diff --git b/.ipynb_checkpoints/Data Preprocessing-checkpoint.ipynb a/.ipynb_checkpoints/Data Preprocessing-checkpoint.ipynb
new file mode 100644
index 0000000..2fd6442
--- /dev/null
+++ a/.ipynb_checkpoints/Data Preprocessing-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git b/.ipynb_checkpoints/Encoding-checkpoint.ipynb a/.ipynb_checkpoints/Encoding-checkpoint.ipynb
new file mode 100644
index 0000000..fbca8a7
--- /dev/null
+++ a/.ipynb_checkpoints/Encoding-checkpoint.ipynb
@@ -0,0 +1,2851 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "# import sys\n",
+ "# reload(sys)\n",
+ "# sys.setdefaultencoding('utf-8')\n",
+ "import re\n",
+ "import csv\n",
+ "import pandas as pd\n",
+ "import haversine\n",
+ "import string\n",
+ "import random\n",
+ "import nltk\n",
+ "from string import digits\n",
+ "from collections import Counter\n",
+ "import matplotlib as mpl\n",
+ "from haversine import haversine, Unit\n",
+ "import matplotlib.pyplot as plt\n",
+ "from subprocess import check_output\n",
+ "from sklearn import metrics\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Banyak data = 1535\n"
+ ]
+ },
+ {
+ "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>Tempat Wisata</th>\n",
+ " <th>Rating</th>\n",
+ " <th>Latitude</th>\n",
+ " <th>Longitude</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Air Terjun Ponot</td>\n",
+ " <td>4.2</td>\n",
+ " <td>2.5544</td>\n",
+ " <td>99.3035</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Niagara Derivatives Bolon</td>\n",
+ " <td>4.1</td>\n",
+ " <td>2.7136</td>\n",
+ " <td>99.1483</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Masjid Ahmad Bakri Kisaran</td>\n",
+ " <td>4.8</td>\n",
+ " <td>2.9886</td>\n",
+ " <td>99.6111</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Bedeng 7 River Park</td>\n",
+ " <td>4</td>\n",
+ " <td>2.6040</td>\n",
+ " <td>99.4584</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Air Terjun Jambuara Indah</td>\n",
+ " <td>4</td>\n",
+ " <td>2.7740</td>\n",
+ " <td>99.2064</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Tempat Wisata Rating Latitude Longitude\n",
+ "0 Air Terjun Ponot 4.2 2.5544 99.3035\n",
+ "1 Niagara Derivatives Bolon 4.1 2.7136 99.1483\n",
+ "2 Masjid Ahmad Bakri Kisaran 4.8 2.9886 99.6111\n",
+ "3 Bedeng 7 River Park 4 2.6040 99.4584\n",
+ "4 Air Terjun Jambuara Indah 4 2.7740 99.2064"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv('Pre_TA_13.csv', engine='python')\n",
+ "print ('Banyak data =', len(df))\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Tempat Wisata</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Air Terjun Ponot</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Niagara Derivatives Bolon</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Masjid Ahmad Bakri Kisaran</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Bedeng 7 River Park</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Air Terjun Jambuara Indah</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>Paccur Napitu</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>Air Terjun Sigura Gura</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>Asahan River Rafting</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>Singapore Land Waterpark Batu Bara</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>Lombang Garoga (Logar)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>Waterboom Blue</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>Masjid Raya Kisaran</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>Asahan Regency</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>Wisata Alam Goa Sigalapang</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>Pemandian Saroha</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>Grojogan 23</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>Wisata Alam Waterjo</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>Bukit Monstrac Kebun Huta Padang Ptpn Iii</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>Jembatan Saroha</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>Dolok Tinggi Raja</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>Air Terjun Simora-Mora</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>Sigura Gura</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>Istana Niat Lima Laras</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>Air Terjun Jatuhan Balok</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>Air Terjun Morena</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>Simanimbo Waterfall</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>Wisata Alam Datuk</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>Air Terjun Aek Limut</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>Bandar Pulau</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>Niagara Sipitu Tikka</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1505</th>\n",
+ " <td>Air Terjun Dua Warna</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1506</th>\n",
+ " <td>Tebing Tinggi</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1507</th>\n",
+ " <td>Pantai Mangrove (Wisata Mangrove)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1508</th>\n",
+ " <td>Air Terjun Sampuren Putih</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1509</th>\n",
+ " <td>Wisata Dakwah Okura</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1510</th>\n",
+ " <td>Taman Bunga Pematang Siantar</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1511</th>\n",
+ " <td>Wisata Rekreasi Danau Buatan</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1512</th>\n",
+ " <td>The Le Hu Garden</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1513</th>\n",
+ " <td>Pantai Salju</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1514</th>\n",
+ " <td>Bukit Gundaling, Berastagi</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1515</th>\n",
+ " <td>Air Terjun Sipiso Piso</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1516</th>\n",
+ " <td>Bukit Indah Simarjarunjung</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1517</th>\n",
+ " <td>Taman Alam Lumbini Berastagi</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1518</th>\n",
+ " <td>Istana Maimun</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1519</th>\n",
+ " <td>Lorong Indah</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1520</th>\n",
+ " <td>Singapore Land Waterpark Batu Bara</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1521</th>\n",
+ " <td>Masjid Raya Al Mashun</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1522</th>\n",
+ " <td>Katasa Waterfall</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1523</th>\n",
+ " <td>Hairos Water Park</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1524</th>\n",
+ " <td>Air Terjun Bah Salak</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1525</th>\n",
+ " <td>Rekreasi Lau Penda</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1526</th>\n",
+ " <td>Taman Wisata Merci</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1527</th>\n",
+ " <td>Air Terjun Jambuara Indah</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1528</th>\n",
+ " <td>Taman Bukit Gelanggang</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1529</th>\n",
+ " <td>Pemandian Air Panas Sumber Padi</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1530</th>\n",
+ " <td>Taman Hewan Pematang Siantar</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1531</th>\n",
+ " <td>Rahmat International Wildlife Museum & Gallery</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1532</th>\n",
+ " <td>Taman Sungai Padang</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1533</th>\n",
+ " <td>Air Terjun Tonduhan</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1534</th>\n",
+ " <td>Bayu Lagoon</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1535 rows × 1 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Tempat Wisata\n",
+ "0 Air Terjun Ponot\n",
+ "1 Niagara Derivatives Bolon\n",
+ "2 Masjid Ahmad Bakri Kisaran\n",
+ "3 Bedeng 7 River Park\n",
+ "4 Air Terjun Jambuara Indah\n",
+ "5 Paccur Napitu\n",
+ "6 Air Terjun Sigura Gura\n",
+ "7 Asahan River Rafting\n",
+ "8 Singapore Land Waterpark Batu Bara\n",
+ "9 Lombang Garoga (Logar)\n",
+ "10 Waterboom Blue\n",
+ "11 Masjid Raya Kisaran\n",
+ "12 Asahan Regency\n",
+ "13 Wisata Alam Goa Sigalapang\n",
+ "14 Pemandian Saroha\n",
+ "15 Grojogan 23\n",
+ "16 Wisata Alam Waterjo\n",
+ "17 Bukit Monstrac Kebun Huta Padang Ptpn Iii\n",
+ "18 Jembatan Saroha\n",
+ "19 Dolok Tinggi Raja\n",
+ "20 Air Terjun Simora-Mora\n",
+ "21 Sigura Gura\n",
+ "22 Istana Niat Lima Laras\n",
+ "23 Air Terjun Jatuhan Balok\n",
+ "24 Air Terjun Morena\n",
+ "25 Simanimbo Waterfall\n",
+ "26 Wisata Alam Datuk\n",
+ "27 Air Terjun Aek Limut\n",
+ "28 Bandar Pulau\n",
+ "29 Niagara Sipitu Tikka\n",
+ "... ...\n",
+ "1505 Air Terjun Dua Warna\n",
+ "1506 Tebing Tinggi\n",
+ "1507 Pantai Mangrove (Wisata Mangrove)\n",
+ "1508 Air Terjun Sampuren Putih\n",
+ "1509 Wisata Dakwah Okura\n",
+ "1510 Taman Bunga Pematang Siantar\n",
+ "1511 Wisata Rekreasi Danau Buatan\n",
+ "1512 The Le Hu Garden\n",
+ "1513 Pantai Salju\n",
+ "1514 Bukit Gundaling, Berastagi\n",
+ "1515 Air Terjun Sipiso Piso\n",
+ "1516 Bukit Indah Simarjarunjung\n",
+ "1517 Taman Alam Lumbini Berastagi\n",
+ "1518 Istana Maimun\n",
+ "1519 Lorong Indah\n",
+ "1520 Singapore Land Waterpark Batu Bara\n",
+ "1521 Masjid Raya Al Mashun\n",
+ "1522 Katasa Waterfall\n",
+ "1523 Hairos Water Park\n",
+ "1524 Air Terjun Bah Salak\n",
+ "1525 Rekreasi Lau Penda\n",
+ "1526 Taman Wisata Merci\n",
+ "1527 Air Terjun Jambuara Indah\n",
+ "1528 Taman Bukit Gelanggang\n",
+ "1529 Pemandian Air Panas Sumber Padi\n",
+ "1530 Taman Hewan Pematang Siantar\n",
+ "1531 Rahmat International Wildlife Museum & Gallery\n",
+ "1532 Taman Sungai Padang\n",
+ "1533 Air Terjun Tonduhan\n",
+ "1534 Bayu Lagoon\n",
+ "\n",
+ "[1535 rows x 1 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df3 = pd.DataFrame(df[\"Tempat Wisata\"])\n",
+ "df3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Generate Tempat Wisata dengan Jumlah N"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Tempat Wisata</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>60</th>\n",
+ " <td>Air Terjun Sipiso Piso</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>Pemandian Saroha</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>151</th>\n",
+ " <td>Pasir Putih Parbaba</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>560</th>\n",
+ " <td>Air Terjun Pelangi</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1138</th>\n",
+ " <td>Bukit Burung</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50</th>\n",
+ " <td>Tangkahan Bah Alip</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>250</th>\n",
+ " <td>Taman Ahmad Yani Medan</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Tempat Wisata\n",
+ "60 Air Terjun Sipiso Piso\n",
+ "14 Pemandian Saroha\n",
+ "151 Pasir Putih Parbaba\n",
+ "560 Air Terjun Pelangi\n",
+ "1138 Bukit Burung\n",
+ "50 Tangkahan Bah Alip\n",
+ "250 Taman Ahmad Yani Medan"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "N = 7\n",
+ "df4 = df3.sample(N, replace = True)\n",
+ "\n",
+ "df4"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Ubah ke Dalam Bentuk Array"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Air Terjun Sipiso Piso',\n",
+ " 'Pemandian Saroha',\n",
+ " 'Pasir Putih Parbaba',\n",
+ " 'Air Terjun Pelangi',\n",
+ " 'Bukit Burung',\n",
+ " 'Tangkahan Bah Alip',\n",
+ " 'Taman Ahmad Yani Medan']"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "arr = []\n",
+ "for i in df4[\"Tempat Wisata\"]:\n",
+ " arr.append(i)\n",
+ "arr"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Generate Itinerary"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "initial_state = []\n",
+ "def Initial_State_Awal(arr):\n",
+ " for i in range (len(arr)):\n",
+ " x = random.choice(arr)\n",
+ " if x not in initial_state:\n",
+ " initial_state.append(x)\n",
+ " return initial_state "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Pasir Putih Parbaba',\n",
+ " 'Pemandian Saroha',\n",
+ " 'Tangkahan Bah Alip',\n",
+ " 'Air Terjun Sipiso Piso',\n",
+ " 'Air Terjun Pelangi',\n",
+ " 'Bukit Burung']"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Awal = Initial_State_Awal(arr)\n",
+ "Awal"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Pasir Putih Parbaba',\n",
+ " 'Pemandian Saroha',\n",
+ " 'Tangkahan Bah Alip',\n",
+ " 'Air Terjun Sipiso Piso',\n",
+ " 'Air Terjun Pelangi',\n",
+ " 'Bukit Burung']"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Awal"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 = Air Terjun Ponot\n",
+ "1 = Niagara Derivatives Bolon\n",
+ "2 = Masjid Ahmad Bakri Kisaran\n",
+ "3 = Bedeng 7 River Park\n",
+ "4 = Air Terjun Jambuara Indah\n",
+ "5 = Paccur Napitu\n",
+ "6 = Air Terjun Sigura Gura\n",
+ "7 = Asahan River Rafting\n",
+ "8 = Singapore Land Waterpark Batu Bara\n",
+ "9 = Lombang Garoga (Logar)\n",
+ "10 = Waterboom Blue\n",
+ "11 = Masjid Raya Kisaran\n",
+ "12 = Asahan Regency\n",
+ "13 = Wisata Alam Goa Sigalapang\n",
+ "14 = Pemandian Saroha\n",
+ "\n",
+ " Ditemukan\n",
+ "Pemandian Saroha\n",
+ "2.7024\n",
+ "99.2142\n",
+ "\n",
+ "\n",
+ "15 = Grojogan 23\n",
+ "16 = Wisata Alam Waterjo\n",
+ "17 = Bukit Monstrac Kebun Huta Padang Ptpn Iii\n",
+ "18 = Jembatan Saroha\n",
+ "19 = Dolok Tinggi Raja\n",
+ "20 = Air Terjun Simora-Mora\n",
+ "21 = Sigura Gura\n",
+ "22 = Istana Niat Lima Laras\n",
+ "23 = Air Terjun Jatuhan Balok\n",
+ "24 = Air Terjun Morena\n",
+ "25 = Simanimbo Waterfall\n",
+ "26 = Wisata Alam Datuk\n",
+ "27 = Air Terjun Aek Limut\n",
+ "28 = Bandar Pulau\n",
+ "29 = Niagara Sipitu Tikka\n",
+ "30 = Katasa Waterfall\n",
+ "31 = Air Terjun Pelangi\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Pelangi\n",
+ "7.9735\n",
+ "114.0488\n",
+ "\n",
+ "\n",
+ "32 = Kelenteng Dewi Samudera\n",
+ "33 = Pemandian Air Panas Sumber Padi\n",
+ "34 = Air Terjun Sialogo\n",
+ "35 = Kisaran Kota\n",
+ "36 = Pantai Simallo\n",
+ "37 = Wisata Pemandian Water Hill\n",
+ "38 = Oyo 1752 Hotel Wisata\n",
+ "39 = Pantai Bunga Batu Bara\n",
+ "40 = Air Terjun Tonduhan\n",
+ "41 = Pemandian Alam Sejuk Pas\n",
+ "42 = Aek Manik\n",
+ "43 = Pasir Putih Janggawari\n",
+ "44 = Masjid Raya Sultan Ahmadsyah\n",
+ "45 = Alun Alun Kota Kisaran\n",
+ "46 = Bukit Holbung Samosir\n",
+ "47 = Delta\n",
+ "48 = Air Terjun Taga Hambing\n",
+ "49 = Hotel Pesona Wisata\n",
+ "50 = Tangkahan Bah Alip\n",
+ "\n",
+ " Ditemukan\n",
+ "Tangkahan Bah Alip\n",
+ "3.1154\n",
+ "99.2222\n",
+ "\n",
+ "\n",
+ "51 = Tugu Sejarah Perjuangan Asahan\n",
+ "52 = Danau Teratai\n",
+ "53 = Rumah Irmayanti Lubis\n",
+ "54 = Kantor Po Pinem Bus\n",
+ "55 = Puncak Bukit Galau\n",
+ "56 = Tinggi Raja\n",
+ "57 = Bukit Gundul (Bukit Sipiso-Piso)\n",
+ "58 = Danau Kelapa Gading\n",
+ "59 = Free Beach Parapat Lake Toba\n",
+ "60 = Air Terjun Sipiso Piso\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Sipiso Piso\n",
+ "2.9164\n",
+ "98.5195\n",
+ "\n",
+ "\n",
+ "61 = Tugu Juang 45 Lobusona\n",
+ "62 = Agen Bus Karina\n",
+ "63 = Air Terjun Simonang Monang\n",
+ "64 = Bukit Indah Simarjarunjung\n",
+ "65 = West Kisaran\n",
+ "66 = Lau Kulap\n",
+ "67 = Biro Jasa\n",
+ "68 = Air Terjun Sikulikap\n",
+ "69 = Counters Kupj Simpang Sei Kopas\n",
+ "70 = Taman Wisata Iman Sitinjo, Dairi\n",
+ "71 = Kawah Putih Dolok Tinggi Raja\n",
+ "72 = Kolam Renang Pesona Wisata\n",
+ "73 = Wisata Alam Datuk\n",
+ "74 = Singapore Land Waterpark Batu Bara\n",
+ "75 = Istana Niat Lima Laras\n",
+ "76 = Pemandian Air Panas Sumber Padi\n",
+ "77 = Pantai Bunga Batu Bara\n",
+ "78 = Pemandian Air Panas - Batu Bara ( 50 )\n",
+ "79 = Air Panas Citra\n",
+ "80 = Batu Bara Regency\n",
+ "81 = Waterboom Blue\n",
+ "82 = Air Terjun Sampuran Widuri\n",
+ "83 = Tangkahan Bah Alip\n",
+ "\n",
+ " Ditemukan\n",
+ "Tangkahan Bah Alip\n",
+ "3.1154\n",
+ "99.2222\n",
+ "\n",
+ "\n",
+ "84 = Masjid Ahmad Bakri Kisaran\n",
+ "85 = Dogi Park Waterboom Indrapura\n",
+ "86 = Sipispis Arung Jeram\n",
+ "87 = Alam Wisata Danau Laut Tador\n",
+ "88 = Pemandian Batu Nongol\n",
+ "89 = Bah Salak Waterfall\n",
+ "90 = Waterpark Gundaling\n",
+ "91 = Wahana Petualangan Keluarga Asri Lestari\n",
+ "92 = Wisata Hutan Mangrove Perpat\n",
+ "93 = Wisata Alam Waterjo\n",
+ "94 = Grojogan 23\n",
+ "95 = Umbul Ejuk\n",
+ "96 = Siramah Taman Rekreasi Keluarga\n",
+ "97 = Tugu Selamat Datang Kota Tebing Tinggi\n",
+ "98 = Wisata Alam Datuk\n",
+ "99 = Masjid Raya Kisaran\n",
+ "100 = Wisata Bah Kulistik\n",
+ "101 = Katasa Waterfall\n",
+ "102 = Zam Zam Prima Persada. Pt\n",
+ "103 = Tao Silalahi Hotel\n",
+ "104 = Danau Sicike-Cike\n",
+ "105 = Taman Wisata Iman Sitinjo, Dairi\n",
+ "106 = Peak Tree House Sidikalang\n",
+ "107 = Air Terjun Jembatan Lae Pendaroh\n",
+ "108 = Aek Sipaulak Hosa Loja\n",
+ "109 = Pulau Paropo\n",
+ "110 = Taman Rekreasi Kong Mah\n",
+ "111 = Taman Wisata Iman\n",
+ "112 = Parks Faith\n",
+ "113 = Air Terjun Lae Mbilulu\n",
+ "114 = Tugu Marga Silalahi\n",
+ "115 = Perkemahan Paropo\n",
+ "116 = Air Terjun Lae Pandaroh\n",
+ "117 = Bukit Golgata Twi Sitinjo\n",
+ "118 = Danau Toba\n",
+ "119 = Paranggiran Raja Silahisabungan\n",
+ "120 = Gedung Nasional Djauli Manik\n",
+ "121 = Batu Sigadap\n",
+ "122 = Vihara Budha Taman Iman\n",
+ "123 = Dermaga Silalahi\n",
+ "124 = Pakpak Culture Association (Cgc)\n",
+ "125 = Wisata Mata Air Pangiringan\n",
+ "126 = Pantai La Terzhia Zhimehuli\n",
+ "127 = Laterzhya Zimhuli\n",
+ "128 = Parhonasan (Kebun Nenas) Sidumpe Anturi\n",
+ "129 = Gereja Katolik St. Dionysius, Sumbul\n",
+ "130 = Bukit Gajah Bobok\n",
+ "131 = Bukit Gundul (Bukit Sipiso-Piso)\n",
+ "132 = Sidiangkat\n",
+ "133 = Letter Z\n",
+ "134 = Air Terjun Sipiso Piso\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Sipiso Piso\n",
+ "2.9164\n",
+ "98.5195\n",
+ "\n",
+ "\n",
+ "135 = Air Terjun Lae Une\n",
+ "136 = Dairi Regency\n",
+ "137 = Pantai Indah Situngkir (Pis)\n",
+ "138 = Bukit Siadtaratas\n",
+ "139 = Free Beach Parapat Lake Toba\n",
+ "140 = Gundaling Hill, Berastagi\n",
+ "141 = Wisata Alam Siringo\n",
+ "142 = Taman Bunga Sapo Juma\n",
+ "143 = Kawah Putih Dolok Tinggi Raja\n",
+ "144 = Kebun Teh Bahbutong, Sidamanik\n",
+ "145 = Air Terjun Bah Biak Sidamanik\n",
+ "146 = Cave And Hot Springs Goa Ergendang Deli Serdang Sumatra Utara Indonesia\n",
+ "147 = Air Terjun Lau Balis\n",
+ "148 = Sitinjo\n",
+ "149 = Disparbud Dairi\n",
+ "150 = Aek Manik\n",
+ "151 = Pasir Putih Parbaba\n",
+ "\n",
+ " Ditemukan\n",
+ "Pasir Putih Parbaba\n",
+ "2.6951\n",
+ "98.6897\n",
+ "\n",
+ "\n",
+ "152 = Sipinsur Park Geosite And Pine Forest\n",
+ "153 = Jembatan Sidikalang Wisata\n",
+ "154 = Pt. Dairi Transport\n",
+ "155 = Situmurun Waterfall\n",
+ "156 = Jembatan Lae Pandaroh\n",
+ "157 = Silalahi I\n",
+ "158 = Pantai Batu Hoda (Batu Hoda Beach)\n",
+ "159 = Sp.Lau Petundal\n",
+ "160 = Armaya Nature\n",
+ "161 = The Le Hu Garden\n",
+ "162 = Maha Vihara Maitreya\n",
+ "163 = Kampung Ladang Outbound\n",
+ "164 = Dusun Kreatif\n",
+ "165 = Air Terjun Sampuren Putih\n",
+ "166 = Wisata Bunga\n",
+ "167 = Waterfall Pelangi Indah\n",
+ "168 = Taman Air Percut\n",
+ "169 = Hairos Water Park\n",
+ "170 = Sini Suka Natural Bath Sibiru-Biru\n",
+ "171 = Pisang Pelangi\n",
+ "172 = Waterpark Bima Utomo International\n",
+ "173 = Taman Wisata Merci\n",
+ "174 = Merci Waterboom\n",
+ "175 = Pantai Salju\n",
+ "176 = Hillpark Sibolangit\n",
+ "177 = Jaharun Tourism City Center\n",
+ "178 = Air Terjun Betala\n",
+ "179 = Two Colors Waterfall\n",
+ "180 = Air Terjun Tarunggang\n",
+ "181 = Agrowisata Paloh Naga\n",
+ "182 = Pemandian Alam Tirta Sayum Sabah\n",
+ "183 = Wisata Taman Merci\n",
+ "184 = Pantai Buih\n",
+ "185 = Cave And Hot Springs Goa Ergendang Deli Serdang Sumatra Utara Indonesia\n",
+ "186 = Bintang Johor Swimming Pool\n",
+ "187 = Ti Garden Den Den Garden\n",
+ "188 = Magic Eye 3d Art Museum\n",
+ "189 = Museum Deli Serdang\n",
+ "190 = Niagara Tanjung Raja\n",
+ "191 = Istana Maimun\n",
+ "192 = Wisata Merci\n",
+ "193 = Monako Park, Sibiru-Biru\n",
+ "194 = Pemandian Alam Bendungan Ginbers\n",
+ "195 = Rekreasi Lau Penda\n",
+ "196 = Wisata Bahari Paloh Naga\n",
+ "197 = Mmtc Walking Street\n",
+ "198 = Taman Burung Cemara Asri\n",
+ "199 = Nature Baths Gantang Rani\n",
+ "200 = Sungai Dua Rasa - Negeri Suah\n",
+ "201 = Posko Air Terjun Satu Hati (Tibrena)\n",
+ "202 = Air Terjun Bertala\n",
+ "203 = Perumahaan Azalea Asri\n",
+ "204 = Taman Wisata Alam Sibolangit, Sibolangit Nature Park\n",
+ "205 = Masjid Raya Al-Mashun\n",
+ "206 = Romance Padi Perbaungan\n",
+ "207 = Kampoeng Selfie (Kongsi)\n",
+ "208 = Wisata Alam Pohon Damai Simempar\n",
+ "209 = Air Terjun Sampuran Simempar\n",
+ "210 = Tjong A Fie Mansion\n",
+ "211 = Agrowisata Hidro Aa\n",
+ "212 = Sri Deli Park\n",
+ "213 = Pelangi Nusantara\n",
+ "214 = Pemandian Alam Bolang\n",
+ "215 = Kampung Outbound Pancur Batu\n",
+ "216 = Museum Lubuk Pakam\n",
+ "217 = Jembatan Lau Luhung, Gunung Meriah.\n",
+ "218 = Danau Siombak\n",
+ "219 = Wisata Sawah Pematang Johar\n",
+ "220 = The Le Hu Garden\n",
+ "221 = Pemandian Alam Agape\n",
+ "222 = Taman Alamta Jaya\n",
+ "223 = Taman Air Percut\n",
+ "224 = 3d Museum Kualanamu\n",
+ "225 = Lope Lope Wildlife Fur China\n",
+ "226 = Dunia Outbound Camp\n",
+ "227 = Rahmat International Wildlife Museum & Gallery\n",
+ "228 = Air Terjun Sikulikap\n",
+ "229 = Lau Mentar Canyon\n",
+ "230 = Wonders Water World\n",
+ "231 = Old City Hall\n",
+ "232 = Bendungan Lau Si Meimei\n",
+ "233 = Taman Alam Lumbini\n",
+ "234 = Pemandian Kolam Renang Tiga Rasa Bukit Munthe\n",
+ "235 = Pemandian Air Panas Goa Ergendang\n",
+ "236 = Tugu Pramuka\n",
+ "237 = Kolam Renang Air Panas Mardinding Tiga Rasa\n",
+ "238 = Pemandian Air Panas Sibayak Mardinding Julu\n",
+ "239 = Pemandian Alam Tambun Pantai Biru\n",
+ "240 = Taman Kebun Bunga Èœ‚ Ʀ• Åœ’\n",
+ "241 = Wisata Pancing Sungai Bedera\n",
+ "242 = Mobil Wisata Medan\n",
+ "243 = Upside Down World Medan\n",
+ "244 = Graha Maria Annai Velangkanni\n",
+ "245 = Bus Wisata Medan\n",
+ "246 = Medan City Tour\n",
+ "247 = Chinatown Medan\n",
+ "248 = Lau Sidebuk Debuk\n",
+ "249 = Malay Street Medan\n",
+ "250 = Taman Ahmad Yani Medan\n",
+ "251 = Pantai Mangrove (Wisata Mangrove)\n",
+ "252 = State Museum Of North Sumatra\n",
+ "253 = Penangkaran Rusa Universitas Sumatera Utara\n",
+ "254 = Vihara Pekong Lima\n",
+ "255 = Taman Hutan Raya\n",
+ "256 = Little India Medan\n",
+ "257 = Pantai Cermin Theme Park & €‹Â€‹Resort Hotel\n",
+ "258 = Royal Palace Nafis Jackson\n",
+ "259 = Balai Datuk Setia Maharaja Negeri Serdang\n",
+ "260 = Mariamman Temple\n",
+ "261 = Monumen Loko Uap Du Croo & Braun\n",
+ "262 = Wisata Alam Experience Survive Champing\n",
+ "263 = Vihara Gunung Timur\n",
+ "264 = Tour Guide,Tarna Sagala.German &Dutch Speaking\n",
+ "265 = Meriam Puntung\n",
+ "266 = Taman Teladan\n",
+ "267 = Museum Perjuangan Tni\n",
+ "268 = Ende Holidays\n",
+ "269 = Tjong Yong Hian Gallery\n",
+ "270 = Gundaling Hill, Berastagi\n",
+ "271 = Balai Besar Taman Nasional Gunung Leuser\n",
+ "272 = Museum Perkebunan Indonesia\n",
+ "273 = Replika Istana Serdang\n",
+ "274 = Tugu Air Mancur Sinar Indonesia Baru Petisah\n",
+ "275 = Kawah Putih Dolok Tinggi Raja\n",
