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Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. ...Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! OPEN HOUSE 6/15 12-3PM! Continue reading","sourceURLs":["https://www.xome.com/homes-for-sale/152-Holly-Ter-Sunnyvale-CA-94086-392993394"],"dateSeen":"2024-06-16T15:40:00.000Z"},{"value":"What is the cost of living? The average family living near 152 Holly Ter has a median household income of $75,046 and spends about $56,753 annually.","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"Gorgeous tri-level 3 bedroom, 2.5 bath townhome w/attached 2-car garage! Home includes hardwood floors and tile throughout the common areas with carpet in the bedrooms. Great layout with fireplace in formal living room and private porch on entry level floor. Second floor includes kitchen and dining area with balcony access and family room. All bedrooms upstairs with laundry room equipped with washer/dryer included.","sourceURLs":["https://www.showmetherent.com/152-Holly-Terrace-Sunnyvale-CA-94086"],"dateSeen":"2021-10-29T06:41:00.000Z"},{"value":"Disclaimer: Ziprent is acting as the agent for the owner. Information Deemed Reliable but not Guaranteed. All information should be independently verified by renter.","sourceURLs":["https://www.showmetherent.com/152-Holly-Terrace-Sunnyvale-CA-94086"],"dateSeen":"2021-10-29T06:41:00.000Z"},{"value":"What is the weather like year-round? The average temperature for 152 Holly Ter is about 49.0 degrees in January and 84.6 degrees in July. The average rainfall is around 15.8 inches per year. The average snowfall is around 0.1 inches per year.","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Open House 6/8 2-5 PM and 6/9, 1-4 PM! Show more","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-06-13T16:30:00.000Z"},{"value":"How are the schools? The schools closest to 152 Holly Ter include Ellis Elementary, Columbia Middle, and Fremont High. The average SAT score for this area is about 1101 (579 for Math and 522 for English), which is higher than the state average SAT score of 975.","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"Dramatic 10 year new townhome in the Villas of Sunnyvale. Open living space create a flowing floor plan featuring living room w/ soaring ceiling, separate dining overlooking living room & kitchen w/ breakfast nook. Master bedroom w/ walk-in closet & vaulted ceiling. Master bath w/ dual sink vanity & soaking tub. Additional storage space, balcony, patio & attached 2 car garage. Continue readingDramatic 10 year new townhome in the Villas of Sunnyvale. Open living space create a flowing floor plan featuring living room w/ soaring ceiling, separate dining overlooking living room & kitchen w/ breakfast nook. Master bedroom w/ walk-in closet & vaulted ceiling. Master bath w/ dual sink vanity & soaking tub. Additional storage space, balcony, patio & attached 2 car garage.","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2022-10-22T15:58:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! OH Friday 7/12 3-7 PM and Sunday 7/14 1-6 PM!","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-07-13T07:15:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Open House 6/8 and 6/9, 1-4 PM! Show more","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-06-06T23:36:00.000Z"},{"value":"Dramatic 10 year new townhome in the Villas of Sunnyvale. Open living space create a flowing floor plan featuring living room w/ soaring ceiling, separate dining overlooking living room & kitchen w/ breakfast nook. Master bedroom w/ walk-in closet & vaulted ceiling. Master bath w/ dual sink vanity & soaking tub. Additional storage space, balcony, patio & attached 2 car garage.","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-08-23T13:25:00.000Z"},{"value":"152 Holly Ter is a condominium unit in Sunnyvale, CA. This home was built in 2004 and includes three bedrooms, two bathrooms, and 1,570 square feet of living space. Additional features include a parking garage, forced air heating system, and cooling system. Today, the estimated home value is around 1,561,000. Frequently asked questions about 152 Holly Ter and the surrounding community.","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"Is there a risk of a natural disaster? 152 Holly Ter resides in an area with moderate flood risk, low tornado risk, and high earthquake risk.","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"How’s the job market? About 67.2% of the residents near 152 Holly Ter have white-collar jobs, while the remaining 32.8% have blue-collar jobs. The unemployment rate is about 3.1%, which is lower than the state unemployment rate of 4.7%.","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! OPEN HOUSE 6/29 & 6/30 1 - 5 PM Show more","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-06-30T16:04:00.000Z"},{"value":"This property is available. Please inquire on this site to schedule a showing.","sourceURLs":["https://www.showmetherent.com/152-Holly-Terrace-Sunnyvale-CA-94086"],"dateSeen":"2021-10-29T06:41:00.000Z"},{"dateSeen":"2024-08-24T00:16:01.569Z","value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1, 570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! OH Sat and Sun 1-4 PM!","sourceURLs":["https://www.realtor.com/realestateandhomes-detail/152-Holly-Ter_Sunnyvale_CA_94086_M24367-14039"]},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! OPEN HOUSE 6/15 12-3PM! Show more","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-06-16T23:50:00.000Z"},{"value":"What is the crime rate? The neighborhood surrounding 152 Holly Ter is relatively safe since the personal crime risk (including both violent and non-violent crimes) is 4.5%, which is lower than the state average of 11.8%. Property crime risk is 4.7%, which is lower than the state average of 10.8%.","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"How is the neighborhood? 152 Holly Ter is located in a community that is home to 64,185 residents, which has increased by 19% since 2000. 56% of the residents are families with children. The largest age group is between 25 to 34 (25.09%), while the second-largest age group is between 35 to 44 (16.62%).","sourceURLs":["https://homefinder.com/home/kbQ7ZzB/152-Holly-Ter-Sunnyvale-CA-94086"],"dateSeen":"2022-01-12T23:15:00.000Z"},{"value":"Security deposit equal to 1 months rent. Pet OK w/higher 500 deposit. Tenant responsible for all utilities.","sourceURLs":["https://www.showmetherent.com/152-Holly-Terrace-Sunnyvale-CA-94086"],"dateSeen":"2021-10-29T06:41:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. ...Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Open House 6/8 2-5 PM and 6/9, 1-4 PM! Continue reading","sourceURLs":["https://www.xome.com/homes-for-sale/152-Holly-Ter-Sunnyvale-CA-94086-392993394"],"dateSeen":"2024-06-10T06:55:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. ...Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Open House 6/8 and 6/9, 1-4 PM! Continue reading","sourceURLs":["https://www.xome.com/homes-for-sale/152-Holly-Ter-Sunnyvale-CA-94086-392993394"],"dateSeen":"2024-06-07T16:13:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Show more","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-07-07T23:19:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Open House 6/8 and 6/9, 1-4 PM! Schedule a Private Showing","sourceURLs":["https://www.estately.com/listings/info/152-holly-ter-sunnyvale-ca-94086"],"dateSeen":"2024-06-06T05:07:00.000Z"},{"value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! OH Sat and Sun 1-4 PM!","sourceURLs":["https://www.redfin.com/CA/Sunnyvale/152-Holly-Ter-94086/home/1019353"],"dateSeen":"2024-08-24T18:04:00.000Z"},{"dateSeen":"2024-06-07T08:43:19.812Z","value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1,570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Open House 6/8 and 6/9, 1-4 PM!Your path to home ownership starts here. Let us help you calculate your monthly costs.MLS #BE41062221MLS SourceBay EastDays on Site2Buyer's Brokerage Compensation*2.5% Bedrooms–BathroomsPrimary - Shower(s) over Tub(s), Primary - Tub, Primary - Updated Bath(s)KitchenBreakfast NookAppliancesDishwasher, Dryer, WasherDining RoomFormal Dining RoomFamily Room–FireplaceLiving RoomFlooringCarpet - Wall to Wall, Laminate, TileLaundryIn ClosetCoolingCentral -1 ZoneHeatingForced AirRoofTileFoundation–PoolNone, Pool - NoStyleContemporaryHorse Property–Garage/ParkingGarage, Garage: 2 Car(s)Elementary District–High School District–Unit Levels–SewerPublic SewerE.V. Hookup–WaterPublicHOA Fee$365HOA Fee FrequencyMonthlyComplex AmenitiesGarden / Greenbelt/ Trails, PlaygroundZoning–","sourceURLs":["https://www.mlslistings.com/property/be41062221/152-holly-ter-sunnyvale-ca-94086/16507446"]},{"value":"Dramatic 10 year new townhome in the Villas of Sunnyvale. Open living space create a flowing floor plan featuring living room w/ soaring ceiling, separate dining overlooking living room kitchen w/ breakfast nook. Master bedroom w/ walk-in closet vaulted ceiling. Master bath w/ dual sink vanity soaking tub. Additional storage space, balcony, patio attached 2 car garage.","sourceURLs":["https://www.estately.com/listings/info/152-holly-terrace--2"],"dateSeen":"2020-06-28T19:00:00.000Z"},{"dateSeen":"2024-06-06T23:42:04.326Z","value":"Stunning Toll Brothers townhouse with 3 bedrooms, 2.5 baths, 1, 570 Sq. Ft. living space in the prime sought-after Silicon Valley location. Fantastic unit offers lots of natural sunlight and is next to the community park. Welcoming formal entry with beautiful laminate wood flooring and high ceiling. Spacious living room features high ceiling, fireplace, and walks into the cozy patio. Gourmet kitchen offers granite counter-tops with backsplash, gas stove, microwave, recessing lights, pantry and kitchen nook. Formal dining room overlooks the living room. Luxurious master suite has a walk-in closet, dual sink vanity, tile flooring, oversize bath tub and separated enclosed shower. Spacious secondary bedrooms are sharing with the secondary bathroom. Well designed laundry with side-by-side hookups and sufficient storage space. Attached 2 car garage with additional crawl space for storage. Other upgrades include new fresh paint throughout, laminate wood flooring throughout the living room/dining room/stairs, new recessed lights. Community features BBQ Area, Playground & lush landscaping. Prime location to newly built Downtown Sunnyvale, dinning, shopping, major corporations such as Apple, Google, Amazon, Nvidia and more! Open House 6/8 and 6/9, 1-4 PM!","sourceURLs":["https://www.realtor.com/realestateandhomes-detail/152-Holly-Ter_Sunnyvale_CA_94086_M24367-14039"]}],"county":"Santa Clara","legalDescription":"TR 9509 UNIT 23","neighborhoods":["Sunnyvale","SUNNYVALE","California"],"features":[{"key":"Water","value":["Public"]},{"key":"legalLotNumber1","value":["4"]},{"key":"TransferInfoPurchaseTypeCode","value":["TRANSFER"]},{"key":"Mortgage Estimate","replace":"true","value":["Monthly Total: $4,650"]},{"key":"Buyer's Agent Commission","value":["2.5%"]},{"key":"taxes","value":["2023 - $12135"]},{"key":"Eating Area","value":["Breakfast Nook","Dining Room"]},{"key":"Graduate Degree Percentile","value":["12.5%"]},{"value":["2 full, 1 partial"],"key":"Baths"},{"key":"Garage/Parking","value":["Garage","Garage: 2 Car(s)"]},{"key":"lotSizeValueAcres","value":["0.0302801"]},{"key":"Other Property Info","value":["Source Property Type: Residential","Source Listing Status: Active","County: Santa Clara","Property Subtype: townhouse","Property Subtype: Townhouse","Cross Street: E Evelyn Ave","Directions: S Wolfe Rd - E Evelyn Ave - Holly Terrace","Subdivision: Sunnyvale","Source Neighborhood: Sunnyvale","Source System Name: C2C","Parcel Number: 20914038"]},{"key":"Flooring","value":["Laminate","Carpet - Wall to Wall","Tile","Carpet"]},{"key":"Pool","value":["Pool - No","None"]},{"key":"Foundation","value":["Slab"]},{"key":"High School District","value":["Other"]},{"key":"Architectural Style","value":["Contemporary","Modern"]},{"key":"Unemployment Rate","value":["3.1%"]},{"key":"Cooling","value":["Central -1 Zone","YES","Yes","Central Air"]},{"key":"Redfin Virtual Tour","value":["https://152HollyTerrace1812362mls.f8re.com/"],"replace":"true"},{"key":"legalUnit","value":["23"]},{"value":["108 Incense Ter, SUNNYVALE, CA 94086","482 Tea Tree Ter, SUNNYVALE, CA 94086","227 Peppermint Tree Ter #4, SUNNYVALE, CA 94086","484 Virginia Pine Ter, SUNNYVALE, CA 94086","252 Ginko Ter, SUNNYVALE, CA 94086","182 Campbell Dr, MOUNTAIN VIEW, CA 94043","1036 Linz Ter, SUNNYVALE, CA 94089","247 Peppermint Tree Ter #5, SUNNYVALE, CA 94086","591 Santa Rosalia Ter, SUNNYVALE, CA 94085","4478 Moulin Pl, SANTA CLARA, CA 95054","583 Monterey Ter, SUNNYVALE, CA 94089","150 Holly Ter, SUNNYVALE, CA 94086","221 Gladys Ave #9, MOUNTAIN VIEW, CA 94043","4455 Lick Mill Blvd, SANTA CLARA, CA 95054","679 Montara Ter, SUNNYVALE, CA 94085","520 Sirte Ter, SUNNYVALE, CA 94089","986 La Mesa Ter Unit H, SUNNYVALE, CA 94086","173 Chetwood Dr, MOUNTAIN VIEW, CA 94043","4014 Fitzpatrick Way, SANTA CLARA, CA 95054","4460 Laird Cir, SANTA CLARA, CA 95054","581 Leyte Ter, SUNNYVALE, CA 94089"],"key":"Nearby Recently Sold Homes"},{"key":"Homeowners Association","value":["Association Fee: 365","Association Name: NOT LISTED","Calculated Total Monthly Association Fees: 365","Association Phone: 4083532126","Calculated Total Monthly Association Fees: 370","Association Fee Frequency: Monthly","Association: Yes","Association Fee: 370"]},{"key":"Median Family Income","value":["$75,046"]},{"value":["Land: $480,774","Additions: $480,774","Additions: $471,348","Total: $942,696","Total: $961,548","Additions: $462,106","Land: $462,106","Total: $924,212","Land: $471,348"],"key":"Taxable Value"},{"key":"Households with Children","value":["56.3%"]},{"key":"CensusFIPSPlaceCode","value":["77000"]},{"key":"Sub Type","value":["Townhouse"]},{"value":["Median $ / Sq. 