Clustering.ipynb

{
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  "metadata": {
    "colab": {
      "name": "Clustering",
      "provenance": [],
      "collapsed_sections": [],
      "machine_shape": "hm",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yichun-hub/FlickrCrawler-in-Tainan/blob/main/Clustering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "impP0enAAC7J"
      },
      "source": [
        "#Preparation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7AOPtHdoALtU"
      },
      "source": [
        "####Importing libraries and mounting Google Drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ov1m1HH4A_hd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "deb70137-f408-4805-d68e-3656a482ee29"
      },
      "source": [
        "# Basic libraries\n",
        "import os\n",
        "import pandas as pd\n",
        "import numpy as np \n",
        "from joblib import dump, load\n",
        "import six\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "# Clustering\n",
        "from sklearn.cluster import DBSCAN, OPTICS, cluster_optics_dbscan\n",
        "from sklearn.preprocessing import normalize, StandardScaler\n",
        "from sklearn.neighbors import NearestNeighbors\n",
        "from sklearn import metrics\n",
        "import sklearn.utils\n",
        "\n",
        "# Vizualization\n",
        "import matplotlib\n",
        "from matplotlib import gridspec\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.patches as patches \n",
        "%matplotlib inline\n",
        "from PIL import Image\n",
        "# Installing cartopy library from command line\n",
        "!apt-get install libproj-dev proj-data proj-bin\n",
        "!apt-get install libgeos-dev\n",
        "!pip install cython\n",
        "!pip uninstall shapely\n",
        "!pip install shapely --no-binary shapely\n",
        "!pip install cartopy\n",
        "import cartopy\n",
        "import cartopy.crs as ccrs\n",
        "import cartopy.feature as cfeature\n",
        "from cartopy import config\n",
        "from cartopy.io import shapereader\n",
        "import cartopy.io.img_tiles as cimgt\n",
        "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "libproj-dev is already the newest version (4.9.3-2).\n",
            "libproj-dev set to manually installed.\n",
            "proj-data is already the newest version (4.9.3-2).\n",
            "proj-data set to manually installed.\n",
            "The following NEW packages will be installed:\n",
            "  proj-bin\n",
            "0 upgraded, 1 newly installed, 0 to remove and 37 not upgraded.\n",
            "Need to get 32.3 kB of archives.\n",
            "After this operation, 110 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 proj-bin amd64 4.9.3-2 [32.3 kB]\n",
            "Fetched 32.3 kB in 0s (105 kB/s)\n",
            "Selecting previously unselected package proj-bin.\n",
            "(Reading database ... 155222 files and directories currently installed.)\n",
            "Preparing to unpack .../proj-bin_4.9.3-2_amd64.deb ...\n",
            "Unpacking proj-bin (4.9.3-2) ...\n",
            "Setting up proj-bin (4.9.3-2) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "libgeos-dev is already the newest version (3.6.2-1build2).\n",
            "libgeos-dev set to manually installed.\n",
            "0 upgraded, 0 newly installed, 0 to remove and 37 not upgraded.\n",
            "Requirement already satisfied: cython in /usr/local/lib/python3.7/dist-packages (0.29.24)\n",
            "Found existing installation: Shapely 1.8.0\n",
            "Uninstalling Shapely-1.8.0:\n",
            "  Would remove:\n",
            "    /usr/local/lib/python3.7/dist-packages/Shapely-1.8.0.dist-info/*\n",
            "    /usr/local/lib/python3.7/dist-packages/Shapely.libs/libgeos--no-undefined-dcd1b562.so\n",
            "    /usr/local/lib/python3.7/dist-packages/Shapely.libs/libgeos_c-74dec7a7.so.1.14.2\n",
            "    /usr/local/lib/python3.7/dist-packages/shapely/*\n",
            "Proceed (y/n)? y\n",
            "  Successfully uninstalled Shapely-1.8.0\n",
            "Collecting shapely\n",
            "  Downloading Shapely-1.8.0.tar.gz (278 kB)\n",
            "\u001b[K     |████████████████████████████████| 278 kB 5.2 MB/s \n",
            "\u001b[?25hSkipping wheel build for shapely, due to binaries being disabled for it.\n",
            "Installing collected packages: shapely\n",
            "    Running setup.py install for shapely ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
            "Successfully installed shapely-1.8.0\n",
            "Collecting cartopy\n",
            "  Downloading Cartopy-0.20.1.tar.gz (10.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 10.8 MB 4.0 MB/s \n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[33mWARNING: Discarding https://files.pythonhosted.org/packages/fc/59/aa52698e3838f4cd0e7eaa75bd86837e9e0b05041dbdaee3cda2fffced06/Cartopy-0.20.1.tar.gz#sha256=91f87b130e2574547a20cd634498df97d797abd12dcfd0235bc0cdbcec8b05e3 (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpdf7_1uuy Check the logs for full command output.\u001b[0m\n",