+ "276 = Mikie Funland\n",
+ "277 = Titi Gantung Bridge\n",
+ "278 = The Yo's Hill.. Kampung Wisata\n",
+ "279 = Pubbarama Buddhist Centre (Pbc)\n",
+ "280 = The Heritage\n",
+ "281 = Tirtanadi Tower\n",
+ "282 = Sovie Swima Gemilang Swimschool Medan\n",
+ "283 = Pelaruga Teroh Teroh\n",
+ "284 = Kolam Pamah Semelir\n",
+ "285 = Vihara Pubbarama Buddhist\n",
+ "286 = Pantai Biru\n",
+ "287 = Air Terjun Sipiso Piso\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Sipiso Piso\n",
+ "2.9164\n",
+ "98.5195\n",
+ "\n",
+ "\n",
+ "288 = Danau Lau Kawar\n",
+ "289 = Sri Supramaniyam Temple\n",
+ "290 = Pajak Ikan Lama Medan\n",
+ "291 = Taman Air Percut\n",
+ "292 = Lau Kulap\n",
+ "293 = Masjid Badiuzzaman\n",
+ "294 = Gang Bengkok Old Mosque\n",
+ "295 = Pemandian Alam Pariban\n",
+ "296 = Pemandian Batu Nongol\n",
+ "297 = Pt Wisata Habibah Berkah\n",
+ "298 = Wisata Batu Katak\n",
+ "299 = Masjid Raya Al Osmani\n",
+ "300 = Air Terjun Namo Belanga\n",
+ "301 = Kolam Abadi\n",
+ "302 = Pesona Alam Panorama Indah. Pt\n",
+ "303 = Aek Manik\n",
+ "304 = Penatapan Doulu\n",
+ "305 = Wisata Mekar Bahari\n",
+ "306 = Bus Wisata\n",
+ "307 = Bukit Gajah Bobok\n",
+ "308 = Rumah Wisata Sunggal\n",
+ "309 = Pantai Indah Situngkir (Pis)\n",
+ "310 = Rumah Pohon Habitat\n",
+ "311 = T.Garden\n",
+ "312 = Sibolazi Beach\n",
+ "313 = Armada Mandiri\n",
+ "314 = Sip\n",
+ "315 = Winter Holidays\n",
+ "316 = Abadas Jaya\n",
+ "317 = Siba Island Resort\n",
+ "318 = Wi Holidays\n",
+ "319 = Taman Hewan Pematang Siantar -Thps\n",
+ "320 = Pt. Bagus Wisata Holiday's\n",
+ "321 = Saringgana Waterfall\n",
+ "322 = Pemandian Alam Sejuk Pas\n",
+ "323 = Bukit Kubu Berastagi\n",
+ "324 = Budaya Resto\n",
+ "325 = Kebun Binatang Simalingkar Medan\n",
+ "326 = Danau Linting\n",
+ "327 = Davarel Green Wisata\n",
+ "328 = Pt, Yy Traveling Tour And Travel\n",
+ "329 = Pasir Putih Parbaba\n",
+ "\n",
+ " Ditemukan\n",
+ "Pasir Putih Parbaba\n",
+ "2.6951\n",
+ "98.6897\n",
+ "\n",
+ "\n",
+ "330 = Menara Pandang Tele Samosir\n",
+ "331 = Millenium Wisata Indah Pt\n",
+ "332 = Pemandian Alam Loknya\n",
+ "333 = Setia Wisata\n",
+ "334 = Bagan Percut\n",
+ "335 = Bukit Indah Simarjarunjung\n",
+ "336 = Lau Gendang,Wisata Gua\n",
+ "337 = Muara Beach Beautiful\n",
+ "338 = Aman Wisata Citra Int. Pt\n",
+ "339 = Amarjun Wisata\n",
+ "340 = Pt Pelangi Wisata\n",
+ "341 = Leo Wisata\n",
+ "342 = Pool Bus Intra\n",
+ "343 = Perumahan Griya Wisata Indah\n",
+ "344 = Sipinsur Park Geosite And Pine Forest\n",
+ "345 = Air Terjun Janji\n",
+ "346 = Tombak Sulusulu\n",
+ "347 = Aek Sipangolu Bakkara\n",
+ "348 = Air Terjun Sipulak\n",
+ "349 = Air Terjun Pollung\n",
+ "350 = Air Terjun Simolap\n",
+ "351 = Hariara Tungkot\n",
+ "352 = Batu Hundul-Hundulan\n",
+ "353 = Air Terjun Sitiotio\n",
+ "354 = Air Terjun Sibabo\n",
+ "355 = Istana Makam Raja Sisingamangaraja\n",
+ "356 = Objek Wisata Baronjong Aek Sirahar\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "357 = Panatapan Sileme-Leme\n",
+ "358 = Saba Napa\n",
+ "359 = Pakkodian\n",
+ "360 = Bukit Doa\n",
+ "361 = Muara Nauli\n",
+ "362 = Dolok Bunga Sirandorung\n",
+ "363 = Pasar Muara\n",
+ "364 = Tugu Toga Aritonang\n",
+ "365 = Baneara, Partungko Naginjang\n",
+ "366 = Tarabunga\n",
+ "367 = Efrata Waterfall\n",
+ "368 = Bukit Holbung Samosir\n",
+ "369 = Anugerah Soambaton Beach\n",
+ "370 = Bukit Pahoda\n",
+ "371 = Pemandian Air Panas Rianiate\n",
+ "372 = Bukit Indah Sitalmak Talmak Sihotang\n",
+ "373 = Pantai Bul Bul\n",
+ "374 = Air Terjun Gorbus\n",
+ "375 = Air Terjun Aek Godang\n",
+ "376 = Pasir Putih Lumban Bulbul\n",
+ "377 = Revolution Heroes Monument\n",
+ "378 = Air Panas Sipoholon\n",
+ "379 = Air Terjun Lae Une\n",
+ "380 = Pemandian Aek Sipitu Dai\n",
+ "381 = Pantai Sibola Hotang\n",
+ "382 = Batu Sawan\n",
+ "383 = Wisata Alam\n",
+ "384 = Air Terjun Sampuran\n",
+ "385 = Pasir Putih Parbaba\n",
+ "\n",
+ " Ditemukan\n",
+ "Pasir Putih Parbaba\n",
+ "2.6951\n",
+ "98.6897\n",
+ "\n",
+ "\n",
+ "386 = Air Terjun Sipitu-Pitu\n",
+ "387 = Hadabuan Naisogop Waterfalls\n",
+ "388 = Water Park Tambunan\n",
+ "389 = Lokasi Wisata Pemandian Air Panas Sipoholon\n",
+ "390 = Puncak Pulau Samosir\n",
+ "391 = Taman Wisata Dabuan Bodil\n",
+ "392 = Tugu Toga Sahata\n",
+ "393 = Menara Pandang Tele Samosir\n",
+ "394 = Air Terjun Nai Sogop\n",
+ "395 = Pondok Wisata Lagundi Samosir\n",
+ "396 = Pertunjukan Tari Sigale Gale\n",
+ "397 = Wisata Makam Papan Tinggi Barus\n",
+ "398 = Free Beach Parapat Lake Toba\n",
+ "399 = Air Terjun Lae Mbilulu\n",
+ "400 = Samto Aek Rangat\n",
+ "401 = Air Terjun Sigarattung ( Sampuran Na Pitu)\n",
+ "402 = Siregar Aek Nalas\n",
+ "403 = A8 Village\n",
+ "404 = Cross Of Love\n",
+ "405 = Danau Toba Parapat\n",
+ "406 = Batu Marhosa\n",
+ "407 = Pantai Pulau Karang\n",
+ "408 = Edistigor Hot Spring\n",
+ "409 = Indah Sipinggan Beach\n",
+ "410 = Air Terjun Silaklak\n",
+ "411 = Objek Wisata Budaya Batu Kursi Raja Siallagan\n",
+ "412 = Gapura Wisata Alam Lae Mbilulu\n",
+ "413 = Gunung Pusuk Buhit\n",
+ "414 = Toba Caldera Geopark\n",
+ "415 = Parhallow Viewpoint And Coffee Shop\n",
+ "416 = Air Terjun Aek Nabontar\n",
+ "417 = Pantai Indah Situngkir (Pis)\n",
+ "418 = Taman Eden 100 Tobasa\n",
+ "419 = Taman Wisata Kera Sibaganding\n",
+ "420 = Bukit Senyum\n",
+ "421 = Konservasi Penyu Tapteng\n",
+ "422 = Tangga Seribu\n",
+ "423 = Rumah Adat\n",
+ "424 = Pemandian Air Soda\n",
+ "425 = Pantai Katung Binasi\n",
+ "426 = Air Terjun Taman Eden 100, Tobasa\n",
+ "427 = Pantai Pasir Putih\n",
+ "428 = Wisata Mata Air Pangiringan\n",
+ "429 = Bukit Travel Gibeon\n",
+ "430 = Batu Hobon\n",
+ "431 = Pantai Pasir Putih Tandarabun\n",
+ "432 = Air Panas Hutabarat\n",
+ "433 = Peak Tree House Sidikalang\n",
+ "434 = Bukit Kininduma Simantas\n",
+ "435 = Sampuren Tutuen Sige\n",
+ "436 = Pulau Tolping\n",
+ "437 = Taman Selfi Huta Tinggi\n",
+ "438 = Parks Faith\n",
+ "439 = Tugu Toga Sinaga Urat\n",
+ "440 = Taman Wisata Iman\n",
+ "441 = Air Terjun Lae Pandaroh\n",
+ "442 = Hkbp Sibodiala\n",
+ "443 = Situmurun Waterfall\n",
+ "444 = Long Beach\n",
+ "445 = Air Terjun Siboruon\n",
+ "446 = Lae Simbellen\n",
+ "447 = Bukit Sipolha\n",
+ "448 = Beach Island Karang\n",
+ "449 = Pemandian Air Panas Lehu\n",
+ "450 = Taman Liberty Malau\n",
+ "451 = Jembatan Tano Ponggol\n",
+ "452 = The Kaldera\n",
+ "453 = Bukit Golgata Twi Sitinjo\n",
+ "454 = Welterbeminimini\n",
+ "455 = Danau Sicike-Cike\n",
+ "456 = Batak Museum\n",
+ "457 = Botanical Samosir\n",
+ "458 = Salak Monument Pakkat\n",
+ "459 = Air Terjun Laembara\n",
+ "460 = Dean Forest\n",
+ "461 = Air Terjun Jembatan Lae Pendaroh\n",
+ "462 = Panatapan Parhalow\n",
+ "463 = Niagara Sipitu Tikka\n",
+ "464 = Sumur Tua\n",
+ "465 = Niagara Derivatives Bolon\n",
+ "466 = Sopo Guru Tatea Bulan\n",
+ "467 = Simpang Bantoon\n",
+ "468 = Warisan Dunia Minimini\n",
+ "469 = Tugu Toga Samosir\n",
+ "470 = Viewpoint Of Tuktuk Peninsula\n",
+ "471 = Taman Wisata Iman Sitinjo, Dairi\n",
+ "472 = Batu Gantung\n",
+ "473 = Batu Lobang Sibaganding\n",
+ "474 = Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )\n",
+ "475 = Wisata Madu Aek Nauli\n",
+ "476 = Tempat Pengasingan Soekarno\n",
+ "477 = Salib Kasih\n",
+ "478 = Thermal Baths U.S.K Hineni\n",
+ "479 = Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan\n",
+ "480 = Air Terjun Sikulikap\n",
+ "481 = Taman Alam Lumbini\n",
+ "482 = Lau Sidebuk Debuk\n",
+ "483 = Pasar Buah Berastagi\n",
+ "484 = Gundaling Hill, Berastagi\n",
+ "485 = Penatapan Doulu\n",
+ "486 = Mikie Funland\n",
+ "487 = Museum Pusaka Karo - Berastagi\n",
+ "488 = Air Terjun Sipiso Piso\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Sipiso Piso\n",
+ "2.9164\n",
+ "98.5195\n",
+ "\n",
+ "\n",
+ "489 = Air Soda Kabupaten Karo\n",
+ "490 = Danau Lau Kawar\n",
+ "491 = Twa Lau Debuk-Debuk\n",
+ "492 = Two Colors Waterfall\n",
+ "493 = Replika Pagoda Shwedagon\n",
+ "494 = Puncak Gundaling Brastagi\n",
+ "495 = Bukit Gajah Bobok\n",
+ "496 = Struggle Monument Berastagi\n",
+ "497 = Bukit Kubu Berastagi\n",
+ "498 = Uruk Ndaholi\n",
+ "499 = Taman Hutan Raya\n",
+ "500 = Taman Bunga Sapo Juma\n",
+ "501 = Sapo Juma\n",
+ "502 = Puncak Gunung Sipiso-Piso\n",
+ "503 = Tahura (Taman Hutan Raya)\n",
+ "504 = Pemandian Alam Pariban\n",
+ "505 = Taman Mejuah-Juah\n",
+ "506 = Peceren Karo Village\n",
+ "507 = Lake Toba Viewpoint\n",
+ "508 = Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut\n",
+ "509 = Monumen Halilintar\n",
+ "510 = Museum Karo Lingga\n",
+ "511 = Sidebuk Debuk Thermal Baths Berastagi\n",
+ "512 = Tugu Kol\n",
+ "513 = Tugu Jeruk Berastagi\n",
+ "514 = Lorong Pandan\n",
+ "515 = Karo Regency\n",
+ "516 = Taman Bunga\n",
+ "517 = Masjid Agung Kabanjahe\n",
+ "518 = Sbv\n",
+ "519 = Bakarang Simalem\n",
+ "520 = Kolam Pancing Sapat\n",
+ "521 = Bukit Gundul (Bukit Sipiso-Piso)\n",
+ "522 = Deleng Bencirus\n",
+ "523 = Panorama Uruk Lisang\n",
+ "524 = Berastagi\n",
+ "525 = Kolam Pamah Semelir\n",
+ "526 = Masjid Lama Kabanjahe\n",
+ "527 = Lingga Cultural Village\n",
+ "528 = Bukit Moria Gbkp\n",
+ "529 = Danau Toba\n",
+ "530 = Perkemahan Paropo\n",
+ "531 = Dinas Kebudayaan & Pariwisata\n",
+ "532 = Gundaling\n",
+ "533 = Air Terjun Sampuren Putih\n",
+ "534 = Barusjahe\n",
+ "535 = Air Terjun Sampuran Simempar\n",
+ "536 = Pas Pam Wisata\n",
+ "537 = Posko Air Terjun Satu Hati (Tibrena)\n",
+ "538 = Wisata Agro Kopi Karo\n",
+ "539 = Bukit Kubu\n",
+ "540 = Taman Wisata Alam Sibolangit, Sibolangit Nature Park\n",
+ "541 = Kebun Madu Efi\n",
+ "542 = Terminal Berastagi\n",
+ "543 = Namo Cengkeh\n",
+ "544 = Berastagi Local Guide\n",
+ "545 = Air Panas Simolap\n",
+ "546 = Cave And Hot Springs Goa Ergendang Deli Serdang Sumatra Utara Indonesia\n",
+ "547 = Perhadtian Air Panas Taman Wisata Sibayak\n",
+ "548 = Linggahara Water Falls\n",
+ "549 = Wisata Alam Aek Buru\n",
+ "550 = Tugu Juang 45 Lobusona\n",
+ "551 = Hadabuan Hill\n",
+ "552 = Sapadia Boombara Waterpark\n",
+ "553 = Pesona Alam Aek Janji\n",
+ "554 = Pulo Bisky (Pantai Wisky)\n",
+ "555 = Taman Wisata Mep\n",
+ "556 = Air Terjun Talsim\n",
+ "557 = Wak Salak\n",
+ "558 = Air Terjun Lorong Batu Jonjong\n",
+ "559 = Istana Kesultanan Kotapinang\n",
+ "560 = Air Terjun Pelangi\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Pelangi\n",
+ "3.2043\n",
+ "98.6905\n",
+ "\n",
+ "\n",
+ "561 = Lorong Negeri Padang Halaban View\n",
+ "562 = Air Terjun Aek Korsik\n",
+ "563 = Bukit Tiam Labura\n",
+ "564 = Pantai Barumun Parira\n",
+ "565 = Curug Bulu Soma\n",
+ "566 = Air Terjun Siborpa\n",
+ "567 = Arminareka Perdana\n",
+ "568 = Labuhan Batu Regency\n",
+ "569 = Tugu Simpang Empat\n",
+ "570 = Rindu Alam Aek Buru\n",
+ "571 = Darul Umroh\n",
+ "572 = Wisata Alam Aek Markusasak\n",
+ "573 = Air Terjun Aek Korsik\n",
+ "574 = Pantai Barumun Parira\n",
+ "575 = Istana Kesultanan Kotapinang\n",
+ "576 = Linggahara Water Falls\n",
+ "577 = Tugu Juang 45 Lobusona\n",
+ "578 = Sapadia Boombara Waterpark\n",
+ "579 = Wisata Alam Aek Buru\n",
+ "580 = Kolam Pancing Asri\n",
+ "581 = Pulo Bisky (Pantai Wisky)\n",
+ "582 = Hadabuan Hill\n",
+ "583 = Pesona Alam Aek Janji\n",
+ "584 = Taman Wisata Mep\n",
+ "585 = Air Terjun Siborpa\n",
+ "586 = Air Terjun Talsim\n",
+ "587 = Wak Salak\n",
+ "588 = Simadihon Lama\n",
+ "589 = Air Terjun Lorong Batu Jonjong\n",
+ "590 = Lorong Negeri Padang Halaban View\n",
+ "591 = Aek Lappining\n",
+ "592 = Bukit Tiam Labura\n",
+ "593 = Curug Bulu Soma\n",
+ "594 = Danau Sagayung\n",
+ "595 = Danau Tobat, Ujunggading\n",
+ "596 = South Labuhan Batu Regency\n",
+ "597 = Danau Pagaran Padang\n",
+ "598 = Taman Wisata Simatahari Indah\n",
+ "599 = Taman Wisata Alam, Pusat Latihan Gajah\n",
+ "600 = Luppatan Tali - Tali\n",
+ "601 = Pinang City\n",
+ "602 = Arminareka Perdana\n",
+ "603 = Gunung Simago-Mago Jl.Padang Sidimpuan-Tarutung\n",
+ "604 = Air Terjun Sitimbulan\n",
+ "605 = Wisata Alam Aek Buru\n",
+ "606 = Pulo Bisky (Pantai Wisky)\n",
+ "607 = Pesona Alam Aek Janji\n",
+ "608 = Bedeng 7 River Park\n",
+ "609 = Bukit Tiam Labura\n",
+ "610 = Lorong Negeri Padang Halaban View\n",
+ "611 = Air Terjun Lorong Batu Jonjong\n",
+ "612 = Wak Salak\n",
+ "613 = Linggahara Water Falls\n",
+ "614 = Wisata Alam Goa Sigalapang\n",
+ "615 = Air Terjun Morena\n",
+ "616 = Air Terjun Simora-Mora\n",
+ "617 = Air Terjun Aek Limut\n",
+ "618 = Air Terjun Siborpa\n",
+ "619 = Simadihon Lama\n",
+ "620 = Sapadia Boombara Waterpark\n",
+ "621 = Air Terjun Sialogo\n",
+ "622 = Asahan River Rafting\n",
+ "623 = Lombang Garoga (Logar)\n",
+ "624 = Paccur Napitu\n",
+ "625 = Aek Lappining\n",
+ "626 = Sigura Gura\n",
+ "627 = Air Terjun Talsim\n",
+ "628 = Wisata Alam Aek Sordang\n",
+ "629 = Taman Wisata Mep\n",
+ "630 = Simpang Pantai Monyet\n",
+ "631 = Air Terjun Jambuara Indah\n",
+ "632 = Waterboom Blue\n",
+ "633 = Katasa Waterfall\n",
+ "634 = North Labuhanbatu Regency\n",
+ "635 = Air Terjun Jatuhan Balok\n",
+ "636 = Dolok Tinggi Raja\n",
+ "637 = Grojogan 23\n",
+ "638 = Pemandian Saroha\n",
+ "\n",
+ " Ditemukan\n",
+ "Pemandian Saroha\n",
+ "2.7024\n",
+ "99.2142\n",
+ "\n",
+ "\n",
+ "639 = Aek Saroha\n",
+ "640 = Kelenteng Dewi Samudera\n",
+ "641 = Masjid Ahmad Bakri Kisaran\n",
+ "642 = Bukit Monstrac Kebun Huta Padang Ptpn Iii\n",
+ "643 = Wisata Alam Waterjo\n",
+ "644 = Aek Malapari\n",
+ "645 = Taman Aek Kota Batu Labura\n",
+ "646 = Cafe Goa Kaca\n",
+ "647 = Wisata Alam\n",
+ "648 = Istana Kesultanan Kotapinang\n",
+ "649 = Pantai Kaca\n",
+ "650 = Masjid Raya Kisaran\n",
+ "651 = Yayasan Perguruan Sisingamangaraja\n",
+ "652 = Puncak Hoza\n",
+ "653 = Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.\n",
+ "654 = Taman Eden 100 Tobasa\n",
+ "655 = Simonis\n",
+ "656 = Poldung\n",
+ "657 = Rindu Alam Aek Buru\n",
+ "658 = Taman Aek Kanopan\n",
+ "659 = Aek Kanopan\n",
+ "660 = Perkebunan Londut\n",
+ "661 = Tobasa\n",
+ "662 = Na Ix-X\n",
+ "663 = Berakit-Rakit Ke Hulu\n",
+ "664 = Kebun Teh Bahbutong, Sidamanik\n",
+ "665 = Kuala Beringin\n",
+ "666 = Long Beach\n",
+ "667 = Kualuh Hulu\n",
+ "668 = Bukit Indah Simarjarunjung\n",
+ "669 = Pemandian Air Panas Sumber Padi\n",
+ "670 = Puncak Bukit Manalise Aek Buro\n",
+ "671 = Air Terjun Pelaruga\n",
+ "672 = Air Terjun Lau Balis\n",
+ "673 = Lau Kulap\n",
+ "674 = Kolam Pamah Semelir\n",
+ "675 = The Yo's Hill.. Kampung Wisata\n",
+ "676 = Rumah Pohon Habitat\n",
+ "677 = Pantai Biru\n",
+ "678 = Saringgana Waterfall\n",
+ "679 = Wisata Batu Katak\n",
+ "680 = Air Terjun Pantai Salak\n",
+ "681 = Air Panas Simolap\n",
+ "682 = Tangkahan\n",
+ "683 = Air Terjun Namo Belanga\n",
+ "684 = Mangrove Tour Lubuk Kertang\n",
+ "685 = Bukit Lawang Ecotourism & Ecoproject\n",
+ "686 = Frog Rock Tour\n",
+ "687 = Tanjung Apek Beach\n",
+ "688 = Ekowisata Mangrove\n",
+ "689 = Landak River\n",
+ "690 = Pantai 46\n",
+ "691 = Bat Cave, Bukit Lawang\n",
+ "692 = Pelaruga Teroh Teroh\n",
+ "693 = Bekancan River\n",
+ "694 = One Heart Hill\n",
+ "695 = Lyza Outbount\n",
+ "696 = Langkat Regency\n",
+ "697 = Bukit Lawang Orangutan Trekking\n",
+ "698 = Bukit Lawang Planet Hijau\n",
+ "699 = Gedung Mabmi\n",
+ "700 = Air Panas Simolap\n",
+ "701 = Bukit Moria Gbkp\n",
+ "702 = Bukit Lawang Wisata Alam\n",
+ "703 = Sabah Simelir\n",
+ "704 = Lau Bingai\n",
+ "705 = Konservasi Sungai Kukam\n",
+ "706 = Lau Perkoh\n",
+ "707 = Wisata Batu Rongring\n",
+ "708 = Lau Bengkelade\n",
+ "709 = Kuta Sukareme\n",
+ "710 = Lau Bengkelade Kuta\n",
+ "711 = Bukit Lawang\n",
+ "712 = Pantai Malaya\n",
+ "713 = Puncak Santai\n",
+ "714 = Lau Bekelade\n",
+ "715 = Pemandian Air Panas Tirto Kencono\n",
+ "716 = Namu Sira-Sira\n",
+ "717 = Toddler Garden Binjai\n",
+ "718 = Salam Binjai Community\n",
+ "719 = Binjai\n",
+ "720 = North Namu Ukur\n",
+ "721 = Wisata Pelaruga\n",
+ "722 = Bukit Lawang Tour Trekking\n",
+ "723 = Warnawarni Stabat\n",
+ "724 = Mount Leuser National Park\n",
+ "725 = Bandrek Dan Bubur Kacang Ijo 42 Stabat\n",
+ "726 = Pemandu Bukit Lawang\n",
+ "727 = Armaya Nature\n",
+ "728 = Danau Lau Kawar\n",
+ "729 = Bukit Lawang Guide\n",
+ "730 = Pusat Posko \"Teroh-Teroh.\n",
+ "731 = Gundaling Hill, Berastagi\n",
+ "732 = Elsasya Utama\n",
+ "733 = Bukit Lawang Explore\n",
+ "734 = Grand Darussalam. Ud\n",
+ "735 = Taman Alam Lumbini\n",
+ "736 = Gunung Pandan River Tourism Area\n",
+ "737 = Connectingjungle\n",
+ "738 = Telagah\n",
+ "739 = Tjong A Fie Mansion\n",
+ "740 = Stabat\n",
+ "741 = Kampung Outbound Pancur Batu\n",
+ "742 = Lope Lope Wildlife Fur China\n",
+ "743 = Taman Wisata Merci\n",
+ "744 = Masjid Raya Al-Mashun\n",
+ "745 = Tugu Binjai\n",
+ "746 = Graha Maria Annai Velangkanni\n",
+ "747 = Bukit Gundul (Bukit Sipiso-Piso)\n",
+ "748 = Rudang Mayang\n",
+ "749 = Sungai Dua Rasa - Negeri Suah\n",
+ "750 = Penatapan Pamah Simelir\n",
+ "751 = Sumatra Jungle Trek\n",
+ "752 = Pantai Teluk Kerang\n",
+ "753 = Tour Accomodation\n",
+ "754 = Ekowisata Mangrove Sicanang\n",
+ "755 = Sumatra Tours Holiday & Jungle Trekking\n",
+ "756 = Garunggang\n",
+ "757 = Mester Bukit Lawang (Tour Guide)\n",
+ "758 = Sumatra Orangutan Tours & Holidays\n",
+ "759 = Taman Wisata Alam Sibolangit, Sibolangit Nature Park\n",
+ "760 = Azizi Mosque\n",
+ "761 = Maha Vihara Maitreya\n",
+ "762 = Sembilantujuh Tour&Travel\n",
+ "763 = Waterpark Ria\n",
+ "764 = Tourism Kuala Paret\n",
+ "765 = Air Terjun Sikulikap\n",
+ "766 = Air Terjun Jodoh Semelir\n",
+ "767 = Kupu-Kupu Garden Guest House & Cafe\n",
+ "768 = Rosyid Orangutan Tours\n",
+ "769 = Jelajah Bukit Lawang\n",
+ "770 = Bukitlawang Trek\n",
+ "771 = Bah Salak Waterfall\n",
+ "772 = Bukit Lawang Trip\n",
+ "773 = Lapangan Tengku Amir Hamzah Stabat\n",
+ "774 = Jln Dusun Lauseridi\n",
+ "775 = Permata Asri Stabat\n",
+ "776 = Taman Bunga Celosia Binjai\n",
+ "777 = Masjid Raya Stabat\n",
+ "778 = Jaharun Tourism City Center\n",
+ "779 = Warung Info Wisata\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "780 = Tanjung Pura\n",
+ "781 = Bukit Lawang Day Trek\n",
+ "782 = Lau Teba Langkat\n",
+ "783 = Explore Bahorok Adventure Trip\n",
+ "784 = Payabulan\n",
+ "785 = Tapian Siri-Siri Syariah\n",
+ "786 = Pantai Batu Badaun Desa Sikapas\n",
+ "787 = Taman Raja Batu\n",
+ "788 = Thermal Baths Huta Raja\n",
+ "789 = Batang Gadis National Park\n",
+ "790 = Pantai Barat Natal\n",
+ "791 = Parks West Coast\n",
+ "792 = Air Panas Siabu\n",
+ "793 = Aek Milas Siabu\n",
+ "794 = Bukit Muhasabah\n",
+ "795 = Objek Wisata Sampuraga\n",
+ "796 = Lubuk Larangan Desa Padang Bulan\n",
+ "797 = Paya Bulan\n",
+ "798 = Objek Wisata Bukit Kayu Batu\n",
+ "799 = Objek Wisata Batu Mandi\n",
+ "800 = Pantai Bukit Malintang Buburan\n",
+ "801 = Danau Laut Tinggal\n",
+ "802 = Rodang Tinapor\n",
+ "803 = Pantai Barat\n",
+ "804 = Danau Si Ais\n",
+ "805 = Muara Opu, Muara Batangtoru, Tapanuli Selatan\n",
+ "806 = Danau Marambe\n",
+ "807 = Objek Wisata Siraisan\n",
+ "808 = Air Terjun Sipagogo\n",
+ "809 = Air Terjun Situak Lotik Iii\n",
+ "810 = Objek Wisata Aek Hapung\n",
+ "811 = Beranda Madina\n",
+ "812 = Tao Lake Rod Onang\n",
+ "813 = Puncak Paranginan,Aek Nabirong\n",
+ "814 = Pulau Pigago\n",
+ "815 = Lubuk King\n",
+ "816 = Bukit Teletubies\n",
+ "817 = Air Terjun Simpang Kanan\n",
+ "818 = Kuamang Ujung Gading\n",
+ "819 = Tugu Air Bangis\n",
+ "820 = Air Terjun Kemuning\n",
+ "821 = Air Terjun Kemuning\n",
+ "822 = Air Terjun Katobung\n",
+ "823 = Travel Panyabungan Padang\n",
+ "824 = Perwakilan Mandiri\n",
+ "825 = Air Terjun Silima-Lima\n",
+ "826 = Pantai Sikabau\n",
+ "827 = Hendreva Tour\n",
+ "828 = Bagas Godang Pijorkoling\n",
+ "829 = Danau Tobat, Ujunggading\n",
+ "830 = Aek Milas\n",
+ "831 = Wisata Aek Sabaon\n",
+ "832 = Air Terjun Sitimbulan\n",
+ "833 = Wisata Kembar Agro\n",
+ "834 = Parupuk Waterpark\n",
+ "835 = Bendungan Batang Tongar\n",
+ "836 = Penginapan Pantai Indah Pandan Kabupaten Tapanuli Tengah\n",
+ "837 = R.M Wisata Indah\n",
+ "838 = Pantai Sikilang\n",
+ "839 = Bendungan Lakkut\n",
+ "840 = Gunung Simago-Mago Jl.Padang Sidimpuan-Tarutung\n",
+ "841 = Tempat Wisata Strawberry Habibun\n",
+ "842 = Penatapan Tor Sipurpur\n",
+ "843 = Aek Matua\n",
+ "844 = Pondok Pisang\n",
+ "845 = Sibio-Bio Adventure Park\n",
+ "846 = Air Terjun Lembah Sipogas\n",
+ "847 = Puncak Tonang\n",
+ "848 = Ikan Larangan Lubuak Landua\n",
+ "849 = Kalangan Indah\n",
+ "850 = Pemandian Air Panas Padang Bujur\n",
+ "851 = Halo Angso Duo Pratama Bro. Pt\n",
+ "852 = Aek Milas Sosopan\n",
+ "853 = Al-Dy Jr Hasibuan\n",
+ "854 = Pantai Maligi\n",
+ "855 = Danau Marsabut\n",
+ "856 = Danau Siombun\n",
+ "857 = Pawan Hot Water\n",
+ "858 = Lubuknaga\n",
+ "859 = Aek Milas Parau Sorat Sipirok\n",
+ "860 = Air Terjun Lenggo Geni\n",
+ "861 = Air Terjun Sarasah Kajai\n",
+ "862 = Danau Tasik\n",
+ "863 = Danau Cipogas Rohul\n",
+ "864 = Puncak Kabur Bukit Villa\n",
+ "865 = Rimba Huta Sikapir\n",
+ "866 = Air Terjun Aek Matua\n",
+ "867 = Fortress Seven Layer\n",
+ "868 = Danau Sipogas\n",
+ "869 = Air Terjun Sempugen\n",
+ "870 = Danau Sagayung\n",
+ "871 = Agrowisata Kebun Jeruk,Desa Hadungdung\n",
+ "872 = Bair Falls\n",
+ "873 = Istana Kerajaan Rokan\n",
+ "874 = Barumun Nagari Wildlife Sanctuary\n",
+ "875 = Pantai Pelabuhan Lama Sibolga\n",
+ "876 = Air Terjun Sipitu-Pitu\n",
+ "877 = Lubuk Batang Waterfall\n",
+ "878 = Sialang Batu\n",
+ "879 = Mandailing Natal Regency\n",
+ "880 = Monumen Equator\n",
+ "881 = Wisata Puncak Tanjuang Bungo\n",
+ "882 = Pusat Kuliner Kota Sibolga\n",
+ "883 = Pantai Bosur\n",
+ "884 = Bukit Suligi\n",
+ "885 = Air Terjun Cirocai Sungai Pandahan\n",
+ "886 = Jembatan Dalik Lubuk Sikaping\n",
+ "887 = Objek Wisata Patamuan\n",
+ "888 = Kaisar Waterpark\n",
+ "889 = Puncak Saragodung\n",
+ "890 = Sibolga Dutch Tunnel\n",
+ "891 = Wisata Sawah Koto\n",
+ "892 = Alun Alun Lubuk Sikpaing\n",
+ "893 = Pantai Batu Rusa\n",
+ "894 = Wisata Bendunga Sei Palis\n",
+ "895 = Bukik Posuak Maek\n",
+ "896 = Air Terjun Sihobuk\n",
+ "897 = Tangga Seratus\n",
+ "898 = Wisata Pulau Spantiang\n",
+ "899 = Air Terjun Aek Korsik\n",
+ "900 = Loket Satu Nusa\n",
+ "901 = Sopo Tinjak\n",
+ "902 = Masjid Al-Abror\n",
+ "903 = Masjid Al Istiqomah\n",
+ "904 = Wisata Bale Bukit Zaitun\n",
+ "905 = Kara Sangadulo\n",
+ "906 = Museum Pusaka Nias\n",
+ "907 = Air Terjun Mondrowe\n",
+ "908 = Batu Megalith Si Ofa Tanomo\n",
+ "909 = Helaowo Waterfall Gomo\n",
+ "910 = Pantai Hetalu\n",
+ "911 = Puncak Indah Hilidete\n",
+ "912 = Taman Doa Bunda Maria\n",
+ "913 = Pantai Sirombu\n",
+ "914 = Air Terjun Humogo\n",
+ "915 = Pantai Malaga\n",
+ "916 = Pantai Merah, Afulu\n",
+ "917 = Pantai Indah Tureloto\n",
+ "918 = Pantai Lafau Nias Utara\n",
+ "919 = Pantai Toyolawa\n",
+ "920 = Mataluo (Lompat Batu)\n",
+ "921 = Pantai Harus Damai - Lagundri\n",
+ "922 = Sawa Kete\n",
+ "923 = Spot Surfing Rockstar\n",
+ "924 = Lagundri Beach South Nias\n",
+ "925 = Baloho Beach\n",
+ "926 = Surfing Nias\n",
+ "927 = Wisata Rumah Adat Nias Utara\n",
+ "928 = Ture Dawã¶La Beach\n",
+ "929 = Laosi Laosi Beach\n",
+ "930 = Pantai Simali\n",
+ "931 = Pantai Hinako\n",
+ "932 = Pantai Marisa\n",
+ "933 = Ppn (Pemuda Peduli Nias)\n",
+ "934 = Pantai Bunda\n",
+ "935 = Hilinawalo Fau\n",
+ "936 = Slaparse Beach\n",
+ "937 = Pantai Turedowi\n",
+ "938 = Pantai Pasir Merah Afulu\n",
+ "939 = Lamolo Beach\n",
+ "940 = Nias\n",
+ "941 = Pantai Laaya\n",
+ "942 = Pantai Sobagi Mboho\n",