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Price: N/A - Event: Pending","Date: 5/12/2005 - Price: N/A - Event: Listing Removed","Date: 4/15/2005 - Price: $690000 - Event: Sold (MLS)","Date: 8/23/2024 - Price: $1498000 - Event: Listed","Date: 6/5/2024 - Price: N/A - Event: Listed","Date: 3/12/2014 - Price: $745000 - Event: Listed","Date: 4/1/2005 - Price: $678000 - Event: Listed"],"replace":"true"},{"key":"Half Bathrooms","value":["1"]},{"value":["Wed Apr 02 2014 00:00:00 GMT+0000 (Coordinated Universal Time) - Sold (Public Records) - $875,000","Thu May 12 2005 00:00:00 GMT+0000 (Coordinated Universal Time) - Sold (Public Records) - $690,000","Wed Apr 02 2014 00:00:00 GMT+0000 (Coordinated Universal Time) - Sold (MLS) (Sold) - $875,000"],"key":"Property History"},{"key":"Days on Site","value":["74"],"replace":"true"},{"key":"Building Information","value":["Construction Materials: Stucco","Building Type: Townhouse(s)","Building Height (Maximum): 3","Concrete Slab","Building Height (Minimum): 1","Building Area Total: 1,570"]},{"key":"Property Information","value":["Property Type: Residential","Property Sub Type: Townhouse","Living Area Units: Square Feet","Year Built: 2004","Ownership Type: Condominium Ownership","Property Primary ID: 119171","Living Area: 1570","Property Master ID: 119171"]},{"key":"Full Bathrooms","value":["2"]},{"value":["Transit Score: 42/100 - 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main_chat_only.py

@@ -0,0 +1,183 @@
+import json
+import os
+from typing import Dict
+
+import gradio as gr
+from openai import OpenAI
+from opensearchpy import OpenSearch
+
+host = "localhost"
+port = 9200
+OPENSEARCH_ADMIN_PASSWORD = os.getenv("OPENSEARCH_ADMIN_PASSWORD", "yw7L5u9nLs3a")
+auth = (
+    "admin",
+    OPENSEARCH_ADMIN_PASSWORD,
+)  # For testing only. Don't store credentials in code.
+
+# Create the client with SSL/TLS enabled, but hostname verification disabled.
+os_client = OpenSearch(
+    hosts=[{"host": host, "port": port}],
+    http_compress=True,  # enables gzip compression for request bodies
+    http_auth=auth,
+    use_ssl=True,
+    verify_certs=False,
+    ssl_assert_hostname=False,
+    ssl_show_warn=False,
+)
+
+all_props = json.load(open("all_properties.json"))
+props_core = [
+    {
+        "property": prop["property"],
+        "address": prop["address"],
+        "school": prop["school"],
+        "listPrice": prop["listPrice"],
+    }
+    for prop in all_props
+]
+
+client = OpenAI(
+    # This is the default and can be omitted
+    api_key=os.environ.get("OPENAI_API_KEY"),
+)
+
+REQUIREMENTS_KEYS = [
+    "location",
+    "budget",
+    "house type",
+    "layout",
+]
+
+requirements: Dict[str, str] = {}
+
+
+def get_requirement_prompt():
+    return f"Current collected requirements: {requirements}.\nPlease let me know your requirements: {[key for key in REQUIREMENTS_KEYS if key not in requirements.keys()]}"
+
+
+def get_requirements(input_str):
+    global requirements
+    chat_completion = client.chat.completions.create(
+        messages=[
+            {
+                "role": "system",
+                "content": """
+You are a real estate agent looking for properties for your clients. You are now extracting information to understand user's requests.
+Requirements are:
+
+* location. For example:
+- City: Mountainview, San Jose, Dublin, etc
+- Postal Code: 95134, etc
+- Work or Regular Destination: work at Google; regular business flight
+- School: a specific school name; specify a rating range for schools.
+
+* budget. For example:
+- around 1 million; no more than 1.5 million; between 800k to 1 million
+
+* layout. For example:
+- Bedroom: 3 bedrooms; no less than 2 bedrooms; single; married; 2 kids
+- Bathroom: same as above
+
+* house type (one or multiple choices). For example:
+- condo, townhouse, single family
+
+If user's input is a requirement, please provide the content in the format '{requirement_type}:{content}'. For example, 'location:Houston'. If multiple requirements are provided, separate them with |. For example, 'location:Houston|budget:1 million'.
+If multiple requirements for the same type are provided, separate them with ;. For example, 'location:Houston;San Francisco'. DO NOT output multiple pairs with the same requirement type.
+Otherwise please provide helpful response to the user
+                """,
+            },
+            {
+                "role": "user",
+                "content": input_str,
+            },
+        ],
+        model="gpt-4o-mini",
+    )
+    output = chat_completion.choices[0].message.content
+    print(f"model output {output}")
+
+    message_out = ""
+
+    def set_requirement(output):
+        nonlocal message_out
+        if ":" not in output:
+            return
+        parts = output.split(":")
+        req = parts[0].strip()
+        content = output[len(req) + 1 :].strip()
+        if req in REQUIREMENTS_KEYS:
+            message_out = (
+                message_out
+                + f"\nThanks! Collected requirement: {req}\n{get_requirement_prompt()}"
+            )
+            requirements[req] = content
+
+    if "|" in output:
+        all_requirements = output.split("|")
+        for req in all_requirements:
+            set_requirement(req)
+    else:
+        set_requirement(output)
+
+    return message_out.strip()
+
+
+chat_history = []
+
+
+def find_property(input_str):
+    global requirements
+    global chat_history
+
+    chat_completion = client.chat.completions.create(
+        messages=[
+            {
+                "role": "system",
+                "content": f"You are a real estate agent looking for properties for your clients. Here are some properties that might be of interest to you: {json.dumps(props_core)}. Client is looking for properties that meet the following requirements: {requirements}",
+            },
+        ]
+        + chat_history,
+        model="gpt-4o-mini",
+    )
+
+    output = chat_completion.choices[0].message.content
+
+    chat_history.append(
+        {
+            "role": "assistant",
+            "content": output,
+        }
+    )
+
+    return output
+
+
+def process_chat_message(message, history):
+    global chat_history
+    output = ""
+    if len(requirements) < len(REQUIREMENTS_KEYS):
+        output = get_requirements(message)
+        if len(requirements) == len(REQUIREMENTS_KEYS):
+            output += "\n" + find_property(message)
+    else:
+        chat_history.append(
+            {
+                "role": "user",
+                "content": message,
+            }
+        )
+        output = find_property(message)
+    return output
+
+
+demo = gr.ChatInterface(
+    fn=process_chat_message,
+    chatbot=gr.Chatbot(value=[[None, get_requirement_prompt()]]),
+    examples=[
+        "I want a house near Houston",
+        "I have two kids, what type of house would I need?",
+        "I have a budget of 1 million dollars",
+    ],
+    title="Buyer Agent Bot",
+)
+demo.launch(share=True)

main_two_column.py

@@ -0,0 +1,488 @@
+import json
+import os
+import time
+from functools import wraps
+
+import gradio as gr
+from openai import OpenAI
+from opensearchpy import OpenSearch
+
+
+def debounce(wait):
+    def decorator(fn):
+        last_call = 0
+
+        @wraps(fn)
+        def debounced(*args, **kwargs):
+            nonlocal last_call
+            now = time.time()
+            if now - last_call >= wait:
+                last_call = now
+                return fn(*args, **kwargs)
+
+        return debounced
+
+    return decorator
+
+
+USE_OPENSEARCH = os.getenv("USE_OPENSEARCH", False)
+MODEL = os.getenv("MODEL", "gpt-4o-mini")
+
+host = "localhost"
+port = 9200
+OPENSEARCH_ADMIN_PASSWORD = os.getenv("OPENSEARCH_ADMIN_PASSWORD", "yw7L5u9nLs3a")
+auth = (
+    "admin",
+    OPENSEARCH_ADMIN_PASSWORD,
+)  # For testing only. Don't store credentials in code.
+
+# Create the client with SSL/TLS enabled, but hostname verification disabled.
+os_client = OpenSearch(
+    hosts=[{"host": host, "port": port}],
+    http_compress=True,  # enables gzip compression for request bodies
+    http_auth=auth,
+    use_ssl=True,
+    verify_certs=False,
+    ssl_assert_hostname=False,
+    ssl_show_warn=False,
+)
+
+all_props = json.load(open("all_properties.json"))
+props_core = [
+    {
+        "property": prop["property"],
+        "address": prop["address"],
+        "school": prop["school"],
+        "listPrice": prop["listPrice"],
+    }
+    for prop in all_props
+]
+
+client = OpenAI(
+    # This is the default and can be omitted
+    api_key=os.environ.get("OPENAI_API_KEY"),
+)
+
+
+chat_history = []
+current_properties = {}
+
+scoring_prompt = """
+# System Prompt: Real Estate Assistant with JSON Output
+
+You are an AI assistant specializing in real estate. Your role is to handle three types of inputs:
+1. General questions about properties or real estate from users.
+2. Comments about the user's criteria for properties.
+3. A JSON list of properties from another system.
+
+For all types of interactions, your output should always be in JSON format.
+
+## Input Types:
+1. General question: A string containing a question about real estate or properties.
+2. Criteria update: A string containing the user's comments about their property preferences.
+3. Property list: A JSON array of property objects.
+
+## Property Format:
+Properties will be in the following JSON format:
+
+{
+  "address": "Property Address",
+  "description": "Property Description with Highlights"
+}
+
+## Your Tasks:
+1. Determine the type of input received.
+2. For general questions:
+   - Provide a clear, concise answer to the question.
+3. For criteria updates:
+   - Update your understanding of the user's preferences.
+   - Re-score all known properties based on the new criteria.
+4. For property lists:
+   - Update your list of known properties.
+   - Score each property based on the current understanding of user preferences.
+   - If no user preferences have been specified yet, use general desirability factors.
+
+## Output Format:
+Your output should always be a JSON object with a "type" field indicating the type of response, and additional fields based on the type:
+
+For general questions:
+{
+  "type": "answer",
+  "content": "Your answer to the question"
+}
+
+For criteria updates and property lists:
+{
+  "type": "scoring",
+  "updatedCriteria": "Brief summary of the current criteria (include this field for criteria updates only)",
+  "properties": [
+    {
+      "address": "Property Address",
+      "score": 0-100,
+      "explanation": "Brief explanation for the score with *highlighted* matching criteria"
+    },
+    // ... (more properties)
+  ]
+}
+
+## Important Considerations:
+- Ensure your entire output is valid JSON.
+- For general questions, provide accurate and helpful information.
+- For criteria updates and property lists:
+  - Always re-score all known properties.
+  - Focus on the unique features and highlights mentioned in the property descriptions.
+  - Be objective and consistent in your scoring across all properties.
+  - Consider both explicitly stated criteria and implied preferences.
