22.323467299999997, 114.21406755240673],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_76c0ae33f7e74d0afee50adc4ccf7bcd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4081218276c8be2d1fa54ed2fa092866 = $(`&lt;div id=&quot;html_4081218276c8be2d1fa54ed2fa092866&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Kowloon Bay&lt;/div&gt;`)[0];\n",
       "                popup_76c0ae33f7e74d0afee50adc4ccf7bcd.setContent(html_4081218276c8be2d1fa54ed2fa092866);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2ade960ee83d29ff049f6603b5e8318a.bindPopup(popup_76c0ae33f7e74d0afee50adc4ccf7bcd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d30fab9e128a50aa8c9d2abaeff85c8a = L.marker(\n",
       "                [13.6822162, 100.5053561],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_599ccb215ed245342acb06c61b0d4932 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_cc571754514f07c81b3932378a8762c3 = $(`&lt;div id=&quot;html_cc571754514f07c81b3932378a8762c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;district&lt;/div&gt;`)[0];\n",
       "                popup_599ccb215ed245342acb06c61b0d4932.setContent(html_cc571754514f07c81b3932378a8762c3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d30fab9e128a50aa8c9d2abaeff85c8a.bindPopup(popup_599ccb215ed245342acb06c61b0d4932)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_80a1d34f1ca7e98b4e7d36b8c50a9e0a = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_b8533b95e93baf69c3533c58e7488a8e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_465ed9273540c393e5164b53a8e69201 = $(`&lt;div id=&quot;html_465ed9273540c393e5164b53a8e69201&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_b8533b95e93baf69c3533c58e7488a8e.setContent(html_465ed9273540c393e5164b53a8e69201);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_80a1d34f1ca7e98b4e7d36b8c50a9e0a.bindPopup(popup_b8533b95e93baf69c3533c58e7488a8e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9af8de135e3a2c71f6f3634951d01c27 = L.marker(\n",
       "                [22.2790146, 114.1724833],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_79bdf834edd22f1432739766de22b333 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9308b21a6744f4c5cd3685bcd4c0671b = $(`&lt;div id=&quot;html_9308b21a6744f4c5cd3685bcd4c0671b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Wan Chai&lt;/div&gt;`)[0];\n",
       "                popup_79bdf834edd22f1432739766de22b333.setContent(html_9308b21a6744f4c5cd3685bcd4c0671b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9af8de135e3a2c71f6f3634951d01c27.bindPopup(popup_79bdf834edd22f1432739766de22b333)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c32a5b30d77496ad0c4778d81a86e193 = L.marker(\n",
       "                [22.292258, 114.25772364596526],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_13a7f89a7868beee70d55e26a9ae37d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ca5b463838d3c9305a57fe71a89b8d44 = $(`&lt;div id=&quot;html_ca5b463838d3c9305a57fe71a89b8d44&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tseung Kwan O&lt;/div&gt;`)[0];\n",
       "                popup_13a7f89a7868beee70d55e26a9ae37d8.setContent(html_ca5b463838d3c9305a57fe71a89b8d44);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c32a5b30d77496ad0c4778d81a86e193.bindPopup(popup_13a7f89a7868beee70d55e26a9ae37d8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_637c3741deb47a0cb8ef49b8aa0f1303 = L.marker(\n",
       "                [22.271703, 113.9573191],\n",
       "                {}\n",
       "            ).addTo(map_cd29ffee60cd4710eac2a394f0d9f6d6);\n",
       "        \n",
       "    \n",
       "        var popup_a5d9c2618b8f01dd666b1263cdf48445 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_00297f192f4b6c2011c656f920ed64b5 = $(`&lt;div id=&quot;html_00297f192f4b6c2011c656f920ed64b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lantau Island&lt;/div&gt;`)[0];\n",
       "                popup_a5d9c2618b8f01dd666b1263cdf48445.setContent(html_00297f192f4b6c2011c656f920ed64b5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_637c3741deb47a0cb8ef49b8aa0f1303.bindPopup(popup_a5d9c2618b8f01dd666b1263cdf48445)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f6656909ad0>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a map\n",
    "m = folium.Map(location=[22.34, 114.1], tiles='openstreetmap', zoom_start=11, control_scale=True)\n",
    "\n",
    "# Add points to the map\n",
    "for idx, row in df_map_3.iterrows():\n",
    "    folium.Marker([row['Latitude'], row['Longitude']], popup=row['district']).add_to(m)\n",
    "\n",
    "# Display the map\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "e4c36535",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-09T16:53:47.499635Z",
     "iopub.status.busy": "2022-12-09T16:53:47.499195Z",
     "iopub.status.idle": "2022-12-09T16:53:47.934808Z",
     "shell.execute_reply": "2022-12-09T16:53:47.933455Z"
    },
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     "duration": 0.478515,
     "end_time": "2022-12-09T16:53:47.937819",
     "exception": false,
     "start_time": "2022-12-09T16:53:47.459304",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "m.save('hk_data_job_geodistribution.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53987420",
   "metadata": {
    "papermill": {
     "duration": 0.038273,
     "end_time": "2022-12-09T16:53:48.012872",
     "exception": false,
     "start_time": "2022-12-09T16:53:47.974599",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Limitations \n",
    "\n",
    "* Limitation of this study remains on the lack of salary data. One of the solution could be pooling data from other job posting platforms. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae9bc0fc",
   "metadata": {
    "papermill": {
     "duration": 0.036978,
     "end_time": "2022-12-09T16:53:48.090199",
     "exception": false,
     "start_time": "2022-12-09T16:53:48.053221",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# What could be possible next?\n",
    "* unsupervised ML:  standardize job titles into categorical variable to do kmeans clustering\n",
    "* compare this study with data science related job postings in other countries"
   ]
  }
 ],
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