+ "943 = Aek Sijorni\n",
+ "944 = Musala Waterfall\n",
+ "945 = Jalan Tanaya'o\n",
+ "946 = Pantai Sirombu\n",
+ "947 = Wisata Bale Bukit Zaitun\n",
+ "948 = Pantai Hinako\n",
+ "949 = Pantai Indah Tureloto\n",
+ "950 = Pantai Merah, Afulu\n",
+ "951 = Museum Pusaka Nias\n",
+ "952 = Taman Doa Bunda Maria\n",
+ "953 = Air Terjun Mondrowe\n",
+ "954 = Kara Sangadulo\n",
+ "955 = Pantai Toyolawa\n",
+ "956 = Pantai Malaga\n",
+ "957 = Pantai Harus Damai - Lagundri\n",
+ "958 = Air Terjun Humogo\n",
+ "959 = Jalan Tanaya'o\n",
+ "960 = Bukit Hermon\n",
+ "961 = Air Terjun Mondrowe\n",
+ "962 = Mataluo (Lompat Batu)\n",
+ "963 = Pantai Harus Damai - Lagundri\n",
+ "964 = Helaowo Waterfall Gomo\n",
+ "965 = Lagundri Beach South Nias\n",
+ "966 = Baloho Beach\n",
+ "967 = Spot Surfing Rockstar\n",
+ "968 = Lamolo Beach\n",
+ "969 = Slaparse Beach\n",
+ "970 = Hilinawalo Fau\n",
+ "971 = Puncak Indah Hilidete\n",
+ "972 = Pantai Sirombu\n",
+ "973 = Taman Doa Bunda Maria\n",
+ "974 = Pantai Indah Tureloto\n",
+ "975 = Pantai Merah, Afulu\n",
+ "976 = Air Terjun Humogo\n",
+ "977 = Pantai Toyolawa\n",
+ "978 = Pantai Sorake Nias Selatan\n",
+ "979 = Pantai Malaga\n",
+ "980 = Pantai Bunda\n",
+ "981 = Pantai Sobagi Mboho\n",
+ "982 = Pantai Lafau Nias Utara\n",
+ "983 = Ranika Surf\n",
+ "984 = New Raya Inn | Niashomestay\n",
+ "985 = Situs Megalith Tetegewo Hilisao'ã¶Tã¶\n",
+ "986 = Pantai Indah Tureloto\n",
+ "987 = Pantai Toyolawa\n",
+ "988 = Pantai Merah, Afulu\n",
+ "989 = Kara Sangadulo\n",
+ "990 = Ture Dawã¶La Beach\n",
+ "991 = Laosi Laosi Beach\n",
+ "992 = Pantai Pasir Merah Afulu\n",
+ "993 = Pantai Simali\n",
+ "994 = Wisata Bale Bukit Zaitun\n",
+ "995 = Pantai Marisa\n",
+ "996 = Pantai Turedowi\n",
+ "997 = Museum Pusaka Nias\n",
+ "998 = Pantai Hoya Gunungsitoli\n",
+ "999 = Pantai Sirombu\n",
+ "1000 = Taman Doa Bunda Maria\n",
+ "1001 = Air Terjun Humogo\n",
+ "1002 = Pantai Indah Tureloto\n",
+ "1003 = Pantai Toyolawa\n",
+ "1004 = Pantai Lafau Nias Utara\n",
+ "1005 = Kara Sangadulo\n",
+ "1006 = Sawa Kete\n",
+ "1007 = Ture Dawã¶La Beach\n",
+ "1008 = Laosi Laosi Beach\n",
+ "1009 = Pantai Pasir Merah Afulu\n",
+ "1010 = Pantai Simali\n",
+ "1011 = Wisata Rumah Adat Nias Utara\n",
+ "1012 = Wisata Bale Bukit Zaitun\n",
+ "1013 = Pantai Marisa\n",
+ "1014 = Pantai Turedowi\n",
+ "1015 = Museum Pusaka Nias\n",
+ "1016 = Pantai Hoya Gunungsitoli\n",
+ "1017 = Pantai Sirombu\n",
+ "1018 = Taman Doa Bunda Maria\n",
+ "1019 = Air Terjun Humogo\n",
+ "1020 = Muara Indah\n",
+ "1021 = Objek Wisata Maggrove Sisarahili Ts\n",
+ "1022 = Pantai Malaga\n",
+ "1023 = Pantai Bunda\n",
+ "1024 = Tumori Traditional Village\n",
+ "1025 = Humogo Waterfall\n",
+ "1026 = Air Terjun Mondrowe\n",
+ "1027 = Pantai Laaya\n",
+ "1028 = Ppn (Pemuda Peduli Nias)\n",
+ "1029 = Pantai Harus Damai - Lagundri\n",
+ "1030 = Tugu Durian\n",
+ "1031 = Puncak Indah Hilidete\n",
+ "1032 = Goa Togidrawa Gunungsitoli\n",
+ "1033 = Mataluo (Lompat Batu)\n",
+ "1034 = Batu Megalith Si Ofa Tanomo\n",
+ "1035 = Pantai Hinako\n",
+ "1036 = Pantai Hetalu\n",
+ "1037 = Lagundri Beach South Nias\n",
+ "1038 = Helaowo Waterfall Gomo\n",
+ "1039 = Spot Surfing Rockstar\n",
+ "1040 = Baloho Beach\n",
+ "1041 = Surfing Nias\n",
+ "1042 = Nias\n",
+ "1043 = Objek Wisata Siraisan\n",
+ "1044 = Objek Wisata Aek Hapung\n",
+ "1045 = Air Terjun Katobung\n",
+ "1046 = Aek Sijorni\n",
+ "1047 = Danau Tobat, Ujunggading\n",
+ "1048 = Danau Tao\n",
+ "1049 = Bendungan Lakkut\n",
+ "1050 = Aek Matua\n",
+ "1051 = Danau Sagayung\n",
+ "1052 = Agrowisata Kebun Jeruk,Desa Hadungdung\n",
+ "1053 = Danau Tasik\n",
+ "1054 = Aek Milas Siabu\n",
+ "1055 = Bagas Godang Pijorkoling\n",
+ "1056 = Penatapan Tor Sipurpur\n",
+ "1057 = Barumun Nagari Wildlife Sanctuary\n",
+ "1058 = Parupuk Waterpark\n",
+ "1059 = Wisata Kembar Agro\n",
+ "1060 = Kaisar Waterpark\n",
+ "1061 = Lubuk Larangan Desa Padang Bulan\n",
+ "1062 = Tapian Siri-Siri Syariah\n",
+ "1063 = Tempat Wisata Strawberry Habibun\n",
+ "1064 = Batu Gajah\n",
+ "1065 = Gunung Simago-Mago Jl.Padang Sidimpuan-Tarutung\n",
+ "1066 = Aek Milas Sosopan\n",
+ "1067 = Lubuknaga\n",
+ "1068 = Wisata Aek Sabaon\n",
+ "1069 = Objek Wisata Sampuraga\n",
+ "1070 = Thermal Baths Huta Raja\n",
+ "1071 = Air Panas Siabu\n",
+ "1072 = Pemandian Air Panas Padang Bujur\n",
+ "1073 = Air Terjun Sitimbulan\n",
+ "1074 = Sibiobio Adventure Park\n",
+ "1075 = Al-Dy Jr Hasibuan\n",
+ "1076 = Kantor Walikota Padangsidimpuan\n",
+ "1077 = Air Terjun Silima-Lima\n",
+ "1078 = Taman Raja Batu\n",
+ "1079 = Danau Marsabut\n",
+ "1080 = Paya Bulan\n",
+ "1081 = Bukit Muhasabah\n",
+ "1082 = Aek Milas Parau Sorat Sipirok\n",
+ "1083 = Rodang Tinapor\n",
+ "1084 = Aek Lappining\n",
+ "1085 = Air Travel Parsariran\n",
+ "1086 = Makam Ompung Parmata Sapihak\n",
+ "1087 = De Hole Laguna\n",
+ "1088 = Air Terjun Siborpa\n",
+ "1089 = Penginapan Pantai Indah Pandan Kabupaten Tapanuli Tengah\n",
+ "1090 = Bahal Temple I\n",
+ "1091 = The Attraction Of Ikan Gadang\n",
+ "1092 = Pantai Tiram Tapakis\n",
+ "1093 = Pantai Arta Indah\n",
+ "1094 = Air Terjun Nyarai\n",
+ "1095 = Padang Lawas Regency\n",
+ "1096 = Puncak Anai\n",
+ "1097 = Tapian Puti\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1098 = Aek Milas Paringgonan Sibuhuan\n",
+ "1099 = Linggahara Water Falls\n",
+ "1100 = Masjid Agung Islamic Centre Pasir Pengaraian Rohul\n",
+ "1101 = Wisata Alam Lereng Padangsidimpuan\n",
+ "1102 = Air Terjun Baburai\n",
+ "1103 = Taman Bukit Gelanggang\n",
+ "1104 = Taman Wisata Lereng Padangsidimpuan\n",
+ "1105 = Pantai Bosur\n",
+ "1106 = Pakkodian\n",
+ "1107 = Handreva Tour\n",
+ "1108 = Wisata Alam \"Panatapan Parupuk Julu\"\n",
+ "1109 = North Padang Lawas Regency\n",
+ "1110 = Bukit Sipolha\n",
+ "1111 = Pantai Pasir Putih Parbaba\n",
+ "1112 = Pantai Batu Hoda (Batu Hoda Beach)\n",
+ "1113 = Bukit Holbung Samosir\n",
+ "1114 = Pasar Tomok\n",
+ "1115 = Wisata Alam Bedeng 7\n",
+ "1116 = Wisata Indonesia Itu Indah\n",
+ "1117 = Muara Nauli\n",
+ "1118 = Paccur Napitu\n",
+ "1119 = Menara Pandang Tele Samosir\n",
+ "1120 = Air Terjun Efrata\n",
+ "1121 = Air Terjun Lumban Rang\n",
+ "1122 = Danau Toba Parapat\n",
+ "1123 = Batu Hobon\n",
+ "1124 = Air Terjun Turunan Bolon\n",
+ "1125 = Pulau Tolping\n",
+ "1126 = Pantai Indah Situngkir (Pis)\n",
+ "1127 = Aek Sipangolu Bakkara\n",
+ "1128 = Tanjung Unta\n",
+ "1129 = Boli Boli Hot Spring\n",
+ "1130 = Puncak Pulau Samosir\n",
+ "1131 = Batu Sawan\n",
+ "1132 = Pesanggrahan Bung Karno\n",
+ "1133 = Wisata Alam Goa Sigalapang\n",
+ "1134 = Air Terjun Janji\n",
+ "1135 = Tugu Toga Samosir\n",
+ "1136 = Pantai Paris\n",
+ "1137 = Pantai Indah Sipinggan\n",
+ "1138 = Bukit Burung\n",
+ "\n",
+ " Ditemukan\n",
+ "Bukit Burung\n",
+ "2.432\n",
+ "98.8975\n",
+ "\n",
+ "\n",
+ "1139 = Pusat Informasi Geopark Kaldera Toba Sigulatti\n",
+ "1140 = Air Terjun Binanga Bolon\n",
+ "1141 = Huta Bolon\n",
+ "1142 = Air Terjun Sipitu Tikka\n",
+ "1143 = Sibolazi Beach\n",
+ "1144 = Air Terjun Nai Sogop\n",
+ "1145 = Hariara Tungkot\n",
+ "1146 = Pulau Malau\n",
+ "1147 = Sopo Guru Tatea Bulan\n",
+ "1148 = Bukit Indah Sitalmak Talmak Sihotang\n",
+ "1149 = Bukit Tara Bunga\n",
+ "1150 = Bukit Indah Simarjarunjung\n",
+ "1151 = Tugu Toga Sahata\n",
+ "1152 = Taman Liberty Malau\n",
+ "1153 = Pemandian Aek Sipitu Dai\n",
+ "1154 = Lombang Garoga (Logar)\n",
+ "1155 = Museum Huta Bolon Simanindo\n",
+ "1156 = Menara Pandang Simanindo\n",
+ "1157 = Tugu Toga Sinaga Urat\n",
+ "1158 = Batu Hundul-Hundulan\n",
+ "1159 = Penginapan King's Ambarita\n",
+ "1160 = Pantai Pasir Putih Tandarabun\n",
+ "1161 = Air Terjun Nai Sogop\n",
+ "1162 = Bukit Gajah Bobok\n",
+ "1163 = Taman Bunga Sapo Juma\n",
+ "1164 = Desa Adat Ragi Hotang Meat\n",
+ "1165 = Istana Makam Raja Sisingamangaraja\n",
+ "1166 = Air Terjun Sipiso Piso\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Sipiso Piso\n",
+ "2.3308\n",
+ "99.0494\n",
+ "\n",
+ "\n",
+ "1167 = Edistigor Hot Spring\n",
+ "1168 = Salib Kasih Tarutung\n",
+ "1169 = Pulau Paropo\n",
+ "1170 = Air Terjun Simolap\n",
+ "1171 = Gunung Pusuk Buhit\n",
+ "1172 = Air Terjun Sampuran Widuri\n",
+ "1173 = Tao Silalahi Hotel\n",
+ "1174 = Pasar Muara\n",
+ "1175 = Bukit Gundul (Bukit Sipiso Piso)\n",
+ "1176 = Taman Wisata Iman\n",
+ "1177 = Tugu Sitio\n",
+ "1178 = Monkey Forest Umar Manik Sibaganding\n",
+ "1179 = Sapo Juma\n",
+ "1180 = Aek Manik\n",
+ "1181 = Taman Selfi Huta Tinggi\n",
+ "1182 = Pantai Kenangan\n",
+ "1183 = Tugu Becak\n",
+ "1184 = Air Terjun Pelangi Indah\n",
+ "1185 = Kebun Teh Bahbutong, Sidamanik\n",
+ "1186 = Pemandian Air Soda\n",
+ "1187 = Hairos Water Park\n",
+ "1188 = Danau Siombak\n",
+ "1189 = Tugu Silahi Sabungan\n",
+ "1190 = Penatapen Doulu\n",
+ "1191 = Taman Wisata Iman\n",
+ "1192 = Pemandian Sidamanik\n",
+ "1193 = Air Terjun Sikulikap\n",
+ "1194 = Tjong A Fie Mansion\n",
+ "1195 = Taman Air Percut\n",
+ "1196 = Air Terjun Mursala\n",
+ "1197 = Pasir Putih Porsea\n",
+ "1198 = Pulau Samosir\n",
+ "1199 = Kolam Abadi\n",
+ "1200 = Monako Park, Sibiru-Biru\n",
+ "1201 = Upside Down World Medan\n",
+ "1202 = Tjong Yong Hian Gallery\n",
+ "1203 = Pantai Pasir Putih Parparean\n",
+ "1204 = Lumban Binanga Beach Laguboti\n",
+ "1205 = Toba Lake Sibolahotang Beautiful Beach\n",
+ "1206 = Bukit Gibeon (Yapim Taruna)\n",
+ "1207 = Taman Balita Kota Binjai\n",
+ "1208 = Tugu Binjai\n",
+ "1209 = Salam Binjai Community\n",
+ "1210 = Taman Bunga Celosia Binjai\n",
+ "1211 = Taman Selfie\n",
+ "1212 = Tanah Lapang Merdeka Binjai\n",
+ "1213 = Masjid Agung Kota Binjai\n",
+ "1214 = Taman Remaja Binjai\n",
+ "1215 = Kampung Kuliner\n",
+ "1216 = Rumah Makan Irian\n",
+ "1217 = Pasar Kaget Kota Binjai\n",
+ "1218 = Kolam Abadi\n",
+ "1219 = Air Terjun Pelaruga\n",
+ "1220 = Pantai Biru\n",
+ "1221 = Taman Lope Lope Bulu Cina\n",
+ "1222 = Masjid Raya\n",
+ "1223 = Pantai 46\n",
+ "1224 = Rumah Pohon Habitat\n",
+ "1225 = Air Terjun Saringgana\n",
+ "1226 = Stasiun Binjai\n",
+ "1227 = Taman Edukasi Binjai\n",
+ "1228 = Taman Megawati\n",
+ "1229 = Taman Doa Bunda Maria\n",
+ "1230 = Museum Pusaka Nias\n",
+ "1231 = Pantai Bunda\n",
+ "1232 = Air Terjun Humogo\n",
+ "1233 = Pantai Hoya Gunungsitoli\n",
+ "1234 = Tugu Durian\n",
+ "1235 = Pantai Malaga\n",
+ "1236 = Goa Togidrawa Gunungsitoli\n",
+ "1237 = Muara Indah\n",
+ "1238 = Humogo Waterfall\n",
+ "1239 = Pantai Indah Tureloto\n",
+ "1240 = Pantai Toyolawa\n",
+ "1241 = Pantai Merah, Afulu\n",
+ "1242 = Pantai Harus Damai - Lagundri\n",
+ "1243 = Pantai Sirombu\n",
+ "1244 = Air Terjun Mondrowe\n",
+ "1245 = Pantai Lafau Nias Utara\n",
+ "1246 = Spot Surfing Rockstar\n",
+ "1247 = Taman Alam Lumbini Berastagi\n",
+ "1248 = Taman Bukit Gelanggang\n",
+ "1249 = Gunungsitoli\n",
+ "1250 = Objek Wisata Togindrawa Gua\n",
+ "1251 = Danau Siombak\n",
+ "1252 = Wonders Water World\n",
+ "1253 = Rahmat International Wildlife Museum & Gallery\n",
+ "1254 = Masjid Raya Al Mashun\n",
+ "1255 = Tjong A Fie Mansion\n",
+ "1256 = Upside Down World Medan\n",
+ "1257 = Graha Maria Annai Velangkanni\n",
+ "1258 = Taman Sri Deli\n",
+ "1259 = Hairos Water Park\n",
+ "1260 = Maha Vihara Maitreya\n",
+ "1261 = Kuil Shri Mariamman\n",
+ "1262 = Taman Ahmad Yani Medan\n",
+ "1263 = Kampung Ladang Outbound\n",
+ "1264 = Klenteng Gunung Timur\n",
+ "1265 = Kampoeng Selfie (Kongsi)\n",
+ "1266 = Taman Kebun Bunga Èœ‚Ʀ•Åœ’\n",
+ "1267 = Museum Negeri Sumatera Utara\n",
+ "1268 = Taman Wisata Merci\n",
+ "1269 = Taman Teladan\n",
+ "1270 = Rental Mobil Medan Pro\n",
+ "1271 = Masjid Al Osmani\n",
+ "1272 = Taman Burung Cemara Asri\n",
+ "1273 = Taman Gajah Mada\n",
+ "1274 = Museum Perjuangan Tni\n",
+ "1275 = Tjong Yong Hian Gallery\n",
+ "1276 = Balai Besar Taman Nasional Gunung Leuser\n",
+ "1277 = Meriam Puntung\n",
+ "1278 = The Le Hu Garden\n",
+ "1279 = Dusun Kreatif\n",
+ "1280 = Wisata Merci\n",
+ "1281 = Tugu Air Mancur Majestik\n",
+ "1282 = Pubbarama Buddhist Centre (Pbc)\n",
+ "1283 = Ekowisata Mangrove Sicanang\n",
+ "1284 = Taman Air Percut\n",
+ "1285 = Gedung Bks Pps\n",
+ "1286 = Wisata Bunga\n",
+ "1287 = Masjid Agung Sumatera Utara\n",
+ "1288 = Armaya Wisata Alam\n",
+ "1289 = Sovie Swima Gemilang Swimschool Medan\n",
+ "1290 = Masjid Badiuzzaman\n",
+ "1291 = Rental Mobil Medan Pro\n",
+ "1292 = Mora Indah\n",
+ "1293 = Menara Tirtanadi\n",
+ "1294 = Pajak Ikan Lama Medan\n",
+ "1295 = Hillpark Sibolangit\n",
+ "1296 = Masjid Lama Gang Bengkok\n",
+ "1297 = Penangkaran Buaya Asam Kumbang\n",
+ "1298 = Air Terjun Dua Warna\n",
+ "1299 = Taman Alam Lumbini Berastagi\n",
+ "1300 = Taman Benteng Lions Club\n",
+ "1301 = Great Mosque\n",
+ "1302 = Taman Cadika Pramuka\n",
+ "1303 = Kembar Agro\n",
+ "1304 = Bagas Godang Pijorkoling\n",
+ "1305 = Kaisar Waterpark\n",
+ "1306 = Tempat Wisata Strawberry Habibun\n",
+ "1307 = Masjid Al-Abror\n",
+ "1308 = Kantor Walikota Padangsidimpuan\n",
+ "1309 = Sibiobio Adventure Park\n",
+ "1310 = Air Terjun Silima-Lima\n",
+ "1311 = Wisata Aek Sabaon\n",
+ "1312 = Danau Tao\n",
+ "1313 = Mesjid Raya Al-Abror\n",
+ "1314 = Sibio-Bio Advanture Park\n",
+ "1315 = Wisata Air Parsariran\n",
+ "1316 = Aek Sijorni\n",
+ "1317 = Tts (Toru Tor Simarsayang) Cafe\n",
+ "1318 = Barumun Nagari Wildlife Sanctuary\n",
+ "1319 = Taman Kota Salak (Tugu Salak)\n",
+ "1320 = Aek Milas Sosopan\n",
+ "1321 = Tor Simago-Mago\n",
+ "1322 = Alaman Bolak Padang Nadimpu\n",
+ "1323 = Objek Wisata Siraisan\n",
+ "1324 = Danau Tao Batang Onang\n",
+ "1325 = Pemandian Air Panas Padang Bujur\n",
+ "1326 = Air Terjun Sitimbulan\n",
+ "1327 = Danau Marsabut\n",
+ "1328 = Danau Tasik\n",
+ "1329 = Objek Wisata Aek Hapung\n",
+ "1330 = Objek Wisata Sampuraga\n",
+ "1331 = Air Terjun Malakkut\n",
+ "1332 = Taman Raja Batu\n",
+ "1333 = Pantai Pandan Tapteng\n",
+ "1334 = Aek Milas Parau Sorat Sipirok\n",
+ "1335 = Boli Boli Hot Spring\n",
+ "1336 = Muara Opu, Muara Batangtoru, Tapanuli Selatan\n",
+ "1337 = Air Panas Siabu\n",
+ "1338 = Taman Wisata Dabuan Bodil\n",
+ "1339 = Pantai Bosur\n",
+ "1340 = Taman Pantai Barat\n",
+ "1341 = Pemandian Air Panas Huta Raja\n",
+ "1342 = Air Terjun Linggahara-Rantau Prapat\n",
+ "1343 = Kota Padang Sidempuan\n",
+ "1344 = Danau Si Ais\n",
+ "1345 = Air Terjun Sihobuk\n",
+ "1346 = Muaraopu\n",
+ "1347 = Objek Wisata Batu Mandi\n",
+ "1348 = Objek Wisata Bukit Kayu Batu\n",
+ "1349 = Payabulan\n",
+ "1350 = Wisata Alam Aek Buru\n",
+ "1351 = Pantai Batu Badaun Desa Sikapas\n",
+ "1352 = Wisata Sipinsur\n",
+ "1353 = Taman Wisata Lereng Padangsidimpuan\n",
+ "1354 = Air Terjun Labuan Nasonang\n",
+ "1355 = Air Terjun Siborpa\n",
+ "1356 = Aek Milas Siabu\n",
+ "1357 = Pulo Bisky (Pantai Wisky)\n",
+ "1358 = Bukit Muhasabah\n",
+ "1359 = Tugu Juang 45 Lobusona\n",
+ "1360 = Tapian Siri-Siri Syariah\n",
+ "1361 = Bukit Pahoda\n",
+ "1362 = Objek Wisata Baronjong Aek Sirahar\n",
+ "1363 = Sibolga Kota Ikan\n",
+ "1364 = Pantai Batu Gajah\n",
+ "1365 = Air Terjun Silaklak\n",
+ "1366 = Tangga Seratus\n",
+ "1367 = Air Terjun Janji\n",
+ "1368 = Air Terjun Bair\n",
+ "1369 = Tugu Pahlawan Revolusi\n",
+ "1370 = Air Terjun Sipitu-Pitu\n",
+ "1371 = Kalangan Indah\n",
+ "1372 = Hariara Tungkot\n",
+ "1373 = Plta Sipansihaporas\n",
+ "1374 = Pelabuhan Perikanan Nusantara Sibolga\n",
+ "1375 = Ambar Onan Runggu\n",
+ "1376 = Pemandian Air Panas U.S.K Hineni\n",
+ "1377 = Air Terjun Sampuran\n",
+ "1378 = Pakkodian Toba\n",
+ "1379 = Pemandian Air Panas Lehu\n",
+ "1380 = Lubuk Larangan Desa Padang Bulan\n",
+ "1381 = Bukit Doa\n",
+ "1382 = Tombak Sulusulu\n",
+ "1383 = Pesona Alam Aek Janji\n",
+ "1384 = Batu Lubang Sibolga\n",
+ "1385 = Muara Nauli\n",
+ "1386 = Air Terjun Sipulak\n",
+ "1387 = Sopo Partungkoan\n",
+ "1388 = Aek Sipangolu Bakkara\n",
+ "1389 = Air Terjun Pollung\n",
+ "1390 = Rm Batunadua Indah\n",
+ "1391 = Air Terjun Siboruon\n",
+ "1392 = Air Panas Sipoholon\n",
+ "1393 = Tugu D.I Panjaitan\n",
+ "1394 = Tugu Toga Aritonang\n",
+ "1395 = Air Terjun Simolap\n",
+ "1396 = Air Panas Hutabarat\n",
+ "1397 = Objek Wisata Luak Gadang, Guguak Rang Pisang\n",
+ "1398 = Istana Makam Raja Sisingamangaraja\n",
+ "1399 = Konservasi Penyu Tapteng\n",
+ "1400 = Tarabunga\n",
+ "1401 = Rumah Adat\n",
+ "1402 = Paya Bulan\n",
+ "1403 = Hkbp Sibodiala\n",
+ "1404 = Batang Bahal\n",
+ "1405 = Puncak Jb\n",
+ "1406 = Danau Sagayung\n",
+ "1407 = Taman Alam Lumbini Berastagi\n",
+ "1408 = Desa S.Kalangan Ii\n",
+ "1409 = Kantor Balai Taman Nasional Batang Gadis\n",
+ "1410 = Jembatan Poriaha\n",
+ "1411 = Goa Belanda Sibolga\n",
+ "1412 = Hairos Water Park\n",
+ "1413 = Pemandian Air Soda\n",
+ "1414 = Pantai Sibola Hotang\n",
+ "1415 = Bukit Indah Simarjarunjung\n",
+ "1416 = Wisata Alam Pondok Biru\n",
+ "1417 = Taman Hewan Pematang Siantar\n",
+ "1418 = Patung Dewi Kwan Im\n",
+ "1419 = Tugu Becak\n",
+ "1420 = Martoba Water Park\n",
+ "1421 = Museum Zoologi\n",
+ "1422 = Taman Bunga Pematang Siantar\n",
+ "1423 = Vihara Avalokitesvara\n",
+ "1424 = Museum Simalungun\n",
+ "1425 = Pemandian Pulau Batu (Pulbat)\n",
+ "1426 = Tugu Becak Bsa Siantar\n",
+ "1427 = Pemandian Alam Sejuk Pas\n",
+ "1428 = Tangga Seratus\n",
+ "1429 = Benteng Jepang\n",
+ "1430 = Pantai Pelabuhan Lama Sibolga\n",
+ "1431 = Sibolga Kota Ikan\n",
+ "1432 = Masjid Agung Sibolga\n",
+ "1433 = Batu Lubang Sibolga\n",
+ "1434 = Pantai Pandan Tapteng\n",
+ "1435 = Pantai Bosur\n",
+ "1436 = Pelabuhan Perikanan Nusantara Sibolga\n",
+ "1437 = Kalangan Indah\n",
+ "1438 = Air Terjun Silaklak\n",
+ "1439 = Air Terjun Sihobuk\n",
+ "1440 = Air Terjun Labuan Nasonang\n",
+ "1441 = Air Terjun Mursala\n",
+ "1442 = Pantai Pulau Putri\n",
+ "1443 = Air Terjun Bair\n",
+ "1444 = Pantai Batu Gajah\n",
+ "1445 = Pulau Poncan\n",
+ "1446 = Goa Belanda Sibolga\n",
+ "1447 = Hotel Wisata Indah\n",
+ "1448 = Objek Wisata Pantai Ujung Sibolga\n",
+ "1449 = Masjid Raya Sultan Ahmadsyah\n",
+ "1450 = Kelenteng Dewi Samudera\n",
+ "1451 = Lapangan Pasir\n",
+ "1452 = Vihara Tri Ratna\n",
+ "1453 = Bekas Istana Kesultanan Asahan\n",
+ "1454 = Waterboom Blue\n",
+ "1455 = Milagros Stokis Tanjung Tiram Batu Bara\n",
+ "1456 = Taman Kota Tanjungbalai\n",
+ "1457 = Pulau Beswesen Tanjungbalai\n",
+ "1458 = Wisata Alam Datuk\n",
+ "1459 = Lapangan Pasir Tanjung Balai\n",
+ "1460 = Masjid Raya Kisaran Kota\n",
+ "1461 = Pantai Pongkar\n",
+ "1462 = Pantai Pelawan\n",
+ "1463 = Taman Hewan Pematang Siantar\n",
+ "1464 = Pantai Ketam\n",
+ "1465 = Tanjung Balai\n",
+ "1466 = Masjid Agung Ahmad Bakrie Kisaran\n",
+ "1467 = Taman Bukit Gelanggang\n",
+ "1468 = Masjid Agung Karimun Meral\n",
+ "1469 = Air Terjun Pongkar\n",
+ "1470 = Danau Siombak\n",
+ "1471 = Pajak Ikan Lama Medan\n",
+ "1472 = Waterpark Gundaling\n",
+ "1473 = Kolam Abadi\n",
+ "1474 = Wisata Alam Bedeng 7\n",
+ "1475 = Paccur Napitu\n",
+ "1476 = Taman Mutiara Selat Malaka\n",
+ "1477 = Air Terjun Sigura-Gura\n",
+ "1478 = Taman Kota Tebing Tinggi\n",
+ "1479 = Pemandian Air Panas Sumber Padi\n",
+ "1480 = Taman Air Percut\n",
+ "1481 = Taman Danau Wisata Bunga Tujuh\n",
+ "1482 = Bukit Gundaling, Berastagi\n",
+ "1483 = Agrowisata Paloh Naga\n",
+ "1484 = Lapangan Sultan Abdul Jalil Rahmadsyah\n",
+ "1485 = Pantai Bosur\n",
+ "1486 = Lapangan Sultan Abdul Jalil Rahmadsyah\n",
+ "1487 = Air Terjun Turunan Bolon\n",
+ "1488 = Taman Pesona Asri\n",
+ "1489 = Taman Kota Tebing Tinggi\n",
+ "1490 = Waterpark Gundaling\n",
+ "1491 = Museum Kota Tebing Tinggi\n",
+ "1492 = Masjid Raya Nur Addin\n",
+ "1493 = Tugu Selamat Datang Kota Tebing Tinggi\n",
+ "1494 = Pemandian Batu Nongol\n",
+ "1495 = Air Terjun Sampuran Widuri\n",
+ "1496 = Kawah Putih Dolok Tinggi Raja\n",
+ "1497 = Sipispis Arung Jeram\n",
+ "1498 = Kota Tebing Tinggi\n",
+ "1499 = Sri Mersing\n",
+ "1500 = Bayu Lagoon Resto & Taman Rekreasi\n",
+ "1501 = Tjong A Fie Mansion\n",
+ "1502 = Milagros Stokis Tanjung Tiram Batu Bara\n",
+ "1503 = Bukit Gundul (Bukit Sipiso Piso)\n",
+ "1504 = Danau Siombak\n",
+ "1505 = Air Terjun Dua Warna\n",
+ "1506 = Tebing Tinggi\n",
+ "1507 = Pantai Mangrove (Wisata Mangrove)\n",
+ "1508 = Air Terjun Sampuren Putih\n",
+ "1509 = Wisata Dakwah Okura\n",
+ "1510 = Taman Bunga Pematang Siantar\n",
+ "1511 = Wisata Rekreasi Danau Buatan\n",
+ "1512 = The Le Hu Garden\n",
+ "1513 = Pantai Salju\n",
+ "1514 = Bukit Gundaling, Berastagi\n",
+ "1515 = Air Terjun Sipiso Piso\n",
+ "\n",
+ " Ditemukan\n",
+ "Air Terjun Sipiso Piso\n",
+ "3.1927\n",
+ "98.5013\n",
+ "\n",
+ "\n",
+ "1516 = Bukit Indah Simarjarunjung\n",
+ "1517 = Taman Alam Lumbini Berastagi\n",
+ "1518 = Istana Maimun\n",
+ "1519 = Lorong Indah\n",
+ "1520 = Singapore Land Waterpark Batu Bara\n",
+ "1521 = Masjid Raya Al Mashun\n",
+ "1522 = Katasa Waterfall\n",
+ "1523 = Hairos Water Park\n",
+ "1524 = Air Terjun Bah Salak\n",
+ "1525 = Rekreasi Lau Penda\n",
+ "1526 = Taman Wisata Merci\n",
+ "1527 = Air Terjun Jambuara Indah\n",
+ "1528 = Taman Bukit Gelanggang\n",
+ "1529 = Pemandian Air Panas Sumber Padi\n",
+ "1530 = Taman Hewan Pematang Siantar\n",
+ "1531 = Rahmat International Wildlife Museum & Gallery\n",
+ "1532 = Taman Sungai Padang\n",
+ "1533 = Air Terjun Tonduhan\n",
+ "1534 = Bayu Lagoon\n"
+ ]
+ }
+ ],
+ "source": [
+ "# for item in df[\"Tempat Wisata\"][\"Pasir Putih Parbaba\"]:\n",
+ "# print(item)\n",
+ "test = []\n",
+ "for i in range(len(df)):\n",
+ " temp = df.iloc[i][\"Tempat Wisata\"]\n",
+ " print(str(i) + \" = \" + temp)\n",
+ " if temp in Awal:\n",
+ " print(\"\\n Ditemukan\")\n",
+ " test.append((temp,(df.iloc[i][\"Latitude\"],df.iloc[i][\"Longitude\"])))\n",
+ " \n",
+ " print(df.iloc[i][\"Tempat Wisata\"])\n",
+ " print(df.iloc[i][\"Latitude\"])\n",
+ " print(df.iloc[i][\"Longitude\"])\n",
+ " print(\"\\n\")\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('Pemandian Saroha', (2.7024, 99.2142)),\n",
+ " ('Air Terjun Pelangi', (7.9735, 114.0488)),\n",
+ " ('Tangkahan Bah Alip', (3.1154, 99.2222)),\n",
+ " ('Air Terjun Sipiso Piso', (2.9164, 98.5195)),\n",
+ " ('Tangkahan Bah Alip', (3.1154, 99.2222)),\n",
+ " ('Air Terjun Sipiso Piso', (2.9164, 98.5195)),\n",
+ " ('Pasir Putih Parbaba', (2.6951, 98.6897)),\n",
+ " ('Air Terjun Sipiso Piso', (2.9164, 98.5195)),\n",
+ " ('Pasir Putih Parbaba', (2.6951, 98.6897)),\n",
+ " ('Pasir Putih Parbaba', (2.6951, 98.6897)),\n",
+ " ('Air Terjun Sipiso Piso', (2.9164, 98.5195)),\n",
+ " ('Air Terjun Pelangi', (3.2043, 98.6905)),\n",
+ " ('Pemandian Saroha', (2.7024, 99.2142)),\n",
+ " ('Bukit Burung', (2.432, 98.8975)),\n",
+ " ('Air Terjun Sipiso Piso', (2.3308, 99.0494)),\n",
+ " ('Air Terjun Sipiso Piso', (3.1927, 98.5013))]"
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Encoding State Itinerary"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "arr1= []\n",
+ "def Encoding(Awal):\n",
+ " arr1.clear()\n",
+ " for i in range(len(arr)):\n",
+ " cek = 0\n",
+ " for x in range(len(Awal)):\n",
+ " if arr[i] == Awal[x]:\n",
+ " cek = 1\n",
+ " break \n",
+ " arr1.append(cek)\n",
+ "\n",
+ " return arr1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[1, 1, 1, 1, 0, 1, 0]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Encoding(Awal)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "arr2= []\n",
+ "def Encoding_index(Awal):\n",
+ " arr2.clear()\n",
+ " for i in range(len(Awal)):\n",
+ " for x in range(len(arr)):\n",
+ " if Awal[i] is arr[x]:\n",
+ " arr2.append(x+1)\n",
+ " break\n",
+ "\n",