            "  Downloading Cartopy-0.20.0.tar.gz (10.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 10.8 MB 12.7 MB/s \n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[33mWARNING: Discarding https://files.pythonhosted.org/packages/0f/c0/58453b036e79046d211f083880d58dcce787e7e07647ac25dc46c6555099/Cartopy-0.20.0.tar.gz#sha256=eae58aff26806e63cf115b2bce9477cedc4aa9f578c5e477b2c25cfa404f2b7a (from https://pypi.org/simple/cartopy/) (requires-python:>=3.7). Command errored out with exit status 1: /usr/bin/python3 /usr/local/lib/python3.7/dist-packages/pip/_vendor/pep517/in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpqg8_qiy_ Check the logs for full command output.\u001b[0m\n",
            "  Downloading Cartopy-0.19.0.post1.tar.gz (12.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 12.1 MB 136 kB/s \n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "    Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting pyshp>=2\n",
            "  Downloading pyshp-2.1.3.tar.gz (219 kB)\n",
            "\u001b[K     |████████████████████████████████| 219 kB 66.3 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.7/dist-packages (from cartopy) (1.19.5)\n",
            "Requirement already satisfied: shapely>=1.5.6 in /usr/local/lib/python3.7/dist-packages (from cartopy) (1.8.0)\n",
            "Building wheels for collected packages: cartopy, pyshp\n",
            "  Building wheel for cartopy (PEP 517) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for cartopy: filename=Cartopy-0.19.0.post1-cp37-cp37m-linux_x86_64.whl size=12516280 sha256=674e421e802ecf7bbb81ba4edb4bdafb4a65fbd8b02575c995ad76a15266a30e\n",
            "  Stored in directory: /root/.cache/pip/wheels/98/01/f7/bd10aeb96fe4b518cde5f7c4f5e12c7202f85b7353a5017847\n",
            "  Building wheel for pyshp (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyshp: filename=pyshp-2.1.3-py3-none-any.whl size=37325 sha256=7eea41ff011396c95b5fd50d5884eb4c0849756c51b05bc1419ba4fc067612b7\n",
            "  Stored in directory: /root/.cache/pip/wheels/43/f8/87/53c8cd41545ba20e536ea29a8fcb5431b5f477ca50d5dffbbe\n",
            "Successfully built cartopy pyshp\n",
            "Installing collected packages: pyshp, cartopy\n",
            "Successfully installed cartopy-0.19.0.post1 pyshp-2.1.3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q4IVM6GecDgQ"
      },
      "source": [
        "####Defining the function needed"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kc1a7plOrbJ3"
      },
      "source": [
        "# def make_map(projection=ccrs.PlateCarree()):\n",
        "#   fig, ax = plt.subplots(figsize=(14, 10),\n",
        "#                          subplot_kw=dict(projection=projection))\n",
        "#   gl = ax.gridlines(draw_labels=True)\n",
        "#   gl.xlabels_top = gl.ylabels_right = False\n",
        "#   gl.xformatter = LONGITUDE_FORMATTER\n",
        "#   gl.yformatter = LATITUDE_FORMATTER\n",
        "#   return fig, ax\n",
        "\n",
        "def new_get_image(self, tile):\n",
        "    if six.PY3:\n",
        "        from urllib.request import urlopen, Request\n",
        "    else:\n",
        "        from urllib2 import urlopen\n",
        "    url = self._image_url(tile)  # added by H.C. Winsemius\n",
        "    req = Request(url) # added by H.C. Winsemius\n",
        "    req.add_header('User-agent', 'your bot 0.1')\n",
        "    # fh = urlopen(url)  # removed by H.C. Winsemius\n",
        "    fh = urlopen(req)\n",
        "    im_data = six.BytesIO(fh.read())\n",
        "    fh.close()\n",
        "    img = Image.open(im_data)\n",
        "\n",
        "    img = img.convert(self.desired_tile_form)\n",
        "\n",
        "    return img, self.tileextent(tile), 'lower'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VqSRMFyebYBI"
      },
      "source": [
        "####Loading the dataset as Panda DataFrame"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5cY-NiysAPnB",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9defdbcd-5293-4680-80a8-abaf8f88b6d9"
      },
      "source": [
        "root = '/content/drive/MyDrive/Colab Notebooks/Flickr'\n",
        "\n",
        "# loading the file\n",
        "geotag_df = pd.read_csv(root+'/CSV/cleancsv/2015.csv')\n",
        "geotag_df.set_index('photo_id', inplace=True)\n",
        "print (\"Shape of the DataFrame: \", geotag_df.shape)\n",
        "\n",
        "owner_list = geotag_df.owner_nsid.unique()\n",
        "owner_df = pd.DataFrame({'owner_nsid': owner_list})\n",
        "print(owner_df.head())\n",
        "print(owner_df) ##177\n",
        "\n",
        "#geotag_test = geotag_df.sample(frac=2, replace=True)\n",
        "owner_test = owner_df.sample(841)\n",
        "#print(owner_test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape of the DataFrame:  (11127, 253)\n",
            "      owner_nsid\n",
            "0  100410866@N06\n",
            "1  132201212@N08\n",
            "2   26526753@N06\n",
            "3   41311366@N00\n",
            "4  100280633@N05\n",
            "        owner_nsid\n",
            "0    100410866@N06\n",
            "1    132201212@N08\n",
