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Jupyter Notebook for Atlas Search Talk at MongoDB.live - From A to Autocomplete
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mongodb_live_atlas_search.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Init"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%pip install pymongo\n",
"%pip install dnspython\n",
"%autoreload 2\n",
"%xmode Minimal\n",
"\n",
"import pymongo\n",
"import pandas as pd\n",
"import pprint as pp\n",
"pd.set_option(\n",
" 'display.max_colwidth', 100\n",
") # wider tables"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from ipyleaflet import Marker, Icon, Map, AwesomeIcon\n",
"from ipywidgets import HTML\n",
"\n",
"def results_table(pipeline):\n",
" return pd.DataFrame(col.aggregate(pipeline))\n",
"\n",
"def results_document(query, limit):\n",
" return list(col.aggregate([query,{\"$limit\" : limit }]))\n",
"\n",
"def dict_from_path_array(dict, path_array):\n",
" for path in path_array:\n",
" dict = dict[path]\n",
" return dict\n",
"\n",
"def results_map(query, coordinates_path, zoom):\n",
"\n",
" icon = AwesomeIcon(\n",
" name='hotel',\n",
" marker_color='blue',\n",
" icon_color='black',\n",
" spin=False\n",
" )\n",
" \n",
" coordinates = list(col.aggregate(query))\n",
" if len(coordinates) > 0:\n",
" center = tuple(reversed(dict_from_path_array(coordinates[0], coordinates_path)))\n",
" m = Map(center=center, zoom=zoom)\n",
" \n",
" for p in coordinates:\n",
" coordinates = tuple(reversed(dict_from_path_array(p, coordinates_path)))\n",
" mark = Marker(location=coordinates, icon=icon) \n",
" message = HTML()\n",
" message.value = p['name'] + \"(\" + \"{:.4f}\".format(p['score']) + \")\"\n",
" mark.popup = message\n",
" m.add_layer(mark);\n",
"\n",
" return m\n",
" \n",
"def display_highlights(results):\n",
" for result in results:\n",
" display(result[\"summary\"] + \" (score=\" + \"{:.4f}\".format(result[\"score\"]) + \"):\")\n",
" for highlight in result['highlights']:\n",
" line = \"> \"\n",
" for text in highlight[\"texts\"]:\n",
" if text[\"type\"] == \"text\":\n",
" line = line + text[\"value\"]\n",
"\n",
" if text[\"type\"] == \"hit\":\n",
" line = line + \"[[\" + text[\"value\"] + \"]]\"\n",
" display(Markdown(line))\n",
" \n",
" \n",
"def get_area_coordinates(area, geo_json):\n",
" location = next(x for x in geo_json['features'] if x['properties']['name'] == area)\n",
" return location['geometry']['coordinates'][0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Secrets\n",
"# MongoDB Connection String\n",
"CONN_STRING = ''\n",
"\n",
"# Atlas API \n",
"PRIVATE_KEY = \"\"\n",
"PUBLIC_KEY = \"\"\n",
"GROUP_ID = \"\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"mongo = pymongo.MongoClient(CONN_STRING)\n",
"col = mongo.sample_airbnb.listingsAndReviews\n",
"q = [{'$match': {}},{'$project' : { \"_id\" : 1}},{'$limit' : 5}]\n",
"results_table(q)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import requests\n",
"import json\n",
"from requests.auth import HTTPDigestAuth\n",
"\n",
"API_ROOT_URL = \"https://cloud.mongodb.com\"\n",
"BASE_URL = API_ROOT_URL + \"/api/atlas/v1.0/groups/\" + GROUP_ID\n",
"\n",
"headers = {\n",
" \"Accept\": \"application/json\",\n",
" \"Content-Type\": \"application/json\"\n",
"}\n",
"\n",
"def create_auth():\n",
" return HTTPDigestAuth(PUBLIC_KEY, PRIVATE_KEY)\n",
" \n",
"def fetch_index(cluster_id, database_name, collection_name, index_name):\n",