+ " return arr2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[3, 2, 6, 1, 4]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Itinerary = []\n",
+ "Encoding_index(Awal)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['Pasir Putih Parbaba', 'Bukit Burung', 'Taman Ahmad Yani Medan', 'Air Terjun Pelangi', 'Tangkahan Bah Alip', 'Air Terjun Sipiso Piso', 'Pemandian Saroha']\n",
+ "[1, 1, 1, 1, 1, 1, 1]\n",
+ "[3, 5, 7, 4, 6, 1, 2]\n",
+ "['Bukit Burung', 'Pasir Putih Parbaba', 'Air Terjun Sipiso Piso', 'Air Terjun Pelangi', 'Taman Ahmad Yani Medan', 'Pemandian Saroha', 'Tangkahan Bah Alip']\n",
+ "[1, 1, 1, 1, 1, 1, 1]\n",
+ "[5, 3, 1, 4, 7, 2, 6]\n",
+ "['Air Terjun Pelangi', 'Taman Ahmad Yani Medan', 'Bukit Burung', 'Tangkahan Bah Alip', 'Pasir Putih Parbaba', 'Air Terjun Sipiso Piso', 'Pemandian Saroha']\n",
+ "[1, 1, 1, 1, 1, 1, 1]\n",
+ "[4, 7, 5, 6, 3, 1, 2]\n",
+ "['Pasir Putih Parbaba', 'Tangkahan Bah Alip', 'Air Terjun Sipiso Piso', 'Pemandian Saroha', 'Taman Ahmad Yani Medan', 'Air Terjun Pelangi', 'Bukit Burung']\n",
+ "[1, 1, 1, 1, 1, 1, 1]\n",
+ "[3, 6, 1, 2, 7, 4, 5]\n",
+ "['Air Terjun Sipiso Piso', 'Tangkahan Bah Alip', 'Air Terjun Pelangi', 'Bukit Burung', 'Taman Ahmad Yani Medan', 'Pemandian Saroha', 'Pasir Putih Parbaba']\n",
+ "[1, 1, 1, 1, 1, 1, 1]\n",
+ "[1, 6, 4, 5, 7, 2, 3]\n"
+ ]
+ }
+ ],
+ "source": [
+ "for i in range (5):\n",
+ " Itinerary = random.sample(arr, N)\n",
+ " init_ = Encoding(Itinerary)\n",
+ " init__ = Encoding_index(Itinerary)\n",
+ " print(Itinerary)\n",
+ " print(init_)\n",
+ " print(init__)\n",
+ " init_.clear()\n",
+ " init__.clear()\n",
+ " Itinerary.clear()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "6\n",
+ "['Pemandian Saroha', 'Pasir Putih Parbaba', 'Tangkahan Bah Alip', 'Air Terjun Sipiso Piso', 'Air Terjun Pelangi', 'Taman Ahmad Yani Medan']\n",
+ "[1, 1, 1, 1, 0, 1, 1]\n",
+ "[2, 3, 6, 1, 4, 7]\n",
+ "3\n",
+ "['Bukit Burung', 'Pemandian Saroha', 'Air Terjun Pelangi']\n",
+ "[0, 1, 0, 1, 1, 0, 0]\n",
+ "[5, 2, 4]\n",
+ "2\n",
+ "['Pemandian Saroha', 'Taman Ahmad Yani Medan']\n",
+ "[0, 1, 0, 0, 0, 0, 1]\n",
+ "[2, 7]\n",
+ "6\n",
+ "['Air Terjun Sipiso Piso', 'Pasir Putih Parbaba', 'Tangkahan Bah Alip', 'Bukit Burung', 'Pemandian Saroha', 'Air Terjun Pelangi']\n",
+ "[1, 1, 1, 1, 1, 1, 0]\n",
+ "[1, 3, 6, 5, 2, 4]\n",
+ "3\n",
+ "['Taman Ahmad Yani Medan', 'Pasir Putih Parbaba', 'Air Terjun Pelangi']\n",
+ "[0, 0, 1, 1, 0, 0, 1]\n",
+ "[7, 3, 4]\n",
+ "4\n",
+ "['Tangkahan Bah Alip', 'Pasir Putih Parbaba', 'Bukit Burung', 'Air Terjun Sipiso Piso']\n",
+ "[1, 0, 1, 0, 1, 1, 0]\n",
+ "[6, 3, 5, 1]\n",
+ "5\n",
+ "['Tangkahan Bah Alip', 'Air Terjun Sipiso Piso', 'Pasir Putih Parbaba', 'Air Terjun Pelangi', 'Bukit Burung']\n",
+ "[1, 0, 1, 1, 1, 1, 0]\n",
+ "[6, 1, 3, 4, 5]\n",
+ "1\n",
+ "['Air Terjun Pelangi']\n",
+ "[0, 0, 0, 1, 0, 0, 0]\n",
+ "[4]\n",
+ "2\n",
+ "['Bukit Burung', 'Pemandian Saroha']\n",
+ "[0, 1, 0, 0, 1, 0, 0]\n",
+ "[5, 2]\n",
+ "2\n",
+ "['Pasir Putih Parbaba', 'Air Terjun Sipiso Piso']\n",
+ "[1, 0, 1, 0, 0, 0, 0]\n",
+ "[3, 1]\n",
+ "4\n",
+ "['Air Terjun Sipiso Piso', 'Pemandian Saroha', 'Air Terjun Pelangi', 'Pasir Putih Parbaba']\n",
+ "[1, 1, 1, 1, 0, 0, 0]\n",
+ "[1, 2, 4, 3]\n",
+ "7\n",
+ "['Bukit Burung', 'Air Terjun Pelangi', 'Taman Ahmad Yani Medan', 'Air Terjun Sipiso Piso', 'Pasir Putih Parbaba', 'Tangkahan Bah Alip', 'Pemandian Saroha']\n",
+ "[1, 1, 1, 1, 1, 1, 1]\n",
+ "[5, 4, 7, 1, 3, 6, 2]\n",
+ "2\n",
+ "['Bukit Burung', 'Tangkahan Bah Alip']\n",
+ "[0, 0, 0, 0, 1, 1, 0]\n",
+ "[5, 6]\n",
+ "5\n",
+ "['Tangkahan Bah Alip', 'Taman Ahmad Yani Medan', 'Air Terjun Sipiso Piso', 'Pemandian Saroha', 'Pasir Putih Parbaba']\n",
+ "[1, 1, 1, 0, 0, 1, 1]\n",
+ "[6, 7, 1, 2, 3]\n",
+ "3\n",
+ "['Pemandian Saroha', 'Tangkahan Bah Alip', 'Pasir Putih Parbaba']\n",
+ "[0, 1, 1, 0, 0, 1, 0]\n",
+ "[2, 6, 3]\n"
+ ]
+ }
+ ],
+ "source": [
+ "for i in range (15):\n",
+ " r1 = random.randint(1, N)\n",
+ " Itinerary = random.sample(arr, r1)\n",
+ " init_ = Encoding(Itinerary)\n",
+ " init__ = Encoding_index(Itinerary)\n",
+ " print(r1)\n",
+ " print(Itinerary)\n",
+ " print(init_)\n",
+ " print(init__)\n",
+ " init_.clear()\n",
+ " init__.clear()\n",
+ " Itinerary.clear()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Candidate_solusi = []\n",
+ "Candidate_solusi_bool = []\n",
+ "Candidate_solusi_index = []\n",
+ "\n",
+ "def generate1(arr):\n",
+ " for i in range (15):\n",
+ " r1 = random.randint(1, N)\n",
+ " Itinerary = random.sample(arr, r1)\n",
+ " Candidate_solusi.append(Itinerary)\n",
+ " Itinerary.clear()\n",
+ " return Candidate_solusi\n",
+ "\n",
+ "def generate2():\n",
+ " for i in range (15):\n",
+ " init_ = Encoding(Candidate_solusi)\n",
+ " Candidate_solusi_bool(init_)\n",
+ " init_.clear()\n",
+ " return Candidate_solusi_bool\n",
+ "\n",
+ "def generate3():\n",
+ " for i in range (15):\n",
+ " init__ = Encoding_index(Candidate_solusi)\n",
+ " Candidate_solusi_index(init__)\n",
+ " init__.clear()\n",
+ " return Candidate_solusi_index"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Implementasi Algoritma"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Define Fitness Function"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "TypeError",
+ "evalue": "only list-like objects are allowed to be passed to isin(), you passed a [str]",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m<ipython-input-45-da903ad94657>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mAwal\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mAwal\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Tempat Wisata\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mAwal\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36misin\u001b[1;34m(self, values)\u001b[0m\n\u001b[0;32m 4001\u001b[0m \u001b[0mName\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0manimal\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mbool\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4002\u001b[0m \"\"\"\n\u001b[1;32m-> 4003\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malgorithms\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4004\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__finalize__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4005\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\algorithms.py\u001b[0m in \u001b[0;36misin\u001b[1;34m(comps, values)\u001b[0m\n\u001b[0;32m 389\u001b[0m raise TypeError(\"only list-like objects are allowed to be passed\"\n\u001b[0;32m 390\u001b[0m \u001b[1;34m\" to isin(), you passed a [{values_type}]\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 391\u001b[1;33m .format(values_type=type(values).__name__))\n\u001b[0m\u001b[0;32m 392\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 393\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mABCIndex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mABCSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mTypeError\u001b[0m: only list-like objects are allowed to be passed to isin(), you passed a [str]"
+ ]
+ }
+ ],
+ "source": [
+ "Awal\n",
+ "for i in range(len(Awal)):\n",
+ " print(df.loc[df[\"Tempat Wisata\"].isin(Awal[i])])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1. Simulated Annealing"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Awal\n",
+ "cek = 0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2. Iterated Local Search"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.Evalutionary Algorithm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git b/.ipynb_checkpoints/TA13-checkpoint.ipynb a/.ipynb_checkpoints/TA13-checkpoint.ipynb
new file mode 100644
index 0000000..b3344e7
--- /dev/null
+++ a/.ipynb_checkpoints/TA13-checkpoint.ipynb
@@ -0,0 +1,603 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Library"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "# import sys\n",
+ "# reload(sys)\n",
+ "# sys.setdefaultencoding('utf-8')\n",
+ "import re\n",
+ "import csv\n",
+ "import nltk\n",
+ "import math\n",
+ "import string\n",
+ "import random\n",
+ "import haversine\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "from random import *\n",
+ "from math import *\n",
+ "from string import digits\n",
+ "from collections import Counter\n",
+ "import matplotlib as mpl\n",
+ "from haversine import haversine, Unit\n",
+ "import matplotlib.pyplot as plt\n",
+ "from subprocess import check_output\n",
+ "from sklearn import metrics"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Read Dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Banyak data = 606\n"
+ ]
+ },
+ {
+ "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>Tempat Wisata</th>\n",
+ " <th>Rating</th>\n",
+ " <th>Latitude</th>\n",
+ " <th>Longitude</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Ksu Antara Travel</td>\n",
+ " <td>4.6</td>\n",
+ " <td>2.9860</td>\n",
+ " <td>99.6204</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>A8 Village</td>\n",
+ " <td>4.0</td>\n",
+ " <td>2.0137</td>\n",
+ " <td>99.0037</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Air Terjun Sigarattung ( Sampuran Na Pitu)</td>\n",
+ " <td>4.5</td>\n",
+ " <td>2.4042</td>\n",
+ " <td>99.0474</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Air Terjun Taman Eden 100, Tobasa</td>\n",
+ " <td>4.4</td>\n",
+ " <td>2.6951</td>\n",
+ " <td>98.6897</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Abadas Jaya</td>\n",
+ " <td>4.3</td>\n",
+ " <td>3.7704</td>\n",
+ " <td>98.6321</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Tempat Wisata Rating Latitude Longitude\n",
+ "0 Ksu Antara Travel 4.6 2.9860 99.6204\n",
+ "1 A8 Village 4.0 2.0137 99.0037\n",
+ "2 Air Terjun Sigarattung ( Sampuran Na Pitu) 4.5 2.4042 99.0474\n",
+ "3 Air Terjun Taman Eden 100, Tobasa 4.4 2.6951 98.6897\n",
+ "4 Abadas Jaya 4.3 3.7704 98.6321"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv('Pre_TA_13.csv', engine='python')\n",
+ "print ('Banyak data =', len(df))\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Generate Tempat Wisata"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "# Using All DataFrame\n",
+ "temp = []\n",
+ "tempat = []\n",
+ "inputan = []\n",
+ "TempatWisata = []\n",
+ "TempatWisata_1 = []\n",
+ "test = []\n",
+ "rate = []\n",
+ "Itinerary = []\n",
+ "def generateTempatWisataDataFrame(tell):\n",
+ " # State tempat wisata yang akan di kunjungi\n",
+ " for i in range(randrange(2, 10)):\n",
+ " x = choice(tell)\n",
+ " if x not in TempatWisata:\n",
+ " TempatWisata.append(x)\n",
+ " return TempatWisata\n",
+ "\n",
+ "#Using Set DataFrame\n",
+ "def generateTempatWisataSetJumlah(N):\n",
+ " arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
+ " TempatWisata_1.append(arr)\n",
+ " return TempatWisata_1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def generate(datatempat):\n",
+ " tempatwisata =[]\n",
+ " tempatwisata.clear()\n",
+ " tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
+ " return tempatwisata"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Generate Itinerary & Encoding"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Generate Itinerary\n",
+ "initial_state = []\n",
+ "def generateItinerary(tempatwisata):\n",
+ " initial_state.clear()\n",
+ " for i in range (len(tempatwisata)):\n",
+ " x = choice(tempatwisata)\n",
+ " if x not in initial_state:\n",
+ " initial_state.append(x)\n",
+ " return initial_state \n",
+ "\n",
+ "# Encoding Itinerary\n",
+ "arr2= []\n",
+ "cek = False\n",
+ "def encodingItinerary(Itinerary):\n",
+ " arr2.clear()\n",
+ " for i in range(len(Itinerary)):\n",
+ " for x in range(len(tempatwisata)):\n",
+ " if Itinerary[i] is tempatwisata[x]:\n",
+ " arr2.append(x+1)\n",
+ " cek = True\n",
+ " break\n",
+ " return arr2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#def getItinerary(tempatwisata):\n",
+ "# tempat.clear()\n",
+ "# Itine = generateItinerary(tempatwisata)\n",
+ "# Encoding = encodingItinerary(Itine)\n",
+ "# tempat.append((Itine, Encoding))\n",
+ "# return (tempat)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Itinerary.clear()\n",
+ "#Itiner = getItinerary(tempatwisata)\n",
+ "#Itinerary = Itiner[0][0]\n",
+ "\n",
+ "class preItinerary:\n",
+ " def getLongLat(Itinerary):\n",
+ " test.clear()\n",
+ " for i in range(len(df)):\n",
+ " temp = df.iloc[i][\"Tempat Wisata\"]\n",
+ " if temp in Itinerary:\n",
+ " test.append((temp , (df.iloc[i][2], df.iloc[i][3])))\n",
+ " return test\n",
+ " \n",
+ " def getRating(Itinerary):\n",
+ " rate.clear()\n",
+ " for i in range(len(df)):\n",
+ " temp1 = df.iloc[i][\"Tempat Wisata\"]\n",
+ " if temp1 in Itinerary:\n",
+ " rate.append((temp1 , df.iloc[i][1])) \n",
+ " return rate\n",
+ "\n",
+ "# Define Fitness Function\n",
+ "# 1. Haversine Formula & Estimasi Jarak\n",
+ "# 2. Estimasi Waktu fitness value\n",
+ "# 3. Estimasi Biaya fitness value\n",
+ "# 4. Rating fitness value\n",
+ "\n",
+ "class fitnessFunction:\n",
+ " p = preItinerary\n",
+ " preproses_Itinerary = p.getLongLat(Itinerary)\n",
+ " preproses_Rating =p.getRating(Itinerary)\n",
+ " r = 0\n",
+ " def haversineFormula(preproses_Itinerary):\n",
+ " r = 6373.0\n",
+ " sum_ = 0\n",
+ " for x in range(len(preproses_Itinerary)-1):\n",
+ " dlat = abs(float(preproses_Itinerary[x+1][1][0]) - float(preproses_Itinerary[x][1][0]))\n",
+ " dlon = abs(float(preproses_Itinerary[x+1][1][1]) - float(preproses_Itinerary[x][1][1]))\n",
+ " a = math.sin(dlat / 2)**2 + math.cos(preproses_Itinerary[x+1][1][0]) * math.cos(preproses_Itinerary[x][1][0]) * math.sin(dlon / 2)**2\n",
+ " c = 2 * math.atan2(math.sqrt(a), math.sqrt(1 - a))\n",
+ " dis = r * c\n",
+ " sum_ += dis\n",
+ "\n",
+ " dist = round(sum_)\n",
+ " return dist\n",
+ " \n",
+ " def estimasiWaktu(jarak):\n",
+ " v = 60\n",
+ " waktu = jarak / v\n",
+ " time_hours = round(waktu)\n",
+ " time_days = round(time_hours/12)\n",
+ " return time_hours\n",
+ " \n",
+ " def estimasiBiaya(waktu):\n",
+ " BBM = 7650 # Biaya BBM 1 Liter = Rp.7650\n",
+ " S_BBM =3.45 # Jarak tempuh untuk 1 Liter BBM = 3.45 KM\n",
+ " Biaya_R = 950000 # Biaya sewa/rental bus = Rp.950000\n",
+ " Biaya_BBM = round((waktu / S_BBM) * BBM) \n",
+ " Total_Cost = Biaya_BBM + Biaya_R\n",
+ " return Total_Cost\n",
+ " \n",
+ " def everageRating(preproses_Rating):\n",
+ " av = 0\n",
+ " average = 0\n",
+ " for i in range(len(preproses_Rating)):\n",
+ " av += float(int(preproses_Rating[i][1]))\n",
+ " average = round(float(av)/(len(preproses_Rating)), 1)\n",
+ " return average"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "inputt = []\n",
+ "def inputan(Itinerary):\n",
+ " inputt.clear()\n",
+ " p = preItinerary\n",
+ " preproses_Itinerary = p.getLongLat(Itinerary)\n",
+ " preproses_Rating = p.getRating(Itinerary)\n",
+ " f = fitnessFunction\n",
+ " jarak = f.haversineFormula(preproses_Itinerary)\n",
+ " waktu = f.estimasiWaktu(jarak)\n",
+ " biaya = f.estimasiBiaya(waktu)\n",
+ " rate = f.everageRating(preproses_Rating)\n",
+ " inputt.append((jarak, waktu, biaya, rate))\n",
+ " return inputt"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Implementasi Algoritma"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1. Simulated Annealing"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def Randomtest1():\n",
+ " d = []\n",
+ " data = []\n",
+ " d.clear()\n",
+ " data.clear()\n",
+ " data = df[\"Tempat Wisata\"]\n",
+ " d = generate(data)\n",
+ " inn = inputan(d)\n",
+ " return inn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def Randomtest2():\n",
+ " c = []\n",
+ " data = []\n",
+ " data.clear()\n",
+ " data = df[\"Tempat Wisata\"]\n",
+ " c = generate(data)\n",
+ " innn = inputan(c)\n",
+ " return innn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def printt():\n",
+ " print(Randomtest2(), \"\\n\")\n",
+ " print(Randomtest1())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for i in range(2):\n",
+ " x1 = inputan(tempatwisata)\n",
+ " print(x1)\n",
+ " x1.clear()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x2 = inputan(tempatwisata)\n",
+ "x2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class simanneal:\n",
+ " def rumus(x1 , x2):\n",
+ " for i in range(len(x1)):\n",
+ " \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def simulatedAnnealing(itinawal):\n",
+ " baru = 0\n",
+ " inp = getItinerary(tempatwisata)\n",
+ " \n",
+ " for i in range (10):\n",
+ " x2 = inputan(inp[0][0])\n",
+ " print(itinawal, \"\\t\", x2, \"\\t\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x1 = inputan(Itinerary)\n",
+ "\n",
+ "def rumus(param1, param2):\n",
+ " pa1 = param1[0][0]\n",
+ " pa2 = param2[0][0]\n",
+ " return pa2\n",
+ " \n",
+ "def simulatedAnnealing(itinawal):\n",
+ " baru = 0\n",
+ " inp = getItinerary(tempatwisata)\n",
+ " \n",
+ " for i in range (10):\n",
+ " x2 = inputan(inp[0][0])\n",
+ " print(itinawal, \"\\t\", x2, \"\\t\")\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x1 = inputan(Itinerary)\n",
+ "x2 = getItinerary(tempatwisata)\n",
+ "inp = inputan(x2[0][0])\n",
+ "rumus(x1, inp)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x2 = []\n",
+ "x2.clear()\n",
+ "inp.clear()\n",
+ "x2 = getItinerary(tempatwisata)\n",
+ "inp = inputan(x2[0][0])\n",
+ "#print(x2, \"\\n\\n\")\n",
+ "print(inp, \"\\n\\n\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2. Iterated Local Search"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.Evalutionary Algorithm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git b/Pre_TA_13.csv a/Pre_TA_13.csv
new file mode 100644
index 0000000..48b83b8
--- /dev/null
+++ a/Pre_TA_13.csv
@@ -0,0 +1,607 @@
+Tempat Wisata,Rating,Latitude, Longitude
+Ksu Antara Travel,4.6,2.986,99.6204
+A8 Village,4,2.0137,99.0037
+Air Terjun Sigarattung ( Sampuran Na Pitu),4.5,2.4042,99.0474
+"Air Terjun Taman Eden 100, Tobasa",4.4,2.6951,98.6897
+Abadas Jaya,4.3,3.7704,98.6321
+Aek Kanopan,4.8,2.5633,99.5229
+Aek Malapari,5,2.268,99.7627
+Aek Milas,3.9,1.5227,99.2204
+Aek Milas Paringgonan Sibuhuan,4,2.0399,99.8223
+Aek Sipaulak Hosa Loja,4.5,2.8446,98.5291
+Aek Saroha,4.3,2.9685,99.8078
+Agen Bus Karina,3.3,2.6358,99.4709
+Agrowisata Hidro Aa,5,3.5765,98.6866
+Air Panas Simolap,3.5,3.2708,98.3814
+Air Soda Kabupaten Karo,4.4,3.1987,98.3804
+Air Terjun Aek Matua,4.1,1.0835,100.2524
+Air Terjun Aek Godang,4.3,2.4425,99.1608
+Air Terjun Aek Nabontar,4,2.6978,98.69
+Air Terjun Binanga Bolon,4.3,2.6723,98.6986
+Air Terjun Bah Salak,3.6,3.456624,98.562737
+Air Terjun Betala,4.2,3.2592,98.5135
+Air Terjun Cirocai Sungai Pandahan,5,0.1743,100.1392
+Air Terjun Efrata,4.5,2.5937,99.0372
+Air Terjun Gorbus,4.3,2.0203,98.7825
+Air Terjun Kemuning,4.2,0.8687,100.1023
+Air Terjun Lembah Sipogas,4,0.1888,100.0832
+Air Terjun Lenggo Geni,5,0.114,99.9685
+Air Terjun Linggahara-Rantau Prapat,3.6,1.3722,99.273
+Air Terjun Lumban Rang,4.3,2.6625,98.9342
+Air Terjun Malakkut,4.3,0.7961,99.5761
+Air Terjun Nai Sogop,4.3,2.3203,98.8265
+Air Terjun Nyarai,4.6,1.1187,99.8125
+Air Terjun Pantai Salak,3.9,3.3601,98.2282
+Air Terjun Pelangi Indah,4.2,2.8563,98.9079
+Air Terjun Pongkar,4.8,3.727,98.663
+Air Terjun Ponot,4.2,2.7136,99.1483
+Air Terjun Sarasah Kajai,3.2,1.3497,99.4152
+Air Terjun Saringgana,4.2,3.6097,98.4978
+Air Terjun Sibabo,2.7,2.3057,98.8126
+Air Terjun Sigura Gura,4.3,2.5612,99.3442
+Air Terjun Sigura-Gura,4.3,3.3213,99.1641
+Air Terjun Simonang Monang,4.7,2.8133,98.7813
+Air Terjun Simpang Kanan,1,0.2759,99.5514
+Air Terjun Sipagogo,4.1,0.4126,99.5874
+Air Terjun Sipitu Tikka,4.8,2.7486,98.751
+Air Terjun Sitiotio,3.8,2.3486,98.4261
+Air Terjun Taga Hambing,4.4,2.9577,99.6354
+Air Terjun Tarunggang,3.5,3.6307,98.9345
+Air Travel Parsariran,4.2,1.0825,99.7163
+Alam Wisata Danau Laut Tador,3.4,3.2058,99.0633
+Alaman Bolak Padang Nadimpu,4,1.1,99.6126
+Alun Alun Kota Kisaran,4.1,3.6393,98.6878
+Alun Alun Lubuk Sikpaing,4.4,0.821,99.0136
+Aman Wisata Citra Int. Pt,5,3.5843,98.7025
+Amarjun Wisata,4,3.5862,98.6964
+Ambar Onan Runggu,4.2,2.0298,98.9794
+Anugerah Soambaton Beach,5,2.3475,99.0407
+Armaya Wisata Alam,3.9,3.5642,98.6485
+Asahan Regency,4.4,2.5561,99.4571
+Auliya Tour & Travel,4.7,2.8714,99.5686
+Awaliyah Tour And Travel,5,0.8173,100.315
+Azizi Mosque,4.7,3.638,98.7012
+Bakarang Simalem,4.1,3.1185,98.4642
+Benteng Jepang,2.7,1.7407,98.7742
+Bukit Gibeon (Yapim Taruna),4.1,3.6037,98.4807
+Bukit Lawang,4.2,3.9286,98.5446
+Bukit Travel Gibeon,4.4,2.5902,98.6291
+Bagan Percut,3.9,2.8133,98.7813
+Bahal Temple I,4.3,0.5504,100.2832
+Bair Falls,4.4,0.5669,100.4071
+Balai Datuk Setia Maharaja Negeri Serdang,2.7,1.2827,103.8451
+Bandar Pulau,3.9,2.7181,99.1393
+"Baneara, Partungko Naginjang",5,2.347,99.0295
+Barusjahe,4.5,3.1218,98.6821
+"Bat Cave, Bukit Lawang",4.4,3.3907,98.4112
+Batak Museum,4.2,2.6095,98.8434
+Batang Bahal,4.2,1.3934,99.2963
+Batang Gadis National Park,4,0.5564,99.1125
+Batu Gantung,4.4,2.6928,98.9271
+Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan ),4.5,2.7208,98.9394
+Batu Lobang Sibaganding,4.6,2.679,98.8364
+Batu Gajah,4.3,1.5615,99.2892
+Batu Marhosa,4.4,1.9744,98.3561
+Bayu Lagoon Resto & Taman Rekreasi,3.9,3.5856,98.6806
+Beach Island Karang,5,2.0773,98.9397
+Bekancan River,3.8,3.3054,98.3872
+Bekas Istana Kesultanan Asahan,4.7,2.9903,99.6754
+Bendungan Batang Tongar,4,1.6732,98.8277
+Bendungan Lau Si Meimei,4.8,3.197,98.5409
+Berakit-Rakit Ke Hulu,4,2.8563,98.9079
+Beranda Madina,4.4,1.2939,99.4461
+Berastagi,4.2,3.2961,98.3686
+Berastagi Local Guide,5,3.3601,98.2282
+Bersama Travel,5,2.8654,98.9209
+Binjai,4,3.5073,98.4678
+Bintang Johor Swimming Pool,4.2,3.468,98.6325
+Biro Jasa,4.7,3.2409,98.5372
+Botanical Samosir,4.2,2.1525,98.4742
+Budaya Resto,4.4,3.4831,98.6424
+Bukik Posuak Maek,4.2,1.7301,98.8261
+Bukit Burung,4.8,2.5935,98.6335
+Bukit Kininduma Simantas,4.5,2.6154,98.402
+Bukit Kubu,4.3,3.3425,98.5912
+Bukit Lawang Day Trek,4.7,3.3331,98.2231
+Bukit Lawang Ecotourism & Ecoproject,4.5,3.4436,98.1507
+Bukit Lawang Explore,5,3.7381,98.4489
+Bukit Lawang Guide,4.6,3.3953,98.415
+Bukit Lawang Orangutan Trekking,4.6,3.5553,98.1448
+Bukit Lawang Tour Trekking,4.5,3.7511,98.4528
+Bukit Lawang Travel,4.6,3.4858,98.4318
+Bukit Lawang Trip,4.7,3.7434,98.4467
+Bukit Senyum,4.6,1.8894,98.5555
+Bukit Suligi,4.3,0.202,100.1631
+Bukit Tara Bunga,4.5,2.8133,98.7813
+Bukit Teletubies,4.5,0.3878,99.5255
+Bukit Lawang Planet Hijau,4.5,3.7457,98.4483
+Bukit Lawang Wisata Alam,4,3.294,98.3761
+Bukitlawang Trek,5,3.0788,99.0792
+Bus Wisata,5,2.8988,98.5099
+Bus Wisata Medan,5,3.5756,98.6863
+Cis Tour & Travel,3,3.6335,98.7055
+Cafe Goa Kaca,3.6,3.0817,98.6821
+Chinatown Medan,4.3,3.2274,98.5388
+Connectingjungle,5,3.2931,98.4075
+Counters Kupj Simpang Sei Kopas,4.2,2.7319,98.3803
+Cross Of Love,4.6,2.6625,98.9342
+Danau Sipogas,4.8,0.2027,99.7456
+Dairi Regency,4.1,2.6978,98.69
+Danau Cipogas Rohul,4.1,0.5216,100.364
+Danau Laut Tinggal,5,1.0131,99.4655
+Danau Linting,4.3,3.4062,98.679
+Danau Marambe,3.9,1.1,99.6126
+Danau Pagaran Padang,3.7,1.8049,100.0353
+Danau Tao Batang Onang,4.5,1.5887,99.2769
+Danau Teratai,3.7,2.9656,99.6491
+Darul Umroh,4.2,1.9932,99.8394
+De Hole Laguna,4,1.935,99.5533
+Deleng Bencirus,5,3.0758,98.172
+Delta,3.9,2.6627,99.4197
+Dermaga Silalahi,4.1,2.7512,98.3113
+Desa Adat Ragi Hotang Meat,4.1,2.3308,99.0494
+Desa S.Kalangan Ii,5,0.4508,99.2079
+Dinas Kebudayaan & Pariwisata,3,3.1853,98.5035
+Disparbud Dairi,3.7,2.8654,98.9209
+Dokter Travel,4.6,2.9801,99.6301
+Dolok Bunga Sirandorung,4,6.0633,107.0126
+Dunia Outbound Camp,5,3.5793,98.6677