+  - If no user preferences are known, use general desirability factors.
+  - In the explanation field, use double asterisks (**) to highlight words or phrases that directly match user criteria.
+- Look through all user preferences across interactions.
+
+## Example Inputs and Outputs:
+
+1. General Question:
+Input: "What factors should I consider when buying a vacation home?"
+
+Output:
+{
+  "type": "answer",
+  "content": "When buying a vacation home, consider: 1) Location (proximity to attractions and ease of access), 2) Rental potential if you plan to rent it out, 3) Maintenance costs and property management, 4) Local market conditions and potential for appreciation, 5) Climate and weather patterns, 6) Amenities and nearby services, 7) Security, especially if the home will be vacant for long periods, 8) Insurance costs, which may be higher for second homes, 9) Tax implications, and 10) Your long-term goals for the property."
+}
+
+2. Criteria Update:
+Input: "I'm interested in properties with a modern kitchen and energy-efficient features."
+
+Output:
+{
+  "type": "scoring",
+  "updatedCriteria": "Preference for modern kitchens and energy-efficient features",
+  "properties": [
+    {
+      "address": "123 Main St, Anytown, USA",
+      "score": 85,
+      "explanation": "This property has a recently updated kitchen, which likely includes **modern** features. While **energy efficiency** isn't explicitly mentioned, the recent updates suggest some improvements in this area."
+    },
+    {
+      "address": "456 Elm St, Somewhere, USA",
+      "score": 70,
+      "explanation": "The description mentions *modern* appliances, which may include an **updated kitchen**, but doesn't specifically highlight **energy efficiency** features."
+    }
+  ]
+}
+
+3. Property List:
+Input: 
+[
+  {
+    "address": "789 Oak Rd, Newtown, USA",
+    "description": "Eco-friendly home with solar panels and energy-efficient appliances. Gourmet kitchen with state-of-the-art equipment. Smart home features throughout."
+  },
+  {
+    "address": "101 Pine Ave, Greenville, USA",
+    "description": "Charming cottage with original features. Cozy kitchen with vintage appeal. Beautiful garden with mature trees."
+  }
+]
+
+Output:
+{
+  "type": "scoring",
+  "properties": [
+    {
+      "address": "789 Oak Rd, Newtown, USA",
+      "score": 95,
+      "explanation": "This property strongly matches the criteria with its **energy-efficient** features and **modern**, **gourmet kitchen**. The **state-of-the-art equipment** and smart home features are an added bonus."
+    },
+    {
+      "address": "101 Pine Ave, Greenville, USA",
+      "score": 60,
+      "explanation": "While charming, this property doesn't align well with the preferences for **modern kitchens** and **energy efficiency**. The vintage kitchen and lack of mentioned energy features lower its score."
+    }
+  ]
+}
+
+Remember, your goal is to provide helpful information or accurate property scoring based on the input received and all known information, always in a valid JSON format. Track and apply all user preferences across the interactions, and highlight matching criteria in explanations using double asterisks.
+"""
+
+
+def format_house_markdown(house):
+    return f"""
+Price: {"${:,.0f}".format(house["listingPrice"])}
+
+Size: {house["squareFootage"]} sqft
+
+Bedrooms: {house["bedrooms"]}
+
+Bathrooms: {house["bathrooms"]}
+
+Score: {house["score"]}
+
+Explanation: {house["explanation"]}
+
+Description: {house["publicDescription"]}
+"""
+
+
+def get_search_results(beds, baths, min_size, max_size, min_price, max_price):
+    if USE_OPENSEARCH:
+        conditions = [
+            {"range": {"listingPrice": {"gte": min_price, "lte": max_price}}},
+            {"range": {"squareFootage": {"gte": min_size, "lte": max_size}}},
+        ]
+        if beds:
+            conditions.append({"terms": {"bedrooms": beds}})
+        if baths:
+            conditions.append({"terms": {"bathrooms": baths}})
+
+        result = os_client.search(
+            index="sunnyvale_props",
+            body={"query": {"bool": {"must": conditions}}},
+        )
+        houses = [hit["_source"] for hit in result["hits"]["hits"]]
+        return houses
+    else:
+        with open("sunnyvale.json", "r") as f:
+            data = json.load(f)
+
+            def condition(house):
+                if beds:
+                    if house["bedrooms"] != beds:
+                        return False
+                if baths:
+                    if house["bathrooms"] != baths:
+                        return False
+                if (
+                    house["listingPrice"] < min_price
+                    or house["listingPrice"] > max_price
+                ):
+                    return False
+                if (
+                    house["squareFootage"] < min_size
+                    or house["squareFootage"] > max_size
+                ):
+                    return False
+                return True
+
+            data = list(filter(condition, data))
+            return data
+
+
+@debounce(1)
+def update_filters(
+    beds,
+    baths,
+    min_size,
+    max_size,
+    min_price,
+    max_price,
+    history,
+):
+    houses = get_search_results(
+        beds=beds,
+        baths=baths,
+        min_size=min_size,
+        max_size=max_size,
+        min_price=min_price,
+        max_price=max_price,
+    )
+    print(f"collected houses {houses}")
+
+    global current_properties
+    current_properties = dict([(house["address"], house) for house in houses])
+    print(f"updating current properties to {current_properties} due to filters change")
+
+    model_input = json.dumps(
+        [
+            {"address": house["address"], "description": house["publicDescription"]}
+            for house in houses
+        ]
+    )
+
+    output = get_model_output(
+        model_input,
+    )
+    print("updating properties details due to filter change")
+    update_property_details(output)
+    output_text = get_response_to_user(output)
+    history.append(("Updated filters, recalculating recommendations...", output_text))
+    return history, str(time.time())
+
+
+def update_property_details(output_str):
+    global current_properties
+
+    output = json.loads(output_str)
+    for property in output["properties"]:
+        address = property["address"]
+        current_properties[address]["score"] = property["score"]
+        current_properties[address]["explanation"] = property["explanation"]
+
+
+test = """
+[{
+      "address": "1394 Lillian Avenue, Sunnyvale, California 94087",
+      "description": "A must-see!! This Mediterranean-style home, masterfully built in 2019, offers a lifestyle centered around well-being and elegance. The Grand Room boasts high ceilings with wood beams, natural stone finishes, and extra-large windows that flood the space with natural light. This room seamlessly transitions to an expansive covered deck, adorned with a beautiful wood pergola and a cozy fire pit, perfect for enjoying California living at its finest."
+    },
+    {
+      "address": "1487 Revelstoke Way, Sunnyvale, California 94087",
+      "description": "Sunnyvale's Prime, Commuters Dream location in a QUIET neighborhood! Upgraded single story home w/10,000+ sq.ft. large lot w/ lots of potential to expand the house or make an ADU. Great CU schools-Nimitz Elem./ Cupertino Middle/ HOMESTEAD High. Upgraded kitchen w/refinished cabinets, granite counters, SS appliances & breakfast nook. Formal dining area or use as separate family room."
+    }]
+"""
+
+
+def get_model_output(user_message):
+    """
+    Takes in message (could come from user, or ES search result), outputs LLM response
+    """
+    print(f"taking in message {user_message}")
+    messages = (
+        [
+            {
+                "role": "system",
+                "content": scoring_prompt,
+            },
+        ]
+        + chat_history
+        + [
+            {
+                "role": "user",
+                "content": user_message,
+            }
+        ]
+    )
+    print(f"sending {messages=}")
+    chat_completion = client.chat.completions.create(
+        messages=messages,
+        model=MODEL,
+    )
+    content = chat_completion.choices[0].message.content
+    print(f"model output: {content}")
+    chat_history.append(
+        {
+            "role": "user",
+            "content": user_message,
+        }
+    )
+    chat_history.append({"role": "assistant", "content": content})
+    return content
+
+
+def get_response_to_user(message_str):
+    """
+    Parse model's message in JSON and return text to user
+    """
+    message = json.loads(message_str)
+    if message["type"] == "scoring":
+        if not message["properties"]:
+            return "Thank for providing your criteria, please update filters to see recommendations"
+
+        recommended_property = sorted(
+            message["properties"], key=lambda item: item["score"], reverse=True
+        )[0]
+        return f"""
+Based on the criteria, I recommended {recommended_property["address"]}. {recommended_property["explanation"]}
+"""
+    else:
+        return message["content"]
+
+
+def process_user_input(message, history):
+    output_str = get_model_output(message)
+    output = json.loads(output_str)
+    if output["type"] == "scoring":
+        print("updating properties details due to filter change")
+        update_property_details(output_str)
+
+    response_text = get_response_to_user(output_str)
+    history.append((message, response_text))
+    return "", history, str(time.time())
+
+
+# Create Gradio Interface
+with gr.Blocks() as demo:
+    label_trigger = gr.Label("", visible=False)
+    # Top Section with a Textbox and a Slider
+    with gr.Column():
+        beds = gr.CheckboxGroup([1, 2, 3, 4, 5], label="Beds")
+        baths = gr.CheckboxGroup([1, 2, 3, 4, 5], label="Baths")
+        min_size_slider = gr.Slider(
+            label="Minimal Size Sqft",
+            value=0,
+            minimum=0,
+            maximum=5000,
+            step=100,
+        )
+        max_size_slider = gr.Slider(
+            label="Maximal Size Sqft",
+            value=10000,
+            minimum=0,
+            maximum=5000,
+            step=100,
+        )
+        min_price_slider = gr.Slider(
+            label="Minimal Price $",
+            value=0,
+            minimum=0,
+            maximum=10000000,
+            step=10000,
+        )
+        max_price_slider = gr.Slider(
+            label="Maximal Price $",
+            value=10000000,
+            minimum=0,
+            maximum=10000000,
+            step=10000,
+        )
+        all_filters = [
+            beds,
+            baths,
+            min_size_slider,
+            max_size_slider,
+            min_price_slider,
+            max_price_slider,
+        ]
+
+    # Bottom Section with ChatInterface and Canvas
+    with gr.Row():
+        with gr.Column():
+            chat_interface = gr.Chatbot(label="Chat Interface", elem_id="chat")
+            msg = gr.Textbox()
+
+        @gr.render(triggers=[label_trigger.change])
+        def show_accordions():
+            if not current_properties:
+                return
+            sorted_properties = sorted(
+                list(current_properties.values()),
+                key=lambda item: item["score"],
+                reverse=True,
+            )
+            highest_score = sorted_properties[0]["score"]
+            print(f"formatting current properties {sorted_properties=}")
+            with gr.Column():
+                for property in sorted_properties:
+                    with gr.Accordion(
+                        f'{property["address"]} {"${:,.0f}".format(property["listingPrice"])} {property["squareFootage"]} sqft {property["bedrooms"]}bed{property["bedrooms"]}bath',
+                        open=True if property["score"] == highest_score else False,
+                    ):
+                        gr.Markdown(value=format_house_markdown(property))
+
+    msg.submit(
+        process_user_input, [msg, chat_interface], [msg, chat_interface, label_trigger]
+    )
+
+    for item in all_filters:
+        if isinstance(item, gr.Slider):
+            item.release(
+                update_filters,
+                all_filters + [chat_interface],
+                [chat_interface, label_trigger],
+            )
+        else:
+            item.change(
+                update_filters,
+                all_filters + [chat_interface],
+                [chat_interface, label_trigger],
+            )
+
+
+# Launch the Gradio Interface
+demo.launch()

requirements.txt

@@ -1,4 +1,5 @@
 sentence-transformers==3.0.1
 tiktoken==0.7.0
 openai==1.40.1
-gradio==4.41.0
+gradio==4.41.0
+opensearch-py==2.6.0

sunnyvale.json

@@ -0,0 +1,722 @@
+[
+    {
+      "address": "1394 Lillian Avenue, Sunnyvale, California 94087",
+      "listingPrice": 3998000,
+      "salePrice": 4300000,
+      "status": "Sold",
+      "bedrooms": 5,
+      "bathrooms": 4,
+      "squareFootage": 3123,
+      "lotSize": 9148,
+      "yearBuilt": 2019,