            "2     26526753@N06\n",
            "3     41311366@N00\n",
            "4    100280633@N05\n",
            "..             ...\n",
            "836   13986243@N04\n",
            "837   92144911@N05\n",
            "838    8874741@N03\n",
            "839   86695113@N08\n",
            "840   97391488@N05\n",
            "\n",
            "[841 rows x 1 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eS3QjWmK2UnB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 366
        },
        "outputId": "73e21cf9-20c8-4ce7-881d-dc29819c4e59"
      },
      "source": [
        "# defining the maps border\n",
        "\n",
        "lower_longitude = 120.033449\n",
        "upper_longitude = 120.656555\n",
        "lower_latitude = 22.887501\n",
        "upper_latitude = 23.413401\n",
        "'''\n",
        "### 台南市中心\n",
        "lower_longitude = 120.078996\n",
        "upper_longitude = 120.334324\n",
        "lower_latitude = 22.914592\n",
        "upper_latitude = 23.088418'''\n",
        "\n",
        "extent = [lower_longitude, upper_longitude, lower_latitude, upper_latitude]\n",
        "\n",
        "# Filtering data based on the coordinate\n",
        "geotag_df = geotag_df.loc[(geotag_df['location_longitude'] > lower_longitude) &\n",
        "                          (geotag_df['location_longitude'] < upper_longitude) &\n",
        "                          (geotag_df['location_latitude'] > lower_latitude) &\n",
        "                          (geotag_df['location_latitude'] < upper_latitude)]\n",
        "print (\"Shape of the DataFrame: \", geotag_df.shape)\n",
        "geotag_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape of the DataFrame:  (11127, 253)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>2.60997766e+10</th>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2.60997758e+10</th>\n",
              "      <td>100410866@N06</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2015-01-01</td>\n",
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              "      <td>120.122811</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>2.66790576e+10</th>\n",
              "      <td>100410866@N06</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2015-01-01</td>\n",
              "      <td>23.267130</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2.60997753e+10</th>\n",
              "      <td>100410866@N06</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2015-01-01</td>\n",
              "      <td>23.267172</td>\n",
              "      <td>120.123752</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1.93573158e+10</th>\n",
              "      <td>100410866@N06</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2015-01-01</td>\n",
              "      <td>23.266355</td>\n",
              "      <td>120.123352</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 253 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-106d162c-97c5-4783-acd1-3e6bf32a3544')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-106d162c-97c5-4783-acd1-3e6bf32a3544 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-106d162c-97c5-4783-acd1-3e6bf32a3544');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                   owner_nsid owner_location  ... Unnamed: 252  Unnamed: 253\n",
              "photo_id                                      ...                           \n",
              "2.60997766e+10  100410866@N06            NaN  ...          NaN           NaN\n",
              "2.60997758e+10  100410866@N06            NaN  ...          NaN           NaN\n",
              "2.66790576e+10  100410866@N06            NaN  ...          NaN           NaN\n",
              "2.60997753e+10  100410866@N06            NaN  ...          NaN           NaN\n",
              "1.93573158e+10  100410866@N06            NaN  ...          NaN           NaN\n",
              "\n",
              "[5 rows x 253 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m8p5-ElQcSnb"
      },
      "source": [
        "#Visualization"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kTA-tbWBMWUg"
      },
      "source": [
        "####User Photomap"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SZTwHFP7-JuM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "05c9d922-9683-4b5d-dc58-4598b3c7a552"
      },
      "source": [
        "i = 0\n",
        "total_user = len(owner_test.index)\n",
        "plt.ioff()\n",
        "\n",
        "for index, row in owner_test.iterrows():\n",
        "\tcimgt.GoogleWTS.get_image = new_get_image\n",
        "\trequest = cimgt.GoogleTiles()\n",
        "\n",
        "\tfig = plt.figure(figsize=(9,6))\n",
        "\tmymap = plt.axes(projection=ccrs.PlateCarree())\n",
        "\tmymap.set_extent(extent)\n",
        "\tmymap.add_image(request, 10)\n",
        "\t\n",
        "\tplot_df = geotag_df.loc[geotag_df['owner_nsid'] == row.owner_nsid]\n",
        "\t#print(current_owner_nsid)\n",
        "\n",
        "\ttotal_nodes = len(geotag_df.index)\n",
        "\tfor index,row in plot_df.iterrows():\n",
        "\t\tmymap.plot(row.location_longitude, row.location_latitude, markerfacecolor = 'blue', markeredgecolor = 'yellow', marker = 's', markersize = 10, alpha = 0.6)\n",