+Ekowisata Mangrove,3.8,3.5323,98.1218
+Efrata Waterfall,4.5,2.5318,98.6992
+Elsasya Utama,3.3,3.5451,98.1281
+Ende Holidays,5,3.5866,98.669
+Explore Bahorok Adventure Trip,4.3,0.7386,99.6178
+Five Star Int'l Travel,3.3,3.5752,98.6873
+Fortress Seven Layer,4.4,0.8224,100.2803
+Frog Rock Tour,4.3,4.1752,98.2444
+Gang Bengkok Old Mosque,4.8,3.2224,98.5106
+Gapura Wisata Alam Lae Mbilulu,5,2.6005,98.6516
+Garunggang,4.5,3.542,98.1339
+Gedung Bks Pps,4.4,3.5324,98.7636
+Gedung Mabmi,4.5,3.3601,98.2282
+Gedung Nasional Djauli Manik,4.3,2.8012,98.5276
+"Gereja Katolik St. Dionysius, Sumbul",4.7,2.8988,98.5099
+Go Adventure Tour & Travel Indonesia,4.9,3.2408,98.5363
+Grand Darussalam. Ud,4.1,3.197,98.5409
+Great Mosque,4.5,3.5299,98.6627
+Gundaling,4.3,3.2673,98.6006
+Gunung Pandan River Tourism Area,4.1,3.5436,98.1303
+Hadabuan Naisogop Waterfalls,4.3,2.3532,99.0918
+Halo Angso Duo Pratama Bro. Pt,4.5,1.5877,99.2843
+Handreva Tour,4.7,1.4954,99.4617
+Hendreva Tour,3.9,1.3273,99.3113
+Hotel Pesona Wisata,3.6,3.1154,99.2222
+Hotel Wisata Indah,4,1.7433,98.7739
+Huta Bolon,4.3,2.7181,99.1393
+Ikan Larangan Lubuak Landua,4,1.6638,98.8264
+Indah Sipinggan Beach,4.5,1.8352,98.7053
+Istana Kerajaan Rokan,4.2,1.3493,99.4285
+Jln Dusun Lauseridi,4.8,3.7479,98.4424
+Jembatan Dalik Lubuk Sikaping,4.1,0.2739,100.5376
+Jembatan Lae Pandaroh,4.3,2.762,98.5337
+"Jembatan Lau Luhung, Gunung Meriah.",4.5,3.727,98.663
+Jembatan Poriaha,3.6,1.7657,98.7977
+Jembatan Sidikalang Wisata,2.5,2.7524,98.3065
+Jembatan Tano Ponggol,4.2,2.6066,98.9461
+Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan,4,3.2409,98.5372
+Kolam Pancing Asri,3.2,2.2975,99.6624
+Kampung Kuliner,4.2,3.6092,98.4913
+Kantor Balai Taman Nasional Batang Gadis,4,1.7831,98.7427
+Kantor Po Pinem Bus,4,2.9213,99.7135
+Karo Regency,4.5,1.7398,98.7768
+Kebun Binatang Simalingkar Medan,3.7,3.2295,98.7258
+Kebun Madu Efi,4.1,3.1903,98.5093
+Kembar Agro,4.2,1.3273,99.3113
+Kisaran Kota,4,2.7267,99.3605
+Klenteng Gunung Timur,4.6,3.5736,98.6675
+Kolam Renang Air Panas Mardinding Tiga Rasa,4.5,3.2905,98.6328
+Kolam Renang Pesona Wisata,3.4,3.3473,99.4805
+Kolam Pancing Sapat,5,2.9238,98.5356
+Kota Padang Sidempuan,4.5,1.3242,98.9986
+Kualuh Hulu,3.9,2.8133,98.7813
+Kuamang Ujung Gading,4.1,0.2152,99.3661
+Kuil Shri Mariamman,4.5,3.5764,98.6766
+Kupu-Kupu Garden Guest House & Cafe,4.4,3.5537,98.1242
+Kuta Sukareme,1,3.6961,98.3773
+Lorong Pandan,4.2,3.1053,98.2651
+Lae Simbellen,3.2,2.7349,98.8593
+Lake Toba Viewpoint,4.5,3.0222,98.3977
+Landak River,4.4,3.6154,98.3968
+Langkat Regency,4.1,3.5491,98.1242
+Lapangan Pasir,4.1,6.1576,106.8336
+Lapangan Pasir Tanjung Balai,4.2,2.9785,99.6299
+Lapangan Tengku Amir Hamzah Stabat,4.3,3.4146,98.4767
+Laterzhya Zimhuli,4.5,2.7912,98.1996
+Lau Bengkelade,4.5,3.4777,98.4344
+Lau Bengkelade Kuta,5,3.5553,98.1448
+Lau Bingai,5,3.5268,98.4702
+"Lau Gendang,Wisata Gua",4.4,5.0378,115.0757
+Lau Perkoh,3.7,3.6161,98.1027
+Lau Teba Langkat,3.7,3.5553,98.1448
+Lau Mentar Canyon,5,3.5589,98.6759
+Leo Tour & Travel (Leo Wisata Medan),4.2,3.5864,98.6982
+Letter Z,4.1,2.9164,98.5195
+Lingga Cultural Village,4.5,3.2708,98.3814
+Little India Medan,4,3.6509,98.9893
+Lokasi Wisata Pemandian Air Panas Sipoholon,4.2,2.5917,98.779
+Loket Bus Bintang Utara,3.4,2.9381,99.6314
+Loket Satu Nusa,3.5,0.7101,99.5062
+Lorong Indah,5,3.1168,99.5845
+Lubuk Batang Waterfall,4.2,0.2399,100.4424
+Lubuk Larangan Desa Padang Bulan,4.4,2.3148,98.9803
+Lumban Binanga Beach Laguboti,4,2.3469,99.077
+Luppatan Tali - Tali,4.1,1.8998,100.0583
+Lyza Outbount,3.8,3.8654,98.3088
+"Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)",5,2.986,99.6189
+Mja Travel,3.8,1.5759,99.6341
+Mmtc Walking Street,4.3,3.6359,98.7011
+Magic Eye 3d Art Museum,4.4,3.5521,98.8665
+Makam Ompung Parmata Sapihak,4.6,1.7693,99.3081
+Malay Street Medan,4,3.5764,98.6766
+Mandailing Natal Regency,4.4,0.001,109.3222
+Mangrove Tour Lubuk Kertang,4.2,3.5509,98.1203
+Masjid Al Istiqomah,4.9,1.138,97.4991
+Masjid Agung Ahmad Bakrie Kisaran,4.8,1.6614,101.4468
+Masjid Agung Islamic Centre Pasir Pengaraian Rohul,4.7,1.3935,99.3047
+Masjid Agung Kota Binjai,4.8,3.6019,98.481
+Masjid Agung Sibolga,4.7,1.7657,98.7973
+Masjid Agung Sumatera Utara,4.7,3.4705,98.5668
+Masjid Al Osmani,4.7,3.6359,98.7011
+Masjid Lama Gang Bengkok,4.8,3.5662,98.6198
+Masjid Lama Kabanjahe,4.5,3.1187,98.4697
+"Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.",2.8,2.5948,99.0395
+Masjid Raya,4.7,3.6154,98.3968
+Masjid Raya Al Osmani,4.9,3.3481,98.4028
+Masjid Raya Kisaran Kota,4.8,1.0851,103.3817
+Masjid Raya Nur Addin,4.7,3.3742,99.1669
+Masjid Raya Stabat,4.7,3.4579,98.8804
+Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan,4.5,2.0386,98.4196
+Medan City Tour,5,3.5847,98.6806
+Menara Pandang Simanindo,4.8,2.4718,98.8241
+Menara Tirtanadi,4.5,3.5888,98.6805
+Merci Waterboom,4.2,3.3073,98.8127
+Mesjid Raya Al-Abror,4.7,1.4972,99.2303
+Mester Bukit Lawang (Tour Guide),5,3.5485,98.1257
+Millenium Wisata Indah Pt,4,3.2635,98.5531
+Mobil Wisata Medan,5,3.5782,98.6572
+Monkey Forest Umar Manik Sibaganding,5,2.9101,98.5195
+Monumen Equator,4.2,0.1612,100.4791
+Monumen Halilintar,4.6,3.118,98.4753
+Monumen Loko Uap Du Croo & Braun,3,3.6751,98.9444
+Mora Indah,3.9,3.5818,98.6857
+Muara Beach Beautiful,4.2,3.5883,98.6895
+Muaraopu,4.3,0.6588,99.0666
+Musala Waterfall,4.6,1.051,97.5441
+Museum Huta Bolon Simanindo,4,2.748,98.7504
+Museum Karo Lingga,4.1,3.2236,98.5134
+Museum Kota Tebing Tinggi,3.8,3.3294,99.1599
+Museum Lubuk Pakam,4,3.1863,98.7013
+Museum Negeri Sumatera Utara,4.4,3.5094,98.6765
+Museum Perkebunan Indonesia,4.4,3.5669,98.9838
+Museum Pusaka Karo - Berastagi,4.4,2.9164,98.5195
+Museum Simalungun,4.2,2.977,99.0519
+Museum Zoologi,3.9,2.9571,99.0611
+Namu Sira-Sira,4.1,3.6037,98.4807
+Na Ix-X,5,2.5286,99.6609
+Namo Cengkeh,4.7,3.201,98.5173
+Nature Baths Gantang Rani,4.2,3.241,98.6005
+Niagara Tanjung Raja,4.4,3.5752,98.6839
+Nice Trans Kisaran,3.8,2.6039,99.4621
+North Labuhanbatu Regency,4.4,2.7844,99.376
+North Namu Ukur,4.6,3.3907,98.4112
+North Padang Lawas Regency,4.9,2.7349,98.8593
+Objek Wisata Patamuan,4.5,1.4529,99.261
+Oyo 1752 Hotel Wisata,3.9,3.2332,99.5715
+Objek Wisata Budaya Batu Kursi Raja Siallagan,4.8,2.5936,98.3287
+"Objek Wisata Luak Gadang, Guguak Rang Pisang",4.4,2.3057,98.8126
+Objek Wisata Maggrove Sisarahili Ts,2,1.1908,97.681
+Objek Wisata Pantai Ujung Sibolga,4,2.9663,99.8062
+Objek Wisata Togindrawa Gua,5,3.727,98.663
+One Heart Hill,4.2,3.7197,98.3992
+Pantai La Terzhia Zhimehuli,4.3,2.8304,98.5263
+Pemandian Air Panas - Batu Bara ( 50 ),4,3.1677,99.441
+Pemandian Alam Agape,3.5,3.5249,98.543
+Penginapan King's Ambarita,4.1,2.716,98.6919
+Permata Asri Stabat,3.9,3.6495,98.5073
+Plta Sipansihaporas,4.4,1.72,98.7957
+Pt Farnaz Utama,4.8,3.604,98.7105
+Pt Pelangi Wisata,1,3.5857,98.6939
+Pt Wisata Habibah Berkah,4.1,3.446,98.1484
+"Pt, Yy Traveling Tour And Travel",5,2.6951,98.6897
+Pt. Bagus Wisata Holiday's,1,3.3722,98.2575
+Pt. Dairi Transport,4.5,2.5371,99.0082
+Pt. Hikmah,4.1,2.7486,98.751
+Pt. Jsa Tour & Travel,4,3.5722,98.6833
+Pt. Npm Perwakilan On Bus,4.5,3.1372,99.4804
+Pt. Pmn Travel Bus,4,2.9784,99.6292
+Pt. Raya Utama Travel,4.1,2.9526,99.0594
+Pt. Sky Ocean Travel,5,3.4764,98.6865
+Padang Lawas Regency,5,0.4804,100.3201
+Pakkodian Toba,4.6,2.0773,98.9397
+Pakpak Culture Association (Cgc),4,2.6217,98.4861
+Panatapan Parhalow,5,2.7181,99.1393
+Panatapan Sileme-Leme,4.5,2.2055,98.5325
+Panorama Uruk Lisang,4.4,3.1853,98.5049
+Pantai Arta Indah,4.2,0.6835,100.3624
+Pantai Bul Bul,4.3,2.0194,98.4578
+Pantai Barat,4.3,1.3242,98.9986
+Pantai Barat Natal,4.3,0.6107,99.0934
+Pantai Batu Rusa,4.2,0.5574,100.4156
+Pantai Buih,4,3.3014,98.6498
+Pantai Bukit Malintang Buburan,4.5,0.4768,99.6602
+Pantai Cermin Theme Park & Resort Hotel,4.1,3.5951,98.7222
+Pantai Indah Sipinggan,4.5,2.6317,98.6549
+Pantai Kaca,4.6,2.9886,99.6111
+Pantai Katung Binasi,5,2.5946,99.0374
+Pantai Kenangan,4.2,2.9585,99.0623
+Pantai Ketam,4,2.9659,99.7984
+Pantai Malaya,3.8,3.293,98.389
+Pantai Maligi,4.8,2.7861,98.6161
+Pantai Paris,4.1,2.432,98.8975
+Pantai Pasir Putih Parbaba,4.2,2.7602,98.7249
+Pantai Pasir Putih Parparean,4.2,2.3725,99.1118
+Pantai Pelawan,4.2,2.9526,99.0594
+Pantai Pongkar,4.1,1.0491,103.3128
+Pantai Pulau Karang,4.7,2.6177,98.6763
+Pantai Pulau Putri,4.7,1.7914,98.7703
+Pantai Sikabau,4.3,0.8911,100.3548
+Pantai Sikilang,4.3,1.0247,99.8462
+Pantai Simallo,4.1,2.6811,99.5265
+Pantai Sorake Nias Selatan,4.5,1.1908,97.681
+Pantai Teluk Kerang,3.8,3.5499,98.1203
+Pantai Tiram Tapakis,4.3,0.5123,100.0504
+Paranggiran Raja Silahisabungan,4.6,2.7513,98.3115
+Parhallow Viewpoint And Coffee Shop,4.5,1.8895,98.7487
+Parhonasan (Kebun Nenas) Sidumpe Anturi,1,2.7431,98.406
+Parks West Coast,4.1,1.0207,99.5045
+Pas Pam Wisata,4.6,3.2653,98.5503
+Pasar Buah Berastagi,4.3,3.1927,98.5013
+Pasar Kaget Kota Binjai,4.4,3.3878,98.4153
+Pasar Tomok,4.4,2.604,99.4584
+Pasir Putih Janggawari,4,2.9663,99.8062
+Patung Dewi Kwan Im,4.5,2.9585,99.0623
+Pawan Hot Water,3.8,1.4043,99.2736
+Peceren Karo Village,4.8,2.9157,98.5235
+Pemandian Air Panas Goa Ergendang,3,6.8006,107.178
+Pemandian Air Panas Huta Raja,4.4,2.0399,99.8223
+Pemandian Air Panas Rianiate,3.9,2.5198,98.7331
+Pemandian Air Panas Sibayak Mardinding Julu,3.8,3.3643,98.6685
+Pemandian Air Panas U.S.K Hineni,4.3,2.5509,99.3063
+Pemandian Alam Bendungan Ginbers,3.8,3.4566,98.5627
+Pemandian Alam Bolang,4.1,3.4706,98.5916
+Pemandian Alam Loknya,4.1,3.5902,98.6937
+Pemandian Alam Tirta Sayum Sabah,4.4,3.509,98.6767
+Pemandian Pulau Batu (Pulbat),4.2,2.957,99.062
+Pemandian Sidamanik,4.3,3.2409,98.5372
+Pemandu Bukit Lawang,5,3.4705,98.5668
+Penangkaran Buaya Asam Kumbang,4.1,3.2592,98.5135
+Penangkaran Rusa Universitas Sumatera Utara,4.4,3.5415,98.8103
+Penatapan Pamah Simelir,4.4,3.5461,98.1251
+Penatapen Doulu,4.4,2.7319,98.3803
+Perhadtian Air Panas Taman Wisata Sibayak,4.2,2.0399,99.8223
+Perkebunan Londut,5,2.3502,99.2786
+Pertunjukan Tari Sigale Gale,4.4,2.2628,98.7491
+Perumahaan Azalea Asri,3.5,3.3425,98.5912
+Perwakilan Mandiri,3.9,1.5336,99.1702
+Pesanggrahan Bung Karno,4.5,2.5561,99.4571
+Pesona Alam Panorama Indah. Pt,4,2.8654,98.9209
+Pinang City,3.7,0.8173,100.315
+Pisang Pelangi,4.3,3.6258,98.7995
+Poldung,4.8,2.09,99.7288
+Pondok Pisang,3.8,1.4972,99.2303
+Pondok Wisata Lagundi Samosir,3.9,2.6519,98.8608
+Pool Bus Intra,4.4,3.5094,98.6609
+Pulau Beswesen Tanjungbalai,4.1,3.3473,99.4805
+Pulau Malau,4.7,2.592,98.6306
+Pulau Pigago,4.4,0.3116,99.5608
+Pulau Poncan,4.2,1.7657,98.7977
+Pulau Samosir,4.5,3.3878,98.4153
+Puncak Anai,4.5,0.6858,100.3285
+Puncak Bukit Galau,5,2.8085,99.534
+Puncak Bukit Manalise Aek Buro,4.6,3.3907,98.4112
+Puncak Gundaling Brastagi,4.4,2.8988,98.5099
+Puncak Hoza,2.7,3.1498,101.7519
+Puncak Jb,3.7,1.4461,99.58
+Puncak Kabur Bukit Villa,4.5,0.8219,100.2517
+"Puncak Paranginan,Aek Nabirong",5,0.1777,99.2816
+"Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut",4.7,3.0931,98.3568
+Puncak Santai,5,3.8654,98.3088
+Puncak Saragodung,5,1.7657,98.7977
+Puncak Tonang,3.9,0.1061,99.8869
+Pusat Informasi Geopark Kaldera Toba Sigulatti,4.5,2.8462,98.7288
+"Pusat Posko ""Teroh-Teroh.",4.6,3.1927,98.5013
+Pusat Kuliner Kota Sibolga,5,1.6742,98.8276
+Putri Cahaya Travel,4.1,3.087,98.4141
+R.M Wisata Indah,3.4,0.1028,99.5409
+Ranika Surf,3.3,0.5681,97.7297
+Rm Batunadua Indah,4.1,2.2896,99.0839
+Rudang Mayang,3.8,3.241,98.6005
+Replika Istana Serdang,4.1,3.5932,98.6687
+Replika Pagoda Shwedagon,4.4,3.1919,98.5024
+Revolution Heroes Monument,4.2,2.1211,98.9642
+Rimba Huta Sikapir,4.5,0.8532,100.1689
+Romance Padi Perbaungan,3.9,3.5736,98.6675
+Rosyid Orangutan Tours,4,3.5314,98.1462
+Royal Palace Nafis Jackson,4.9,3.6765,98.8524
+Rumah Irmayanti Lubis,3.7,2.99,99.6385
+Rumah Makan Irian,4.2,3.6068,98.489
+Rumah Wisata Sunggal,4.1,2.6978,98.69
+Sampuren Tutuen Sige,4,2.7122,98.8131
+Samto Aek Rangat,4.3,2.6101,98.8642
+Sbv,4.4,3.1224,98.5949
+Sembilantujuh Tour&Travel,5,3.9214,98.3959
+Sopo Partungkoan,4.2,2.324,98.8463
+Sri Supramaniyam Temple,5,3.5888,98.6805
+Saba Napa,4.6,2.3396,99.0135
+Sabah Simelir,4.6,3.4846,98.4593
+Saf Travel Indo,5,3.548,98.6087
+Salak Monument Pakkat,4.4,2.663,98.2107
+Salib Kasih,4.6,2.0298,98.9794
+Salib Kasih Tarutung,4.6,2.8446,98.5291
+Sansan Travel,4.7,2.5318,98.6992
+Setia Wisata,5,3.6397,98.7698
+Sialang Batu,4.3,0.7432,99.3673
+Siba Island Resort,3.3,3.6299,98.6983
+Sibio-Bio Advanture Park,4,1.4793,99.0846
+Sibio-Bio Adventure Park,4,0.7693,100.2488
+Sibolga Dutch Tunnel,4.2,0.5651,100.4089
+Sidebuk Debuk Thermal Baths Berastagi,4.4,3.189,98.5089
+Silalahi I,4.4,2.7604,98.7248
+Simanimbo Waterfall,4.4,3.3473,99.4805
+Simonis,4.3,2.1739,99.4784
+Simpang Bantoon,4.7,2.597,99.0302
+Simpang Pantai Monyet,4,2.774,99.2064
+Sini Suka Natural Bath Sibiru-Biru,4.1,0.5201,117.1409
+Siregar Aek Nalas,4.6,2.2694,98.1666
+Sitinjo,1,2.7391,98.3248
+Sopo Tinjak,5,3.1141,99.122
+Sp.Lau Petundal,3,3.4705,98.5668
+Sri Deli Park,4.3,7.3444,110.4865
+Stabat,4.3,3.4706,98.5916
+Stasiun Binjai,4.1,3.5643,98.4862
+State Museum Of North Sumatra,4.4,3.5668,98.6568
+Struggle Monument Berastagi,4.5,3.1993,98.5111
+Sumatra Jungle Trek,5,4.1063,98.2979
+Sumatra Orangutan Tours & Holidays,3.8,3.3425,98.5912
+Sumatra Tours Holiday & Jungle Trekking,4.8,2.7969,115.186
+Sumur Tua,4,2.7136,99.1483
+T.Garden,4,3.6283,98.6989
+Tahura (Taman Hutan Raya),4.2,3.2224,98.5106
+Taman Aek Kota Batu Labura,3.8,2.2498,99.6414
+Taman Alamta Jaya,4,3.7115,98.7317
+Taman Bukit Gelanggang,4.2,1.4169,99.293
+Tts (Toru Tor Simarsayang) Cafe,3.8,1.3493,99.4285
+Tugu Air Mancur Majestik,4.2,3.6698,98.6623
+Tugu Air Mancur Sinar Indonesia Baru Petisah,4.2,3.1497,98.7866
+Twa Lau Debuk-Debuk,4.3,3.2592,98.5135
+Taman Balita Kota Binjai,4.5,3.6105,98.4948
+Taman Benteng Lions Club,4.4,3.5751,98.6873
+Taman Bunga,3.9,3.1047,98.4979
+Taman Cadika Pramuka,4.3,1.3934,99.2963
+Taman Danau Wisata Bunga Tujuh,3.5,3.1927,98.5013
+Taman Edukasi Binjai,4.1,3.6044,98.5347
+Taman Gajah Mada,4.2,3.5838,98.6741
+Taman Kebun Bunga èŒ æ¦� åœ�,4.3,3.7148,98.6387
+Taman Kebun Bunga èŒ �¦�åœ�,4.3,3.5683,98.6963
+Taman Kota Salak (Tugu Salak),4.1,1.5877,99.2843
+Taman Kota Tanjungbalai,4.2,2.957,99.8279
+Taman Lope Lope Bulu Cina,3.9,2.954,99.0572
+Taman Megawati,4,1.2502,97.6437
+Taman Mejuah-Juah,4.2,3.1964,98.5161
+Taman Mini Travel Langkat,4.1,3.7742,97.2437
+Taman Mutiara Selat Malaka,5,2.5484,99.3026
+Taman Pesona Asri,5,3.3213,99.1641
+Taman Rekreasi Kong Mah,3.9,2.7319,98.3803
+Taman Remaja Binjai,4.5,3.6086,98.4987
+Taman Selfie,4.1,3.6031,98.4813
+Taman Sri Deli,4.3,3.4936,98.61
+Taman Sungai Padang,3.5,2.809882,99.188514
+"Taman Wisata Alam, Pusat Latihan Gajah",3.9,1.7643,99.7945
+Taman Wisata Simatahari Indah,3.7,1.669,100.2507
+Taman Air Percut,3.5,3.5974,98.8315
+Tanah Lapang Merdeka Binjai,4.4,3.6082,98.4974
+Tangkahan,4.5,3.3481,98.4028
+Tanjung Apek Beach,3.9,1.5438,125.2923
+Tanjung Pura,4.7,3.5553,98.1448
+Tanjung Unta,4.3,2.0752,98.9441
+Tao Lake Rod Onang,4.5,0.4109,99.5025
+Tapian Puti,4.6,1.063,99.6559
+Tapian Siri-Siri Syariah,3.8,2.3475,99.0407
+Telagah,5,3.5856,98.6806
+Tempat Pengasingan Soekarno,4.4,2.0137,99.0037
+Terminal Berastagi,5,3.1674,98.1558
+The Attraction Of Ikan Gadang,4.1,0.7177,100.2033
+The Heritage,4.3,3.5822,98.6851
+The Kaldera,4.6,2.7322,98.3804
+The Le Hu Garden,4.3,3.4086,98.6992
+Thermal Baths U.S.K Hineni,4.3,2.2426,98.7385
+Tinggi Raja,4.1,2.9238,98.5356
+Tirtanadi Tower,4.5,3.5642,98.6485
+Titi Gantung Bridge,4.1,3.3219,98.3731
+Toba Lake Sibolahotang Beautiful Beach,5,2.5908,98.9979
+Tobasa,4.1,2.1533,99.6787
+Toddler Garden Binjai,4.5,3.6106,98.4999
+Tor Simago-Mago,4.2,1.3785,99.2703
+Tour Accomodation,4.7,3.7582,98.6519
+"Tour Guide,Tarna Sagala.German &Dutch Speaking",4.7,3.5749,98.6841
+Tourism Kuala Paret,4.2,3.2409,98.5372
+Tugu Air Bangis,4.3,0.3851,99.5283
+Tugu Becak Bsa Siantar,4.6,2.9697,99.1685
+Tugu D.I Panjaitan,4.4,2.3395,98.9419
+Tugu Jeruk Berastagi,4.4,2.2159,102.2301
+Tugu Kol,4.2,3.2054,98.5379
+Tugu Marga Silalahi,4.5,2.8449,98.5281
+Tugu Pahlawan Revolusi,4.2,2.576,98.4239
+Tugu Pramuka,4.3,3.291,98.6332
+Tugu Sejarah Perjuangan Asahan,3.9,2.9381,99.6314
+Tugu Silahi Sabungan,4.5,3.2466,98.5343
+Tugu Simpang Empat,5,2.09,99.7288
+Tugu Sitio,4.9,2.6932,98.927
+Tumori Traditional Village,4.6,1.1912,97.6442
+Twins Travel,4.3,2.1008,99.8288
+Umbul Ejuk,5,3.1124,99.0792
+Uruk Ndaholi,4.4,3.5194,114.9501
+Vihara Pubbarama Buddhist,4.8,3.4184,98.3222
+Vania Travel,4.1,2.8578,99.6663
+Viewpoint Of Tuktuk Peninsula,4.3,2.7319,98.3803
+Vihara Avalokitesvara,4.6,2.9543,99.0611
+Vihara Budha Taman Iman,5,2.7914,98.5322
+Vihara Gunung Timur,4.6,3.5527,98.7033
+Vihara Pekong Lima,3.7,6.8566,107.6327
+Vihara Tri Ratna,4.5,2.9655,99.8004
+Warnawarni Stabat,3.8,3.6092,98.4256
+Winter Holidays,4,3.6291,98.704
+Wisata Agro Kopi Karo,4.2,3.1993,98.5111
+Wisata Merci,4.2,3.5932,98.6687
+Warisan Dunia Minimini,5,2.4541,98.9783
+Warung Info Wisata,5,3.8986,98.4208
+Water Park Tambunan,3.8,2.1211,98.9642
+Waterfall Pelangi Indah,4.2,3.7115,98.7317
+Waterpark Bima Utomo International,4.1,3.5094,98.6765
+Waterpark Ria,3.9,4.1611,97.8419
+West Kisaran,3.9,3.3143,98.3797
+Wisata Air Parsariran,4.2,1.156,99.4225
+Wisata Alam,3.9,1.8953,100.0932
+"Wisata Alam ""Panatapan Parupuk Julu""",1,1.3989,99.2471
+Wisata Alam Aek Markusasak,3.9,1.7314,99.8018
+Wisata Alam Aek Sordang,3.8,2.3304,100.154
+Wisata Alam Datuk,3.7,2.9785,99.6299
+Wisata Alam Experience Survive Champing,5,3.5776,98.6684
+Wisata Alam Pohon Damai Simempar,4.6,3.1218,98.6821
+Wisata Alam Pondok Biru,4.1,2.9526,99.0594
+Wisata Alam Siringo,4.8,2.9116,98.5183
+Wisata Bah Kulistik,4.2,2.8572,99.2239
+Wisata Batu Rongring,5,3.5553,98.1448
+Wisata Bendunga Sei Palis,4.7,0.0466,100.5368
+Wisata Dakwah Okura,4.3,2.9571,99.0611
+Wisata Indonesia Itu Indah,3.9,1.8642,98.6326
+Wisata Madu Aek Nauli,5,3.7993,102.2614
+Wisata Makam Papan Tinggi Barus,4.4,2.6685,98.937
+Wisata Pancing Sungai Bedera,3,3.5738,98.6887
+Wisata Pulau Spantiang,4.3,1.7314,99.8018
+Wisata Rekreasi Danau Buatan,3.7,3.4801,98.6943
+Wisata Sawah Koto,4.6,0.126,100.1705
+Wisata Sipinsur,4.5,1.4169,99.293
+Wisata Taman Merci,4.2,3.4486,98.7005
+Wisata Alam,4,2.2809,99.082
+Wisata Hutan Mangrove Perpat,4.5,2.8888,99.6369
+Wisata Pemandian Water Hill,3.6,2.9853,99.6285
+Yayasan Perguruan Sisingamangaraja,5,2.3277,99.7156
+Zam Zam Prima Persada. Pt,3,2.7908,98.5329
+Air Terjun Baburai,5,1.6614,101.4468
+Air Terjun Bertala,4,3.5066,98.8352
+Air Terjun Kemuning,4.5,0.3851,99.5283
+Air Terjun Sampuran Widuri,3.7,3.1154,99.2222
+Air Terjun Sempugen,4.8,1.4461,99.58
+Air Terjun Situak Lotik Iii,4.7,0.9682,99.7794
+Embae Tour & Travel,4.9,6.1751,106.8492
+Konservasi Sungai Kukam,4.8,3.4697,98.4598
+Museum Deli Serdang,4.4,3.1535,98.6911
+Old City Hall,5,3.3493,98.6489
+Pantai Pasir Putih,4.2,2.6217,98.4861
+Pasir Putih Porsea,4.2,2.6273,98.7922
+Pelangi Nusantara,4.3,3.4364,98.5488
+Pemandian Air Panas Tirto Kencono,5,3.438,98.4846
+Travel Panyabungan Padang,3.5,0.8594,99.5631
+Welterbeminimini,4.5,2.652,98.3805
+Wisata Merci,4.2,3.4024,98.6915
diff --git b/TA13.ipynb a/TA13.ipynb
new file mode 100644
index 0000000..b3344e7
--- /dev/null
+++ a/TA13.ipynb
@@ -0,0 +1,603 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Library"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "# import sys\n",
+ "# reload(sys)\n",
+ "# sys.setdefaultencoding('utf-8')\n",
+ "import re\n",
+ "import csv\n",
+ "import nltk\n",
+ "import math\n",
+ "import string\n",
+ "import random\n",
+ "import haversine\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "from random import *\n",
+ "from math import *\n",
+ "from string import digits\n",
+ "from collections import Counter\n",
+ "import matplotlib as mpl\n",
+ "from haversine import haversine, Unit\n",
+ "import matplotlib.pyplot as plt\n",
+ "from subprocess import check_output\n",
+ "from sklearn import metrics"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Read Dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Banyak data = 606\n"
+ ]
+ },
+ {
+ "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>Tempat Wisata</th>\n",
+ " <th>Rating</th>\n",
+ " <th>Latitude</th>\n",
+ " <th>Longitude</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Ksu Antara Travel</td>\n",
+ " <td>4.6</td>\n",
+ " <td>2.9860</td>\n",
+ " <td>99.6204</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>A8 Village</td>\n",
+ " <td>4.0</td>\n",
+ " <td>2.0137</td>\n",
+ " <td>99.0037</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Air Terjun Sigarattung ( Sampuran Na Pitu)</td>\n",
+ " <td>4.5</td>\n",
+ " <td>2.4042</td>\n",
+ " <td>99.0474</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Air Terjun Taman Eden 100, Tobasa</td>\n",
+ " <td>4.4</td>\n",
+ " <td>2.6951</td>\n",
+ " <td>98.6897</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Abadas Jaya</td>\n",
+ " <td>4.3</td>\n",
+ " <td>3.7704</td>\n",
+ " <td>98.6321</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Tempat Wisata Rating Latitude Longitude\n",
+ "0 Ksu Antara Travel 4.6 2.9860 99.6204\n",
+ "1 A8 Village 4.0 2.0137 99.0037\n",
+ "2 Air Terjun Sigarattung ( Sampuran Na Pitu) 4.5 2.4042 99.0474\n",
+ "3 Air Terjun Taman Eden 100, Tobasa 4.4 2.6951 98.6897\n",
+ "4 Abadas Jaya 4.3 3.7704 98.6321"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv('Pre_TA_13.csv', engine='python')\n",
+ "print ('Banyak data =', len(df))\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Generate Tempat Wisata"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "# Using All DataFrame\n",
+ "temp = []\n",
+ "tempat = []\n",
+ "inputan = []\n",
+ "TempatWisata = []\n",
+ "TempatWisata_1 = []\n",
+ "test = []\n",
+ "rate = []\n",
+ "Itinerary = []\n",
+ "def generateTempatWisataDataFrame(tell):\n",
+ " # State tempat wisata yang akan di kunjungi\n",
+ " for i in range(randrange(2, 10)):\n",
+ " x = choice(tell)\n",
+ " if x not in TempatWisata:\n",
+ " TempatWisata.append(x)\n",
+ " return TempatWisata\n",
+ "\n",
+ "#Using Set DataFrame\n",
+ "def generateTempatWisataSetJumlah(N):\n",
+ " arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
+ " TempatWisata_1.append(arr)\n",
+ " return TempatWisata_1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def generate(datatempat):\n",
+ " tempatwisata =[]\n",
+ " tempatwisata.clear()\n",
+ " tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
+ " return tempatwisata"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Generate Itinerary & Encoding"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Generate Itinerary\n",
+ "initial_state = []\n",
+ "def generateItinerary(tempatwisata):\n",
+ " initial_state.clear()\n",
+ " for i in range (len(tempatwisata)):\n",
+ " x = choice(tempatwisata)\n",
+ " if x not in initial_state:\n",
+ " initial_state.append(x)\n",
+ " return initial_state \n",
+ "\n",
+ "# Encoding Itinerary\n",
+ "arr2= []\n",
+ "cek = False\n",
+ "def encodingItinerary(Itinerary):\n",
+ " arr2.clear()\n",
+ " for i in range(len(Itinerary)):\n",
+ " for x in range(len(tempatwisata)):\n",
+ " if Itinerary[i] is tempatwisata[x]:\n",
+ " arr2.append(x+1)\n",
+ " cek = True\n",
+ " break\n",
+ " return arr2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#def getItinerary(tempatwisata):\n",
+ "# tempat.clear()\n",
+ "# Itine = generateItinerary(tempatwisata)\n",
+ "# Encoding = encodingItinerary(Itine)\n",