+      "daysOnMarket": 16,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "A must-see!! This Mediterranean-style home, masterfully built in 2019, offers a lifestyle centered around well-being and elegance. The Grand Room boasts high ceilings with wood beams, natural stone finishes, and extra-large windows that flood the space with natural light. This room seamlessly transitions to an expansive covered deck, adorned with a beautiful wood pergola and a cozy fire pit, perfect for enjoying California living at its finest.",
+      "features": {
+        "Style": "Mediterranean",
+        "Interior": "High Ceiling, Wood Beams, Natural Stone Finishes",
+        "Kitchen": "Countertop - Granite, Island, Stainless Steel Appliances",
+        "Bathroom": "Tub w/Jets",
+        "Bedroom": "Primary Suite/Retreat",
+        "Flooring": "Hardwood, Stone, Tile, Travertine",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Back Yard, Balcony/Patio, Deck, Fire Pit, Sprinkler(s) - Lawn",
+        "Fireplace": "#1 / Living Room, Wood Burning",
+        "Garage": "2 Car Attached",
+        "Foundation": "Crawl Space",
+        "Roof": "Concrete, Tile",
+        "Fence": "Fenced",
+        "Energy Saving": "Double Pane Windows",
+        "Family Room": "Separate Family Room",
+        "Dining Room": "Dining Area in Living Room",
+        "Laundry": "In Utility Room",
+        "Pool / Spa": "None",
+        "View": "None specified",
+        "Lot Description": "Grade - Level",
+        "Prop Faces": "West",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+    {
+      "address": "1487 Revelstoke Way, Sunnyvale, California 94087",
+      "listingPrice": 3197888,
+      "salePrice": 3450000,
+      "status": "Sold",
+      "bedrooms": 4,
+      "bathrooms": 2,
+      "squareFootage": 1841,
+      "lotSize": 10112,
+      "yearBuilt": 1959,
+      "daysOnMarket": 5,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "Sunnyvale's Prime, Commuters Dream location in a QUIET neighborhood! Upgraded single story home w/10,000+ sq.ft. large lot w/ lots of potential to expand the house or make an ADU. Great CU schools-Nimitz Elem./ Cupertino Middle/ HOMESTEAD High. Upgraded kitchen w/refinished cabinets, granite counters, SS appliances & breakfast nook. Formal dining area or use as separate family room.",
+      "features": {
+        "Style": "Ranch",
+        "Interior": "Remodeled",
+        "Kitchen": "Countertop - Granite, Stainless Steel Appliances, Breakfast Nook",
+        "Bathroom": "Updated Bath, Shower over Tub - 1, Skylight",
+        "Bedroom": "Primary Bedroom on Ground Floor",
+        "Flooring": "Hardwood",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air",
+        "Exterior Amenities": "Back Yard, Sprinkler(s) - Auto, Sprinkler(s) - Lawn, Storage",
+        "Fireplace": "#2 / Gas Burning, Family Room",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter and Slab",
+        "Roof": "Composition",
+        "Fence": "Fenced Back, Wood",
+        "Energy Saving": "Double Pane Windows, Solar Power",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Formal Room, Breakfast Nook, Skylight",
+        "Laundry": "In Garage",
+        "Pool / Spa": "None",
+        "View": "Neighborhood",
+        "Lot Description": "Grade - Level, Regular",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage, Electric Car Hookup, Gate/Door Opener"
+      }
+    },
+    {
+      "address": "148 Connemara Way, Sunnyvale, California 94087",
+      "listingPrice": 3298000,
+      "salePrice": null,
+      "status": "Active",
+      "bedrooms": 4,
+      "bathrooms": 3,
+      "squareFootage": 2237,
+      "lotSize": 6300,
+      "yearBuilt": 1965,
+      "daysOnMarket": 5,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "From the designer finishes, to the open-concept floor plan, to the entertainers yard, this spacious single-level home is brimming with sophistication and luxury. The front-facing dining room is fit to host fabulous dinner parties with access to the incredible chef's kitchen and great room. Enjoy stunning quartzite countertops, an oversized center island with seating, and stainless steel appliances in the kitchen, and look out on the family room with two-story ceilings, dramatic teardrop chandeliers, and accordion doors to the yard.",
+      "features": {
+        "Style": "Contemporary",
+        "Interior": "Open Floor Plan, High Ceiling",
+        "Kitchen": "Countertop - Quartz, Island, Stainless Steel Appliances, Wine Refrigerator",
+        "Bathroom": "Double Sinks, Primary - Stall Shower(s), Shower and Tub",
+        "Bedroom": "Primary Suite/Retreat, Walk-in Closet",
+        "Flooring": "Tile, Wood",
+        "Cooling": "Central AC, Multi-Zone",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Back Yard, Balcony/Patio, Fire Pit, Fenced",
+        "Fireplace": "None specified",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter and Slab",
+        "Roof": "Metal, Tile",
+        "Fence": "Fenced",
+        "Energy Saving": "Double Pane Windows, Energy Star Appliances, Energy Star Lighting",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Breakfast Bar, Formal Room",
+        "Laundry": "Inside",
+        "Pool / Spa": "None",
+        "View": "None specified",
+        "Lot Description": "Regular",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+    {
+      "address": "1499 Valcartier Street, Sunnyvale, California 94087",
+      "listingPrice": 3120000,
+      "salePrice": null,
+      "status": "Pending",
+      "bedrooms": 5,
+      "bathrooms": 3,
+      "squareFootage": 2237,
+      "lotSize": 8960,
+      "yearBuilt": 1965,
+      "daysOnMarket": 8,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "New Listing!! Homes rarely come up in this established, quiet neighborhood. Welcome home to Sunnyvale, living at its finest. This home is located in the award-winning Cupertino School District/Homestead High School and is near major tech companies like Google, Apple, and LinkedIn, as well as shopping, parks, and friendly dog parks. It is a wonderful area in the heart of Silicon Valley with tall, shaded trees and beautifully manicured homes on large lots.",
+      "features": {
+        "Style": "Contemporary",
+        "Interior": "Open Beam Ceiling",
+        "Kitchen": "Countertop - Granite, Dishwasher, Island, Refrigerator (s)",
+        "Bathroom": "Double Sinks, Full on Ground Floor, Granite, Primary - Stall Shower(s), Shower over Tub - 1, Skylight, Stone",
+        "Bedroom": "Ground Floor Bedroom",
+        "Flooring": "Hardwood, Other",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Barbecue Area, Courtyard, Drought Tolerant Plants, Fenced, Low Maintenance, Sprinkler(s) - Lawn, Storage",
+        "Fireplace": "#1 / Living Room",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter and Slab",
+        "Roof": "Composition",
+        "Fence": "Fenced Back, Fenced Front, Mixed Height/ Type, Wood",
+        "Energy Saving": "Ceiling Insulation, Double Pane Windows, Solar Power",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Breakfast Nook, Dining Bar, Formal Room, Skylight",
+        "Laundry": "In Utility Room",
+        "Pool / Spa": "None",
+        "View": "Neighborhood",
+        "Lot Description": "Grade - Level, Private/Secluded",
+        "Prop Faces": "Not specified",
+        "Stories": 2,
+        "Garage/Parking Features": "Attached Garage, Electric Car Hookup, Oversize Parking / RV"
+      }
+    },
+    {
+      "address": "1437 Hawk Court, Sunnyvale, California 94087",
+      "listingPrice": 3098000,
+      "salePrice": null,
+      "status": "Pending",
+      "bedrooms": 3,
+      "bathrooms": 2,
+      "squareFootage": 2262,
+      "lotSize": 7405,
+      "yearBuilt": 1985,
+      "daysOnMarket": 12,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "Welcome to 1437 Hawk Court, a beautifully maintained home in a quiet Sunnyvale cul-de-sac. This 3-bedroom, 2-bath residence offers 2,262 sq. ft. of inviting living space with vaulted ceilings and a serene backyard. The family room, kitchen, and breakfast nook seamlessly blend with hardwood floors throughout. The dining room, perfect for entertaining, adjoins the living room and features three skylights and a large window to bring in lots of natural light.",
+      "features": {
+        "Style": "Not specified",
+        "Interior": "Vaulted Ceiling, Wet Bar",
+        "Kitchen": "Cooktop - Gas, Countertop - Tile, Dishwasher, Exhaust Fan, Garbage Disposal, Island, Microwave, Oven - Built-In, Refrigerator (s), Trash Compactor",
+        "Bathroom": "Primary - Oversized Tub, Primary - Stall Shower(s), Tile, Tub",
+        "Bedroom": "More than one Bedroom on Ground Floor, Primary Bedroom on Ground Floor",
+        "Flooring": "Carpet, Wood",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air",
+        "Exterior Amenities": "Back Yard, Deck, Fenced, Sprinkler(s) - Lawn, Storage",
+        "Fireplace": "#2 / Gas Burning",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter",
+        "Roof": "Composition",
+        "Fence": "Wood",
+        "Energy Saving": "Ceiling Insulation, Double Pane Windows, Solar Power",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Breakfast Nook, Dining Bar, Formal Room, Skylight",
+        "Laundry": "Dryer, Inside, Washer",
+        "Pool / Spa": "None",
+        "View": "Not specified",
+        "Lot Description": "Not specified",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+    {
+      "address": "1566 Klamath Drive, Sunnyvale, California 94087",
+      "listingPrice": 3088800,
+      "salePrice": null,
+      "status": "Pending",
+      "bedrooms": 3,
+      "bathrooms": 2,
+      "squareFootage": 1512,
+      "lotSize": 8276,
+      "yearBuilt": 1959,
+      "daysOnMarket": 0,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "Not provided",
+      "features": {
+        "Style": "Ranch",
+        "Interior": "Not specified",
+        "Kitchen": "Built-in BBQ Grill, Countertop - Stone, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Oven - Built-In",
+        "Bathroom": "Double Sinks, Marble, Oversized Tub, Primary - Stall Shower(s), Showers over Tubs - 2+, Tile, Updated Bath",
+        "Bedroom": "Not specified",
+        "Flooring": "Tile, Vinyl/Linoleum, Wood",
+        "Cooling": "Ceiling Fan, Window/Wall Unit",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Not specified",
+        "Fireplace": "#1 / Insert, Living Room, Wood Burning",
+        "Garage": "2 Car Attached",
+        "Foundation": "Crawl Space",
+        "Roof": "Composition",
+        "Fence": "Not specified",
+        "Energy Saving": "Not specified",
+        "Family Room": "Separate Family Room",
+        "Dining Room": "Breakfast Room, Formal Room",
+        "Laundry": "In Garage",
+        "Pool / Spa": "No",
+        "View": "Neighborhood",
+        "Lot Description": "Not specified",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+      {
+        "address": "718 Saranac Drive, Sunnyvale, California 94087",
+        "listingPrice": 2388000,
+        "salePrice": 3050000,
+        "status": "Sold",
+        "bedrooms": 3,
+        "bathrooms": 2,
+        "squareFootage": 1772,
+        "lotSize": 7405,
+        "yearBuilt": 1963,
+        "daysOnMarket": 8,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Prime Sunnyvale location! Gorgeous one-story single-family house with 3 beds and 2 baths, located in a well-established neighborhood. Exceptional floor plan featuring a separate living room, family room, and dining area. Other features include wood floors, a remodeled bathroom, a skylight, and window treatment. The amazing backyard provides great spaces for outdoor enjoyment, with a lovely pool.",
+        "features": {
+          "Style": "Ranch",
+          "Interior": "Skylight",
+          "Kitchen": "Cooktop - Electric, Dishwasher, Exhaust Fan, Oven - Electric, Pantry, Refrigerator (s)",
+          "Bathroom": "Granite, Primary - Stall Shower(s), Shower and Tub, Tile",
+          "Bedroom": "Not specified",
+          "Flooring": "Carpet, Hardwood, Tile",
+          "Cooling": "None",
+          "Heating": "Central Forced Air - Gas",
+          "Exterior Amenities": "Back Yard, Fenced, Sprinkler(s) - Auto, Sprinkler(s) - Lawn",
+          "Fireplace": "#1 / Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Crawl Space",
+          "Roof": "Shingle",
+          "Fence": "Fenced Back",
+          "Energy Saving": "Double Pane Windows, Skylight(s), Thermostat Controller",
+          "Family Room": "Kitchen/Family Room Combo",
+          "Dining Room": "Breakfast Bar, Dining Area, Dining Area in Living Room, No Formal",
+          "Laundry": "Dryer, In Garage, Washer",
+          "Pool / Spa": "Pool - In Ground",
+          "View": "Neighborhood",
+          "Lot Description": "Grade - Gently Sloped",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener"
+        }
+      },
+      {
+        "address": "1037 Ranere Court, Sunnyvale, California 94087",
+        "listingPrice": 2998000,
+        "salePrice": null,
+        "status": "Pending",
+        "bedrooms": 4,
+        "bathrooms": 4,
+        "squareFootage": 2750,
+        "lotSize": 15682,
+        "yearBuilt": 1962,
+        "daysOnMarket": 7,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Nestled at the end on quiet tree-lined court gorgeous (2,750+/-sf) one level remodeled exec home has a bright open floor plan w/4 large beds, primary ste w/2 walk-in closets & 3.25 designer baths w/room to expand on huge resort-like 1/3 acre lot! Enjoy cooking in newer kitchen w/abundant cabinets, stainless appliances, granite, wine refrig, walk-in pantry & open dining area adj to the large family room w/views patios.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Walk-in Closet",