        "\tplt.title(\"Photo map of user: {0}\" .format(row.owner_nsid), fontsize=14)\n",
        "\t#plt.savefig(\"/content/drive/My Drive/Colab Notebooks/Flickr/MAPs/User_photomap/{0}.png\" .format(row.owner_nsid), dpi=300)\n",
        "\tplt.close(fig)\n",
        "\ti += 1\n",
        "\tif i % 50 == 0:\n",
        "\t\tprint('{0} / {1} user photo map created.' .format(i, total_user))\n",
        "    #plt.show()\n",
        "print('Total of {0} user photo map created.' .format(i))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "50 / 841 user photo map created.\n",
            "100 / 841 user photo map created.\n",
            "150 / 841 user photo map created.\n",
            "200 / 841 user photo map created.\n",
            "250 / 841 user photo map created.\n",
            "300 / 841 user photo map created.\n",
            "350 / 841 user photo map created.\n",
            "400 / 841 user photo map created.\n",
            "450 / 841 user photo map created.\n",
            "500 / 841 user photo map created.\n",
            "550 / 841 user photo map created.\n",
            "600 / 841 user photo map created.\n",
            "650 / 841 user photo map created.\n",
            "700 / 841 user photo map created.\n",
            "750 / 841 user photo map created.\n",
            "800 / 841 user photo map created.\n",
            "Total of 841 user photo map created.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WyNNOFJbcYYs"
      },
      "source": [
        "####Distribution Map"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qeBItWBCMuWf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "outputId": "64b77e7d-6472-4190-82a5-2a8ee18a24a4"
      },
      "source": [
        "cimgt.GoogleWTS.get_image = new_get_image\n",
        "request = cimgt.GoogleTiles()\n",
        "\n",
        "fig = plt.figure(figsize=(8, 8))\n",
        "mymap = plt.axes(projection=ccrs.PlateCarree())\n",
        "mymap.set_extent(extent)\n",
        "mymap.add_image(request, 10)\n",
        "\n",
        "i = 0\n",
        "total_nodes = len(geotag_df.index)\n",
        "for index,row in geotag_df.iterrows():\n",
        "    mymap.plot(row.location_longitude, row.location_latitude, markerfacecolor = 'red', marker = '.', markersize = 10, alpha = 0.4)\n",
        "    i += 1\n",
        "    if i % 5000 == 0:\n",
        "        print('{0} / {1} nodes plotted to the map.' .format(i, total_nodes))\n",
        "print('Total of {0} nodes has been plotted to the map.' .format(i))\n",
        "#plt.text(x,y,stn)\n",
        "\n",
        "plt.title(\"Flickr Geotagged Photo Distribution in Taiwan\\nData from 2015\", fontsize=14)\n",
        "#plt.savefig(\"/content/drive/My Drive/Colab Notebooks/FlickrCrawling/Sarbagita/Maps/Distribution Map.png\", dpi=1200)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "5000 / 11127 nodes plotted to the map.\n",
            "10000 / 11127 nodes plotted to the map.\n",
            "Total of 11127 nodes has been plotted to the map.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:228: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the  number of parts of a multi-part geometry.\n",
            "  if len(multi_line_string) > 1:\n",
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:280: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n",
            "  for line in multi_line_string:\n",
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:347: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the  number of parts of a multi-part geometry.\n",
            "  if len(p_mline) > 0:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5prND3SwcoAW"
      },
      "source": [
        "#Clustering"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bIIlU6ahYb7w"
      },
      "source": [
        "#####Loading the longitude and latitude data into a new dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S5RRnvLvnlqu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "36280d38-b7fb-4c15-cfc0-6ecd83a13dae"
      },
      "source": [
        "# Taking longitude and latitude data from the geotag_df\n",
        "geotag_clus = geotag_df[['location_longitude', 'location_latitude']]\n",
        "print (\"Shape of the DataFrame: \", geotag_clus.shape)\n",
        "print(geotag_clus.head())\n",
        "\n",
        "# standardize the feature\n",
        "geotag_clus_scaled = StandardScaler().fit_transform(geotag_clus)\n",
        "pd.set_option('precision',8)\n",
        "geotag_clus_scaled = pd.DataFrame(data=geotag_clus_scaled, columns=['location_longitude', 'location_latitude'])\n",
        "print(geotag_clus_scaled.head())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape of the DataFrame:  (11127, 2)\n",
            "                location_longitude  location_latitude\n",
            "photo_id                                             \n",
            "2.60997766e+10          120.123352          23.266355\n",
            "2.60997758e+10          120.122811          23.266822\n",
            "2.66790576e+10          120.123469          23.267130\n",
            "2.60997753e+10          120.123752          23.267172\n",