+ "# tempat.append((Itine, Encoding))\n",
+ "# return (tempat)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Itinerary.clear()\n",
+ "#Itiner = getItinerary(tempatwisata)\n",
+ "#Itinerary = Itiner[0][0]\n",
+ "\n",
+ "class preItinerary:\n",
+ " def getLongLat(Itinerary):\n",
+ " test.clear()\n",
+ " for i in range(len(df)):\n",
+ " temp = df.iloc[i][\"Tempat Wisata\"]\n",
+ " if temp in Itinerary:\n",
+ " test.append((temp , (df.iloc[i][2], df.iloc[i][3])))\n",
+ " return test\n",
+ " \n",
+ " def getRating(Itinerary):\n",
+ " rate.clear()\n",
+ " for i in range(len(df)):\n",
+ " temp1 = df.iloc[i][\"Tempat Wisata\"]\n",
+ " if temp1 in Itinerary:\n",
+ " rate.append((temp1 , df.iloc[i][1])) \n",
+ " return rate\n",
+ "\n",
+ "# Define Fitness Function\n",
+ "# 1. Haversine Formula & Estimasi Jarak\n",
+ "# 2. Estimasi Waktu fitness value\n",
+ "# 3. Estimasi Biaya fitness value\n",
+ "# 4. Rating fitness value\n",
+ "\n",
+ "class fitnessFunction:\n",
+ " p = preItinerary\n",
+ " preproses_Itinerary = p.getLongLat(Itinerary)\n",
+ " preproses_Rating =p.getRating(Itinerary)\n",
+ " r = 0\n",
+ " def haversineFormula(preproses_Itinerary):\n",
+ " r = 6373.0\n",
+ " sum_ = 0\n",
+ " for x in range(len(preproses_Itinerary)-1):\n",
+ " dlat = abs(float(preproses_Itinerary[x+1][1][0]) - float(preproses_Itinerary[x][1][0]))\n",
+ " dlon = abs(float(preproses_Itinerary[x+1][1][1]) - float(preproses_Itinerary[x][1][1]))\n",
+ " a = math.sin(dlat / 2)**2 + math.cos(preproses_Itinerary[x+1][1][0]) * math.cos(preproses_Itinerary[x][1][0]) * math.sin(dlon / 2)**2\n",
+ " c = 2 * math.atan2(math.sqrt(a), math.sqrt(1 - a))\n",
+ " dis = r * c\n",
+ " sum_ += dis\n",
+ "\n",
+ " dist = round(sum_)\n",
+ " return dist\n",
+ " \n",
+ " def estimasiWaktu(jarak):\n",
+ " v = 60\n",
+ " waktu = jarak / v\n",
+ " time_hours = round(waktu)\n",
+ " time_days = round(time_hours/12)\n",
+ " return time_hours\n",
+ " \n",
+ " def estimasiBiaya(waktu):\n",
+ " BBM = 7650 # Biaya BBM 1 Liter = Rp.7650\n",
+ " S_BBM =3.45 # Jarak tempuh untuk 1 Liter BBM = 3.45 KM\n",
+ " Biaya_R = 950000 # Biaya sewa/rental bus = Rp.950000\n",
+ " Biaya_BBM = round((waktu / S_BBM) * BBM) \n",
+ " Total_Cost = Biaya_BBM + Biaya_R\n",
+ " return Total_Cost\n",
+ " \n",
+ " def everageRating(preproses_Rating):\n",
+ " av = 0\n",
+ " average = 0\n",
+ " for i in range(len(preproses_Rating)):\n",
+ " av += float(int(preproses_Rating[i][1]))\n",
+ " average = round(float(av)/(len(preproses_Rating)), 1)\n",
+ " return average"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "inputt = []\n",
+ "def inputan(Itinerary):\n",
+ " inputt.clear()\n",
+ " p = preItinerary\n",
+ " preproses_Itinerary = p.getLongLat(Itinerary)\n",
+ " preproses_Rating = p.getRating(Itinerary)\n",
+ " f = fitnessFunction\n",
+ " jarak = f.haversineFormula(preproses_Itinerary)\n",
+ " waktu = f.estimasiWaktu(jarak)\n",
+ " biaya = f.estimasiBiaya(waktu)\n",
+ " rate = f.everageRating(preproses_Rating)\n",
+ " inputt.append((jarak, waktu, biaya, rate))\n",
+ " return inputt"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Implementasi Algoritma"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1. Simulated Annealing"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def Randomtest1():\n",
+ " d = []\n",
+ " data = []\n",
+ " d.clear()\n",
+ " data.clear()\n",
+ " data = df[\"Tempat Wisata\"]\n",
+ " d = generate(data)\n",
+ " inn = inputan(d)\n",
+ " return inn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def Randomtest2():\n",
+ " c = []\n",
+ " data = []\n",
+ " data.clear()\n",
+ " data = df[\"Tempat Wisata\"]\n",
+ " c = generate(data)\n",
+ " innn = inputan(c)\n",
+ " return innn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def printt():\n",
+ " print(Randomtest2(), \"\\n\")\n",
+ " print(Randomtest1())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for i in range(2):\n",
+ " x1 = inputan(tempatwisata)\n",
+ " print(x1)\n",
+ " x1.clear()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x2 = inputan(tempatwisata)\n",
+ "x2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class simanneal:\n",
+ " def rumus(x1 , x2):\n",
+ " for i in range(len(x1)):\n",
+ " \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def simulatedAnnealing(itinawal):\n",
+ " baru = 0\n",
+ " inp = getItinerary(tempatwisata)\n",
+ " \n",
+ " for i in range (10):\n",
+ " x2 = inputan(inp[0][0])\n",
+ " print(itinawal, \"\\t\", x2, \"\\t\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x1 = inputan(Itinerary)\n",
+ "\n",
+ "def rumus(param1, param2):\n",
+ " pa1 = param1[0][0]\n",
+ " pa2 = param2[0][0]\n",
+ " return pa2\n",
+ " \n",
+ "def simulatedAnnealing(itinawal):\n",
+ " baru = 0\n",
+ " inp = getItinerary(tempatwisata)\n",
+ " \n",
+ " for i in range (10):\n",
+ " x2 = inputan(inp[0][0])\n",
+ " print(itinawal, \"\\t\", x2, \"\\t\")\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x1 = inputan(Itinerary)\n",
+ "x2 = getItinerary(tempatwisata)\n",
+ "inp = inputan(x2[0][0])\n",
+ "rumus(x1, inp)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x2 = []\n",
+ "x2.clear()\n",
+ "inp.clear()\n",
+ "x2 = getItinerary(tempatwisata)\n",
+ "inp = inputan(x2[0][0])\n",
+ "#print(x2, \"\\n\\n\")\n",
+ "print(inp, \"\\n\\n\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2. Iterated Local Search"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.Evalutionary Algorithm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git b/TA_13.csv a/TA_13.csv
new file mode 100644
index 0000000..c29d5eb
--- /dev/null
+++ a/TA_13.csv
@@ -0,0 +1,1576 @@
+Tempat Wisata,Rating,Latitude, Longitude
+Air Terjun Ponot,4.2,2.7136,99.1483
+Niagara derivatives Bolon,4.1,2.9886,99.6111
+Masjid Ahmad Bakri Kisaran,4.8,2.604,99.4584
+Bedeng 7 river park,4,2.774,99.2064
+Air Terjun Jambuara Indah,4,1.9683,99.0405
+Paccur Napitu,4.3,2.5484,99.3026
+Air Terjun Sigura Gura,4.3,2.5612,99.3442
+Asahan River Rafting,4.6,3.117511,99.585397
+Singapore Land Waterpark Batu Bara,3.9,2.696,99.4332
+Lombang Garoga (Logar),5,2.9903,99.6754
+Waterboom Blue,3.3,2.9785,99.6299
+Masjid Raya Kisaran,4.8,2.8175,99.6341
+Asahan Regency,4.4,2.5561,99.4571
+Wisata Alam Goa Sigalapang,5,2.7024,99.2142
+pemandian saroha,,2.8768,99.6633
+GROJOGAN 23,4,2.8888,99.6369
+Wisata Alam Waterjo,5,2.8888,99.6369
+BUKIT Monstrac Kebun Huta Padang PTPN III,3.8,2.7017,99.213
+Jembatan saroha,,3.1477,98.7814
+Dolok tinggi raja,,2.6061,99.4817
+Air Terjun Simora-mora,3,2.5484,99.3026
+Sigura Gura,4.4,3.2042,99.6015
+Istana Niat Lima Laras,4.1,2.7844,99.376
+Air Terjun Jatuhan Balok,4,2.5663,99.3681
+Air Terjun Morena,4,2.5139,99.2632
+Simanimbo Waterfall,4.4,3.3473,99.4805
+WISATA ALAM DATUK,3.9,2.5598,99.3479
+Air Terjun Aek Limut,4.4,2.6427,99.3895
+Bandar Pulau,3.9,2.7181,99.1393
+Niagara sipitu Tikka,4.8,2.8572,99.2239
+Katasa Waterfall,4.4,7.9735,114.0488
+Air Terjun Pelangi,4.1,2.9685,99.8078
+Kelenteng Dewi Samudera,4.2,3.1672,99.4423
+Pemandian Air Panas Sumber Padi,4.2,2.5464,99.3153
+Air Terjun Sialogo,4.2,2.9832,99.6279
+Kisaran Kota,4,2.7267,99.3605
+Pantai Simallo,4.1,2.6811,99.5265
+Wisata pemandian water hill,3.6,2.9853,99.6285
+Dokter Travel,4.6,2.9801,99.6301
+OYO 1752 Hotel Wisata,3.9,3.2332,99.5715
+Pantai Bunga Batu Bara,3.7,2.8097,99.1885
+Air Terjun Tonduhan,4,2.9697,99.1685
+Pemandian Alam Sejuk Pas,4.1,,
+PT. NPM Perwakilan On Bus,4.5,3.1372,99.4804
+PT. ALS,4,,
+Prima Travel / Lion Parcel Prima Kisaran,4.1,,
+Loket Bus Bintang Utara,3.4,2.9381,99.6314
+Kantor Pusat Auliya Tour & Travel,4.7,,
+PT. Lorena Transport,3.9,,
+Jetstar Ferry Service,3.7,,
+"MARKET WISATA (TOUR BANGKOK, TOUR PHUKET, TOUR MEDAN)",5,2.986,99.6189
+Bersama travel,5,2.8654,98.9209
+Aek Manik,4.3,3.1334,99.766
+Pasir Putih Janggawari,4,2.9663,99.8062
+Masjid Raya Sultan Ahmadsyah,4.5,2.9905,99.6108
+Alun Alun Kota Kisaran,4.1,3.6393,98.6878
+Sansan Travel,4.7,2.5318,98.6992
+Bukit Holbung Samosir,4.6,,
+Delta,3.9,2.6627,99.4197
+Air Terjun Taga Hambing,4.4,2.9577,99.6354
+PT. PMN Travel Bus,4,2.9784,99.6292
+Vania Travel,4.1,2.8578,99.6663
+Hotel Pesona Wisata,3.6,3.1154,99.2222
+Tangkahan Bah Alip,4,2.6894,99.5635
+Tugu Sejarah Perjuangan Asahan,3.9,2.9381,99.6314
+Auliya Tour & Travel,4.7,2.8714,99.5686
+Danau Teratai,3.7,2.9656,99.6491
+Rumah Irmayanti Lubis,3.7,2.99,99.6385
+Kantor PO Pinem Bus,4,2.9213,99.7135
+"""Ksu Antara Travel""",4.6,2.986,99.6204
+Nice Trans Kisaran,3.8,2.6039,99.4621
+Puncak Bukit Galau,5,2.8085,99.534
+Tinggi Raja,4.1,2.9238,98.5356
+Bukit Gundul (bukit sipiso-piso),4.5,2.9702,99.6139
+Danau Kelapa Gading,3.8,,
+Free beach Parapat Lake Toba,4.4,2.9164,98.5195
+Air Terjun Sipiso Piso,4.5,2.0524,99.8465
+Tugu Juang 45 Lobusona,3.8,,
+Agen Bus Karina,3.3,2.6358,99.4709
+Air Terjun Simonang monang,4.7,2.8133,98.7813
+Bukit Indah Simarjarunjung,4.3,2.9902,99.5952
+West Kisaran,3.9,3.3143,98.3797
+Lau Kulap,4.3,,
+Biro jasa,4.7,3.2409,98.5372
+Air Terjun Sikulikap,4.3,2.782,99.305
+Counters KUPJ Simpang Sei Kopas,4.2,2.7319,98.3803
+"Taman Wisata Iman Sitinjo, Dairi",4.5,3.1497,98.7866
+Kawah Putih Dolok Tinggi Raja,3.7,2.8597,99.6634
+Kolam Renang Pesona Wisata,3.4,3.3473,99.4805
+WISATA ALAM DATUK,3.9,,
+Singapore Land Waterpark Batu Bara,3.9,3.2042,99.6015
+Istana Niat Lima Laras,4.1,3.1672,99.4423
+Pemandian Air Panas Sumber Padi,4.2,3.2332,99.5715
+Pantai Bunga Batu Bara,3.7,3.1668,99.4405
+PEMANDIAN AIR PANAS - BATU BARA ( 50 ),4,3.1677,99.441
+Air panas citra,,3.1741,99.5006
+Batu Bara Regency,,2.9903,99.6754
+Waterboom Blue,3.3,3.1677,99.1224
+air terjun sampuran widuri,3.7,3.1154,99.2222
+Tangkahan Bah Alip,4,2.9886,99.6111
+Masjid Ahmad Bakri Kisaran,4.8,3.2919,99.375
+Dogi Park Waterboom Indrapura,3.9,,
+Sipispis Arung Jeram,4.3,3.268,99.2425
+Alam Wisata Danau Laut Tador,3.4,3.2058,99.0633
+Pemandian Batu Nongol,4.1,3.0788,99.0792
+Bah Salak Waterfall,3.6,3.3426,99.1908
+Waterpark Gundaling,4,3.1122,99.0781
+Wahana Petualangan Keluarga Asri Lestari,4,,
+Wisata hutan Mangrove Perpat,4.5,2.8888,99.6369
+Wisata Alam Waterjo,5,2.8768,99.6633
+GROJOGAN 23,4,3.0632,99.2787
+Umbul ejuk,5,3.1124,99.0792
+Siramah Taman Rekreasi Keluarga,4.2,,
+Tugu Selamat Datang Kota Tebing Tinggi,4.4,3.3473,99.4805
+Wisata Alam Datuk,3.7,2.9785,99.6299
+Masjid Raya Kisaran,4.8,3.1043,98.9268
+Wisata Bah Kulistik,4.2,2.8572,99.2239
+Katasa Waterfall,4.4,3.594,98.618
+Zam Zam Prima Persada. PT,3,2.7908,98.5329
+Tao Silalahi hotel,4.5,2.652,98.3805
+Danau Sicike-cike,3.8,2.7319,98.3803
+"Taman Wisata Iman Sitinjo, Dairi",4.5,2.6973,98.3057
+Peak Tree House Sidikalang,4.3,,
+Air Terjun Jembatan Lae Pendaroh,3.8,2.762,98.5337
+Aek Sipaulak Hosa Loja,4.5,2.8446,98.5291
+Pulau Paropo,4.5,2.9853,99.2322
+Taman Rekreasi Kong Mah,3.9,2.7319,98.3803
+Taman Wisata Iman,4.3,2.7324,98.3829
+Parks Faith,4.3,2.6109,98.3491
+Air Terjun Lae Mbilulu,4.3,2.8126,98.5284
+Tugu Marga Silalahi,4.5,2.8449,98.5281
+Perkemahan Paropo,4.6,2.7347,98.3818
+Air Terjun Lae Pandaroh,4.1,2.7322,98.3804
+Bukit Golgata TWI Sitinjo,4.6,2.7861,98.6161
+Danau Toba,4.7,2.7943,98.5232
+Paranggiran Raja Silahisabungan,4.6,2.7513,98.3115
+Gedung Nasional Djauli Manik,4.3,2.8012,98.5276
+Batu Sigadap,4.6,,
+Vihara Budha Taman Iman,5,2.7914,98.5322
+Dermaga Silalahi,4.1,2.7512,98.3113
+Pakpak Culture Association (CGC),4,2.6217,98.4861
+Wisata Mata Air Pangiringan,4.9,2.8525,98.5248
+PANTAI LA TERZHIA ZHIMEHULI,4.3,2.8304,98.5263
+Laterzhya zimhuli,4.5,2.7912,98.1996
+Parhonasan (kebun Nenas) Sidumpe Anturi,1,2.7431,98.406
+"Gereja Katolik St. Dionysius, Sumbul",4.7,2.8988,98.5099
+Bukit Gajah Bobok,4.5,2.9238,98.5356
+Bukit Gundul (bukit sipiso-piso),4.5,2.7144,98.3143
+Sidiangkat,4.3,,
+Letter Z,4.1,2.9164,98.5195
+Air Terjun Sipiso Piso,4.5,2.5518,98.2907
+Air Terjun Lae Une,4.3,2.8676,98.2651
+Dairi Regency,4.1,2.6978,98.69
+Pantai Indah Situngkir (PIS),4.4,2.8153,98.5239
+BUKIT SIADTARATAS,4.7,,
+Free beach Parapat Lake Toba,4.4,3.1927,98.5013
+"Gundaling Hill, Berastagi",4.3,2.7727,98.5528
+Wisata Alam Siringo,4.8,2.9116,98.5183
+Taman bunga Sapo Juma,4.4,3.1497,98.7866
+Kawah Putih Dolok Tinggi Raja,3.7,2.8563,98.9079
+"Kebun Teh Bahbutong, Sidamanik",4.4,2.8346,98.8973
+Air Terjun Bah Biak Sidamanik,4.2,,
+Cave And Hot Springs Goa Ergendang Deli serdang Sumatra utara Indonesia,4.4,3.3625,98.4623
+Air Terjun Lau Balis,3.9,2.6796,98.3636
+Sitinjo,1,2.7391,98.3248
+Disparbud Dairi,3.7,2.8654,98.9209
+Aek Manik,4.3,2.6951,98.6897
+Pasir putih Parbaba,4.2,,
+Sipinsur Park Geosite and Pine Forest,4.5,2.7347,98.3823
+Jembatan Sidikalang Wisata,2.5,2.7524,98.3065
+PT. Dairi Transport,4.5,2.5371,99.0082
+Situmurun Waterfall,4.6,2.7581,98.4734
+Jembatan Lae Pandaroh,4.3,2.762,98.5337
+Silalahi I,4.4,2.7604,98.7248
+Pantai Batu Hoda (Batu Hoda Beach),4.2,3.0349,98.1348
+Sp.lau petundal,3,3.4705,98.5668
+Armaya Nature,3.9,3.4801,98.6943
+The Le Hu Garden,4.1,3.638,98.7012
+Maha Vihara Maitreya,4.7,3.5079,98.5848
+Kampung Ladang Outbound,4.3,3.5163,98.7077
+Dusun Kreatif,4.4,3.2673,98.6006
+Air Terjun Sampuren Putih,4.2,7.9041,112.6074
+wisata bunga,4.5,3.2043,98.6905
+Waterfall Pelangi Indah,4.2,3.7115,98.7317
+Taman Air Percut,4,3.4936,98.61
+Hairos Water Park,4.2,3.3708,98.6491
+Sini Suka Natural Bath Sibiru-biru,4.1,0.5201,117.1409
+Pisang Pelangi,4.3,3.6258,98.7995
+Waterpark Bima Utomo International,4.1,3.5094,98.6765
+Taman Wisata Merci,4.2,3.5083,98.6759
+Merci Waterboom,4.2,3.3073,98.8127
+Pantai Salju,4,3.2804,98.5567
+Hillpark Sibolangit,4.3,3.4579,98.8804
+Jaharun Tourism City Center,4.1,3.3464,98.667
+Air Terjun Betala,4.2,3.2592,98.5135
+Two Colors Waterfall,4.1,3.2778,98.7008
+Air Terjun Tarunggang,3.5,3.6307,98.9345
+Agrowisata Paloh Naga,4.4,3.3558,98.6034
+Pemandian Alam Tirta Sayum Sabah,4.4,3.509,98.6767
+Wisata Taman Merci,4.2,3.4486,98.7005
+Pantai Buih,4,3.3014,98.6498
+Cave And Hot Springs Goa Ergendang Deli serdang Sumatra utara Indonesia,4.4,3.5792,98.8108
+Bintang Johor Swimming Pool,4.2,3.468,98.6325
+TI GARDEN DEN DEN GARDEN,4.2,,
+Magic Eye 3D Art Museum,4.4,3.5521,98.8665
+museum deli serdang,4.4,3.1535,98.6911
+Niagara Tanjung Raja,4.4,3.5752,98.6839
+Istana Maimun,4.4,3.509,98.6767
+wisata merci,4.2,3.4024,98.6915
+"Monako Park, Sibiru-biru",4.3,3.4024,98.6915
+Pemandian Alam Bendungan GINBERS,3.8,3.4566,98.5627
+Rekreasi Lau Penda,4.2,3.6307,98.9345
+Wisata Bahari Paloh Naga,4,,
+MMTC Walking Street,4.3,3.6359,98.7011
+Taman Burung Cemara Asri,4.4,3.3448,98.5898
+Nature Baths Gantang Rani,4.2,3.241,98.6005
+Sungai Dua Rasa - Negeri Suah,4.3,3.2653,98.5503
+Posko Air Terjun Satu Hati (Tibrena),4.4,3.3442,98.6651
+air terjun bertala,4,3.5066,98.8352
+Perumahaan Azalea Asri,3.5,3.3425,98.5912
+"Taman Wisata Alam Sibolangit, Sibolangit Nature Park",4.5,3.5752,98.6873
+Masjid Raya Al-Mashun,4.8,3.5528,98.9955
+Romance Padi Perbaungan,3.9,3.5736,98.6675
+Kampoeng Selfie (Kongsi),4.3,3.0817,98.6821
+Wisata Alam Pohon Damai Simempar,4.6,3.1218,98.6821
+Air Terjun Sampuran Simempar,4.1,3.5856,98.6806
+Tjong A Fie Mansion,4.5,3.5653,98.7477
+Agrowisata Hidro AA,5,3.5765,98.6866
+Sri Deli Park,4.3,7.3444,110.4865
+pelangi nusantara,4.3,3.4364,98.5488
+Pemandian Alam Bolang,4.1,3.4706,98.5916
+Kampung Outbound Pancur Batu,4.5,3.5489,98.8677
+Museum Lubuk Pakam,4,3.1863,98.7013
+"Jembatan Lau Luhung, Gunung Meriah.",4.5,3.727,98.663
+Danau Siombak,3.8,3.6946,98.7184
+Wisata Sawah Pematang Johar,4.9,,
+The le Hu Garden,4.3,3.4086,98.6992
+PEMANDIAN ALAM AGAPE,3.5,3.5249,98.543
+TAMAN ALAMTA JAYA,4,3.7115,98.7317
+Taman air percut,3.5,3.5974,98.8315
+3d museum Kualanamu,4.3,,
+Lope Lope Wildlife Fur China,3.9,3.4706,98.5916
+Dunia Outbound Camp,5,3.5793,98.6677
+Rahmat International Wildlife Museum & Gallery,4.6,3.2409,98.5372
+Air Terjun Sikulikap,4.3,3.1721,98.6535
+Lau mentar canyon,5,3.5589,98.6759
+Wonders Water World,4,43.6526,79.3817
+old city hall,5,3.3493,98.6489
+Bendungan Lau Si Meimei,4.8,3.197,98.5409
+Taman Alam Lumbini,4.4,3.2909,98.6343
+Pemandian Kolam Renang Tiga Rasa Bukit Munthe,4.8,,
+Pemandian Air Panas Goa Ergendang,3,6.8006,107.178
+Tugu Pramuka,4.3,3.291,98.6332
+Kolam Renang Air Panas Mardinding Tiga Rasa,4.5,3.2905,98.6328
+Pemandian Air Panas Sibayak Mardinding Julu,3.8,3.3643,98.6685
+Pemandian Alam Tambun Pantai Biru,4.9,,
+Wonderful Toba Travel & Outbound,5,3.5865,98.669
+Taman Kebun Bunga 茂 榕 園,4.3,3.7148,98.6387
+Wisata Pancing Sungai Bedera,3,3.5738,98.6887
+Mobil Wisata Medan,5,3.5782,98.6572
+Upside Down World Medan,4.3,3.548,98.6087
+Graha Maria Annai Velangkanni,4.7,3.5636,98.693
+Bus Wisata Medan,5,3.5756,98.6863
+Medan City Tour,5,3.5847,98.6806
+Chinatown Medan,4.3,3.2274,98.5388
+LAU SIDEBUK DEBUK,4.3,3.5752,98.6849
+Malay Street Medan,4,3.5764,98.6766
+Taman Ahmad Yani Medan,4.3,3.5915,99.0914
+Pantai Mangrove (Wisata Mangrove),4.1,3.5681,98.6963
+State Museum of North Sumatra,4.4,3.5668,98.6568
+Penangkaran Rusa Universitas Sumatera Utara,4.4,3.5415,98.8103
+Vihara Pekong Lima,3.7,6.8566,107.6327
+Taman Hutan Raya,4.1,3.5837,98.6712
+Little India Medan,4,3.6509,98.9893
+Pantai Cermin Theme Park & Resort Hotel,4.1,3.5951,98.7222
+Royal palace nafis jackson,4.9,3.6765,98.8524
+Balai Datuk Setia Maharaja Negeri Serdang,2.7,1.2827,103.8451
+Mariamman Temple,4.5,,
+Monumen Loko Uap Du Croo & Braun,3,3.6751,98.9444
+Wisata Alam Experience Survive Champing,5,3.5776,98.6684
+Vihara Gunung Timur,4.6,3.5527,98.7033
+"Tour guide,Tarna Sagala.German &Dutch Speaking",4.7,3.5749,98.6841
+Meriam Puntung,4.4,3.5649,98.694
+Taman Teladan,4,3.5838,98.6741
+Museum Perjuangan TNI,4.3,3.6151,98.6574
+Ende Holidays,5,3.5866,98.669
+Tjong Yong Hian Gallery,4.5,3.1927,98.5013
+"Gundaling Hill, Berastagi",4.3,3.5497,98.7078
+Balai Besar Taman Nasional Gunung Leuser,4.3,3.5561,98.6889
+Museum Perkebunan Indonesia,4.4,3.5669,98.9838
+Replika ISTANA SERDANG,4.1,3.5932,98.6687
+TUGU AIR MANCUR Sinar Indonesia Baru Petisah,4.2,3.1497,98.7866
+Kawah Putih Dolok Tinggi Raja,3.7,,
+Mikie Funland,4.6,3.611,98.4898
+Titi Gantung Bridge,4.1,3.3219,98.3731
+THE YO'S HILL.. Kampung Wisata,4.3,3.6698,98.6623
+Pubbarama Buddhist Centre (PBC),4.7,,
+The Heritage,4.3,3.5822,98.6851
+Tirtanadi Tower,4.5,3.5642,98.6485
+Sovie Swima Gemilang SwimSchool Medan,4,3.3908,98.4113
+Pelaruga teroh teroh,4.4,3.2961,98.3686
+Kolam Pamah Semelir,4.4,3.6698,98.6623
+VIHARA PUBBARAMA BUDDHIST,4.8,3.4184,98.3222
+Pantai Biru,4.1,2.9164,98.5195
+Air Terjun Sipiso Piso,4.5,3.1987,98.3804
+Danau Lau Kawar,4.3,3.5871,98.6691
+SRI SUPRAMANIYAM TEMPLE,5,3.5888,98.6805
+Pajak Ikan Lama Medan,4.3,3.7115,98.7317
+Taman Air Percut,4.6,3.3143,98.3797
+Lau Kulap,4.3,3.5695,98.6096
+Masjid Badiuzzaman,4.8,3.5866,98.678
+Gang Bengkok Old Mosque,4.8,3.2224,98.5106
+Pemandian Alam Pariban,4.4,3.2058,99.0633
+Pemandian Batu Nongol,4.1,3.5964,98.7451
+PT Wisata Habibah Berkah,4.1,3.446,98.1484
+Wisata Batu Katak,3.9,3.7322,98.6761
+Masjid Raya Al Osmani,4.9,3.3481,98.4028
+Air terjun Namo Belanga,4.3,3.3878,98.4153
+Kolam Abadi,4.7,,
+Pesona Alam Panorama Indah. PT,4,2.8654,98.9209
+Aek Manik,4.3,,
+Go Adventure Tour & Travel Indonesia,4.9,3.2408,98.5363
+Penatapan Doulu,4.4,3.7171,98.7758
+Wisata Mekar Bahari,4.4,,
+Bus Wisata,5,2.8988,98.5099
+Bukit Gajah Bobok,4.5,3.5779,98.5947
+Rumah Wisata Sunggal,4.1,2.6978,98.69
+Pantai Indah Situngkir (PIS),4.4,3.2927,98.3267
+Rumah Pohon Habitat,4.1,3.4677,98.6319
+T.GARDEN,4,3.6283,98.6989
+PT Farnaz Utama,4.8,3.604,98.7105
+PT. Sky Ocean Travel,5,3.4764,98.6865
+Rezeki Indah Wisata. PT,4.4,,
+PT. Hikmah,4.1,2.7486,98.751
+Sibolazi Beach,4.2,3.6182,98.7292
+Keluarga Travel AgencyKeluarga Travel Agency,3.9,,
+embae Tour & Travel,4.9,6.1751,106.8492
+Armada Mandiri,5,,
+SIP,4.7,,
+WINTER HOLIDAYS,4,3.6291,98.704
+Abadas Jaya,4.3,3.7704,98.6321
+Siba Island Resort,3.3,3.6299,98.6983
+Wi Holidays,5,,
+CIS Tour & Travel,3,3.6335,98.7055
+Seindo Travel,4.1,,
+PT. JSA TOUR & TRAVEL,4,3.5722,98.6833
+PT. Raya Utama Travel,4.1,2.9526,99.0594
+Taman Hewan Pematang Siantar -THPS,4.4,,
+PT. Bagus Wisata Holiday's,1,3.3722,98.2575
+Saringgana Waterfall,4.2,2.9697,99.1685
+Pemandian Alam Sejuk Pas,4.1,3.1993,98.5111
+Bukit Kubu Berastagi,4.5,3.5266,98.7589
+Budaya Resto,4.4,3.4831,98.6424
+Kebun Binatang Simalingkar Medan,3.7,3.2295,98.7258
+Danau Linting,4.3,3.4062,98.679
+Davarel Green Wisata,3.8,,
+"PT, YY TRAVELING TOUR AND TRAVEL",5,2.6951,98.6897
+Pasir putih Parbaba,4.2,2.5521,98.6398
+Menara Pandang Tele Samosir,4.5,2.5521,98.6398
+Millenium Wisata Indah PT,4,3.2635,98.5531
+Pemandian Alam LOKNYA,4.1,3.5902,98.6937
+Setia Wisata,5,3.6397,98.7698
+Bagan Percut,3.9,2.8133,98.7813
+Bukit Indah Simarjarunjung,4.3,3.3017,98.6497
+"Lau Gendang,Wisata Gua",4.4,5.0378,115.0757
+Muara beach Beautiful,4.2,3.5883,98.6895
+Aman Wisata Citra Int. PT,5,3.5843,98.7025
+Amarjun Wisata,4,3.5862,98.6964
+PT Pelangi Wisata,1,3.5857,98.6939
+Leo Tour & Travel (Leo Wisata Medan),4.2,3.5864,98.6982
+LEO Wisata,5,,
+Pool Bus Intra,4.4,3.5094,98.6609
+Perumahan Griya Wisata Indah,4.3,,
+Sipinsur Park Geosite and Pine Forest,4.5,2.3395,98.8151
+Air Terjun Janji,4.4,2.3077,98.8061
+Tombak Sulusulu,4.5,2.324,98.8463
+Aek Sipangolu Bakkara,4.2,2.1333,98.4898
+Air Terjun Sipulak,4.2,2.1311,98.5441
+Air Terjun Pollung,4.1,2.2708,98.5186
+Air Terjun Simolap,5,2.3203,98.8265
+HARIARA TUNGKOT,4.5,2.3197,98.826
+BATU HUNDUL-HUNDULAN,4.1,2.2992,98.7961
+Air Terjun Sitiotio,3.8,2.3486,98.4261
+Air Terjun Sibabo,2.7,2.3057,98.8126
+Istana Makam Raja Sisingamangaraja,4.5,2.2114,98.5426
+objek wisata baronjong aek sirahar,5,2.3356,98.8122
+Panatapan Sileme-leme,4.5,2.2055,98.5325
+Saba Napa,4.6,2.3396,99.0135
+Pakkodian,4.5,2.3148,98.9803
+Bukit Doa,4.6,1.8642,98.6326
+Muara Nauli,4.5,2.1318,98.3411
+Dolok Bunga Sirandorung,4,6.0633,107.0126
+Pasar Muara,,2.3395,98.9419
+Tugu Toga Aritonang,4.5,2.5204,98.6381
+"Baneara, Partungko Naginjang",5,2.347,99.0295
+Tarabunga,4.6,2.5369,98.6449
+Efrata Waterfall,4.5,2.5318,98.6992
+Bukit Holbung Samosir,4.7,2.3292,98.8459
+Anugerah Soambaton Beach,5,2.3475,99.0407
+Bukit Pahoda,4.5,2.5305,98.7337
+Pemandian Air Panas Rianiate,3.9,2.5198,98.7331
+Bukit Indah Sitalmak Talmak Sihotang,4.4,2.3484,99.0732
+Pantai BUL BUL,4.3,2.0194,98.4578
+Air Terjun Gorbus,4.3,2.0203,98.7825
+Air Terjun Aek Godang,4.3,2.4425,99.1608
+PASIR PUTIH LUMBAN BULBUL,4.2,,
+Revolution Heroes Monument,4.2,2.1211,98.9642
+Air Panas Sipoholon,4.4,2.5518,98.2907
+Air Terjun Lae Une,4.3,2.5787,98.6476
+Pemandian Aek Sipitu Dai,4.2,2.3457,99.0783
+Pantai Sibola Hotang,4.2,2.5952,98.6461
+Batu Sawan,4.7,3.0817,98.6821
+Wisata alam,4,2.2809,99.082
+Air Terjun Sampuran,4,2.6951,98.6897
+Pasir putih Parbaba,4.2,1.6861,98.9461
+Air Terjun Sipitu-pitu,4.5,2.5891,98.6215
+Hadabuan Naisogop Waterfalls,4.3,2.3532,99.0918
+Water Park Tambunan,3.8,2.1211,98.9642
+Lokasi Wisata Pemandian Air Panas Sipoholon,4.2,2.5917,98.779
+Puncak Pulau SAMOSIR,4.6,1.9017,98.6873
+Taman Wisata Dabuan Bodil,4.3,2.4361,98.9199
+TUGU TOGA SAHATA,4.4,2.5521,98.6398
+Menara Pandang Tele Samosir,4.5,2.5891,98.6215
+Air Terjun Nai Sogop,4.8,2.5135,98.9663
+Pondok Wisata Lagundi Samosir,3.9,2.6519,98.8608
+Pertunjukan Tari SIGALE GALE,4.4,2.2628,98.7491
+Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan,4.5,2.0386,98.4196
+Wisata Makam Papan Tinggi Barus,4.4,2.6685,98.937
+Free beach Parapat Lake Toba,4.4,2.6109,98.3491
+Air Terjun Lae Mbilulu,4.3,2.6187,98.6755
+SAMTO AEK RANGAT,4.3,2.6101,98.8642
+AIR TERJUN SIGARATTUNG ( Sampuran Na Pitu),4.5,2.4042,99.0474