" api_url = BASE_URL + \"/clusters/\" + cluster_id + \"/fts/indexes/\" + database_name + \"/\" + collection_name\n",
" print(api_url)\n",
" response=requests.get(api_url, auth=create_auth())\n",
" collections = response.json()\n",
" index = next((x for x in collections if x['collectionName'] == collection_name and x['name'] == index_name), None)\n",
" return index\n",
" \n",
"def create_index(cluster_id, database_name, collection_name, index_name, index_mappings):\n",
" baseUrl = BASE_URL + \"/clusters/\" + cluster_id + \"/fts/indexes/\"\n",
" index_definition = {\n",
" 'collectionName': collection_name,\n",
" 'database': database_name,\n",
" 'mappings': index_mappings,\n",
" 'name': index_name\n",
" }\n",
" \n",
" return requests.post(baseUrl, headers=headers, data=json.dumps(index_definition), auth=HTTPDigestAuth(PUBLIC_KEY, PRIVATE_KEY))\n",
"\n",
" \n",
"def update_index(cluster_id, database_name, collection_name, index_id, index_name, index_mappings): \n",
" baseUrl = BASE_URL + \"/clusters/\" + cluster_id + \"/fts/indexes/\" + index_id\n",
" index_definition = {\n",
" 'collectionName': collection_name,\n",
" 'database': database_name,\n",
" 'mappings': index_mappings,\n",
" 'name': index_name\n",
" }\n",
" \n",
" return requests.patch(baseUrl,headers=headers, data=json.dumps(index_definition), auth=HTTPDigestAuth(PUBLIC_KEY, PRIVATE_KEY))\n",
"\n",
"def create_or_update_index(cluster_id, database_name, collection_name, index_name, index_mappings):\n",
" index = fetch_index(cluster_id, database_name, collection_name, index_name)\n",
" if index is None:\n",
" return create_index(cluster_id, database_name, collection_name, index_name, index_mappings)\n",
" \n",
" return update_index(cluster_id, database_name, collection_name, index[\"indexID\"], index_name, index_mappings)\n",
"\n",
"def delete_index(cluster_id, database_name, collection_name, index_name): \n",
" index = fetch_index(cluster_id, database_name, collection_name, index_name)\n",
" if index is None:\n",
" print(\"index not found\")\n",
" return\n",
" \n",
" baseUrl = BASE_URL + \"/clusters/\" + cluster_id + \"/fts/indexes/\" + index[\"indexID\"]\n",
" \n",
" return requests.delete(baseUrl,headers=headers, auth=HTTPDigestAuth(PUBLIC_KEY, PRIVATE_KEY))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Atlas Search MongoDB.live Demo ($search)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Demo Data Set"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# sample_airbnb.listingsAndReviews\n",
"query = col.aggregate([\n",
" {'$match': { \"address.market\" : \"Montreal\"}}, \n",
" {'$project': {\n",
" \"_id\" : 1,\n",
" \"name\" : 1,\n",
" \"summary\" : 1,\n",
" \"space\" : 1,\n",
" \"room_type\" : 1,\n",
" \"address\" : 1,\n",
" \"beds\" : 1,\n",
" \"status\" : 1\n",
" }}, \n",
" {\"$limit\" : 2 }])\n",
"\n",
"pp.pprint(list(query))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Index Creation"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"mappings = {\n",
" 'dynamic' : True, # index all available BSON types (strings, dates, and numerics)\n",
" 'fields': { \n",
" 'address': [\n",
" {\n",
" 'type': 'document',\n",
" 'fields': {\n",
" 'location': [{'type': 'geo'}], # GeoJSON points\n",
" }, \n",
" }],\n",
" 'name': [\n",
" {'type': 'autocomplete'}, # Autocomplete - \"Search as you type\" - diacritics, fast prefix matching \n",
" {'type' : 'string'}\n",
" ],\n",
" 'summary' : [\n",
" {\n",
" 'type' : 'string',\n",
" 'analyzer' : 'lucene.english',\n",