            "1.93573158e+10          120.123352          23.266355\n",
            "   location_longitude  location_latitude\n",
            "0         -1.22646236         1.51196165\n",
            "1         -1.23248723         1.51556546\n",
            "2         -1.22515938         1.51794227\n",
            "3         -1.22200773         1.51826638\n",
            "4         -1.22646236         1.51196165\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tybyt21VG5u_"
      },
      "source": [
        "####OPTICS"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "u26me_U0yqf_"
      },
      "source": [
        "#####Benchmarking the `min_samples`, `xi`, and `min_cluster_size` to find the optimal parameter"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lf8zQKqg042W",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "474615f2-60a6-4628-b968-25314a67ebdf"
      },
      "source": [
        "optics_result = []\n",
        "i = 0\n",
        "min_samples = [10, 20, 30]  ##一個範圍內「有多少個點以上」才算密度夠高\n",
        "xi = [0.05, 0.1]\n",
        "min_cluster_size = [0.01, 0.5, 0.1]\n",
        "\n",
        "for x in min_samples:\n",
        "\tfor y in xi:\n",
        "\t\tfor z in min_cluster_size:\n",
        "\t\t\toptics_model = OPTICS(min_samples=x, xi=y, min_cluster_size=z)\n",
        "\n",
        "\t\t\toptics_model.fit(geotag_clus_scaled)\n",
        "\t\t\tlabels = optics_model.labels_\n",
        "\t\t\tif len(set(labels)) < 2:\n",
        "\t\t\t\tn_noise_ = 'Invalid model: Cluster < 2'\n",
        "\t\t\t\tsilhouette_score = 'Invalid model: Cluster < 2'\n",
        "\t\t\t\tn_clusters_ = 'Invalid model: Cluster < 2'\n",
        "\t\t\t\tprint('Error when trying with the following parameter: min_samples={0}, xi={1}, min_cluster_size={2}' .format(x, y, z))\n",
        "\t\t\t\tbreak\n",
        "\t\t\telse:\n",
        "\t\t\t\tn_noise_ = list(labels).count(-1)\n",
        "\t\t\t\tsilhouette_score = metrics.silhouette_score(geotag_clus_scaled, labels)\n",
        "\t\t\t\tn_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\n",
        "\t\t\t\t\n",
        "\t\t\t\tresult = {'min_samples': x,\n",
        "\t\t\t\t\t\t\t\t\t'xi': y,\n",
        "\t\t\t\t\t\t\t\t\t'min_cluster_size': z,\n",
        "\t\t\t\t\t\t\t\t\t'n_clusters_': n_clusters_,\n",
        "\t\t\t\t\t\t\t\t\t'n_noise_': n_noise_,\n",
        "\t\t\t\t\t\t\t\t\t'silhouette_score': silhouette_score}\n",
        "\t\t\t\toptics_result.append(result)\n",
        "\t\t\t\ti += 1\n",
        "\t\t\t\tif i % 10 == 0:\n",
        "\t\t\t\t\tprint('%d / 125 model has been made' % i)\n",
        "\n",
        "optics_benchmark_df = pd.DataFrame(optics_result)\n",
        "optics_benchmark_df.head()\n",
        "optics_benchmark_df.to_csv('/content/drive/MyDrive/Colab Notebooks/Flickr/CSV/OPTICS Clustering Benchmark.csv')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "10 / 125 model has been made\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dxDNzTaqcs-A"
      },
      "source": [
        "#####Clustering the dataset using the `min_samples`, `xi`, and `min_cluster_size` from the benchmarking result"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i_kmlDjSoMaM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "566f4a26-28b0-4884-9be3-d707658f35fa"
      },
      "source": [
        "# Building the OPTICS Clustering model \n",
        "min_samples = 30\n",
        "xi = 0.05\n",
        "min_cluster_size = 0.01\n",
        "optics_model = OPTICS(min_samples=min_samples, xi=xi, min_cluster_size=min_cluster_size) \n",
        "\n",
        "# Training the model \n",
        "optics_model.fit(geotag_clus_scaled)\n",
        "\n",
        "# Storing the cluster labels of each point \n",
        "labels = optics_model.labels_#[optics_model.ordering_] \n",
        "geotag_clus['cluster'] = optics_model.labels_\n",
        "  \n",
        "# Number of clusters in labels, ignoring noise if present.\n",
        "n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\n",
        "n_noise_ = list(labels).count(-1)\n",
        "silhouette_score = metrics.silhouette_score(geotag_clus_scaled, labels)\n",
        "\n",
        "print('Estimated number of clusters: %d' % n_clusters_)\n",
        "print('Estimated number of noise points: %d' % n_noise_)\n",
        "print('Silhouette Coefficient: %0.3f' % silhouette_score)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/cluster/_optics.py:904: RuntimeWarning: divide by zero encountered in true_divide\n",
            "  ratio = reachability_plot[:-1] / reachability_plot[1:]\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  if sys.path[0] == '':\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Estimated number of clusters: 37\n",
            "Estimated number of noise points: 2015\n",
            "Silhouette Coefficient: 0.058\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x5TINNKjc4Ao"
      },
      "source": [
        "#####Drawing the cluster on map"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rdBY0XVOvwu0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d6354eff-b613-4695-c782-721439298e1e"
      },
