"
],
"text/plain": [
""
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Hyd_map = folium.Map(location=[H_lat,H_long],zoom_start=13)\n",
"folium.Marker(location=[H_lat,H_long],tooltip='Taj Banjara Hotel').add_to(Hyd_map)\n",
"\n",
"for name,lat,lng in zip(biryani_points['name'],biryani_points['lat'],biryani_points['lng']):\n",
" folium.CircleMarker(\n",
" location=[lat,lng],\n",
" tooltip=name,\n",
" color='blue',\n",
" radius=6,\n",
" fill=True,\n",
" fill_color='red',\n",
" fill_opacity=0.8).add_to(Hyd_map)\n",
"Hyd_map"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Methodology "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To find the best biryani serving restaurant near the user's location, First I have to check those restaurants with highest rating so need to sort our data in descending order according to rating to get highest rating restaurants on top of the list then I will consider only those restaurants having high value rating then after I will sort restaurants list according to travel time in ascending order to get a restaurant where user can reach in short time and for result I will select the first restaurant in the list after doing all anaysis.\n",
"\n",
"To solve this problem I don't require any machine learning algorithm."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"biryani_points['zomato rating'] = biryani_points['zomato rating'].astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" name categories lat lng zomato rating \\\n",
"0 Zafraan Exotica Indian Restaurant 17.410325 78.437299 4.6 \n",
"\n",
" travel time minutes travel distance km serves biryani \n",
"0 7.7 1.575 1 "
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Getting list of highest rating restaurants.\n",
"\n",
"top_points = biryani_points[biryani_points['zomato rating']==biryani_points['zomato rating'][0]]\n",
"top_points"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For this situation I got only one restaurant with rating 4.6. Next step is for the situation if I get more than one restaurant with rating 4.6 so there is need to choose one and for this I am choosing that restaurant where user can reach in short time."
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
name
\n",
"
categories
\n",
"
lat
\n",
"
lng
\n",
"
zomato rating
\n",
"
travel time minutes
\n",
"
travel distance km
\n",
"
serves biryani
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Zafraan Exotica
\n",
"
Indian Restaurant
\n",
"
17.410325
\n",
"
78.437299
\n",
"
4.6
\n",
"
7.7
\n",
"
1.575
\n",
"
1
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name categories lat lng zomato rating \\\n",
"0 Zafraan Exotica Indian Restaurant 17.410325 78.437299 4.6 \n",
"\n",
" travel time minutes travel distance km serves biryani \n",
"0 7.7 1.575 1 "
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# sorting the dataframe according to travel time in ascending order..\n",
"\n",
"top_points.sort_values(by=['travel time minutes'],inplace=True) # sorting list according to time.\n",
"top_points.reset_index(drop=True, inplace=True)\n",
"top_points = top_points[top_points['travel distance km']<=5].reset_index(drop=True) # considering only restaurants those are in 5 km range.\n",
"top_points"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's do some analysis now.."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Doing some additional analysis on fetched data..**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Let's check how many different catagories of restaurants are near by the user's location**"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"47"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(nearby_restaurants['categories'].unique())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are 47 different catagories of restaurants."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Let's check how many restaurants are there in each catagory..**"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Bistro',\n",
" 'Performing Arts Venue',\n",
" 'Chaat Place',\n",
" 'BBQ Joint',\n",
" 'Shopping Mall',\n",
" 'American Restaurant',\n",
" 'Indian Restaurant',\n",
" 'Hookah Bar',\n",
" 'Deli / Bodega',\n",
" 'Café']"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"category = nearby_restaurants['categories'].unique().tolist()\n",
"category[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
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