" 'multi' : {\n",
" 'french' : {\n",
" 'type' : \"string\",\n",
" 'analyzer' : 'lucene.french'\n",
" }\n",
" }\n",
" }\n",
" ]\n",
" }\n",
"}\n",
"\n",
"# delete existing index\n",
"#response = delete_index(\"Cluster0\", \"sample_airbnb\", \"listingsAndReviews\", \"default\")\n",
"#print(response.text)\n",
"\n",
"response = create_or_update_index(\"Cluster0\", \"sample_airbnb\", \"listingsAndReviews\", \"default\", mappings)\n",
"pp.pprint(response.json())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Queries"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### text search with highlights and score (text:)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"query = [ \n",
" { \n",
" \"$search\": { \n",
" \"text\" : { \"path\" : \"summary\" , \"query\" : \"shopping university\" },\n",
" \"highlight\": {\"path\": \"summary\" } \n",
" }\n",
" },\n",
" {\n",
" \"$project\" : {\n",
" \"_id\" :1,\n",
" \"highlights\": { \"$meta\": \"searchHighlights\" },\n",
" \"score\": { \"$meta\": \"searchScore\" },\n",
" \"name\" : 1,\n",
" \"summary\" : 1,\n",
" \"address.street\" : 1,\n",
" }\n",
" },\n",
" {\n",
" \"$limit\" : 3\n",
" }\n",
"]\n",
"\n",
"results = list(col.aggregate(query))\n",
"display_highlights(results)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# using language analyzers\n",
"\n",
"query = [ \n",
" { \n",
" \"$search\": { \n",
" \"text\" : { \"path\" : { \"value\" : \"summary\", \"multi\" : \"french\"},\n",
" \"query\" : \"université montréal\" }\n",
" }\n",
" },\n",
" {\n",
" \"$project\" : {\n",
" \"_id\" :1,\n",
" \"name\" : 1,\n",
" \"summary\" : 1,\n",
" \"address.street\" : 1\n",
" }\n",
" },\n",
" {\n",
" \"$limit\" : 5\n",
" }\n",
"]\n",
"\n",
"pd.DataFrame(col.aggregate(query))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### changing our results using score"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# a \"promoted result\" using score\n",
"\n",
"query = [ \n",
" { \n",
" \"$search\": { \n",
" \"compound\" : {\n",
" \"should\" : { \n",
" \"term\" : { \n",
" \"path\" : \"status\", \n",
" \"query\" : \"promoted\", \n",
" \"score\" : { \"constant\" : { \"value\" : 100 }}}\n",
" },\n",
" \"must\" : {\n",
" \"text\" : { \"path\" : \"name\", \"query\" : \"loft\" }\n",
" }\n",
" \n",
" },\n",
" }\n",
" },\n",
" {\n",
" \"$project\" : {\n",
" \"_id\" :1,\n",
" \"score\": { \"$meta\": \"searchScore\" },\n",
" \"name\" : 1,\n",
" }\n",
" },\n",
" {\n",
" \"$limit\" : 3\n",
" }\n",
"]\n",
"\n",
"pd.DataFrame(col.aggregate(query))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### near and range and compound"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# combine near, range and text using compound\n",
"# rooms near 2 beds, but less than 3, with the terms \"ocean view beaches\" in them\n",
"\n",
"query = [ \n",
" { \n",
" \"$search\": { \n",
" \"compound\" : {\n",
" \"must\" : [\n",
" { \"near\" : { \"path\" : \"beds\", \"origin\" : 2, \"pivot\" : 1 }},\n",
" { \"range\" : { \"path\" : \"beds\", \"lte\" : 3 }},\n",
" { \"text\" : { \"path\" : \"name\", \"query\" : \"Ocean View Beaches\" }}\n",
" ]\n",
" }\n",
" }\n",
" },\n",
" {\n",
" \"$project\" : {\n",
" \"_id\" :1,\n",
" \"name\" : 1,\n",
" \"beds\" : 1,\n",
" \"score\": { \"$meta\": \"searchScore\" },\n",
" }\n",
" },\n",
" {\n",
" \"$limit\" : 5\n",
" }\n",
"]\n",
"\n",