+          "Kitchen": "220 Volt Outlet, Cooktop - Electric, Countertop - Granite, Dishwasher, Exhaust Fan, Garbage Disposal, Microwave, Oven - Built-In, Oven - Double, Oven - Electric, Pantry, Refrigerator (s), Wine Refrigerator",
+          "Bathroom": "Double Sinks, Full on Ground Floor, Granite, Marble, Primary - Stall Shower(s), Shower and Tub, Stall Shower, Stone, Tile, Updated Bath",
+          "Bedroom": "More than one Primary Bedroom, Primary Bedroom on Ground Floor, Primary Suite/Retreat, Walk-in Closet",
+          "Flooring": "Hardwood, Tile, Vinyl/Linoleum",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air - Gas",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Deck, Drought Tolerant Plants, Fenced, Sprinkler(s) - Auto, Storage",
+          "Fireplace": "#2 / Family Room, Gas Burning, Living Room, Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter and Slab",
+          "Roof": "Shake",
+          "Fence": "Fenced Back, Gate/Door Opener",
+          "Energy Saving": "Double Pane Windows, Energy Star Appliances, Energy Star Lighting, Thermostat Controller",
+          "Family Room": "Kitchen/Family Room Combo",
+          "Dining Room": "Eat in Kitchen",
+          "Laundry": "Inside, Tub / Sink, Washer/Dryer",
+          "Pool / Spa": "None",
+          "View": "Hills",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener"
+        }
+      },
+      {
+        "address": "1259 Pyracantha Terrace, Sunnyvale, California 94087",
+        "listingPrice": 2750000,
+        "salePrice": 2950000,
+        "status": "Sold",
+        "bedrooms": 4,
+        "bathrooms": 3,
+        "squareFootage": 2393,
+        "lotSize": 4266,
+        "yearBuilt": 1998,
+        "daysOnMarket": 9,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Refined elegance and effortless livability blend seamlessly in this spacious Sunnyvale home, nestled in a charming enclave on a tranquil cul-de-sac. Step inside to experience nearly 2,400 sf of updated living space bathed in a bright, airy ambiance. The thoughtfully designed floorplan boasts a living and dining room, granite kitchen with top-tier appliances, and family room with fireplace, with 4 bedrooms that include a spa-like primary suite and one currently configured for office use.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Bay Window, High Ceiling, Skylight, Vaulted Ceiling, Walk-in Closet",
+          "Kitchen": "Cooktop - Gas, Countertop - Granite, Dishwasher, Exhaust Fan, Ice Maker, Microwave, Oven - Electric, Oven - Self Cleaning, Refrigerator (s)",
+          "Bathroom": "Double Sinks, Full on Ground Floor, Granite, Primary - Stall Shower(s), Showers over Tubs - 2+, Skylight, Tile, Tub in Primary Bedroom",
+          "Bedroom": "Walk-in Closet",
+          "Flooring": "Carpet, Hardwood, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air, Fireplace",
+          "Exterior Amenities": "Back Yard, Sprinkler(s) - Auto",
+          "Fireplace": "#2 / Family Room, Gas Burning, Other Location",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Tile",
+          "Fence": "Fenced",
+          "Energy Saving": "Double Pane Windows, Skylight(s)",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Dining Area in Living Room",
+          "Laundry": "Dryer, Electricity Hookup (110V), Electricity Hookup (220V), Gas Hookup, In Utility Room, Inside, Tub / Sink, Washer",
+          "Pool / Spa": "None",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 2,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "580 Cascade Drive, Sunnyvale, California 94087",
+        "listingPrice": 2500000,
+        "salePrice": null,
+        "status": "Pending",
+        "bedrooms": 3,
+        "bathrooms": 2,
+        "squareFootage": 1392,
+        "lotSize": 9148,
+        "yearBuilt": 1959,
+        "daysOnMarket": 24,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Best location in the area. A corner lot that is accessible on two sides, where you may be able to add an ADU with a private access or expand the house on this big lot. The site sits approximately 4 ft above the street level at the corner. Close proximity to major employment centers in the Silicon Valley. Excellent school district with easy access to many nearby schools.",
+        "features": {
+          "Style": "Ranch",
+          "Interior": "Not specified",
+          "Kitchen": "Not specified",
+          "Bathroom": "Primary - Stall Shower(s)",
+          "Bedroom": "Not specified",
+          "Flooring": "Hardwood",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Not specified",
+          "Fireplace": "Living Room",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Composition",
+          "Fence": "Wood",
+          "Energy Saving": "Solar Power - On Grid",
+          "Family Room": "No Family Room",
+          "Dining Room": "Formal Room",
+          "Laundry": "Not specified",
+          "Pool / Spa": "No",
+          "View": "Other",
+          "Lot Description": "Grade - Level",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "1450 Bittern Drive, Sunnyvale, California 94087",
+        "listingPrice": 2498000,
+        "salePrice": null,
+        "status": "Pending",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1540,
+        "lotSize": 6098,
+        "yearBuilt": 1962,
+        "daysOnMarket": 7,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Remodeled and move-in ready, this ranch home is located in the heart of Sunnyvale and offers 4 bedrooms and 2 remodeled bathrooms in 1,540 sq. ft. situated on a spacious lot of over 6,000 sq. ft. Enjoy relaxing in one of the bright and spacious rooms, such as the living room which opens to the expansive, completely renovated kitchen with new cabinets, quartz counters and backsplash, stainless steel appliances, recessed lighting, tile floors, and large peninsula with breakfast bar lit by designer pendant lighting.",
+        "features": {
+          "Style": "Ranch",
+          "Interior": "Not specified",
+          "Kitchen": "Countertop - Quartz, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Oven Range - Electric, Refrigerator (s)",
+          "Bathroom": "Double Sinks, Primary - Stall Shower(s), Shower over Tub - 1, Tile, Updated Bath",
+          "Bedroom": "Primary Suite/Retreat",
+          "Flooring": "Hardwood, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air - Gas, Fireplace",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Fenced, Sprinkler(s) - Auto, Sprinkler(s) - Lawn",
+          "Fireplace": "#1 / Living Room, Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter and Slab",
+          "Roof": "Composition",
+          "Fence": "Fenced, Fenced Back, Wood",
+          "Energy Saving": "Double Pane Windows, Energy Star Appliances, Thermostat Controller",
+          "Family Room": "No Family Room",
+          "Dining Room": "Breakfast Bar, Eat in Kitchen",
+          "Laundry": "Dryer, In Garage, Tub / Sink, Washer",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Regular",
+          "Prop Faces": "West",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener, Off-Street Parking, Uncovered Parking"
+        }
+      },
+      {
+        "address": "730 Carlisle Way, Sunnyvale, California 94087",
+        "listingPrice": 2488000,
+        "salePrice": null,
+        "status": "Active",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1659,
+        "lotSize": 6176,
+        "yearBuilt": 1962,
+        "daysOnMarket": 5,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Ideal floor plan with gorgeous kitchen just 1.3 miles to Apple Spaceship Campus! Inviting front yard with verdant lawn & tucked-away front courtyard with seating. Inside, a cozy living room features wall-to-wall windows that overlook the backyard. Updated kitchen has quartz counters, fresh cabinets, new stainless steel appliances, & passthrough to dining area for added convenience.",
+        "features": {
+          "Style": "Contemporary",
+          "Interior": "Bay Window",
+          "Kitchen": "Cooktop - Gas, Countertop - Quartz, Dishwasher, Exhaust Fan, Garbage Disposal, Oven - Electric",
+          "Bathroom": "Double Sinks, Shower over Tub - 1, Stall Shower",
+          "Bedroom": "More than one Bedroom on Ground Floor, Primary Bedroom on Ground Floor",
+          "Flooring": "Hardwood, Other",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Sprinkler(s) - Auto, Sprinkler(s) - Lawn",
+          "Fireplace": "#1 / Living Room, Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Crawl Space",
+          "Roof": "Composition",
+          "Fence": "Fenced Back",
+          "Energy Saving": "Double Pane Windows",
+          "Family Room": "No Family Room",
+          "Dining Room": "Breakfast Bar, Dining Area, Eat in Kitchen",
+          "Laundry": "In Garage, Washer/Dryer",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Grade - Level, Regular",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener"
+        }
+      },
+      {
+        "address": "868 Flin Way, Sunnyvale, California 94087",
+        "listingPrice": 2300000,
+        "salePrice": null,
+        "status": "Pending",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1606,
+        "lotSize": 5663,
+        "yearBuilt": 1961,
+        "daysOnMarket": 6,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Wonderful home, on a quiet street, in an incredible neighborhood near Ortega Park. Paver stone driveway. As you enter the home, you are greeted by the recently refinished original hardwood floors. Fresh interior paint throughout the home. 4 beds/ 2 baths with approx. 1,606 sf. Kitchen with granite countertops, opens to step down family room with fireplace. Double pane windows and sliding door. Drought tolerant front yard with artificial turf. Backyard with covered patio and gazebo, perfect for entertaining.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Not specified",
+          "Kitchen": "Refrigerator (s)",
+          "Bathroom": "Not specified",
+          "Bedroom": "More than one Bedroom on Ground Floor, Primary Bedroom on Ground Floor",
+          "Flooring": "Hardwood",
+          "Cooling": "None",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard",
+          "Fireplace": "Family Room",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Composition",
+          "Fence": "Not specified",
+          "Energy Saving": "Not specified",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Eat in Kitchen",
+          "Laundry": "In Garage",
+          "Pool / Spa": "No",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, On Street"
+        }
+      },
+      {
+        "address": "619 W Remington Drive, Sunnyvale, California 94087",
+        "listingPrice": 2198998,
+        "salePrice": null,
+        "status": "Active",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1409,
+        "lotSize": 6970,
+        "yearBuilt": 1959,
+        "daysOnMarket": 4,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Exceptionally Stylish Eichler with Entertainment-Friendly Features and Fenced-In Backyard! Situated in an established area just moments from schools and shopping, this 4BR/2BA residence has the unique characteristics of a chic California Modern home. Capturing the mid-century aesthetic, the luminous interior satisfies with an open floorplan, gorgeous ceiling beams, stunning floors, vibrant kitchen, and a spacious family room with a fireplace.",
+        "features": {
+          "Style": "Eichler",
+          "Interior": "Open Beam Ceiling, Vaulted Ceiling, Skylight",
+          "Kitchen": "Countertop - Tile, Dishwasher, Oven - Built-In, Cooktop - Electric",
+          "Bathroom": "Shower and Tub, Skylight",
+          "Bedroom": "Not specified",
+          "Flooring": "Slate",
+          "Cooling": "Ceiling Fan, Window/Wall Unit",
+          "Heating": "Radiant Floors",
+          "Exterior Amenities": "Courtyard",
+          "Fireplace": "#1 / Living Room",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Tar and Gravel",
+          "Fence": "Not specified",
+          "Energy Saving": "Not specified",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Dining Area in Family Room",
+          "Laundry": "Washer/Dryer",
+          "Pool / Spa": "No",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "1483 Yukon Drive, Sunnyvale, California 94087",
+        "listingPrice": 2198000,
+        "salePrice": null,
+        "status": "Active",
+        "bedrooms": 2,
+        "bathrooms": 2,
+        "squareFootage": 1172,
+        "lotSize": 4200,
+        "yearBuilt": 1968,
+        "daysOnMarket": 18,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Step into this beautifully remodeled Bahl Patio Home, where indoor & outdoor living blend together. Featuring a seamless blend of comfort and style, this home has been thoughtfully updated with modern amenities throughout. The bonus room offers flexibility as a potential third bedroom, den, or office - whatever suits your needs! Key improvements include new luxury (LVP) flooring, an updated kitchen with brand-new stainless steel appliances, fresh interior and exterior paint, and new entry doors.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Garden Window, Open Beam Ceiling, Security Gate",
