CN110059114A - Housing vacancy rate acquisition methods, device, terminal and computer readable storage medium - Google Patents
Housing vacancy rate acquisition methods, device, terminal and computer readable storage medium Download PDFInfo
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- CN110059114A CN110059114A CN201910202283.0A CN201910202283A CN110059114A CN 110059114 A CN110059114 A CN 110059114A CN 201910202283 A CN201910202283 A CN 201910202283A CN 110059114 A CN110059114 A CN 110059114A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2462—Approximate or statistical queries
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0201—Market modelling; Market analysis; Collecting market data
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/10—Services
- G06Q50/16—Real estate
Abstract
The invention discloses a kind of housing vacancy rate acquisition methods, device, terminal and computer readable storage mediums.Housing vacancy rate acquisition methods include: the vacant situation of sample data and the corresponding house of sample moment for obtaining multiple sample houses, sample data and corresponding house service condition are handled using decision Tree algorithms, obtain the first preset condition and the second preset condition that resident needs to meet using data when the vacant situation in house is vacant；Judge whether each house meets the first preset condition and the second preset condition；The house for meeting the first preset condition and the second preset condition is labeled as vacant house；Using the ratio of the house total quantity in the quantity and target area in vacant house as the housing vacancy rate of target area.In this way, first obtaining the first preset condition and the second preset condition according to sample data, judges whether house is vacant using data, the first preset condition and the second preset condition according to resident, efficiently quickly obtain the housing vacancy rate of target area.
Description
Technical field
The present invention relates to data analysis technique field more particularly to a kind of housing vacancy rate acquisition methods, device, terminal and
Computer readable storage medium.
Background technique
Vacancy problem in commercial housing rate be measure country Real estate industry whether one of Jian Kang standard, be one instead
Contradictory index between the supply and demand of house is reflected, reasonable house vacancy rate can be such that this contradiction minimizes, make house
Supply and Demand reaches balanced.If house is vacant excessive, illustrate that demand is insufficient or purchasing power is inadequate, country or market can be done
It is corresponding out to adjust.However the method for obtaining vacancy problem in commercial housing rate on the market, such as house generaI investigation (taking time and effort), bright light rate is counter pushes away
(not precisely), method are often got half the result with twice the effort, and efficiency is lower.
Summary of the invention
The main purpose of the present invention is to provide a kind of housing vacancy rate acquisition methods, device, terminals and computer-readable
Storage medium, it is intended to solve to obtain the lower technical problem of vacancy rate efficiency.
To achieve the above object, the present invention provides a kind of housing vacancy rate acquisition methods, comprising steps of
Obtain the vacant situation of sample data and the corresponding house of sample moment in multiple sample houses, the sample data packet
The resident away from each sample house in the first preset duration of sample moment and in the second preset duration is included using data, described the
One preset duration is greater than second preset duration；
The sample data and corresponding house service condition are handled using decision Tree algorithms, it is vacant to obtain house
When situation is vacant, using data the first preset condition for meeting is needed away from resident in the first preset duration of sample moment and away from sample
Resident needs the second preset condition met using data in the second preset duration of this moment；
The resident for obtaining house total quantity and each house in target area uses data；
Judge in the first preset duration described in each house whether the resident meets first preset condition using data,
And the resident in second preset duration meets second preset condition using data；
The resident in first preset duration is met into first preset condition using data, and in the second preset duration
Resident meet the house of second preset condition labeled as vacant house using data；
Count the quantity in vacant house, and by the ratio of the house total quantity in the quantity in vacant house and the target area
It is worth the housing vacancy rate as the target area.
Preferably, the resident in the house total quantity obtained in target area and each house is wrapped using the step of data
It includes:
First address information in each house in target area is obtained from housing property management unit, and counts the target area
First address information in interior each house obtains the house total quantity；
From resident using data management unit obtain the house target area Nei Ge the second address information and it is corresponding live
Family uses data；
Each first address information and each second address information will be compared respectively, is judged whether there is and first address
Identical second address information of information；
It, will identical with the first address information second if there is the second address information identical with first address information
The corresponding resident of address information uses data to use data as the resident in the corresponding house of the first address information.