      "source": [
        "cimgt.GoogleWTS.get_image = new_get_image\n",
        "request = cimgt.GoogleTiles()\n",
        "\n",
        "fig = plt.figure(figsize=(8,8))\n",
        "mymap = plt.axes(projection=ccrs.PlateCarree())\n",
        "lower_longitude = 120.124171\n",
        "upper_longitude = 120.233748 \n",
        "lower_latitude = 22.957992\n",
        "upper_latitude = 23.026783\n",
        "extent = [lower_longitude, upper_longitude, lower_latitude, upper_latitude]\n",
        "mymap.set_extent(extent)\n",
        "mymap.add_image(request, 11)\n",
        "\n",
        "# adding silhouette_score to the plot\n",
        "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
        "mymap.text(0.63, 0.05, 'Silhouette score: %.3f' % silhouette_score, transform=mymap.transAxes, fontsize=10,\n",
        "           verticalalignment='top', bbox=props)\n",
        "\n",
        "colors = ['c.', 'b.', 'r.', 'y.', 'g.', 'm.']\n",
        "\n",
        "for Class, colour in zip(range(0, n_clusters_), colors): \n",
        "  Xk = geotag_clus.loc[geotag_clus['cluster'] == Class]\n",
        "  mymap.plot(Xk['location_longitude'], Xk['location_latitude'], colour, alpha = 0.3) \n",
        "geotag_clus['location_longitude'].loc[geotag_clus['cluster'] == -1]\n",
        "# plotting the outlier\n",
        "mymap.plot(geotag_clus['location_longitude'].loc[geotag_clus['cluster'] == -1],\n",
        "           geotag_clus['location_latitude'].loc[geotag_clus['cluster'] == -1], \n",
        "           'k+', alpha = 0.1) \n",
        "\n",
        "plt.suptitle('Geotagged Photo in Taiwan\\nClustered using OPTION Algorithm', fontsize=16, fontweight=600, ha='center', va='top')\n",
        "plt.title('(min_samples = {0}, xi = {1}, min_cluster_size = {2})' .format(min_samples, xi, min_cluster_size), fontsize=12, ha='center', va='bottom')\n",
        "plt.savefig(\"/content/drive/MyDrive/Colab Notebooks/Flickr/MAPs/OPTICS_4({0}, {1}, {2}).png\" .format(min_samples, xi, min_cluster_size), dpi=1200)\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:228: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the  number of parts of a multi-part geometry.\n",
            "  if len(multi_line_string) > 1:\n",
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:280: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n",
            "  for line in multi_line_string:\n",
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:347: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the  number of parts of a multi-part geometry.\n",
            "  if len(p_mline) > 0:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0fbTJ2W7B2R2"
      },
      "source": [
        "##### Adding the cluster label to dataframe and exporting it to csv"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HzJdNIxA0QAC"
      },
      "source": [
        "# exporting the clustered dataframe into a csv file\n",
        "clustered_geotag_df = geotag_df\n",
        "clustered_geotag_df['cluster'] = geotag_clus['cluster']\n",
        "clustered_geotag_df.to_csv('/content/drive/My Drive/Colab Notebooks/FlickrCrawling/Sarbagita/CSV/2009-2018_Clustered using OPTICS ({0}, {1}, {2}).csv' .format(min_samples, xi, min_cluster_size))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gQLPgiUmHIjn"
      },
      "source": [
        "####DBSCAN"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-RVcgt6VtW6B"
      },
      "source": [
        "#####Benchmarking the `eps` and `min_samples` to find the optimal parameter"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3laJLKP5Jt96",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "21bc552e-a5ea-4745-9c27-5728a19fad7d"
      },
      "source": [
        "dbscan_result = []\n",
        "eps = [i for i in np.arange(0.01, 1, 0.01)]\n",
        "min_samples = [i for i in range(10, 100, 10)]\n",
        "i = 0\n",
        "total_combination = len(eps) * len(min_samples)\n",
        "\n",
        "for x in eps:\n",
        "  for y in min_samples:\n",
        "    db = DBSCAN(eps=x, min_samples=y).fit(geotag_clus_scaled)\n",
        "    core_samples_mask = np.zeros_like(db.labels_, dtype=bool)\n",
        "    core_samples_mask[db.core_sample_indices_] = True\n",
        "    labels = db.labels_\n",
        "    \n",
        "    n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\n",
        "    n_noise_ = list(labels).count(-1)\n",
        "\n",
        "    if n_clusters_ < 2:\n",
        "      silhouette_score = 'invalid n_cluster'\n",
        "    else:\n",
        "      silhouette_score = metrics.silhouette_score(geotag_clus_scaled, labels)\n",
        "      \n",
        "    result = {'eps': x,\n",
        "              'min_samples': y,\n",
        "              'n_clusters_': n_clusters_,\n",
        "              'n_noise_': n_noise_,\n",
        "              'silhouette_score': silhouette_score}\n",
        "    dbscan_result.append(result)\n",
        "    i += 1\n",
        "    if i % 10 == 0:\n",
        "      print('{0} / {1} model has been tested' .format(i, total_combination))\n",
        "    elif  i % total_combination == 0:\n",