+          "Kitchen": "220 Volt Outlet, Cooktop - Electric, Countertop - Solid Surface/ Corian, Dishwasher, Hood Over Range, Hookups - Ice Maker, Oven - Self Cleaning, Oven Range - Built-In, Pantry, Refrigerator (s)",
+          "Bathroom": "Not specified",
+          "Bedroom": "Not specified",
+          "Flooring": "Not specified",
+          "Cooling": "Ceiling Fan",
+          "Heating": "Central Forced Air - Gas",
+          "Exterior Amenities": "Courtyard, Fenced",
+          "Fireplace": "Not specified",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Metal, Tar and Gravel, Tile",
+          "Fence": "Complete Perimeter",
+          "Energy Saving": "Not specified",
+          "Family Room": "No Family Room",
+          "Dining Room": "Dining Area, No Formal",
+          "Laundry": "In Garage, Washer/Dryer",
+          "Pool / Spa": "Pool - In Ground",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "535 Castlerock Court, Sunnyvale, California 94087",
+        "listingPrice": 2198000,
+        "salePrice": null,
+        "status": "Pending",
+        "bedrooms": 3,
+        "bathrooms": 2,
+        "squareFootage": 1540,
+        "lotSize": 4214,
+        "yearBuilt": 1969,
+        "daysOnMarket": 6,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Nestled at the end on quiet tree-lined court gorgeous (2,750+/-sf) one level remodeled exec home has a bright open floor plan w/4 large beds, primary ste w/2 walk-in closets & 3.25 designer baths w/room to expand on huge resort-like 1/3 acre lot! Enjoy cooking in newer kitchen w/abundant cabinets, stainless appliances, granite, wine refrig, walk-in pantry & open dining area adj to the large family room w/views patios.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "High Ceiling",
+          "Kitchen": "Dishwasher, Microwave, Oven Range, Refrigerator (s)",
+          "Bathroom": "Primary - Stall Shower(s), Shower over Tub - 1",
+          "Bedroom": "Primary Bedroom on Ground Floor",
+          "Flooring": "Carpet, Laminate, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard, Courtyard, Fenced",
+          "Fireplace": "Not specified",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Polyurethane",
+          "Fence": "Fenced",
+          "Energy Saving": "Not specified",
+          "Family Room": "No Family Room",
+          "Dining Room": "Eat in Kitchen",
+          "Laundry": "Washer/Dryer",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Grade - Level",
+          "Prop Faces": "Not specified",
+          "Stories": 2,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "1214 Hollenbeck Avenue, Sunnyvale, California 94087",
+        "listingPrice": 1988888,
+        "salePrice": null,
+        "status": "Pending",
+        "bedrooms": 3,
+        "bathrooms": 3,
+        "squareFootage": 1726,
+        "lotSize": 3486,
+        "yearBuilt": 2006,
+        "daysOnMarket": 24,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Discover sophisticated living with this custom home's meticulous details & quality craftsmanship! Undeniable curb appeal with gated front yard, attractive paver driveway, & fruit salad tree with three fruits grafted into one tree! Enter to a stunning two-story foyer with rows of windows admitting beautiful natural light that plays off the Brazilian cherry wood floors. Entertainers will love the wet bar smartly tucked under the stairs & the open concept kitchen with high-end stainless steel appliances & emerald granite counters.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "High Ceiling, Wet Bar",
+          "Kitchen": "Countertop - Granite, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Microwave, Oven Range - Built-In, Gas, Refrigerator (s)",
+          "Bathroom": "Shower over Tub - 1, Stall Shower, Tile, Tub in Primary Bedroom",
+          "Bedroom": "Not specified",
+          "Flooring": "Hardwood, Tile",
+          "Cooling": "Ceiling Fan, Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Deck, Sprinkler(s) - Auto",
+          "Fireplace": "#1 / Family Room, Gas Starter",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Slate, Tile",
+          "Fence": "Fenced Back, Fenced Front",
+          "Energy Saving": "Double Pane Windows, Tankless Water Heater",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Dining Area, Dining Area in Living Room, Eat in Kitchen",
+          "Laundry": "In Garage",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 2,
+          "Garage/Parking Features": "Attached Garage, On Street"
+        }
+      },
+      {
+        "address": "824 Kingfisher Terrace, Sunnyvale, California 94087",
+        "listingPrice": 1449888,
+        "salePrice": null,
+        "status": "Canceled",
+        "bedrooms": 3,
+        "bathrooms": 3,
+        "squareFootage": 1700,
+        "lotSize": 1500,
+        "yearBuilt": 1976,
+        "daysOnMarket": 50,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Not provided",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Vaulted Ceiling",
+          "Kitchen": "Cooktop - Gas, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Island, Oven Range, Pantry, Refrigerator (s)",
+          "Bathroom": "Showers over Tubs - 2+",
+          "Bedroom": "Primary Suite/Retreat",
+          "Flooring": "Laminate, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Not specified",
+          "Fireplace": "Not specified",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Tile",
+          "Fence": "Not specified",
+          "Energy Saving": "Not specified",
+          "Family Room": "No Family Room",
+          "Dining Room": "Breakfast Bar, Eat in Kitchen",
+          "Laundry": "Not specified",
+          "Pool / Spa": "Community Facility",
+          "View": "Neighborhood",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": "Not specified",
+          "Garage/Parking Features": "Attached Garage"
+        }
+      }
+    ]

sunnyvale_python.json

@@ -0,0 +1,722 @@
+[
+    {
+      "address": "1394 Lillian Avenue, Sunnyvale, California 94087",
+      "listingPrice": 3998000,
+      "salePrice": 4300000,
+      "status": "Sold",
+      "bedrooms": 5,
+      "bathrooms": 4,
+      "squareFootage": 3123,
+      "lotSize": 9148,
+      "yearBuilt": 2019,
+      "daysOnMarket": 16,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "A must-see!! This Mediterranean-style home, masterfully built in 2019, offers a lifestyle centered around well-being and elegance. The Grand Room boasts high ceilings with wood beams, natural stone finishes, and extra-large windows that flood the space with natural light. This room seamlessly transitions to an expansive covered deck, adorned with a beautiful wood pergola and a cozy fire pit, perfect for enjoying California living at its finest.",
+      "features": {
+        "Style": "Mediterranean",
+        "Interior": "High Ceiling, Wood Beams, Natural Stone Finishes",
+        "Kitchen": "Countertop - Granite, Island, Stainless Steel Appliances",
+        "Bathroom": "Tub w/Jets",
+        "Bedroom": "Primary Suite/Retreat",
+        "Flooring": "Hardwood, Stone, Tile, Travertine",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Back Yard, Balcony/Patio, Deck, Fire Pit, Sprinkler(s) - Lawn",
+        "Fireplace": "#1 / Living Room, Wood Burning",
+        "Garage": "2 Car Attached",
+        "Foundation": "Crawl Space",
+        "Roof": "Concrete, Tile",
+        "Fence": "Fenced",
+        "Energy Saving": "Double Pane Windows",
+        "Family Room": "Separate Family Room",
+        "Dining Room": "Dining Area in Living Room",
+        "Laundry": "In Utility Room",
+        "Pool / Spa": "None",
+        "View": "None specified",
+        "Lot Description": "Grade - Level",
+        "Prop Faces": "West",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+    {
+      "address": "1487 Revelstoke Way, Sunnyvale, California 94087",
+      "listingPrice": 3197888,
+      "salePrice": 3450000,
+      "status": "Sold",
+      "bedrooms": 4,
+      "bathrooms": 2,
+      "squareFootage": 1841,
+      "lotSize": 10112,
+      "yearBuilt": 1959,
+      "daysOnMarket": 5,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "Sunnyvale's Prime, Commuters Dream location in a QUIET neighborhood! Upgraded single story home w/10,000+ sq.ft. large lot w/ lots of potential to expand the house or make an ADU. Great CU schools-Nimitz Elem./ Cupertino Middle/ HOMESTEAD High. Upgraded kitchen w/refinished cabinets, granite counters, SS appliances & breakfast nook. Formal dining area or use as separate family room.",
+      "features": {
+        "Style": "Ranch",
+        "Interior": "Remodeled",
+        "Kitchen": "Countertop - Granite, Stainless Steel Appliances, Breakfast Nook",
+        "Bathroom": "Updated Bath, Shower over Tub - 1, Skylight",
+        "Bedroom": "Primary Bedroom on Ground Floor",
+        "Flooring": "Hardwood",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air",
+        "Exterior Amenities": "Back Yard, Sprinkler(s) - Auto, Sprinkler(s) - Lawn, Storage",
+        "Fireplace": "#2 / Gas Burning, Family Room",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter and Slab",
+        "Roof": "Composition",
+        "Fence": "Fenced Back, Wood",
+        "Energy Saving": "Double Pane Windows, Solar Power",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Formal Room, Breakfast Nook, Skylight",
+        "Laundry": "In Garage",
+        "Pool / Spa": "None",
+        "View": "Neighborhood",
+        "Lot Description": "Grade - Level, Regular",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage, Electric Car Hookup, Gate/Door Opener"
+      }
+    },
+    {
+      "address": "148 Connemara Way, Sunnyvale, California 94087",
+      "listingPrice": 3298000,
+      "salePrice": None,
+      "status": "Active",
+      "bedrooms": 4,
+      "bathrooms": 3,
+      "squareFootage": 2237,
+      "lotSize": 6300,
+      "yearBuilt": 1965,
+      "daysOnMarket": 5,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "From the designer finishes, to the open-concept floor plan, to the entertainers yard, this spacious single-level home is brimming with sophistication and luxury. The front-facing dining room is fit to host fabulous dinner parties with access to the incredible chef's kitchen and great room. Enjoy stunning quartzite countertops, an oversized center island with seating, and stainless steel appliances in the kitchen, and look out on the family room with two-story ceilings, dramatic teardrop chandeliers, and accordion doors to the yard.",
+      "features": {
+        "Style": "Contemporary",
+        "Interior": "Open Floor Plan, High Ceiling",
+        "Kitchen": "Countertop - Quartz, Island, Stainless Steel Appliances, Wine Refrigerator",
+        "Bathroom": "Double Sinks, Primary - Stall Shower(s), Shower and Tub",
+        "Bedroom": "Primary Suite/Retreat, Walk-in Closet",
+        "Flooring": "Tile, Wood",
+        "Cooling": "Central AC, Multi-Zone",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Back Yard, Balcony/Patio, Fire Pit, Fenced",
+        "Fireplace": "None specified",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter and Slab",
+        "Roof": "Metal, Tile",
+        "Fence": "Fenced",
+        "Energy Saving": "Double Pane Windows, Energy Star Appliances, Energy Star Lighting",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Breakfast Bar, Formal Room",
+        "Laundry": "Inside",
+        "Pool / Spa": "None",
+        "View": "None specified",
+        "Lot Description": "Regular",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+    {
+      "address": "1499 Valcartier Street, Sunnyvale, California 94087",
+      "listingPrice": 3120000,
+      "salePrice": None,
+      "status": "Pending",
+      "bedrooms": 5,
+      "bathrooms": 3,
+      "squareFootage": 2237,
+      "lotSize": 8960,
+      "yearBuilt": 1965,
+      "daysOnMarket": 8,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "New Listing!! Homes rarely come up in this established, quiet neighborhood. Welcome home to Sunnyvale, living at its finest. This home is located in the award-winning Cupertino School District/Homestead High School and is near major tech companies like Google, Apple, and LinkedIn, as well as shopping, parks, and friendly dog parks. It is a wonderful area in the heart of Silicon Valley with tall, shaded trees and beautifully manicured homes on large lots.",
+      "features": {
+        "Style": "Contemporary",
+        "Interior": "Open Beam Ceiling",
+        "Kitchen": "Countertop - Granite, Dishwasher, Island, Refrigerator (s)",
+        "Bathroom": "Double Sinks, Full on Ground Floor, Granite, Primary - Stall Shower(s), Shower over Tub - 1, Skylight, Stone",
+        "Bedroom": "Ground Floor Bedroom",
+        "Flooring": "Hardwood, Other",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Barbecue Area, Courtyard, Drought Tolerant Plants, Fenced, Low Maintenance, Sprinkler(s) - Lawn, Storage",
+        "Fireplace": "#1 / Living Room",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter and Slab",
+        "Roof": "Composition",
+        "Fence": "Fenced Back, Fenced Front, Mixed Height/ Type, Wood",