+Siregar Aek Nalas,4.6,2.2694,98.1666
+A8 Village,4,2.0137,99.0037
+Cross of Love,4.6,2.6625,98.9342
+Danau Toba Parapat,4.6,2.6041,98.868
+Batu marhosa,4.4,1.9744,98.3561
+Pantai Pulau Karang,4.7,2.6177,98.6763
+EDISTIGOR HOT SPRING,3.6,2.432,98.8975
+Indah Sipinggan Beach,4.5,1.8352,98.7053
+AIR TERJUN SILAKLAK,4.2,2.679,98.8364
+Objek Wisata Budaya Batu Kursi Raja Siallagan,4.8,2.5936,98.3287
+Gapura Wisata Alam Lae Mbilulu,5,2.6005,98.6516
+Gunung Pusuk Buhit,4.6,2.5935,98.6335
+Toba caldera Geopark,4.5,,
+Parhallow viewpoint and coffee shop,4.5,1.8895,98.7487
+Air Terjun Aek Nabontar,4,2.6978,98.69
+Pantai Indah Situngkir (PIS),4.4,2.5923,99.0387
+Taman Eden 100 Tobasa,4.5,2.7148,98.9356
+Taman Wisata Kera Sibaganding,4,,
+Bukit Senyum,4.6,1.8894,98.5555
+Konservasi Penyu Tapteng,4.9,1.1451,103.948
+Tangga Seribu,5,,
+Rumah Adat,5,2.0005,98.966
+Pemandian Air Soda,4.6,1.888,98.5569
+Pantai Katung Binasi,5,2.5946,99.0374
+"AIR TERJUN TAMAN EDEN 100, TOBASA",4.4,2.6951,98.6897
+pantai pasir putih,4.2,2.6217,98.4861
+Wisata Mata Air Pangiringan,4.9,2.5908,98.9979
+BUKIT travel Gibeon,4.4,2.5902,98.6291
+Batu Hobon,4.4,2.716,98.6919
+Pantai Pasir Putih Tandarabun,4.3,2.0289,98.9777
+Air Panas Hutabarat,4.2,2.6973,98.3057
+Peak Tree House Sidikalang,4.3,2.6154,98.402
+Bukit Kininduma Simantas,4.5,2.6154,98.402
+SAMPUREN TUTUEN SIGE,4,2.7122,98.8131
+Pulau Tolping,4,,
+Taman Selfi Huta Tinggi,5,2.7324,98.3829
+Parks Faith,4.3,2.4718,98.8241
+Tugu Toga Sinaga Urat,4.8,2.7319,98.3803
+Taman Wisata Iman,4.3,2.7347,98.3818
+Air Terjun Lae Pandaroh,4.1,2.3055,99.0368
+HKBP SIBODIALA,5,2.5371,99.0082
+Situmurun Waterfall,4.6,33.7701,118.1937
+Long Beach,4,2.2896,99.0839
+Air Terjun Siboruon,4.8,2.7055,98.3327
+Lae Simbellen,3.2,2.7349,98.8593
+Bukit Sipolha,4.7,1.9752,98.3526
+Beach island karang,5,2.0773,98.9397
+Pemandian Air Panas Lehu,3.9,2.6091,98.6959
+Taman Liberty Malau,4,2.6113,98.6919
+Jembatan Tano Ponggol,4.2,2.6066,98.9461
+The Kaldera,4.6,2.7322,98.3804
+Bukit Golgata TWI Sitinjo,4.6,2.5982,99.0298
+welterbeminimini,4.5,2.652,98.3805
+Danau Sicike-cike,3.8,2.6507,98.8601
+Batak Museum,4.2,2.6095,98.8434
+Botanical Samosir,4.2,2.1525,98.4742
+Salak monument Pakkat,4.4,2.663,98.2107
+Air terjun Laembara,4.5,,
+DEAN FOREST,4.3,,
+Air Terjun Jembatan Lae Pendaroh,3.8,2.6174,98.8723
+Panatapan Parhalow,5,2.7181,99.1393
+Niagara sipitu Tikka,4.8,2.6478,98.8624
+Sumur Tua,4,2.7136,99.1483
+Niagara derivatives Bolon,4.1,2.592,98.6306
+Sopo Guru Tatea Bulan,4.5,2.3389,98.3922
+Simpang Bantoon,4.7,2.597,99.0302
+Warisan Dunia minimini,5,2.4541,98.9783
+TUGU TOGA SAMOSIR,5,2.6398,98.8486
+Viewpoint of tuktuk peninsula,4.3,2.7319,98.3803
+"Taman Wisata Iman Sitinjo, Dairi",4.5,2.6884,98.9243
+Batu Gantung,4.4,2.6928,98.9271
+Batu Lobang Sibaganding,4.6,2.679,98.8364
+Batu Kursi Raja Siallagan ( Stone Chair of King Siallagan ),4.5,2.7208,98.9394
+Wisata Madu Aek Nauli,5,3.7993,102.2614
+Tempat Pengasingan Soekarno,4.4,2.0137,99.0037
+Salib Kasih,4.6,2.0298,98.9794
+Thermal Baths U.S.K Hineni,4.3,2.2426,98.7385
+KANTOR DINAS PARIWISATA KABUPATEN HUMBANG HASUNDUTAN,4,3.2409,98.5372
+Air Terjun Sikulikap,4.3,3.197,98.5409
+Taman Alam Lumbini,4.4,3.2274,98.5388
+LAU SIDEBUK DEBUK,4.3,3.1954,98.5082
+Pasar Buah Berastagi,4.3,3.1927,98.5013
+"Gundaling Hill, Berastagi",4.3,3.2408,98.5363
+Penatapan Doulu,4.4,3.2034,98.5257
+Mikie Funland,4.6,3.1947,98.5083
+Museum Pusaka Karo - Berastagi,4.4,2.9164,98.5195
+Air Terjun Sipiso Piso,4.5,3.091,98.362
+Air Soda Kabupaten Karo,4.4,3.1987,98.3804
+Danau Lau Kawar,4.3,3.2275,98.5389
+TWA Lau Debuk-debuk,4.3,3.2592,98.5135
+Two Colors Waterfall,4.1,3.19614,98.540856
+Replika Pagoda Shwedagon,4.4,3.1919,98.5024
+Puncak Gundaling Brastagi,4.4,2.8988,98.5099
+Bukit Gajah Bobok,4.5,3.1947,98.5089
+Struggle Monument Berastagi,4.5,3.1993,98.5111
+Bukit Kubu Berastagi,4.5,3.1256,98.2833
+Uruk Ndaholi,4.4,3.5194,114.9501
+Taman Hutan Raya,4.1,2.9116,98.5183
+Taman bunga Sapo Juma,4.4,2.9101,98.5195
+Sapo Juma,4.4,2.9239,98.5355
+Puncak Gunung Sipiso-piso,4.6,,
+TAHURA (Taman Hutan Raya),4.2,3.2224,98.5106
+Pemandian Alam Pariban,4.4,3.1972,98.5078
+Taman Mejuah-juah,4.2,3.1964,98.5161
+Peceren Karo Village,4.8,2.9157,98.5235
+Lake Toba viewpoint,4.5,3.0222,98.3977
+"Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut",4.7,3.0931,98.3568
+Monumen Halilintar,4.6,3.118,98.4753
+Museum Karo Lingga,4.1,3.2236,98.5134
+Sidebuk Debuk Thermal Baths Berastagi,4.4,3.189,98.5089
+Tugu Kol,4.2,3.2054,98.5379
+Tugu JERUK BERASTAGI,4.4,2.2159,102.2301
+LORONG PANDAN,4.2,3.1053,98.2651
+Karo Regency,4.5,1.7398,98.7768
+Taman Bunga,3.9,3.1047,98.4979
+Masjid Agung Kabanjahe,4.6,,
+SBV,4.4,3.1224,98.5949
+BAKARANG SIMALEM,4.1,3.1185,98.4642
+Kolam pancing sapat,5,2.9238,98.5356
+Bukit Gundul (bukit sipiso-piso),4.5,3.0512,98.2346
+Deleng bencirus,5,3.0758,98.172
+Panorama Uruk Lisang,4.4,3.1853,98.5049
+Berastagi,4.2,3.2961,98.3686
+Kolam Pamah Semelir,4.4,3.1012,98.4858
+Masjid Lama Kabanjahe,4.5,3.1187,98.4697
+Lingga cultural village,4.5,3.2708,98.3814
+Bukit Moria GBKP,3.9,2.7861,98.6161
+Danau Toba,4.7,2.8449,98.5281
+Perkemahan Paropo,4.6,3.5939,98.6802
+Dinas Kebudayaan & Pariwisata,3,3.1853,98.5035
+Gundaling,4.3,3.2673,98.6006
+Air Terjun Sampuren Putih,4.2,3.1078,98.5776
+Barusjahe,4.5,3.1218,98.6821
+Air Terjun Sampuran Simempar,4.1,,
+Pas Pam Wisata,4.6,3.2653,98.5503
+Posko Air Terjun Satu Hati (Tibrena),4.4,3.1051,98.4987
+Putri Cahaya Travel,4.1,3.087,98.4141
+WISATA AGRO KOPI KARO,4.2,3.1993,98.5111
+Bukit Kubu,4.3,3.3425,98.5912
+"Taman Wisata Alam Sibolangit, Sibolangit Nature Park",4.5,3.0101,98.4688
+Kebun Madu Efi,4.1,3.1903,98.5093
+Terminal Berastagi,5,3.1674,98.1558
+Namo Cengkeh,4.7,3.201,98.5173
+Berastagi local guide,5,3.3601,98.2282
+air panas simolap,4.5,3.3014,98.6498
+Cave And Hot Springs Goa Ergendang Deli serdang Sumatra utara Indonesia,4.4,3.2246,98.5157
+Perhadtian Air Panas Taman Wisata Sibayak,4.2,2.0399,99.8223
+Linggahara Water Falls,3.6,2.1368,99.7592
+Wisata Alam Aek Buru,3.7,2.0524,99.8465
+Tugu Juang 45 Lobusona,3.8,2.0525,99.6905
+Hadabuan Hill,4.3,2.057885,99.858842
+Sapadia Boombara Waterpark,3.7,2.1164,99.7908
+Pesona alam aek janji,4.7,2.2975,99.6624
+Pulo Bisky (Pantai Wisky),4.2,2.3304,100.154
+Taman Wisata MEP,,2.0578,99.8022
+Air Terjun Talsim,,3.5775,98.6124
+wak salak,,2.1402,99.6245
+Air Terjun Lorong Batu Jonjong,,1.8953,100.0932
+Istana Kesultanan Kotapinang,3.7,3.2043,98.6905
+Air Terjun Pelangi,4.1,2.3168,99.8343
+Lorong Negeri Padang Halaban View,4.2,1.7314,99.8018
+Air terjun aek korsik,,2.3907,99.7011
+Bukit Tiam Labura,5,1.7337,100.0708
+Pantai Barumun Parira,,2.3902,99.6646
+Curug Bulu Soma,5,1.935,99.5533
+Air Terjun Siborpa,4,2.0896,99.8304
+Awaliyah Tour and Travel,5,0.8173,100.315
+Arminareka Perdana,,2.1143,99.8146
+Antara Tour And Travel,,2.344,100.1703
+Labuhan Batu Regency,,3.5774,98.6728
+Twins Travel,4.3,2.1008,99.8288
+Tugu Simpang Empat,5,2.09,99.7288
+Rindu Alam Aek Buru,3,3.5366,98.6783
+Darul Umroh,4.2,1.9932,99.8394
+Wisata Alam Aek Markusasak,3.9,1.7314,99.8018
+Air terjun aek korsik,,1.7337,100.0708
+Pantai Barumun Parira,,1.8953,100.0932
+Istana Kesultanan Kotapinang,3.7,2.0399,99.8223
+Linggahara Water Falls,3.6,2.0524,99.8465
+Tugu Juang 45 Lobusona,3.8,2.0581,99.8587
+Sapadia Boombara Waterpark,3.7,2.1368,99.7592
+Wisata Alam Aek Buru,3.7,1.7058,100.3878
+KOLAM PANCING ASRI,3.2,2.2975,99.6624
+Pulo Bisky (Pantai Wisky),4.2,2.0525,99.6905
+Hadabuan Hill,4.3,2.1164,99.7908
+Pesona alam aek janji,4.7,2.3304,100.154
+Taman Wisata MEP,,1.935,99.5533
+Air Terjun Siborpa,4,2.0578,99.8022
+Air Terjun Talsim,,3.5775,98.6124
+wak salak,,1.9639,99.6349
+Simadihon Lama,,2.1402,99.6245
+Air Terjun Lorong Batu Jonjong,,2.3168,99.8343
+Lorong Negeri Padang Halaban View,4.2,1.953,99.5982
+Aek Lappining,4,2.3907,99.7011
+Bukit Tiam Labura,5,2.3902,99.6646
+Curug Bulu Soma,5,1.4461,99.58
+Danau Sagayung,4.1,0.3603,99.5785
+"Danau Tobat, Ujunggading",3.5,1.8799,100.1703
+South Labuhan batu Regency,,1.883,100.1222
+Danau Pagaran Padang,3.7,1.8049,100.0353
+Taman Wisata Simatahari Indah,3.7,1.669,100.2507
+"Taman Wisata Alam, Pusat Latihan Gajah",3.9,1.7643,99.7945
+Luppatan Tali - Tali,4.1,1.8998,100.0583
+Pinang City,3.7,0.8173,100.315
+Arminareka Perdana,4,1.5615,99.2892
+Gunung Simago-Mago Jl.Padang Sidimpuan-Tarutung,4.2,1.53,99.191
+Air Terjun Sitimbulan,5,2.1368,99.7592
+Wisata Alam Aek Buru,3.7,2.2975,99.6624
+Pulo Bisky (Pantai Wisky),4.2,2.1164,99.7908
+Pesona alam aek janji,4.7,2.604,99.4584
+Bedeng 7 river park,4,2.3907,99.7011
+Bukit Tiam Labura,5,2.3168,99.8343
+Lorong Negeri Padang Halaban View,,2.1402,99.6245
+Air Terjun Lorong Batu Jonjong,5,3.5775,98.6124
+wak salak,5,2.0399,99.8223
+Linggahara Water Falls,3.6,2.5561,99.4571
+Wisata Alam Goa Sigalapang,4.4,2.5663,99.3681
+Air Terjun Morena,4,2.6061,99.4817
+Air Terjun Simora-mora,3,2.5598,99.3479
+Air Terjun Aek Limut,4.4,1.935,99.5533
+Air Terjun Siborpa,4,1.9639,99.6349
+Simadihon Lama,3.7,0.4202,101.4905
+Sapadia Boombara Waterpark,3.7,2.5464,99.3153
+Air Terjun Sialogo,4.2,2.5612,99.3442
+Asahan River Rafting,4.6,2.696,99.4332
+Lombang Garoga (Logar),5,2.6561,99.3666
+Paccur Napitu,4.3,1.953,99.5982
+Aek Lappining,4,2.5484,99.3026
+Sigura Gura,4.4,2.0578,99.8022
+Air Terjun Talsim,5,2.5792,99.5417
+Wisata Alam Aek Sordang,3.8,2.3304,100.154
+Taman Wisata MEP,4.3,2.2473,99.6878
+Simpang Pantai Monyet,4,2.774,99.2064
+Air Terjun Jambuara Indah,3.3,2.9903,99.6754
+Waterboom Blue,4.6,2.8572,99.2239
+Katasa Waterfall,4.4,2.3466,99.8125
+North Labuhanbatu Regency,4.4,2.7844,99.376
+Air Terjun Jatuhan Balok,3.7,3.1483,98.7808
+Dolok tinggi raja,3.7,2.8768,99.6633
+GROJOGAN 23,4,2.7024,99.2142
+pemandian saroha,5,2.7018,99.2134
+Aek saroha,4.3,2.9685,99.8078
+Kelenteng Dewi Samudera,4.2,2.9886,99.6111
+Masjid Ahmad Bakri Kisaran,4.8,2.886,99.4312
+BUKIT Monstrac Kebun Huta Padang PTPN III,3.8,2.8888,99.6369
+Wisata Alam Waterjo,5,2.2656,99.6481
+Aek Malapari,5,2.268,99.7627
+TAMAN AEK KOTA BATU LABURA,3.8,2.2498,99.6414
+Cafe Goa Kaca,3.6,3.0817,98.6821
+Wisata Alam,3.9,1.8953,100.0932
+Istana Kesultanan Kotapinang,3.7,2.2511,99.6423
+Pantai Kaca,4.6,2.9886,99.6111
+Masjid Raya Kisaran,4.8,2.9662,99.7985
+Yayasan Perguruan Sisingamangaraja,5,2.3277,99.7156
+Puncak Hoza,2.7,3.1498,101.7519
+"Masjid Mustaqim, Sikopi-kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.",2.8,2.5948,99.0395
+Taman Eden 100 Tobasa,4.5,2.2919,99.6369
+Simonis,4.3,2.1739,99.4784
+Poldung,4.8,2.09,99.7288
+Rindu Alam Aek Buru,3.9,2.5685,99.6533
+Taman Aek Kanopan,,2.5675,99.6174
+Aek Kanopan,4.8,2.5633,99.5229
+Perkebunan Londut,5,2.3502,99.2786
+Tobasa,4.1,2.1533,99.6787
+Na IX-X,5,2.5286,99.6609
+Berakit-rakit Ke Hulu,4,2.8563,98.9079
+"Kebun Teh Bahbutong, Sidamanik",4.4,2.4854,99.4784
+Kuala Beringin,4.3,,
+Long Beach,4,2.562,99.701
+Kualuh Hulu,3.9,2.8133,98.7813
+Bukit Indah Simarjarunjung,4.3,3.1672,99.4423
+Pemandian Air Panas Sumber Padi,4.2,2.1231,99.7312
+Puncak Bukit MANALISE Aek BURO,4.6,3.3907,98.4112
+Air Terjun Pelaruga,4.4,3.3625,98.4623
+Air Terjun Lau Balis,3.9,3.3143,98.3797
+Lau Kulap,4.3,3.2961,98.3686
+Kolam Pamah Semelir,4.4,3.3219,98.3731
+THE YO'S HILL.. Kampung Wisata,4.3,3.2927,98.3267
+Rumah Pohon Habitat,4.1,3.4184,98.3222
+Pantai Biru,4.1,3.3722,98.2575
+Saringgana Waterfall,4.2,3.446,98.1484
+Wisata Batu Katak,3.9,3.6863,98.0831
+Air Terjun Pantai Salak,3.9,3.3601,98.2282
+air panas simolap,4.5,3.688,98.7013
+Tangkahan,4.5,3.3481,98.4028
+Air terjun Namo Belanga,4.3,4.0605,98.273
+Mangrove tour Lubuk Kertang,4.2,3.5509,98.1203
+Bukit Lawang Ecotourism & Ecoproject,4.5,3.4436,98.1507
+Frog Rock Tour,4.3,4.1752,98.2444
+Tanjung Apek Beach,3.9,1.5438,125.2923
+EKOWISATA MANGROVE,3.8,3.5323,98.1218
+Landak River,4.4,3.6154,98.3968
+Pantai 46,3.8,3.5355,98.1173
+"Bat Cave, Bukit Lawang",4.4,3.3907,98.4112
+Pelaruga teroh teroh,4.4,3.3172,98.412
+Bekancan River,3.8,3.3054,98.3872
+One Heart Hill,4.2,3.7197,98.3992
+Lyza Outbount,3.8,3.8654,98.3088
+Langkat Regency,4.1,3.5491,98.1242
+Bukit Lawang Orangutan Trekking,4.6,3.5553,98.1448
+Bukit lawang planet hijau,4.5,3.7457,98.4483
+Gedung MABMI,4.5,3.3601,98.2282
+Air Panas Simolap,3.5,3.2708,98.3814
+Bukit Moria GBKP,3.9,3.5553,98.1448
+Bukit lawang wisata alam,4,3.294,98.3761
+Sabah Simelir,4.6,3.4846,98.4593
+Lau Bingai,5,3.5268,98.4702
+konservasi Sungai Kukam,4.8,3.4697,98.4598
+Lau Perkoh,3.7,3.6161,98.1027
+Wisata Batu Rongring,5,3.5553,98.1448
+Bukit Lawang Travel,4.6,3.4858,98.4318
+Lau Bengkelade,4.5,3.4777,98.4344
+Kuta Sukareme,1,3.6961,98.3773
+Lau Bengkelade Kuta,5,3.5553,98.1448
+BUKIT LAWANG,4.2,3.9286,98.5446
+Pantai Malaya,3.8,3.293,98.389
+Puncak Santai,5,3.8654,98.3088
+Lau Bekelade,4.6,,
+pemandian air panas tirto kencono,5,3.438,98.4846
+NAMU SIRA-SIRA,4.1,3.6037,98.4807
+Toddler garden Binjai,4.5,3.6106,98.4999
+SaLam Binjai Community,4,3.6135,98.5025
+Binjai,4,3.5073,98.4678
+North Namu Ukur,4.6,3.3907,98.4112
+WISATA PELARUGA,4.7,,
+Bukit Lawang Tour Trekking,4.5,3.7511,98.4528
+WARNAWARNI STABAT,3.8,3.6092,98.4256
+Taman Mini Travel langkat,4.1,3.7742,97.2437
+Mount Leuser National Park,4.3,,
+bandrek dan bubur kacang ijo 42 stabat,5,,
+Pemandu Bukit Lawang,5,3.4705,98.5668
+Armaya Nature,3.9,3.1987,98.3804
+Danau Lau Kawar,4.3,3.5503,98.1246
+Bukit Lawang Guide,4.6,3.3953,98.415
+"Pusat Posko ""TEROH-TEROH.",4.6,3.1927,98.5013
+"Gundaling Hill, Berastagi",4.3,3.5712,98.6926
+Elsasya Utama,3.3,3.5451,98.1281
+Bukit Lawang Explore,5,3.7381,98.4489
+Grand Darussalam. UD,4.1,3.197,98.5409
+Taman Alam Lumbini,4.4,,
+Gunung Pandan River Tourism Area,4.1,3.5436,98.1303
+ConnectingJungle,5,3.2931,98.4075
+Telagah,5,3.5856,98.6806
+Tjong A Fie Mansion,4.5,3.7508,98.453
+Stabat,4.3,3.4706,98.5916
+Kampung Outbound Pancur Batu,4.5,,
+Lope Lope Wildlife Fur China,3.9,3.5094,98.6765
+Taman Wisata Merci,4.2,3.528,98.3881
+Five Star Int'l Travel,3.3,3.5752,98.6873
+Masjid Raya Al-Mashun,4.8,3.6105,98.4948
+Tugu Binjai,4.5,3.6789,98.4445
+Saf Travel Indo,5,3.548,98.6087
+Graha Maria Annai Velangkanni,4.7,2.9238,98.5356
+Bukit Gundul (bukit sipiso-piso),4.5,3.4758,98.4598
+RUDANG MAYANG,3.8,3.241,98.6005
+Sungai Dua Rasa - Negeri Suah,4.3,3.287,98.3805
+Penatapan Pamah Simelir,4.4,3.5461,98.1251
+Sumatra Jungle Trek,5,4.1063,98.2979
+Pantai Teluk Kerang,3.8,3.5499,98.1203
+Tour Accomodation,4.7,3.7582,98.6519
+Ekowisata Mangrove Sicanang,4.1,3.5517,98.1249
+Sumatra Tours Holiday & Jungle Trekking,4.8,2.7969,115.186
+Garunggang,4.5,3.542,98.1339
+Mester Bukit Lawang (Tour Guide),5,3.5485,98.1257
+Sumatra Orangutan Tours & Holidays,3.8,3.3425,98.5912
+"Taman Wisata Alam Sibolangit, Sibolangit Nature Park",4.5,3.8915,98.424
+Azizi Mosque,4.7,3.638,98.7012
+Maha Vihara Maitreya,4.7,3.7507,98.4529
+SEMBILANTUJUH TOUR&TRAVEL,5,3.9214,98.3959
+Waterpark RIA,3.9,4.1611,97.8419
+Tourism Kuala Paret,4.2,3.2409,98.5372
+Air Terjun Sikulikap,4.3,3.3063,98.3886
+Air Terjun Jodoh Semelir,4.1,,
+Kupu-kupu Garden Guest House & Cafe,4.4,3.5537,98.1242
+Rosyid Orangutan Tours,4,3.5314,98.1462
+Jelajah Bukit Lawang,5,,
+Bukitlawang Trek,5,3.0788,99.0792
+Bah Salak Waterfall,3.6,3.5376,98.1342
+Bukit Lawang Trip,4.7,3.7434,98.4467
+Lapangan Tengku Amir Hamzah Stabat,4.3,3.4146,98.4767
+JLN dusun Lauseridi,4.8,3.7479,98.4424
+PERMATA ASRI STABAT,3.9,3.6495,98.5073
+Taman Bunga Celosia Binjai,3.5,3.7627,98.4498
+Masjid Raya Stabat,4.7,3.4579,98.8804
+Jaharun Tourism City Center,4.1,3.2928,98.3797
+Warung Info Wisata,5,3.8986,98.4208
+Tanjung Pura,4.7,3.5553,98.1448
+Bukit Lawang Day Trek,4.7,3.3331,98.2231
+Lau Teba Langkat,3.7,3.5553,98.1448
+Explore Bahorok Adventure Trip,4.3,0.7386,99.6178
+Payabulan,4.3,0.8006,99.5792
+Tapian Siri-siri Syariah,3.8,1.2192,98.864
+Pantai Batu Badaun Desa Sikapas,4.2,0.7961,99.5761
+Taman Raja Batu,4.1,0.7278,99.5688
+Thermal Baths Huta Raja,4.4,0.4508,99.2079
+Batang Gadis National Park,4,0.5564,99.1125
+Pantai Barat Natal,4.3,0.6107,99.0934
+Parks West Coast,4.1,1.0207,99.5045
+AIR PANAS SIABU,4.6,1.0195,99.5069
+Aek Milas Siabu,4.1,0.8049,99.5906
+Bukit Muhasabah,4.3,0.816,99.5325
+OBJEK WISATA SAMPURAGA,3.3,0.6578,99.7266
+LUBUK LARANGAN DESA PADANG BULAN,4.4,0.7386,99.6178
+Paya Bulan,5,0.6571,99.0653
+Objek Wisata Bukit Kayu Batu,5,0.6588,99.0666
+Objek Wisata Batu Mandi,5,0.6568,99.0626
+Pantai Bukit Malintang Buburan,4.5,0.4768,99.6602
+Danau Laut Tinggal,5,1.0131,99.4655
+Rodang Tinapor,4.2,,
+Pantai Barat,4.3,1.3242,98.9986
+Danau Si Ais,4.1,1.3688,98.9025
+"Muara Opu, Muara Batangtoru, Tapanuli Selatan",3.5,0.8035,99.5395
+Danau Marambe,3.9,1.1,99.6126
+Objek wisata Siraisan,4.1,0.4118,99.5854
+Air Terjun Sipagogo,4.1,0.4126,99.5874
+air terjun situak lotik III,4.7,0.9682,99.7794
+Objek Wisata Aek Hapung,3.9,0.7966,99.5773
+Beranda Madina,4.4,1.2939,99.4461
+Tao Lake Rod Onang,4.5,0.4109,99.5025
+"Puncak Paranginan,Aek Nabirong",5,0.1777,99.2816
+Pulau Pigago,4.4,0.3116,99.5608
+Lubuk King,3.9,,
+Bukit Teletubies,4.5,0.3878,99.5255
+Air Terjun Simpang Kanan,1,0.2759,99.5514
+Kuamang Ujung Gading,4.1,0.2152,99.3661
+Tugu Air Bangis,4.3,0.3851,99.5283
+air terjun kemuning,4.5,0.3851,99.5283
+Air Terjun Kemuning,4.2,0.8687,100.1023
+Air Terjun Katobung,4.2,0.8741,99.6119
+travel panyabungan padang,3.5,0.8594,99.5631
+Perwakilan Mandiri,3.9,1.5336,99.1702
+Air Terjun Silima-lima,4.3,0.1466,99.435
+Pantai Sikabau,4.3,0.8911,100.3548
+Hendreva Tour,3.9,1.3273,99.3113
+Bagas Godang Pijorkoling,4,0.3603,99.5785
+"Danau Tobat, Ujunggading",3.5,1.5877,99.2843
+Aek Milas,3.9,1.5227,99.2204
+Wisata Aek Sabaon,4.7,1.53,99.191
+Air Terjun Sitimbulan,4.5,1.3934,99.2963
+Wisata Kembar Agro,4.2,1.287,99.3271
+Parupuk Waterpark,4.5,0.146,99.8872
+Bendungan Batang Tongar,4,1.6732,98.8277
+Penginapan pantai indah pandan kabupaten tapanuli tengah,4.2,0.6511,99.7792
+R.M Wisata Indah,3.4,0.1028,99.5409
+Pantai Sikilang,4.3,1.0247,99.8462
+Bendungan Lakkut,5,1.5615,99.2892
+Gunung Simago-Mago Jl.Padang Sidimpuan-Tarutung,4.2,1.4937,99.2367
+Tempat Wisata Strawberry Habibun,3.7,1.3343,99.4386
+Penatapan Tor Sipurpur,5,0.8533,100.169
+Aek Matua,4.2,,
+Pondok Pisang,3.8,1.4972,99.2303
+Sibio-Bio Adventure Park,4,0.7693,100.2488
+Air Terjun Lembah Sipogas,4,0.1888,100.0832
+Puncak Tonang,3.9,0.1061,99.8869
+Ikan Larangan Lubuak Landua,4,1.6638,98.8264
+KALANGAN INDAH,4.1,1.5887,99.2769
+Pemandian Air Panas Padang Bujur,3.9,0.5667,99.3667
+Halo Angso Duo Pratama Bro. PT,4.5,1.5877,99.2843
+Aek Milas Sosopan,4.1,1.3692,99.2392
+Al-Dy Jr Hasibuan,5,0.0606,99.6261
+Pantai Maligi,4.8,2.7861,98.6161
+Danau Marsabut,3.6,0.818,99.57
+Danau Siombun,4.1,,
+Pawan Hot Water,3.8,1.4043,99.2736
+LubukNaga,5,1.574,99.3072
+Aek Milas parau sorat sipirok,4.4,0.1169,99.9387
+Air Terjun Lenggo Geni,5,0.114,99.9685
+Air Terjun Sarasah Kajai,3.2,1.3497,99.4152
+Danau Tasik,4.4,0.8224,100.2803
+Danau Cipogas Rohul,4.1,0.5216,100.364
+Puncak Kabur Bukit Villa,4.5,0.8219,100.2517
+Rimba Huta Sikapir,4.5,0.8532,100.1689
+Air Terjun AEK MATUA,4.1,1.0835,100.2524
+Fortress Seven Layer,4.4,0.8224,100.2803
+DANAU SIPOGAS,4.8,0.2027,99.7456
+air terjun sempugen,4.8,1.4461,99.58
+Danau Sagayung,4.1,,
+"Agrowisata Kebun Jeruk,Desa Hadungdung",3.5,1.7914,98.7703
+Bair Falls,4.4,0.5669,100.4071
+Istana Kerajaan Rokan,4.2,1.3493,99.4285
+Barumun Nagari Wildlife Sanctuary,4.7,1.7407,98.7742
+Pantai Pelabuhan Lama Sibolga,4.3,1.6861,98.9461
+Air Terjun Sipitu-pitu,4.4,3.966,104.1698
+Lubuk Batang Waterfall,4.2,0.2399,100.4424
+Sialang Batu,4.3,0.7432,99.3673
+Mandailing Natal Regency,4.4,0.001,109.3222
+Monumen Equator,4.2,0.1612,100.4791
+Wisata Puncak Tanjuang Bungo,5,,
+Pusat kuliner Kota Sibolga,5,1.6742,98.8276
+Pantai Bosur,4,0.4103,100.6958
+Bukit Suligi,4.3,0.202,100.1631
+Air Terjun Cirocai Sungai Pandahan,5,0.1743,100.1392
+Jembatan Dalik Lubuk Sikaping,4.1,0.2739,100.5376
+OBJEK WISATA PATAMUAN,4.5,1.4529,99.261
+Kaisar WaterPark,3.9,1.6075,99.3198
+Puncak Saragodung,5,1.7657,98.7977
+Sibolga Dutch Tunnel,4.2,0.5651,100.4089
+Wisata Sawah Koto,4.6,0.126,100.1705
+Alun Alun Lubuk Sikpaing,4.4,0.821,99.0136
+Pantai Batu Rusa,4.2,0.5574,100.4156
+Wisata Bendunga Sei Palis,4.7,0.0466,100.5368
+Bukik Posuak Maek,4.2,1.7301,98.8261
+Air Terjun Sihobuk,4,1.7429,98.7812
+Tangga Seratus,4.1,0.677,100.4694
+Wisata Pulau Spantiang,4.3,1.7314,99.8018
+Air terjun aek korsik,4.4,3.5977,98.7151
+Loket SATU NUSA,3.5,0.7101,99.5062
+Sopo Tinjak,5,3.1141,99.122
+Masjid Al-Abror,4.7,1.3692,103.8755
+Masjid AL ISTIQOMAH,4.9,1.138,97.4991
+Wisata Bale Bukit Zaitun,4.1,1.2279,97.429
+KARA SANGADULO,4.1,1.2982,97.6087
+Museum Pusaka Nias,4.4,0.7871,97.8486
+Air Terjun Mondrowe,4.6,1.0396,97.7381
+Batu Megalith Si Ofa Tanomo,4.4,0.8642,97.7723
+Helaowo Waterfall Gomo,5,1.1659,97.7307
+Pantai hetalu,5,0.9971,97.6403
+Puncak Indah Hilidete,4.4,1.2502,97.6437
+Taman Doa Bunda Maria,4.5,0.9494,97.4149
+Pantai Sirombu,4.1,1.1912,97.6442
+Air Terjun Humogo,3.9,1.1908,97.681
+Pantai Malaga,4.6,1.2873,97.2054
+"Pantai Merah, Afulu",4.4,1.4294,97.1428
+Pantai Indah Tureloto,4.3,1.4048,97.2172
+Pantai Lafau Nias Utara,4,1.4017,97.0641
+Pantai TOYOLAWA,4.7,0.6144,97.7702
+Mataluo (Lompat Batu),4.2,0.5802,97.7331
+Pantai Harus Damai - Lagundri,3.9,1.2545,97.2337
+sawa kete,4.5,,
+Spot Surfing Rockstar,,0.5804,97.7416
+Lagundri BEACH SOUTH NIAS,4.4,0.5591,97.8004
+Baloho Beach,4.3,,
+Surfing Nias,3.7,,
+Wisata Rumah Adat Nias Utara,4.3,1.2641,97.2332
+Ture Dawöla Beach,4.6,1.2038,97.2862
+Laosi Laosi Beach,5,1.4262,97.5177
+Pantai Simali,3.6,0.8333,97.3333
+Pantai HINAKO,5,1.4359,97.5107
+Pantai Marisa,4.1,0.9495,97.414
+PPN (Pemuda Peduli Nias),3.8,1.2497,97.6445
+Pantai Bunda,5,0.6757,97.8123
+Hilinawalo Fau,5,,
+Slaparse Beach,5,1.5207,97.4172
+Pantai Turedowi,5,1.2937,97.2054
+Pantai Pasir Merah Afulu,4.9,0.0614,97.8878
+Lamolo Beach,4.3,1.1255,97.5247
+Nias,4.5,1.4408,97.4706
+Pantai Laaya,,0.6393,97.683
+Pantai Sobagi Mboho,4.2,1.156,99.4225
+Aek Sijorni,4.2,1.6909,98.4521
+Musala Waterfall,4.6,1.051,97.5441
+Jalan Tanaya'o,3.7,0.9494,97.4149
+Pantai Sirombu,4.5,1.138,97.4991
+Wisata Bale Bukit Zaitun,4.1,0.8333,97.3333
+Pantai HINAKO,3.6,1.4294,97.1428
+Pantai Indah Tureloto,4.6,1.2873,97.2054
+"Pantai Merah, Afulu",4.4,1.2982,97.6087
+Museum Pusaka Nias,4.4,1.2502,97.6437
+Taman Doa Bunda Maria,4.6,0.7871,97.8486
+Air Terjun Mondrowe,4.1,1.2279,97.429
+KARA SANGADULO,4,1.4017,97.0641
+Pantai TOYOLAWA,3.9,1.1908,97.681
+Pantai Malaga,4.2,0.5802,97.7331
+Pantai Harus Damai - Lagundri,4.1,1.1912,97.6442
+Air Terjun Humogo,4.3,1.051,97.5441
+Jalan Tanaya'o,5,1.4441,124.8172
+BUKIT HERMON,,0.7871,97.8486
+Air Terjun Mondrowe,4.6,0.6144,97.7702
+Mataluo (Lompat Batu),4.7,0.5802,97.7331
+Pantai Harus Damai - Lagundri,4.2,0.8642,97.7723
+Helaowo Waterfall Gomo,4.4,0.5804,97.7416
+Lagundri BEACH SOUTH NIAS,4.4,0.5591,97.8004
+Baloho Beach,4.3,,
+Spot Surfing Rockstar,4.5,0.0614,97.8878
+Lamolo Beach,4.2,,
+Slaparse Beach,5,0.6757,97.8123
+Hilinawalo Fau,5,0.9971,97.6403
+Puncak Indah Hilidete,5,0.9494,97.4149
+Pantai Sirombu,4.5,1.2502,97.6437
+Taman Doa Bunda Maria,4.4,1.4294,97.1428
+Pantai Indah Tureloto,4.4,1.2873,97.2054
+"Pantai Merah, Afulu",4.6,1.1912,97.6442
+Air Terjun Humogo,4.1,1.4017,97.0641
+Pantai TOYOLAWA,4,0.5731,97.7323
+Pantai Sorake Nias selatan,4.5,1.1908,97.681
+Pantai Malaga,3.9,1.2497,97.6445
+Pantai Bunda,3.8,0.6393,97.683
+Pantai Sobagi Mboho,4.2,1.4048,97.2172
+Pantai Lafau Nias Utara,4.3,0.5634,98.4805