"pd.DataFrame(col.aggregate(query))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### autocomplete "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# autocomplete is a faster prefix match, and collapses diacritics\n",
"# search for \"downtown studio\"\n",
"# search for \"montreal\"\n",
"\n",
"from ipywidgets import interact\n",
"def f(query):\n",
" if not query:\n",
" return None\n",
" q = [\n",
" {'$search': {\"autocomplete\": {\"path\": \"name\", \"query\": query }}},\n",
" {'$project': { \"_id\" : 0, \"name\" : 1}},\n",
" {'$limit': 5},\n",
" ]\n",
" return results_table(q)\n",
"\n",
"interact(f, query='')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### geo"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# show some GeoJSON shapes\n",
"\n",
"from ipyleaflet import Map, GeoJSON\n",
"from ipywidgets import Label, Layout, VBox\n",
"\n",
"# https://github.com/codeforamerica/click_that_hood/blob/master/public/data/manhattan.geojson\n",
"manhattan = {\"type\":\"FeatureCollection\",\"features\":[{\"type\":\"Feature\",\"properties\":{\"cartodb_id\":9,\"name\":\"Battery Park City\",\"created_at\":\"2014-03-09T19:11:53Z\",\"updated_at\":\"2014-03-09T19:11:53Z\"},\"geometry\":{\"type\":\"MultiPolygon\",\"coordinates\":[[[[-74.013754,40.71369],[-74.014262,40.710928],[-74.016542,40.704733],[-74.016174,40.702572],[-74.01563,40.701862],[-74.015127,40.70139],[-74.014008,40.701043],[-74.013959,40.700966],[-74.014105,40.700511],[-74.014091,40.700508],[-74.014149,40.700321],[-74.014221,40.700111],[-74.01431,40.700121],[-74.01431,40.700134],[-74.014178,40.700541],[-74.014165,40.700539],[-74.014152,40.700578],[-74.014289,40.700644],[-74.014297,40.700629],[-74.014315,40.700611],[-74.01456,40.70031],[-74.014633,40.700197],[-74.014671,40.70021],[-74.014667,40.700239],[-74.014608,40.700324],[-74.014324,40.700661],[-74.014643,40.700817],[-74.015068,40.700318],[-74.015098,40.700334],[-74.014674,40.700835],[-74.014811,40.700904],[-74.014828,40.700895],[-74.015021,40.700993],[-74.015142,40.700843],[-74.015678,40.701256],[-74.016139,40.701646],[-74.016533,40.702037],[-74.016819,40.702339],[-74.017145,40.702705],[-74.017252,40.702836],[-74.017398,40.703019],[-74.01744,40.703078],[-74.01754,40.703236],[-74.017575,40.703308],[-74.017617,40.703423],[-74.017626,40.703423],[-74.017648,40.703495],[-74.017671,40.703606],[-74.017683,40.703711],[-74.017673,40.703712],[-74.017677,40.703771],[-74.017674,40.703834],[-74.017666,40.703899],[-74.017658,40.703933],[-74.017643,40.703989],[-74.017654,40.703998],[-74.017655,40.70401],[-74.017644,40.704022],[-74.017634,40.704025],[-74.017627,40.704024],[-74.01757,40.704184],[-74.017795,40.704235],[-74.017856,40.704079],[-74.017751,40.704055],[-74.017791,40.703951],[-74.017818,40.703938],[-74.017838,40.703963],[-74.017808,40.704032],[-74.017912,40.704054],[-74.017943,40.703973],[-74.017955,40.703976],[-74.017844,40.704242],[-74.018448,40.704162],[-74.018668,40.704435],[-74.018656,40.704441],[-74.017516,40.704581],[-74.017481,40.704667],[-74.018043,40.704628],[-74.018054,40.70463],[-74.018065,40.704636],[-74.018113,40.704554],[-74.018863,40.70472],[-74.018887,40.704729],[-74.018926,40.704774],[-74.019343,40.706094],[-74.019123,40.706976],[-74.019103,40.707],[-74.019066,40.707014],[-74.019033,40.707013],[-74.018954,40.706997],[-74.018946,40.707018],[-74.018937,40.707034],[-74.018909,40.707064],[-74.018885,40.707086],[-74.018859,40.7071],[-74.018829,40.707115],[-74.018796,40.707128],[-74.018761,40.707138],[-74.018726,40.707143],[-74.01869,40.707142],[-74.018655,40.707142],