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Commit af4f8e35 by Febby Simanjuntak
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Simullated Annealing

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.ipynb_checkpoints/Data Preprocessing-checkpoint.ipynb 0 → 100644
{
"cells": [],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 2
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.ipynb_checkpoints/Encoding-checkpoint.ipynb 0 → 100644
{
"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 &amp; 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
}
.ipynb_checkpoints/TA13-checkpoint.ipynb 0 → 100644
{
"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
}
Pre_TA_13.csv 0 → 100644
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  榀 圀,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
TA13.ipynb 0 → 100644
{
"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\")"
]
},
{
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"### 2. Iterated Local Search"
]
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"execution_count": null,
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"execution_count": null,
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"source": []
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"### 3.Evalutionary Algorithm"
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TA_13.csv 0 → 100644
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",,
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