        "      print('Benchmarking done with {0} parameter combination.' .format(total_combination))\n",
        "\n",
        "dbscan_benchmark_df = pd.DataFrame(dbscan_result)\n",
        "dbscan_benchmark_df.head()\n",
        "dbscan_benchmark_df.to_csv('/content/drive/MyDrive/Colab Notebooks/Flickr/CSV/DBSCAN_2015 Clustering Benchmark.csv')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "10 / 891 model has been tested\n",
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            "Benchmarking done with 891 parameter combination.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Wtu83ODwtego"
      },
      "source": [
        "#####Clustering the dataset using the `eps` and `min_samples` from the benchmarking result"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i-DGXuqwUEqD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4f9a7209-1185-4835-ff5c-d76fafcaf281"
      },
      "source": [
        "# Setting parameter for DBSCAN\n",
        "eps = 0.01\n",
        "min_samples = 10\n",
        "\n",
        "# Computing DBSCAN\n",
        "dbscan_model = DBSCAN(eps=eps, min_samples=min_samples, n_jobs=-1)\n",
        "db = dbscan_model.fit(geotag_clus_scaled)\n",
        "core_samples_mask = np.zeros_like(db.labels_, dtype=bool)\n",
        "core_samples_mask[db.core_sample_indices_] = True\n",
        "labels = db.labels_\n",
        "geotag_clus['cluster'] = db.labels_\n",
        "\n",
        "# Number of clusters in labels, ignoring noise if present.\n",
        "n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\n",
        "n_noise_ = list(labels).count(-1)\n",
        "silhouette_score = metrics.silhouette_score(geotag_clus_scaled, labels)\n",
        "\n",
        "print('Estimated number of clusters: %d' % n_clusters_)\n",
        "print('Estimated number of noise points: %d' % n_noise_)\n",
        "print(\"Silhouette Coefficient: %0.3f\" % silhouette_score)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  # This is added back by InteractiveShellApp.init_path()\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Estimated number of clusters: 166\n",
            "Estimated number of noise points: 2322\n",
            "Silhouette Coefficient: 0.257\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Vr3bmrZdtySI"
      },
      "source": [
        "#####Drawing the cluster on map"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eSU1yp5aS6-l",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 570
        },
        "outputId": "60351e12-3972-4fa2-ea67-f813197adbaf"
      },
      "source": [
        "from itertools import cycle\n",
        "# Setting parameter for DBSCAN\n",
        "eps = 0.01\n",
        "min_samples = 10\n",
        "\n",
        "cimgt.GoogleWTS.get_image = new_get_image\n",
        "request = cimgt.OSM()\n",
        "# request = cimgt.GoogleTiles()\n",
        "\n",
        "fig = plt.figure(figsize=(8,8))\n",
        "mymap = plt.axes(projection=ccrs.PlateCarree())\n",
        "\n",
        "lower_longitude = 120.124171\n",
        "upper_longitude = 120.233748 \n",
        "lower_latitude = 22.957992\n",
        "upper_latitude = 23.026783\n",
        "extent = [lower_longitude, upper_longitude, lower_latitude, upper_latitude]\n",
        "mymap.set_extent(extent)\n",
        "mymap.add_image(request, 11)\n",
        "\n",
        "# adding silhouette_score to the plot\n",
        "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
        "mymap.text(0.63, 0.05, 'Silhouette score: %.3f' % silhouette_score, transform=mymap.transAxes, fontsize=10,\n",
        "           verticalalignment='top', bbox=props)\n",
        "\n",
        "\n",
        "colors = ['c.', 'b.', 'r.', 'y.', 'g.', 'm.', 'w.', 'k.']\n",
        "colors = cycle(colors)\n",
        "\n",
        "# plotting cluster\n",
        "center_point = geotag_clus.groupby('cluster').mean()\n",
        "for Class, colour in zip(range(0, n_clusters_), colors): \n",
        "  Xk = geotag_clus.loc[geotag_clus['cluster'] == Class]\n",
        "  mymap.plot(Xk['location_longitude'], Xk['location_latitude'], colour, alpha = 0.3)\n",
        "  #mymap.annotate(str(Class),xy=(center_point.at[Class, 'location_longitude']-0.003,\n",
        "                                #center_point.at[Class, 'location_latitude']-0.004))\n",
        "  #mymap.plot(center_point.at[Class, 'location_longitude'],\n",
        "             #center_point.at[Class, 'location_latitude'],\n",
        "             #'wo', mec='k', ms=10, alpha=1) \n",
        "\n",
        "# plotting outlier\n",
        "mymap.plot(geotag_clus['location_longitude'].loc[geotag_clus['cluster'] == -1],\n",
        "           geotag_clus['location_latitude'].loc[geotag_clus['cluster'] == -1], \n",
        "           'k+', alpha = 0.1)\n",
        "\n",
        "plt.suptitle('Geotagged Photo in Taiwan Clustered using DBSCAN', fontsize=16, fontweight=600, ha='center', va='top')\n",
        "plt.title('(eps = {0}, min_samples = {1})' .format(eps, min_samples), fontsize=12, ha='center', va='bottom')\n",