[-74.018631,40.70714],[-74.018581,40.707124],[-74.018547,40.707108],[-74.018571,40.70708],[-74.018607,40.707095],[-74.018644,40.707105],[-74.018648,40.707082],[-74.018687,40.707084],[-74.018721,40.707082],[-74.018751,40.70708],[-74.018762,40.707076],[-74.01875,40.70705],[-74.018774,40.707044],[-74.018794,40.707032],[-74.01882,40.707016],[-74.018848,40.706983],[-74.018849,40.70697],[-74.018811,40.706966],[-74.018799,40.706982],[-74.018776,40.706997],[-74.018742,40.707008],[-74.018679,40.707019],[-74.018648,40.707018],[-74.018628,40.707011],[-74.018605,40.706989],[-74.018572,40.706938],[-74.018565,40.706906],[-74.018549,40.706908],[-74.018535,40.706918],[-74.01853,40.706951],[-74.018217,40.707742],[-74.018217,40.707751],[-74.01819,40.707822],[-74.018656,40.707924],[-74.018647,40.707947],[-74.018801,40.707981],[-74.018832,40.707999],[-74.018853,40.708022],[-74.018855,40.708048],[-74.018608,40.709135],[-74.017873,40.712315],[-74.01777,40.712835],[-74.017753,40.712848],[-74.017732,40.712849],[-74.01772,40.712845],[-74.017721,40.712784],[-74.0178,40.712345],[-74.016625,40.712157],[-74.016545,40.712456],[-74.016592,40.712548],[-74.016619,40.71265],[-74.016618,40.712756],[-74.016591,40.712862],[-74.016555,40.712929],[-74.016541,40.712956],[-74.016477,40.713029],[-74.016392,40.7131],[-74.01632,40.713408],[-74.016541,40.713441],[-74.016911,40.713496],[-74.017544,40.713611],[-74.017568,40.713524],[-74.017579,40.713443],[-74.017648,40.713206],[-74.01767,40.713069],[-74.017673,40.713066],[-74.017676,40.713063],[-74.017679,40.713061],[-74.017683,40.713059],[-74.017688,40.713057],[-74.017692,40.713056],[-74.017697,40.713056],[-74.017702,40.713056],[-74.017706,40.713057],[-74.01771,40.713058],[-74.017714,40.71306],[-74.017718,40.713062],[-74.017721,40.713064],[-74.017723,40.713067],[-74.017725,40.71307],[-74.017657,40.71344],[-74.01671,40.718624],[-74.016694,40.718649],[-74.016659,40.718666],[-74.01663,40.718665],[-74.015947,40.718576],[-74.015944,40.718589],[-74.015669,40.718554],[-74.015671,40.718538],[-74.015001,40.718449],[-74.014996,40.718473],[-74.01499,40.718507],[-74.014983,40.718524],[-74.01497,40.718536],[-74.014945,40.718544],[-74.014703,40.718516],[-74.013213,40.718316],[-74.013072,40.718939],[-74.013036,40.719086],[-74.01244,40.719058],[-74.013754,40.71369]]]]}},{\"type\":\"Feature\",\"properties\":{\"cartodb_id\":50,\"name\":\"Central 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"geo_json = GeoJSON(data=manhattan, style = {'color': 'blue', 'opacity':1})\n",
"m = Map(center=(40.797069,-73.949657), zoom=11)\n",
"def hover_handler(event=None, feature=None, id=None, properties=None):\n",
" label.value = properties['name']\n",
"label = Label(layout=Layout(width='100%'))\n",
"\n",
"geo_json.on_hover(hover_handler)\n",
"m.add_layer(geo_json)\n",
"\n",
"VBox([m, label])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from ipywidgets import Label, Layout, HBox, Output\n",
"def geo_within(area):\n",
" return {\"geoWithin\": \n",
" {\"path\": \"address.location\", \n",
" \"geometry\": {\n",
" \"type\" : \"Polygon\",\n",
" \"coordinates\" : get_area_coordinates(area, manhattan)\n",
" }}}\n",
"\n",
"# should be Midtown or Chelsea or Upper West Side\n",
"our_areas = {\n",
" \"compound\" : {\n",
" \"should\" : [\n",
" geo_within(\"Midtown\"),\n",
" geo_within(\"Chelsea\"),\n",
" geo_within(\"Upper West Side\")\n",
" ]\n",
" }\n",
" }\n",
"\n",
"# must be one of our areas, should be around 2 beds, should be \"private\" \n",