+        "Energy Saving": "Ceiling Insulation, Double Pane Windows, Solar Power",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Breakfast Nook, Dining Bar, Formal Room, Skylight",
+        "Laundry": "In Utility Room",
+        "Pool / Spa": "None",
+        "View": "Neighborhood",
+        "Lot Description": "Grade - Level, Private/Secluded",
+        "Prop Faces": "Not specified",
+        "Stories": 2,
+        "Garage/Parking Features": "Attached Garage, Electric Car Hookup, Oversize Parking / RV"
+      }
+    },
+    {
+      "address": "1437 Hawk Court, Sunnyvale, California 94087",
+      "listingPrice": 3098000,
+      "salePrice": None,
+      "status": "Pending",
+      "bedrooms": 3,
+      "bathrooms": 2,
+      "squareFootage": 2262,
+      "lotSize": 7405,
+      "yearBuilt": 1985,
+      "daysOnMarket": 12,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "Welcome to 1437 Hawk Court, a beautifully maintained home in a quiet Sunnyvale cul-de-sac. This 3-bedroom, 2-bath residence offers 2,262 sq. ft. of inviting living space with vaulted ceilings and a serene backyard. The family room, kitchen, and breakfast nook seamlessly blend with hardwood floors throughout. The dining room, perfect for entertaining, adjoins the living room and features three skylights and a large window to bring in lots of natural light.",
+      "features": {
+        "Style": "Not specified",
+        "Interior": "Vaulted Ceiling, Wet Bar",
+        "Kitchen": "Cooktop - Gas, Countertop - Tile, Dishwasher, Exhaust Fan, Garbage Disposal, Island, Microwave, Oven - Built-In, Refrigerator (s), Trash Compactor",
+        "Bathroom": "Primary - Oversized Tub, Primary - Stall Shower(s), Tile, Tub",
+        "Bedroom": "More than one Bedroom on Ground Floor, Primary Bedroom on Ground Floor",
+        "Flooring": "Carpet, Wood",
+        "Cooling": "Central AC",
+        "Heating": "Central Forced Air",
+        "Exterior Amenities": "Back Yard, Deck, Fenced, Sprinkler(s) - Lawn, Storage",
+        "Fireplace": "#2 / Gas Burning",
+        "Garage": "2 Car Attached",
+        "Foundation": "Concrete Perimeter",
+        "Roof": "Composition",
+        "Fence": "Wood",
+        "Energy Saving": "Ceiling Insulation, Double Pane Windows, Solar Power",
+        "Family Room": "Kitchen/Family Room Combo",
+        "Dining Room": "Breakfast Nook, Dining Bar, Formal Room, Skylight",
+        "Laundry": "Dryer, Inside, Washer",
+        "Pool / Spa": "None",
+        "View": "Not specified",
+        "Lot Description": "Not specified",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+    {
+      "address": "1566 Klamath Drive, Sunnyvale, California 94087",
+      "listingPrice": 3088800,
+      "salePrice": None,
+      "status": "Pending",
+      "bedrooms": 3,
+      "bathrooms": 2,
+      "squareFootage": 1512,
+      "lotSize": 8276,
+      "yearBuilt": 1959,
+      "daysOnMarket": 0,
+      "schoolDistrict": "Cupertino",
+      "publicDescription": "Not provided",
+      "features": {
+        "Style": "Ranch",
+        "Interior": "Not specified",
+        "Kitchen": "Built-in BBQ Grill, Countertop - Stone, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Oven - Built-In",
+        "Bathroom": "Double Sinks, Marble, Oversized Tub, Primary - Stall Shower(s), Showers over Tubs - 2+, Tile, Updated Bath",
+        "Bedroom": "Not specified",
+        "Flooring": "Tile, Vinyl/Linoleum, Wood",
+        "Cooling": "Ceiling Fan, Window/Wall Unit",
+        "Heating": "Central Forced Air - Gas",
+        "Exterior Amenities": "Not specified",
+        "Fireplace": "#1 / Insert, Living Room, Wood Burning",
+        "Garage": "2 Car Attached",
+        "Foundation": "Crawl Space",
+        "Roof": "Composition",
+        "Fence": "Not specified",
+        "Energy Saving": "Not specified",
+        "Family Room": "Separate Family Room",
+        "Dining Room": "Breakfast Room, Formal Room",
+        "Laundry": "In Garage",
+        "Pool / Spa": "No",
+        "View": "Neighborhood",
+        "Lot Description": "Not specified",
+        "Prop Faces": "Not specified",
+        "Stories": 1,
+        "Garage/Parking Features": "Attached Garage"
+      }
+    },
+      {
+        "address": "718 Saranac Drive, Sunnyvale, California 94087",
+        "listingPrice": 2388000,
+        "salePrice": 3050000,
+        "status": "Sold",
+        "bedrooms": 3,
+        "bathrooms": 2,
+        "squareFootage": 1772,
+        "lotSize": 7405,
+        "yearBuilt": 1963,
+        "daysOnMarket": 8,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Prime Sunnyvale location! Gorgeous one-story single-family house with 3 beds and 2 baths, located in a well-established neighborhood. Exceptional floor plan featuring a separate living room, family room, and dining area. Other features include wood floors, a remodeled bathroom, a skylight, and window treatment. The amazing backyard provides great spaces for outdoor enjoyment, with a lovely pool.",
+        "features": {
+          "Style": "Ranch",
+          "Interior": "Skylight",
+          "Kitchen": "Cooktop - Electric, Dishwasher, Exhaust Fan, Oven - Electric, Pantry, Refrigerator (s)",
+          "Bathroom": "Granite, Primary - Stall Shower(s), Shower and Tub, Tile",
+          "Bedroom": "Not specified",
+          "Flooring": "Carpet, Hardwood, Tile",
+          "Cooling": "None",
+          "Heating": "Central Forced Air - Gas",
+          "Exterior Amenities": "Back Yard, Fenced, Sprinkler(s) - Auto, Sprinkler(s) - Lawn",
+          "Fireplace": "#1 / Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Crawl Space",
+          "Roof": "Shingle",
+          "Fence": "Fenced Back",
+          "Energy Saving": "Double Pane Windows, Skylight(s), Thermostat Controller",
+          "Family Room": "Kitchen/Family Room Combo",
+          "Dining Room": "Breakfast Bar, Dining Area, Dining Area in Living Room, No Formal",
+          "Laundry": "Dryer, In Garage, Washer",
+          "Pool / Spa": "Pool - In Ground",
+          "View": "Neighborhood",
+          "Lot Description": "Grade - Gently Sloped",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener"
+        }
+      },
+      {
+        "address": "1037 Ranere Court, Sunnyvale, California 94087",
+        "listingPrice": 2998000,
+        "salePrice": None,
+        "status": "Pending",
+        "bedrooms": 4,
+        "bathrooms": 4,
+        "squareFootage": 2750,
+        "lotSize": 15682,
+        "yearBuilt": 1962,
+        "daysOnMarket": 7,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Nestled at the end on quiet tree-lined court gorgeous (2,750+/-sf) one level remodeled exec home has a bright open floor plan w/4 large beds, primary ste w/2 walk-in closets & 3.25 designer baths w/room to expand on huge resort-like 1/3 acre lot! Enjoy cooking in newer kitchen w/abundant cabinets, stainless appliances, granite, wine refrig, walk-in pantry & open dining area adj to the large family room w/views patios.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Walk-in Closet",
+          "Kitchen": "220 Volt Outlet, Cooktop - Electric, Countertop - Granite, Dishwasher, Exhaust Fan, Garbage Disposal, Microwave, Oven - Built-In, Oven - Double, Oven - Electric, Pantry, Refrigerator (s), Wine Refrigerator",
+          "Bathroom": "Double Sinks, Full on Ground Floor, Granite, Marble, Primary - Stall Shower(s), Shower and Tub, Stall Shower, Stone, Tile, Updated Bath",
+          "Bedroom": "More than one Primary Bedroom, Primary Bedroom on Ground Floor, Primary Suite/Retreat, Walk-in Closet",
+          "Flooring": "Hardwood, Tile, Vinyl/Linoleum",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air - Gas",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Deck, Drought Tolerant Plants, Fenced, Sprinkler(s) - Auto, Storage",
+          "Fireplace": "#2 / Family Room, Gas Burning, Living Room, Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter and Slab",
+          "Roof": "Shake",
+          "Fence": "Fenced Back, Gate/Door Opener",
+          "Energy Saving": "Double Pane Windows, Energy Star Appliances, Energy Star Lighting, Thermostat Controller",
+          "Family Room": "Kitchen/Family Room Combo",
+          "Dining Room": "Eat in Kitchen",
+          "Laundry": "Inside, Tub / Sink, Washer/Dryer",
+          "Pool / Spa": "None",
+          "View": "Hills",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener"
+        }
+      },
+      {
+        "address": "1259 Pyracantha Terrace, Sunnyvale, California 94087",
+        "listingPrice": 2750000,
+        "salePrice": 2950000,
+        "status": "Sold",
+        "bedrooms": 4,
+        "bathrooms": 3,
+        "squareFootage": 2393,
+        "lotSize": 4266,
+        "yearBuilt": 1998,
+        "daysOnMarket": 9,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Refined elegance and effortless livability blend seamlessly in this spacious Sunnyvale home, nestled in a charming enclave on a tranquil cul-de-sac. Step inside to experience nearly 2,400 sf of updated living space bathed in a bright, airy ambiance. The thoughtfully designed floorplan boasts a living and dining room, granite kitchen with top-tier appliances, and family room with fireplace, with 4 bedrooms that include a spa-like primary suite and one currently configured for office use.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Bay Window, High Ceiling, Skylight, Vaulted Ceiling, Walk-in Closet",
+          "Kitchen": "Cooktop - Gas, Countertop - Granite, Dishwasher, Exhaust Fan, Ice Maker, Microwave, Oven - Electric, Oven - Self Cleaning, Refrigerator (s)",
+          "Bathroom": "Double Sinks, Full on Ground Floor, Granite, Primary - Stall Shower(s), Showers over Tubs - 2+, Skylight, Tile, Tub in Primary Bedroom",
+          "Bedroom": "Walk-in Closet",
+          "Flooring": "Carpet, Hardwood, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air, Fireplace",
+          "Exterior Amenities": "Back Yard, Sprinkler(s) - Auto",
+          "Fireplace": "#2 / Family Room, Gas Burning, Other Location",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Tile",
+          "Fence": "Fenced",
+          "Energy Saving": "Double Pane Windows, Skylight(s)",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Dining Area in Living Room",
+          "Laundry": "Dryer, Electricity Hookup (110V), Electricity Hookup (220V), Gas Hookup, In Utility Room, Inside, Tub / Sink, Washer",
+          "Pool / Spa": "None",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 2,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "580 Cascade Drive, Sunnyvale, California 94087",
+        "listingPrice": 2500000,
+        "salePrice": None,
+        "status": "Pending",
+        "bedrooms": 3,
+        "bathrooms": 2,
+        "squareFootage": 1392,
+        "lotSize": 9148,
+        "yearBuilt": 1959,
+        "daysOnMarket": 24,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Best location in the area. A corner lot that is accessible on two sides, where you may be able to add an ADU with a private access or expand the house on this big lot. The site sits approximately 4 ft above the street level at the corner. Close proximity to major employment centers in the Silicon Valley. Excellent school district with easy access to many nearby schools.",
+        "features": {
+          "Style": "Ranch",
+          "Interior": "Not specified",
+          "Kitchen": "Not specified",
+          "Bathroom": "Primary - Stall Shower(s)",
+          "Bedroom": "Not specified",
+          "Flooring": "Hardwood",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Not specified",
+          "Fireplace": "Living Room",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Composition",
+          "Fence": "Wood",
+          "Energy Saving": "Solar Power - On Grid",
+          "Family Room": "No Family Room",
+          "Dining Room": "Formal Room",
+          "Laundry": "Not specified",
+          "Pool / Spa": "No",
+          "View": "Other",
+          "Lot Description": "Grade - Level",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "1450 Bittern Drive, Sunnyvale, California 94087",
+        "listingPrice": 2498000,
+        "salePrice": None,
+        "status": "Pending",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1540,
+        "lotSize": 6098,
+        "yearBuilt": 1962,
+        "daysOnMarket": 7,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Remodeled and move-in ready, this ranch home is located in the heart of Sunnyvale and offers 4 bedrooms and 2 remodeled bathrooms in 1,540 sq. ft. situated on a spacious lot of over 6,000 sq. ft. Enjoy relaxing in one of the bright and spacious rooms, such as the living room which opens to the expansive, completely renovated kitchen with new cabinets, quartz counters and backsplash, stainless steel appliances, recessed lighting, tile floors, and large peninsula with breakfast bar lit by designer pendant lighting.",
+        "features": {
+          "Style": "Ranch",
+          "Interior": "Not specified",
+          "Kitchen": "Countertop - Quartz, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Oven Range - Electric, Refrigerator (s)",
+          "Bathroom": "Double Sinks, Primary - Stall Shower(s), Shower over Tub - 1, Tile, Updated Bath",
+          "Bedroom": "Primary Suite/Retreat",