+RANIKA SURF,3.3,0.5681,97.7297
+New Raya Inn | NiasHomeStay,4.1,,
+Situs Megalith Tetegewo Hilisao'ötö,5,,
+Pantai Indah Tureloto,4.4,,
+Pantai TOYOLAWA,4,,
+"Pantai Merah, Afulu",4.6,1.2279,97.429
+KARA SANGADULO,4.1,1.2641,97.2332
+Ture Dawöla Beach,4.3,1.2038,97.2862
+Laosi Laosi Beach,4.6,1.2937,97.2054
+Pantai Pasir Merah Afulu,5,1.4262,97.5177
+Pantai Simali,4.1,1.138,97.4991
+Wisata Bale Bukit Zaitun,5,1.4359,97.5107
+Pantai Marisa,4.4,1.5207,97.4172
+Pantai Turedowi,4,1.2982,97.6087
+Museum Pusaka Nias,4.5,1.3641,97.5139
+Pantai Hoya Gunungsitoli,4.4,0.9494,97.4149
+Pantai Sirombu,4.1,1.2502,97.6437
+Taman Doa Bunda Maria,,1.1912,97.6442
+Air Terjun Humogo,,1.4294,97.1428
+Pantai Indah Tureloto,4.4,1.4017,97.0641
+Pantai TOYOLAWA,4,1.4048,97.2172
+Pantai Lafau Nias Utara,4.3,1.2279,97.429
+KARA SANGADULO,4.1,1.2545,97.2337
+sawa kete,3.9,1.2641,97.2332
+Ture Dawöla Beach,4.3,1.2038,97.2862
+Laosi Laosi Beach,4.6,1.2937,97.2054
+Pantai Pasir Merah Afulu,5,1.4262,97.5177
+Pantai Simali,4.1,2.3347,99.0641
+Wisata Rumah Adat Nias Utara,5,1.138,97.4991
+Wisata Bale Bukit Zaitun,5,1.4359,97.5107
+Pantai Marisa,4.4,1.5207,97.4172
+Pantai Turedowi,4,1.2982,97.6087
+Museum Pusaka Nias,4.5,1.3641,97.5139
+Pantai Hoya Gunungsitoli,4.4,0.9494,97.4149
+Pantai Sirombu,4.1,1.2502,97.6437
+Taman Doa Bunda Maria,,1.1912,97.6442
+Air Terjun Humogo,,1.3883,97.5418
+Muara Indah,4.7,1.5133,97.3754
+Objek Wisata Maggrove Sisarahili TS,2,1.1908,97.681
+Pantai Malaga,3.9,1.2497,97.6445
+Pantai Bunda,3.8,1.2598,97.6047
+Tumori Traditional Village,4.6,1.1912,97.6442
+Humogo Waterfall,4,0.7871,97.8486
+Air Terjun Mondrowe,4.6,1.4408,97.4706
+Pantai Laaya,4.3,0.9495,97.414
+PPN (Pemuda Peduli Nias),4.6,0.5802,97.7331
+Pantai Harus Damai - Lagundri,4.2,,
+Tugu Durian,4.8,0.9971,97.6403
+Puncak Indah Hilidete,5,,
+Goa Togidrawa Gunungsitoli,5,0.6144,97.7702
+Mataluo (Lompat Batu),4.7,1.0396,97.7381
+Batu Megalith Si Ofa Tanomo,5,0.8333,97.3333
+Pantai HINAKO,3.6,1.1659,97.7307
+Pantai hetalu,5,0.5804,97.7416
+Lagundri BEACH SOUTH NIAS,4.4,0.8642,97.7723
+Helaowo Waterfall Gomo,4.4,0.6173,97.8901
+Spot Surfing Rockstar,4.5,0.5591,97.8004
+Baloho Beach,4.3,,
+Surfing Nias,3.7,1.1255,97.5247
+Nias,4.3,1.1,99.6126
+Objek wisata Siraisan,4.1,0.9682,99.7794
+Objek Wisata Aek Hapung,3.9,0.8687,100.1023
+Air Terjun Katobung,4.2,1.156,99.4225
+Aek Sijorni,4.2,0.3603,99.5785
+"Danau Tobat, Ujunggading",3.5,1.294,99.4458
+Danau Tao,4.3,1.0247,99.8462
+Bendungan Lakkut,5,0.8533,100.169
+Aek Matua,4.2,1.4461,99.58
+Danau Sagayung,4.1,,
+"Agrowisata Kebun Jeruk,Desa Hadungdung",3.5,1.3497,99.4152
+Danau Tasik,4.4,1.0195,99.5069
+Aek Milas Siabu,4.1,1.3273,99.3113
+Bagas Godang Pijorkoling,4,1.3343,99.4386
+Penatapan Tor Sipurpur,5,1.3493,99.4285
+Barumun Nagari Wildlife Sanctuary,4.7,1.287,99.3271
+Parupuk Waterpark,4.2,1.3934,99.2963
+Wisata Kembar Agro,3.9,1.4529,99.261
+Kaisar WaterPark,4.4,0.6578,99.7266
+LUBUK LARANGAN DESA PADANG BULAN,3.8,0.8006,99.5792
+Tapian Siri-siri Syariah,,1.4937,99.2367
+Tempat Wisata Strawberry Habibun,3.7,0.9253,99.8181
+Batu gajah,4.3,1.5615,99.2892
+Gunung Simago-Mago Jl.Padang Sidimpuan-Tarutung,4.2,1.5877,99.2843
+Aek Milas Sosopan,4.1,1.4043,99.2736
+LubukNaga,3.5,1.5227,99.2204
+Wisata Aek Sabaon,4.7,0.816,99.5325
+OBJEK WISATA SAMPURAGA,3.3,0.7278,99.5688
+Thermal Baths Huta Raja,4.4,1.0207,99.5045
+AIR PANAS SIABU,4.6,1.5887,99.2769
+Pemandian Air Panas Padang Bujur,3.9,1.53,99.191
+Air Terjun Sitimbulan,4.5,1.4972,99.2303
+Sibiobio Adventure Park,4,1.3692,99.2392
+Al-Dy Jr Hasibuan,5,1.3776,99.2715
+Kantor Walikota Padangsidimpuan,4.3,1.5336,99.1702
+Air Terjun Silima-lima,4.3,0.7961,99.5761
+Taman Raja Batu,4.1,2.7861,98.6161
+Danau Marsabut,3.6,0.7386,99.6178
+Paya Bulan,3.8,0.8049,99.5906
+Bukit Muhasabah,4.3,1.574,99.3072
+Aek Milas parau sorat sipirok,4.4,1.0131,99.4655
+Rodang Tinapor,5,1.953,99.5982
+Aek Lappining,4,1.4793,99.0846
+Air travel Parsariran,4.2,1.0825,99.7163
+Makam Ompung Parmata Sapihak,4.6,1.7693,99.3081
+De Hole Laguna,4,1.935,99.5533
+Air Terjun Siborpa,4,1.6732,98.8277
+Penginapan pantai indah pandan kabupaten tapanuli tengah,4.2,1.4093,99.7267
+Bahal temple I,4.3,0.5504,100.2832
+The Attraction Of Ikan Gadang,4.1,0.7177,100.2033
+Pantai Tiram Tapakis,4.3,0.5123,100.0504
+Pantai Arta Indah,4.2,0.6835,100.3624
+Air Terjun Nyarai,4.6,1.1187,99.8125
+Padang Lawas Regency,5,0.4804,100.3201
+Puncak Anai,4.5,0.6858,100.3285
+Tapian Puti,4.6,1.063,99.6559
+Aek Milas Paringgonan Sibuhuan,4,2.0399,99.8223
+Linggahara Water Falls,3.6,0.8958,100.3087
+Masjid Agung Islamic Centre Pasir Pengaraian Rohul,4.7,1.3935,99.3047
+Wisata Alam Lereng Padangsidimpuan,4.2,,
+air terjun baburai,5,1.6614,101.4468
+TAMAN BUKIT GELANGGANG,4.2,1.4169,99.293
+Taman Wisata Lereng Padangsidimpuan,4.4,1.6742,98.8276
+Pantai Bosur,4,2.3396,99.0135
+Pakkodian,4.6,1.3615,99.2865
+Handreva Tour,4.7,1.4954,99.4617
+"Wisata Alam ""Panatapan Parupuk Julu""",1,1.3989,99.2471
+MJA Travel,3.8,1.5759,99.6341
+North Padang Lawas Regency,4.9,2.7349,98.8593
+Bukit Sipolha,"4,7",2.6951,98.6897
+Pantai Pasir Putih Parbaba,"4,2",2.7602,98.7249
+Pantai Batu Hoda (Batu Hoda Beach),"4,2",2.5318,98.6992
+Bukit Holbung Samosir,"4,7",2.6521,98.8626
+Pasar TOMOK,"4,4",2.604,99.4584
+WISATA ALAM BEDENG 7,"4,0",2.5135,98.9663
+Wisata Indonesia itu indah,"3,9",1.8642,98.6326
+Muara Nauli,"4,6",2.6561,99.3666
+Paccur Napitu,"4,3",2.5521,98.6398
+Menara Pandang Tele Samosir,"4,5",2.5369,98.6449
+Air Terjun Efrata,"4,5",2.5937,99.0372
+Air Terjun Lumban Rang,"4,3",2.6625,98.9342
+Danau Toba Parapat,"4,6",2.5902,98.6291
+Batu Hobon,"4,4",2.7136,99.1483
+Air Terjun Turunan Bolon,"4,1",2.7122,98.8131
+Pulau Tolping,"4,0",2.6978,98.69
+Pantai Indah Situngkir (PIS),"4,4",2.324,98.8463
+Aek Sipangolu Bakkara,"4,2",2.7721,98.8083
+Tanjung Unta,"4,3",2.0752,98.9441
+Boli Boli Hot Spring,"4,2",2.5917,98.779
+Puncak Pulau SAMOSIR,"4,6",2.5952,98.6461
+Batu Sawan,"4,7",2.6655,98.9264
+Pesanggrahan Bung Karno,"4,5",2.5561,99.4571
+Wisata Alam Goa Sigalapang,"4,4",2.3395,98.8151
+Air Terjun Janji,"4,4",2.4498,98.9508
+TUGU TOGA SAMOSIR,"5,0",2.7875,98.8059
+Pantai Paris,"4,1",2.432,98.8975
+Pantai Indah Sipinggan,"4,5",2.6317,98.6549
+Bukit Burung,"4,8",2.5935,98.6335
+Pusat Informasi Geopark Kaldera Toba Sigulatti,"4,5",2.8462,98.7288
+Air Terjun BINANGA BOLON,"4,3",2.6723,98.6986
+Huta BOLON,"4,3",2.7181,99.1393
+Air Terjun Sipitu Tikka,"4,8",2.7486,98.751
+Sibolazi Beach,"4,2",2.5891,98.6215
+Air Terjun Nai sogop,"4,3",2.3203,98.8265
+HARIARA TUNGKOT,"4,5",2.7637,98.7412
+Pulau Malau,"4,7",2.592,98.6306
+Sopo Guru Tatea Bulan,"4,5",2.5198,98.7331
+Bukit Indah Sitalmak Talmak Sihotang,"4,4",2.3445,99.0173
+Bukit Tara Bunga,"4,5",2.8133,98.7813
+Bukit Indah Simarjarunjung,"4,3",2.4361,98.9199
+TUGU TOGA SAHATA,"4,4",2.6091,98.6959
+Taman Liberty Malau,"4,0",2.5787,98.6476
+Pemandian Aek Sipitu Dai,"4,2",2.696,99.4332
+Lombang Garoga (Logar),"5,0",2.7523,98.7445
+Museum Huta Bolon Simanindo,"4,0",2.748,98.7504
+Menara Pandang Simanindo,"4,8",2.4718,98.8241
+Tugu Toga Sinaga Urat,"4,8",2.3197,98.826
+BATU HUNDUL-HUNDULAN,"4,1",2.6972,98.8175
+PENGINAPAN KING'S AMBARITA,"4,1",2.716,98.6919
+Pantai Pasir Putih Tandarabun,"4,3",2.5891,98.6215
+Air Terjun Nai Sogop,"4,8",2.8988,98.5099
+Bukit Gajah Bobok,"4,5",2.9116,98.5183
+Taman bunga Sapo Juma,"4,4",2.3181,99.0048
+Desa Adat Ragi Hotang Meat,"4,1",2.3308,99.0494
+Istana Makam Raja Sisingamangaraja,"4,5",2.9164,98.5195
+Air Terjun Sipiso Piso,"4,5",2.6177,98.6763
+EDISTIGOR HOT SPRING,"3,6",2.0137,99.0037
+Salib Kasih Tarutung,"4,6",2.8446,98.5291
+Pulau Paropo,"4,5",2.2708,98.5186
+Air Terjun Simolap,"5,0",2.6005,98.6516
+Gunung Pusuk Buhit,"4,6",3.1677,99.1224
+Air Terjun Sampuran Widuri,"3,7",2.7908,98.5329
+Tao Silalahi hotel,"4,5",3.2961,102.8647
+Pasar Muara,"4,0",2.9238,98.5356
+Bukit Gundul (Bukit Sipiso Piso),"4,5",2.7319,98.3803
+Taman Wisata Iman,"4,3",2.7521,98.7458
+Tugu Sitio,"4,9",2.6932,98.927
+Monkey Forest Umar Manik Sibaganding,"5,0",2.9101,98.5195
+Sapo Juma,"4,4",2.8654,98.9209
+Aek Manik,"4,3",2.6131,98.7316
+Taman Selfi Huta Tinggi,"5,0",2.7841,98.8041
+Pantai Kenangan,"4,2",2.9585,99.0623
+Tugu Becak,"4,5",3.2043,98.6905
+Air Terjun Pelangi Indah,"4,2",2.8563,98.9079
+"Kebun Teh Bahbutong, Sidamanik","4,4",2.0005,98.966
+Pemandian Air Soda,"4,6",3.4936,98.61
+Hairos Water Park,"4,3",3.727,98.663
+Danau Siombak,"3,8",2.8126,98.5284
+Tugu Silahi Sabungan,"4,5",3.2466,98.5343
+Penatapen Doulu,"4,4",2.7319,98.3803
+Taman Wisata Iman,"4,5",2.8652,98.9202
+Pemandian Sidamanik,"4,3",3.2409,98.5372
+Air Terjun Sikulikap,"4,3",3.5856,98.6806
+Tjong A Fie Mansion,"4,5",3.7115,98.7317
+Taman Air Percut,"4,0",1.6909,98.4521
+Air Terjun Mursala,"4,6",2.4425,99.1608
+pasir Putih Porsea,"4,2",2.6273,98.7922
+Pulau Samosir,"4,5",3.3878,98.4153
+Kolam Abadi,"4,7",3.4024,98.6915
+"Monako Park, Sibiru-biru","4,3",3.5782,98.6572
+Upside Down World Medan,"4,3",3.5866,98.669
+Tjong Yong Hian Gallery,"4,5",,
+Pantai Pasir Putih Parparean,"4,2",2.3725,99.1118
+Lumban Binanga Beach Laguboti,"4,0",2.3469,99.077
+Toba Lake Sibolahotang Beautiful Beach,"5,0",2.5908,98.9979
+BUKIT GIBEON (YAPIM TARUNA),"4,1",3.6037,98.4807
+Taman Balita Kota Binjai,"4,5",3.6105,98.4948
+Tugu Binjai,"4,5",3.6106,98.4999
+SaLam Binjai Community,"4,0",3.6495,98.5073
+Taman Bunga Celosia Binjai,"3,5",3.2886,99.3771
+Taman Selfie,"4,1",3.6031,98.4813
+Tanah Lapang Merdeka Binjai,"4,4",3.6082,98.4974
+Masjid Agung Kota Binjai,"4,8",3.6019,98.481
+Taman Remaja Binjai,"4,5",3.6086,98.4987
+Kampung Kuliner,"4,2",3.6092,98.4913
+Rumah Makan Irian,"4,2",3.6068,98.489
+Pasar Kaget Kota Binjai,"4,4",3.3878,98.4153
+Kolam Abadi,"4,7",3.3907,98.4112
+Air Terjun Pelaruga,"4,4",3.4184,98.3222
+Pantai Biru,"4,1",3.7042,98.574
+Taman Lope Lope Bulu Cina,"3,9",2.954,99.0572
+Masjid Raya,"4,7",3.6154,98.3968
+Pantai 46,"3,8",3.2927,98.3267
+Rumah Pohon Habitat,"4,1",3.3722,98.2575
+Air Terjun Saringgana,"4,2",3.6097,98.4978
+Stasiun Binjai,"4,1",3.5643,98.4862
+Taman Edukasi Binjai,"4,1",3.6044,98.5347
+Taman Megawati,"4,0",1.2502,97.6437
+Taman Doa Bunda Maria,"4,4",1.2982,97.6087
+Museum Pusaka Nias,"4,4",1.2497,97.6445
+Pantai Bunda,"3,8",1.1912,97.6442
+Air Terjun Humogo,"4,1",1.3979,97.5412
+Pantai Hoya Gunungsitoli,"4,0",1.29,97.6197
+Tugu Durian,"4,8",1.1908,97.681
+Pantai Malaga,"3,9",,
+Goa Togidrawa Gunungsitoli,"5,0",1.3883,97.5418
+Muara Indah,"4,7",1.1912,97.6442
+Humogo Waterfall,"4,0",1.4294,97.1428
+Pantai Indah Tureloto,"4,4",1.4017,97.0641
+Pantai TOYOLAWA,"4,0",1.2873,97.2054
+"Pantai Merah, Afulu","4,6",0.5802,97.7331
+Pantai Harus Damai - Lagundri,"4,2",0.9494,97.4149
+Pantai Sirombu,"4,5",0.7871,97.8486
+Air Terjun Mondrowe,"4,6",1.4048,97.2172
+Pantai Lafau Nias Utara,"4,3",0.6173,97.8901
+Spot Surfing Rockstar,"4,5",3.197,98.5409
+Taman Alam Lumbini Berastagi,"4,4",1.6614,101.4468
+Taman Bukit Gelanggang,"4,2",1.2805,97.6147
+Gunungsitoli,,1.2828,97.594
+Objek Wisata Togindrawa gua,"5,0",3.727,98.663
+Danau Siombak,"3,8",3.5589,98.6759
+Wonders Water World,"4,0",3.5793,98.6677
+Rahmat International Wildlife Museum & Gallery,"4,6",3.5752,98.6873
+Masjid Raya Al Mashun,"4,8",3.5856,98.6806
+Tjong A Fie Mansion,"4,5",3.5782,98.6572
+Upside Down World Medan,"4,3",3.548,98.6087
+Graha Maria Annai Velangkanni,"4,7",3.5765,98.6866
+Taman Sri Deli,"4,3",3.4936,98.61
+Hairos Water Park,"4,3",3.638,98.7012
+Maha Vihara Maitreya,"4,7",3.5839,98.6712
+Kuil Shri Mariamman,"4,5",3.5764,98.6766
+Taman Ahmad Yani Medan,"4,3",3.5079,98.5848
+Kampung Ladang Outbound,"4,3",3.5776,98.6684
+Klenteng Gunung Timur,"4,6",3.5736,98.6675
+Kampoeng Selfie (Kongsi),"4,3",,
+Taman Kebun Bunga 茂榕園,"4,3",3.5683,98.6963
+Museum Negeri Sumatera Utara,"4,4",3.5094,98.6765
+Taman Wisata Merci,"4,2",3.5649,98.694
+Taman Teladan,"4,0",3.5829,98.717
+Rental Mobil Medan Pro,"3,0",3.7322,98.6761
+Masjid Al Osmani,"4,7",3.6359,98.7011
+Taman Burung Cemara Asri,"4,4",3.5842,98.6589
+Taman Gajah Mada,"4,2",3.5838,98.6741
+Museum Perjuangan TNI,"4,3",3.5866,98.669
+Tjong Yong Hian Gallery,"4,5",3.5497,98.7078
+Balai Besar Taman Nasional Gunung Leuser,"4,3",3.5749,98.6841
+Meriam Puntung,"4,4",,
+The Le Hu Garden,"4,1",3.5163,98.7077
+Dusun Kreatif,"4,4",3.5094,98.6765
+WISATA MERCI,"4,2",3.5932,98.6687
+TUGU AIR MANCUR MAJESTIK,"4,2",3.6698,98.6623
+Pubbarama Buddhist Centre (PBC),"4,7",3.7582,98.6519
+Ekowisata Mangrove Sicanang,"4,1",3.7115,98.7317
+Taman Air Percut,"4,0",3.5844,98.6805
+Gedung BKS PPS,"4,4",3.5324,98.7636
+wisata bunga,"4,5",3.5813,98.672
+Masjid Agung Sumatera Utara,"4,7",3.4705,98.5668
+Armaya Wisata Alam,"3,9",3.5642,98.6485
+Sovie Swima Gemilang SwimSchool Medan,"4,0",3.5695,98.6096
+Masjid Badiuzzaman,"4,8",3.5829,98.717
+Rental Mobil Medan Pro,"3,0",3.5344,98.7438
+Mora Indah,"3,9",3.5818,98.6857
+Menara Tirtanadi,"4,5",3.5888,98.6805
+Pajak Ikan Lama Medan,"4,3",3.5883,98.6712
+Wonderful Toba Travel & Outbound,"5,0",3.2804,98.5567
+Hillpark Sibolangit,"4,3",3.5866,98.678
+Masjid Lama Gang Bengkok,"4,8",3.5662,98.6198
+Penangkaran Buaya Asam Kumbang,"4,1",3.2592,98.5135
+Air Terjun Dua Warna,"4,1",3.197,98.5409
+Taman Alam Lumbini Berastagi,"4,4",3.5891,98.6735
+Taman Benteng Lions Club,"4,4",3.5751,98.6873
+Great Mosque,"4,5",3.5299,98.6627
+Taman Cadika Pramuka,"4,3",1.3934,99.2963
+Kembar Agro,"4,2",1.3273,99.3113
+Bagas Godang Pijorkoling,"4,0",1.4529,99.261
+Kaisar WaterPark,"3,9",1.4937,99.2367
+Tempat Wisata Strawberry Habibun,"3,7",6.2594,106.7449
+Masjid Al-Abror,"4,7",1.3776,99.2715
+Kantor Walikota Padangsidimpuan,"4,3",1.4972,99.2303
+Sibiobio Adventure Park,"4,0",1.5336,99.1702
+Air Terjun Silima-lima,"4,3",1.5227,99.2204
+Wisata Aek Sabaon,"4,7",1.294,99.4458
+Danau Tao,"4,3",1.3739,99.2715
+Mesjid Raya al-Abror,"4,7",1.4972,99.2303
+Sibio-Bio Advanture Park,"4,0",1.4793,99.0846
+Wisata Air Parsariran,"4,2",1.156,99.4225
+Aek Sijorni,"4,2",1.3843,99.2663
+TTS (Toru Tor Simarsayang) Cafe,"3,8",1.3493,99.4285
+Barumun Nagari Wildlife Sanctuary,"4,7",1.3757,99.2731
+Taman Kota Salak (Tugu Salak),"4,1",1.5877,99.2843
+Aek Milas Sosopan,"4,1",1.5615,99.2892
+Tor Simago-Mago,"4,2",1.3785,99.2703
+Alaman Bolak Padang Nadimpu,"4,0",1.1,99.6126
+Objek wisata Siraisan,"4,1",1.294,99.4458
+Danau Tao Batang Onang,"4,5",1.5887,99.2769
+Pemandian Air Panas Padang Bujur,"3,9",1.53,99.191
+Air Terjun Sitimbulan,"4,5",2.7861,98.6161
+Danau Marsabut,"3,6",1.3497,99.4152
+Danau Tasik,"4,4",0.9682,99.7794
+Objek Wisata Aek Hapung,"3,9",0.816,99.5325
+OBJEK WISATA SAMPURAGA,"3,3",1.5219,99.1461
+Air Terjun Malakkut,"4,3",0.7961,99.5761
+Taman Raja Batu,"4,1",1.6825,98.8201
+Pantai Pandan Tapteng,"4,2",1.574,99.3072
+Aek Milas parau sorat sipirok,"4,4",2.0752,98.9441
+Boli Boli Hot Spring,"4,2",1.3688,98.9025
+"Muara Opu, Muara Batangtoru, Tapanuli Selatan","3,5",1.0207,99.5045
+AIR PANAS SIABU,"4,6",1.9017,98.6873
+Taman Wisata Dabuan Bodil,"4,3",1.6742,98.8276
+Pantai Bosur,"4,0",,
+Taman Pantai Barat,"4,1",,
+Pemandian Air Panas Huta Raja,"4,4",2.0399,99.8223
+Air Terjun Linggahara-Rantau Prapat,"3,6",1.3722,99.273
+Kota Padang Sidempuan,"4,5",1.3242,98.9986
+Danau Si Ais,"4,1",1.7301,98.8261
+Air Terjun Sihobuk,"4,0",1.3314,98.8462
+Muaraopu,"4,3",0.6588,99.0666
+Objek Wisata Batu Mandi,"5,0",0.6571,99.0653
+Objek Wisata Bukit Kayu Batu,"5,0",0.7386,99.6178
+Payabulan,"4,3",2.1368,99.7592
+Wisata Alam Aek Buru,"3,7",1.2192,98.864
+Pantai Batu Badaun Desa Sikapas,"4,2",2.3291,98.8814
+Wisata Sipinsur,"4,5",1.4169,99.293
+Taman Wisata Lereng Padangsidimpuan,"4,4",1.7099,98.7893
+Air Terjun Labuan Nasonang,"4,6",1.935,99.5533
+Air Terjun Siborpa,"4,0",1.0195,99.5069
+Aek Milas Siabu,"4,1",2.2975,99.6624
+Pulo Bisky (Pantai Wisky),"4,2",2.0524,99.8465
+Bukit Muhasabah,"4,3",2.0524,99.8465
+Tugu Juang 45 Lobusona,"3,8",0.8006,99.5792
+Tapian Siri-Siri Syariah,"3,8",2.3475,99.0407
+Bukit Pahoda,"4,5",2.2114,98.5426
+objek wisata baronjong aek sirahar,"5,0",1.7407,98.7744
+Sibolga Kota Ikan,"4,3",1.6567,98.8311
+Pantai Batu Gajah,"4,3",,
+AIR TERJUN SILAKLAK,"4,2",1.7429,98.7812
+Tangga Seratus,"4,1",2.3395,98.8151
+Air Terjun Janji,"4,4",1.7914,98.7703
+Air Terjun Bair,"4,4",,
+Tugu Pahlawan Revolusi,"4,2",2.576,98.4239
+Air Terjun Sipitu-pitu,"4,2",1.6638,98.8264
+KALANGAN INDAH,"4,1",2.3203,98.8265
+HARIARA TUNGKOT,"4,5",1.7363,98.8439
+PLTA Sipansihaporas,"4,4",1.72,98.7957
+Pelabuhan Perikanan Nusantara Sibolga,"4,3",2.1371,99.0507
+Ambar Onan Runggu,"4,2",2.0298,98.9794
+Pemandian Air Panas U.S.K Hineni,"4,3",2.5509,99.3063
+Air Terjun Sampuran,"4,0",2.3396,99.0135
+Pakkodian Toba,"4,6",2.0773,98.9397
+Pemandian Air Panas Lehu,"3,9",0.6578,99.7266
+Lubuk Larangan Desa Padang Bulan,"4,4",2.3148,98.9803
+Bukit Doa,"4,5",2.3077,98.8061
+Tombak Sulusulu,"4,5",2.1164,99.7908
+Pesona alam aek janji,"4,7",1.7657,98.7973
+Batu Lubang Sibolga,"4,4",1.8642,98.6326
+Muara Nauli,"4,6",2.1333,98.4898
+Air Terjun Sipulak,"4,2",2.0242,98.9625
+SOPO PARTUNGKOAN,"4,2",2.324,98.8463
+Aek Sipangolu Bakkara,"4,2",2.1311,98.5441
+Air Terjun Pollung,"4,1",1.4063,99.2806
+RM Batunadua Indah,"4,1",2.2896,99.0839
+Air Terjun Siboruon,"4,8",2.1211,98.9642
+Air Panas Sipoholon,"4,4",2.3345,99.0641
+Tugu D.I PANJAITAN,"4,4",2.3395,98.9419
+Tugu Toga Aritonang,"4,5",2.2708,98.5186
+Air Terjun Simolap,"5,0",2.0289,98.9777
+Air Panas Hutabarat,"4,2",0.2358,100.4554
+"Objek Wisata Luak Gadang, Guguak Rang Pisang","4,4",2.3057,98.8126
+Istana Makam Raja Sisingamangaraja,"4,5",,
+Konservasi Penyu Tapteng,"4,9",2.347,99.0295
+Tarabunga,"4,6",3.0147,99.1585
+Rumah Adat,"5,0",0.7386,99.6178
+Paya Bulan,"4,2",2.3055,99.0368
+HKBP SIBODIALA,"5,0",1.3708,99.3132
+Batang Bahal,"4,2",1.3934,99.2963
+Puncak JB,"3,7",1.4461,99.58
+Danau Sagayung,"4,1",3.197,98.5409
+Taman Alam Lumbini Berastagi,"4,4",1.6877,98.9348
+Desa S.Kalangan II,"5,0",0.4508,99.2079
+Kantor Balai Taman Nasional Batang Gadis,"4,0",1.7831,98.7427
+Jembatan Poriaha,"3,6",1.7657,98.7977
+Goa Belanda Sibolga,"4,2",3.4936,98.61
+Hairos Water Park,"4,3",2.0005,98.966
+Pemandian Air Soda,"4,6",2.3457,99.0783
+Pantai Sibola Hotang,"4,2",2.8133,98.7813
+Bukit Indah Simarjarunjung,"4,3",1.3919,99.3006
+Wisata Alam Pondok Biru,"4,1",2.9526,99.0594
+Taman Hewan Pematang Siantar,"4,4",2.9545,99.0698
+Patung Dewi Kwan Im,"4,5",2.9585,99.0623
+Tugu Becak,"4,5",2.9813,99.0635
+Martoba Water Park,"4,3",,
+Museum Zoologi,"3,9",2.9571,99.0611
+Taman Bunga Pematang Siantar,"4,4",3.3277,99.1581
+Vihara Avalokitesvara,"4,6",2.9543,99.0611
+Museum Simalungun,"4,2",2.977,99.0519
+Pemandian Pulau Batu (pulbat),"4,2",2.957,99.062
+Tugu Becak BSA Siantar,"4,6",2.9697,99.1685
+Pemandian Alam Sejuk Pas,"4,1",1.7429,98.7812
+Tangga Seratus,"4,1",1.8834,98.5619
+BENTENG JEPANG,"2,7",1.7407,98.7742
+Pantai Pelabuhan Lama Sibolga,"4,3",1.7407,98.7744
+Sibolga Kota Ikan,"4,3",1.7381,98.7785
+Masjid Agung Sibolga,"4,7",1.7657,98.7973
+Batu Lubang Sibolga,"4,4",1.6825,98.8201
+Pantai Pandan Tapteng,"4,2",1.6742,98.8276
+Pantai Bosur,"4,0",1.72,98.7957
+Pelabuhan Perikanan Nusantara Sibolga,"4,3",1.6638,98.8264
+KALANGAN INDAH,"4,1",1.8352,98.7053
+AIR TERJUN SILAKLAK,"4,2",1.7301,98.8261
+Air Terjun Sihobuk,"4,0",1.7099,98.7893
+Air Terjun Labuan Nasonang,"4,6",1.6909,98.4521
+Air Terjun Mursala,"4,6",1.5288,105.6894
+Pantai Pulau Putri,"4,7",1.7914,98.7703
+Air Terjun Bair,"4,4",1.6567,98.8311
+Pantai Batu Gajah,"4,3",1.7114,98.7647
+Pulau Poncan,"4,2",1.7657,98.7977
+Goa Belanda Sibolga,"4,2",1.7401,98.7751
+Hotel Wisata Indah,"4,0",1.7433,98.7739
+Objek Wisata Pantai Ujung Sibolga,"4,0",2.9663,99.8062
+Masjid Raya Sultan Ahmadsyah,"4,6",2.9685,99.8078
+Kelenteng Dewi Samudera,"4,2",2.964,99.8013
+Lapangan Pasir,"4,1",6.1576,106.8336
+Vihara Tri Ratna,"4,5",2.9655,99.8004
+Bekas Istana Kesultanan Asahan,"4,7",2.9903,99.6754
+Waterboom Blue,"3,3",3.2046,99.6012
+milagros stokis tanjung tiram batu bara,"4,1",2.964,99.8064
+Taman Kota Tanjungbalai,"4,2",2.957,99.8279
+Pulau Beswesen Tanjungbalai,"4,1",3.3473,99.4805
+WISATA ALAM DATUK,"3,9",2.964,99.8013
+Lapangan Pasir Tanjung Balai,"4,2",2.9785,99.6299
+Masjid Raya Kisaran Kota,"4,8",1.0851,103.3817
+Pantai Pongkar,"4,1",1.0491,103.3128
+Pantai Pelawan,"4,2",2.9526,99.0594
+Taman Hewan Pematang Siantar,"4,4",1.0904,103.381
+Pantai Ketam,"4,0",2.9659,99.7984
+Tanjung Balai,,2.9886,99.6111
+Masjid Agung Ahmad Bakrie Kisaran,"4,8",1.6614,101.4468
+Taman Bukit Gelanggang,"4,2",1.0255,103.3906
+Masjid Agung Karimun Meral,"4,7",,
+Air Terjun Pongkar,"4,8",3.727,98.663
+Danau Siombak,"3,8",3.5888,98.6805
+Pajak Ikan Lama Medan,"4,3",3.3426,99.1908
+Waterpark Gundaling,"4,0",3.3878,98.4153
+Kolam Abadi,"4,7",2.604,99.4584
+WISATA ALAM BEDENG 7,"4,0",2.6561,99.3666
+Paccur Napitu,"4,3",2.2305,102.2236
+Taman Mutiara Selat Malaka,"5,0",2.5484,99.3026
+Air Terjun Sigura-Gura,"4,3",3.3213,99.1641
+Taman kota Tebing Tinggi,"4,2",3.1672,99.4423
+Pemandian Air Panas Sumber Padi,"4,2",3.7115,98.7317
+Taman Air Percut,"4,0",1.6229,101.4419
+Taman Danau Wisata Bunga Tujuh,"3,5",3.1927,98.5013
+"Bukit Gundaling, Berastagi","4,3",3.6307,98.9345
+Agrowisata Paloh Naga,"4,4",2.9639,99.8012
+Lapangan Sultan Abdul Jalil Rahmadsyah,"4,7",1.6742,98.8276
+Pantai Bosur,"4,0",2.9639,99.8012
+Lapangan Sultan Abdul Jalil Rahmadsyah,"4,7",2.7136,99.1483
+Air Terjun Turunan Bolon,"4,1",2.9328,99.7783
+Taman Pesona Asri,"5,0",3.3213,99.1641
+Taman kota Tebing Tinggi,"4,2",3.3426,99.1908
+Waterpark Gundaling,"4,0",3.3286,99.1629
+Museum Kota Tebing Tinggi,"3,8",3.3294,99.1599
+Masjid Raya Nur Addin,"4,7",3.3742,99.1669
+Tugu Selamat Datang Kota Tebing Tinggi,"4,4",3.2058,99.0633
+Pemandian Batu Nongol,"4,1",3.1677,99.1224
+Air Terjun Sampuran Widuri,"3,7",3.1497,98.7866
+Kawah Putih Dolok Tinggi Raja,"3,7",,
+Sipispis Arung Jeram,"4,3",3.3263,99.1567
+Kota Tebing Tinggi,,2.4198,103.8443
+Sri Mersing,"3,8",,
+Bayu Lagoon Resto & Taman Rekreasi,"3,9",3.5856,98.6806
+Tjong A Fie Mansion,"4,5",3.2046,99.6012
+milagros stokis tanjung tiram batu bara,"4,1",2.9238,98.5356
+Bukit Gundul (Bukit Sipiso Piso),"4,5",3.727,98.663
+Danau Siombak,"3,8",3.3263,99.1567
+Air Terjun Dua Warna,"4,1",3.3263,99.1567
+Tebing Tinggi,,3.5915,99.0914
+Pantai Mangrove (Wisata Mangrove),"4,1",3.2673,98.6006
+Air Terjun Sampuren Putih, ,0.5937,101.5027
+Wisata Dakwah Okura,"4,3",2.9571,99.0611
+Taman Bunga Pematang Siantar,"4,4",0.5883,101.4751
+Wisata Rekreasi Danau Buatan,"3,7",3.4801,98.6943
+The Le Hu Garden,"4,1",3.3073,98.8127
+Pantai Salju,"4,0",3.1927,98.5013
+"Bukit Gundaling, Berastagi","4,3",2.9164,98.5195
+Air Terjun Sipiso Piso,"4,5",2.8133,98.7813
+Bukit Indah Simarjarunjung,"4,3",3.197,98.5409
+Taman Alam Lumbini Berastagi,"4,4",3.5752,98.6839
+Istana Maimun,"4,4",6.7825,111.0093
+Lorong Indah,"5,0",3.1168,99.5845
+Singapore Land Waterpark Batu Bara,"3,9",3.5752,98.6873
+Masjid Raya Al Mashun,"4,8",2.8572,99.2239
+Katasa Waterfall,"4,4",3.4936,98.61
+Hairos Water Park,"4,3",3.0788,99.0792
+Air Terjun Bah Salak,"3,6",3.456624,98.562737
+Rekreasi Lau Penda,"4,2",3.5091074,98.6762632
+Taman Wisata Merci,"4,2",2.774273,99.206424
+Air Terjun Jambuara Indah,"4,0",1.661437,101.446822
+Taman Bukit Gelanggang,"4,2",3.167219,99.442267
+Pemandian Air Panas Sumber Padi,"4,2",2.95264,99.059373
+Taman Hewan Pematang Siantar,"4,4",3.579263,98.667732
+Rahmat International Wildlife Museum & Gallery,"4,6",-2.582341,107.900645
+Taman Sungai Padang,"3,5",2.809882,99.188514
+Air Terjun Tonduhan,"4,0",2.242381,102.306467
+Bayu Lagoon,"3,9",,