        "#plt.savefig(\"/content/drive/MyDrive/Colab Notebooks/Flickr/MAPs/DBSCAN_2018 ({0}, {1})_1.png\" .format(eps, min_samples), dpi=1200)\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:228: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the  number of parts of a multi-part geometry.\n",
            "  if len(multi_line_string) > 1:\n",
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:280: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n",
            "  for line in multi_line_string:\n",
            "/usr/local/lib/python3.7/dist-packages/cartopy/crs.py:347: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the  number of parts of a multi-part geometry.\n",
            "  if len(p_mline) > 0:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "center_point.to_csv(root+'/CSV/2015(2)_Clustered centerpoint.csv')"
      ],
      "metadata": {
        "id": "uC8fWSxM9HmF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tfZfptBvt3I5"
      },
      "source": [
        "##### Adding the cluster label to dataframe and exporting it to csv"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L3Jr2ibet6ax"
      },
      "source": [
        "# exporting the clustered dataframe into a csv file\n",
        "clustered_geotag_df = geotag_df\n",
        "clustered_geotag_df['cluster'] = geotag_clus['cluster']\n",
        "clustered_geotag_df.to_csv(root+'/CSV/2015(2)_Clustered using DBSCAN ({0}, {1}).csv' .format(eps, min_samples))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(geotag_clus['cluster'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "snJtDaOm4tT8",
        "outputId": "3f5a2447-f43f-44c9-a914-eedf6755ec04"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "photo_id\n",
            "2.60997766e+10      0\n",
            "2.60997758e+10      0\n",
            "2.66790576e+10      0\n",
            "2.60997753e+10      0\n",
            "1.93573158e+10      0\n",
            "                 ... \n",
            "2.33754259e+10    136\n",
            "2.39210893e+10    136\n",
            "2.38918179e+10     -1\n",
            "2.33724636e+10     -1\n",
            "2.39731656e+10     -1\n",
            "Name: cluster, Length: 11127, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FSQwHZBCtdCT"
      },
      "source": [
        "#### Model Reusability"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q05Cr0FoM6LJ"
      },
      "source": [
        "##### Save model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ecosjQvbtlnz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cf33dc19-0eb4-4ebc-f961-6a315c317af8"
      },
      "source": [
        "dump(dbscan_model, root+'/dbscan_model.joblib')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['/content/drive/MyDrive/Colab Notebooks/Flickr/dbscan_model.joblib']"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8AoWLAKFM79-"
      },
      "source": [
        "##### Load model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IVKq2y8JM_TK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "df9326c4-5f68-408f-a1a9-f017db4ce3ff"
      },
      "source": [
        "# Computing DBSCAN\n",
        "loaded_model = load(root+'/dbscan_model.joblib')\n",
        "db = loaded_model.fit(geotag_clus_scaled)\n",
        "core_samples_mask = np.zeros_like(db.labels_, dtype=bool)\n",
        "core_samples_mask[db.core_sample_indices_] = True\n",
        "labels = db.labels_\n",
        "geotag_clus['cluster'] = db.labels_\n",
        "\n",
        "# Number of clusters in labels, ignoring noise if present.\n",
        "n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\n",
        "n_noise_ = list(labels).count(-1)\n",
        "silhouette_score = metrics.silhouette_score(geotag_clus_scaled, labels)\n",
        "\n",
        "print('Estimated number of clusters: %d' % n_clusters_)\n",
        "print('Estimated number of noise points: %d' % n_noise_)\n",
        "print(\"Silhouette Coefficient: %0.3f\" % silhouette_score)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Estimated number of clusters: 76\n",
            "Estimated number of noise points: 654\n",
            "Silhouette Coefficient: 0.413\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gEjlZZigNPP-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "outputId": "6395047e-291a-4106-cbad-7a54f74ee732"
      },
      "source": [
        "# exporting the clustered dataframe into a csv file\n",
        "clustered_geotag_df = geotag_df\n",
        "clustered_geotag_df['cluster'] = geotag_clus['cluster']\n",
        "clustered_geotag_df.to_csv(root+'/CSV/2019_Clustered using DBSCAN ({0}, {1}).csv' .format(0.4, 1800))\n",
        "\n",
        "clustered_geotag_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            "text/plain": [
              "              owner_nsid owner_location  ... location_longitude  cluster\n",
              "photo_id                                 ...                            \n",
              "47180980900  8771119@N02  Tainan Taiwan  ...         120.205053        0\n",
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              "\n",
              "[5 rows x 6 columns]"
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          "metadata": {},
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  ]
}