+          "Flooring": "Hardwood, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air - Gas, Fireplace",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Fenced, Sprinkler(s) - Auto, Sprinkler(s) - Lawn",
+          "Fireplace": "#1 / Living Room, Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter and Slab",
+          "Roof": "Composition",
+          "Fence": "Fenced, Fenced Back, Wood",
+          "Energy Saving": "Double Pane Windows, Energy Star Appliances, Thermostat Controller",
+          "Family Room": "No Family Room",
+          "Dining Room": "Breakfast Bar, Eat in Kitchen",
+          "Laundry": "Dryer, In Garage, Tub / Sink, Washer",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Regular",
+          "Prop Faces": "West",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener, Off-Street Parking, Uncovered Parking"
+        }
+      },
+      {
+        "address": "730 Carlisle Way, Sunnyvale, California 94087",
+        "listingPrice": 2488000,
+        "salePrice": None,
+        "status": "Active",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1659,
+        "lotSize": 6176,
+        "yearBuilt": 1962,
+        "daysOnMarket": 5,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Ideal floor plan with gorgeous kitchen just 1.3 miles to Apple Spaceship Campus! Inviting front yard with verdant lawn & tucked-away front courtyard with seating. Inside, a cozy living room features wall-to-wall windows that overlook the backyard. Updated kitchen has quartz counters, fresh cabinets, new stainless steel appliances, & passthrough to dining area for added convenience.",
+        "features": {
+          "Style": "Contemporary",
+          "Interior": "Bay Window",
+          "Kitchen": "Cooktop - Gas, Countertop - Quartz, Dishwasher, Exhaust Fan, Garbage Disposal, Oven - Electric",
+          "Bathroom": "Double Sinks, Shower over Tub - 1, Stall Shower",
+          "Bedroom": "More than one Bedroom on Ground Floor, Primary Bedroom on Ground Floor",
+          "Flooring": "Hardwood, Other",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Sprinkler(s) - Auto, Sprinkler(s) - Lawn",
+          "Fireplace": "#1 / Living Room, Wood Burning",
+          "Garage": "2 Car Attached",
+          "Foundation": "Crawl Space",
+          "Roof": "Composition",
+          "Fence": "Fenced Back",
+          "Energy Saving": "Double Pane Windows",
+          "Family Room": "No Family Room",
+          "Dining Room": "Breakfast Bar, Dining Area, Eat in Kitchen",
+          "Laundry": "In Garage, Washer/Dryer",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Grade - Level, Regular",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, Gate/Door Opener"
+        }
+      },
+      {
+        "address": "868 Flin Way, Sunnyvale, California 94087",
+        "listingPrice": 2300000,
+        "salePrice": None,
+        "status": "Pending",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1606,
+        "lotSize": 5663,
+        "yearBuilt": 1961,
+        "daysOnMarket": 6,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Wonderful home, on a quiet street, in an incredible neighborhood near Ortega Park. Paver stone driveway. As you enter the home, you are greeted by the recently refinished original hardwood floors. Fresh interior paint throughout the home. 4 beds/ 2 baths with approx. 1,606 sf. Kitchen with granite countertops, opens to step down family room with fireplace. Double pane windows and sliding door. Drought tolerant front yard with artificial turf. Backyard with covered patio and gazebo, perfect for entertaining.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Not specified",
+          "Kitchen": "Refrigerator (s)",
+          "Bathroom": "Not specified",
+          "Bedroom": "More than one Bedroom on Ground Floor, Primary Bedroom on Ground Floor",
+          "Flooring": "Hardwood",
+          "Cooling": "None",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard",
+          "Fireplace": "Family Room",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Composition",
+          "Fence": "Not specified",
+          "Energy Saving": "Not specified",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Eat in Kitchen",
+          "Laundry": "In Garage",
+          "Pool / Spa": "No",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage, On Street"
+        }
+      },
+      {
+        "address": "619 W Remington Drive, Sunnyvale, California 94087",
+        "listingPrice": 2198998,
+        "salePrice": None,
+        "status": "Active",
+        "bedrooms": 4,
+        "bathrooms": 2,
+        "squareFootage": 1409,
+        "lotSize": 6970,
+        "yearBuilt": 1959,
+        "daysOnMarket": 4,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Exceptionally Stylish Eichler with Entertainment-Friendly Features and Fenced-In Backyard! Situated in an established area just moments from schools and shopping, this 4BR/2BA residence has the unique characteristics of a chic California Modern home. Capturing the mid-century aesthetic, the luminous interior satisfies with an open floorplan, gorgeous ceiling beams, stunning floors, vibrant kitchen, and a spacious family room with a fireplace.",
+        "features": {
+          "Style": "Eichler",
+          "Interior": "Open Beam Ceiling, Vaulted Ceiling, Skylight",
+          "Kitchen": "Countertop - Tile, Dishwasher, Oven - Built-In, Cooktop - Electric",
+          "Bathroom": "Shower and Tub, Skylight",
+          "Bedroom": "Not specified",
+          "Flooring": "Slate",
+          "Cooling": "Ceiling Fan, Window/Wall Unit",
+          "Heating": "Radiant Floors",
+          "Exterior Amenities": "Courtyard",
+          "Fireplace": "#1 / Living Room",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Tar and Gravel",
+          "Fence": "Not specified",
+          "Energy Saving": "Not specified",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Dining Area in Family Room",
+          "Laundry": "Washer/Dryer",
+          "Pool / Spa": "No",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "1483 Yukon Drive, Sunnyvale, California 94087",
+        "listingPrice": 2198000,
+        "salePrice": None,
+        "status": "Active",
+        "bedrooms": 2,
+        "bathrooms": 2,
+        "squareFootage": 1172,
+        "lotSize": 4200,
+        "yearBuilt": 1968,
+        "daysOnMarket": 18,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Step into this beautifully remodeled Bahl Patio Home, where indoor & outdoor living blend together. Featuring a seamless blend of comfort and style, this home has been thoughtfully updated with modern amenities throughout. The bonus room offers flexibility as a potential third bedroom, den, or office - whatever suits your needs! Key improvements include new luxury (LVP) flooring, an updated kitchen with brand-new stainless steel appliances, fresh interior and exterior paint, and new entry doors.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Garden Window, Open Beam Ceiling, Security Gate",
+          "Kitchen": "220 Volt Outlet, Cooktop - Electric, Countertop - Solid Surface/ Corian, Dishwasher, Hood Over Range, Hookups - Ice Maker, Oven - Self Cleaning, Oven Range - Built-In, Pantry, Refrigerator (s)",
+          "Bathroom": "Not specified",
+          "Bedroom": "Not specified",
+          "Flooring": "Not specified",
+          "Cooling": "Ceiling Fan",
+          "Heating": "Central Forced Air - Gas",
+          "Exterior Amenities": "Courtyard, Fenced",
+          "Fireplace": "Not specified",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Metal, Tar and Gravel, Tile",
+          "Fence": "Complete Perimeter",
+          "Energy Saving": "Not specified",
+          "Family Room": "No Family Room",
+          "Dining Room": "Dining Area, No Formal",
+          "Laundry": "In Garage, Washer/Dryer",
+          "Pool / Spa": "Pool - In Ground",
+          "View": "Not specified",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 1,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "535 Castlerock Court, Sunnyvale, California 94087",
+        "listingPrice": 2198000,
+        "salePrice": None,
+        "status": "Pending",
+        "bedrooms": 3,
+        "bathrooms": 2,
+        "squareFootage": 1540,
+        "lotSize": 4214,
+        "yearBuilt": 1969,
+        "daysOnMarket": 6,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Nestled at the end on quiet tree-lined court gorgeous (2,750+/-sf) one level remodeled exec home has a bright open floor plan w/4 large beds, primary ste w/2 walk-in closets & 3.25 designer baths w/room to expand on huge resort-like 1/3 acre lot! Enjoy cooking in newer kitchen w/abundant cabinets, stainless appliances, granite, wine refrig, walk-in pantry & open dining area adj to the large family room w/views patios.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "High Ceiling",
+          "Kitchen": "Dishwasher, Microwave, Oven Range, Refrigerator (s)",
+          "Bathroom": "Primary - Stall Shower(s), Shower over Tub - 1",
+          "Bedroom": "Primary Bedroom on Ground Floor",
+          "Flooring": "Carpet, Laminate, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard, Courtyard, Fenced",
+          "Fireplace": "Not specified",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Polyurethane",
+          "Fence": "Fenced",
+          "Energy Saving": "Not specified",
+          "Family Room": "No Family Room",
+          "Dining Room": "Eat in Kitchen",
+          "Laundry": "Washer/Dryer",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Grade - Level",
+          "Prop Faces": "Not specified",
+          "Stories": 2,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      },
+      {
+        "address": "1214 Hollenbeck Avenue, Sunnyvale, California 94087",
+        "listingPrice": 1988888,
+        "salePrice": None,
+        "status": "Pending",
+        "bedrooms": 3,
+        "bathrooms": 3,
+        "squareFootage": 1726,
+        "lotSize": 3486,
+        "yearBuilt": 2006,
+        "daysOnMarket": 24,
+        "schoolDistrict": "Sunnyvale",
+        "publicDescription": "Discover sophisticated living with this custom home's meticulous details & quality craftsmanship! Undeniable curb appeal with gated front yard, attractive paver driveway, & fruit salad tree with three fruits grafted into one tree! Enter to a stunning two-story foyer with rows of windows admitting beautiful natural light that plays off the Brazilian cherry wood floors. Entertainers will love the wet bar smartly tucked under the stairs & the open concept kitchen with high-end stainless steel appliances & emerald granite counters.",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "High Ceiling, Wet Bar",
+          "Kitchen": "Countertop - Granite, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Microwave, Oven Range - Built-In, Gas, Refrigerator (s)",
+          "Bathroom": "Shower over Tub - 1, Stall Shower, Tile, Tub in Primary Bedroom",
+          "Bedroom": "Not specified",
+          "Flooring": "Hardwood, Tile",
+          "Cooling": "Ceiling Fan, Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Back Yard, Balcony/Patio, Deck, Sprinkler(s) - Auto",
+          "Fireplace": "#1 / Family Room, Gas Starter",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Perimeter",
+          "Roof": "Slate, Tile",
+          "Fence": "Fenced Back, Fenced Front",
+          "Energy Saving": "Double Pane Windows, Tankless Water Heater",
+          "Family Room": "Separate Family Room",
+          "Dining Room": "Dining Area, Dining Area in Living Room, Eat in Kitchen",
+          "Laundry": "In Garage",
+          "Pool / Spa": "No",
+          "View": "Neighborhood",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": 2,
+          "Garage/Parking Features": "Attached Garage, On Street"
+        }
+      },
+      {
+        "address": "824 Kingfisher Terrace, Sunnyvale, California 94087",
+        "listingPrice": 1449888,
+        "salePrice": None,
+        "status": "Canceled",
+        "bedrooms": 3,
+        "bathrooms": 3,
+        "squareFootage": 1700,
+        "lotSize": 1500,
+        "yearBuilt": 1976,
+        "daysOnMarket": 50,
+        "schoolDistrict": "Cupertino",
+        "publicDescription": "Not provided",
+        "features": {
+          "Style": "Not specified",
+          "Interior": "Vaulted Ceiling",
+          "Kitchen": "Cooktop - Gas, Dishwasher, Exhaust Fan, Garbage Disposal, Hood Over Range, Island, Oven Range, Pantry, Refrigerator (s)",
+          "Bathroom": "Showers over Tubs - 2+",
+          "Bedroom": "Primary Suite/Retreat",
+          "Flooring": "Laminate, Tile",
+          "Cooling": "Central AC",
+          "Heating": "Central Forced Air",
+          "Exterior Amenities": "Not specified",
+          "Fireplace": "Not specified",
+          "Garage": "2 Car Attached",
+          "Foundation": "Concrete Slab",
+          "Roof": "Tile",
+          "Fence": "Not specified",
+          "Energy Saving": "Not specified",
+          "Family Room": "No Family Room",
+          "Dining Room": "Breakfast Bar, Eat in Kitchen",
+          "Laundry": "Not specified",
+          "Pool / Spa": "Community Facility",
+          "View": "Neighborhood",
+          "Lot Description": "Not specified",
+          "Prop Faces": "Not specified",
+          "Stories": None,
+          "Garage/Parking Features": "Attached Garage"
+        }
+      }
+    ]