"search_query = {\n",
" '$search' : { \n",
" \"compound\" : {\n",
" \"should\" : [ \n",
" { \"near\" : { \"path\": \"beds\", \"origin\" : 2, \"pivot\": 1 }},\n",
" { \"text\" : { \"path\": \"name\", \"query\" : \"private\"} }\n",
" ],\n",
" \"must\" : our_areas\n",
" }} \n",
" }\n",
"\n",
"\n",
"# put the best 5 of those on the map (sorted by score)\n",
"map_query = [\n",
" search_query,\n",
" {\n",
" \"$project\" : { \n",
" \"name\" : 1, \n",
" \"beds\" : 1, \n",
" \"address\" : 1, \n",
" \"score\": { \"$meta\": \"searchScore\" },\n",
" }\n",
" },\n",
" {\n",
" \"$limit\" : 5\n",
" }\n",
"]\n",
" \n",
"\n",
"m = results_map(map_query, [\"address\", \"location\", \"coordinates\"], zoom=12)\n",
"\n",
"facet_query = [\n",
" search_query,\n",
" { \"$facet\" : {\n",
" \"locations\" :[\n",
" { \"$sortByCount\" : \"$address.government_area\"}\n",
" ]\n",
" } },\n",
" {\n",
" \"$unwind\" : \"$locations\"\n",
" },\n",
" {\n",
" \"$sort\" :{ \"locations.count\" : -1 }\n",
" },\n",
" {\n",
" \"$project\" :{ \"location\": \"$locations._id\" , \"count\" : \"$locations.count\" }\n",
" },\n",
"]\n",
"\n",
"out = Output(layout={'border': '1px solid black'})\n",
"with out:\n",
" display(pd.DataFrame(col.aggregate(facet_query)))\n",
" \n",
"HBox([out, m])\n",
"# run a facet to see where they all are"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Appendix"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"q = [{'$search': \n",
" {\"geoWithin\": {\"path\": \"address.location\", \n",
" \"geometry\": {\n",
" \"type\" : \"Polygon\",\n",
" \"coordinates\" : get_area_coordinates(\"Upper West Side\", manhattan)\n",
" }}}},\n",
" { \"$limit\" : 3}\n",
" ]\n",
"results_map(q, [\"address\", \"location\", \"coordinates\"], zoom=13)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"q = [{'$search': \n",
" { 'compound' : {\n",
" \"should\" : [\n",
" {\n",
" \"near\" : { \"path\" : \"beds\", \"origin\": 2, \"pivot\": 1}\n",
" }\n",
" ],\n",
" \"must\" : [\n",
" {\"near\": {\"path\": \"address.location\", \n",
" \"origin\" : { \"type\" : \"Point\", \"coordinates\" : [ -73.1, 40.0 ]},\n",
" \"pivot\" : 1000 } } \n",
" ]\n",
" }\n",
" }},\n",
" { \"$limit\" : 2},\n",
" {\n",
" \"$project\" : {\n",
" \"name\" : 1,\n",
" \"address\" : 1,\n",
" \"score\": { \"$meta\": \"searchScore\" },\n",
" } \n",
" }\n",
" ]\n",
" \n",
"\n",
"results_map(q, [\"address\", \"location\", \"coordinates\"], zoom=10)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"q = [\n",
" {'$search': \n",
" {\"near\": {\"path\": \"address.location\", \n",
" \"origin\" : { \"type\" : \"Point\", \"coordinates\" : [ -73.1, 40.0 ]},\n",
" \"pivot\" : 1000 } }},\n",
" {\"$limit\": 10}\n",
"]\n",
"\n",
"results_map(q, [\"address\", \"location\", \"coordinates\"], limit)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"q = [{'$searchBeta': {\"autocomplete\": {\"path\": \"name\", \"query\": \"bedroom private\"}}}]\n",
"results_table(q)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# results near a value\n",
"q = [\n",
" {'$search': {\"near\": {\"path\": \"address.location\", \n",
" \"origin\" : { \"type\" : \"Point\", \"coordinates\" : [ -73.1, 40.0 ]},\n",
" \"pivot\" : 1000 } }},\n",
" {\"$limit\" : 5},\n",
" {\"$project\" : { \n",
" \"name\" : 1,\n",
" \"address\" : 1\n",
" }}\n",
"]\n",
"results_table(q)"
]
}
],
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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