Preferably, the housing vacancy rate acquisition methods further comprise the steps of:
If the second address information not identical with first address information, corresponding by first address information
House is labeled as vacant house.
Preferably, the housing vacancy rate acquisition methods further comprise the steps of:
Obtain the house deal message of each building in the target area；
According to the house deal message, the house of each building in the target area not struck a bargain is labeled as vacant room
Room.
Preferably, the housing vacancy rate acquisition methods further comprise the steps of:
If resident is unsatisfactory for the first preset condition using data in first preset duration in house, and in the second preset duration
Resident meet the second preset condition using data, then judge before second preset duration of house in third preset duration
Resident whether meet third preset condition using data, the third preset duration is greater than second preset duration and is less than
First preset duration；
If meeting the third using data to the resident in third preset duration before second preset duration to preset
The house is then labeled as vacant house by condition.
Preferably, the housing vacancy rate acquisition methods further comprise the steps of:
If resident meets the first preset condition using data in first preset duration in house, and in the second preset duration
Resident is unsatisfactory for the second preset condition using data, then obtains the building time limit in the house, and judges that the building time limit is
It is no to be less than the default time limit；
If building the time limit is less than the default time limit, judge whether the resident in the 4th preset duration is met using data
4th preset condition, the 4th preset duration are greater than first preset duration；
If the resident in the 4th preset duration meets the 4th preset condition using data, the house is labeled as
Vacant house.
Preferably, the housing vacancy rate acquisition methods further comprise the steps of:
If resident of the house in the 4th preset duration is unsatisfactory for the 4th preset condition using data, from property pipe
The decoration construction record in the house is obtained at reason；
During judging whether the house is in decoration construction according to decoration construction record；
If during the house is in decoration construction, the house is labeled as vacant house.
The present invention also provides a kind of housing vacancy rate acquisition device, comprising:
Sample data obtains module, and the corresponding house of the sample data and sample moment for obtaining multiple sample houses is empty
Situation is set, the sample data includes away from each sample house in the first preset duration of sample moment and in the second preset duration
Resident use data, first preset duration be greater than second preset duration；
Condition generation module, for being carried out using decision Tree algorithms to the sample data and corresponding house service condition
Processing needs to meet away from resident in the first preset duration of sample moment when to obtain the vacant situation in house be vacant using data
First preset condition and the second preset condition for needing to meet using data away from resident in the second preset duration of sample moment；
Using data acquisition module, the resident for obtaining house total quantity and each house in target area uses number
According to；
Whether first judgment module is met for judging in the first preset duration described in each house the resident using data
First preset condition, and the resident in second preset duration meets second preset condition using data；
Mark module, for the resident in the first preset duration to be met first preset condition using data, and
Resident in second preset duration meets the house of second preset condition labeled as vacant house using data；
Statistical module, for counting the quantity in vacant house, and will be in the quantity in vacant house and the target area
Housing vacancy rate of the ratio of house total quantity as the target area.
The present invention also provides a kind of terminal, the terminal includes processor, memory and is stored on the memory
And program can be obtained by the housing vacancy rate that the processor executes, wherein the housing vacancy rate obtains program by the processing
Device execute when, realize as above described in any item housing vacancy rate acquisition methods the step of.
The present invention also provides a kind of computer readable storage medium, house is stored on the computer readable storage medium
Vacancy rate obtains program, wherein realizing as above described in any item when housing vacancy rate acquisition program is executed by processor
The step of housing vacancy rate acquisition methods.
In technical solution of the present invention, the vacant feelings of sample data and the corresponding house of sample moment in multiple sample houses are obtained
Condition is handled sample data and corresponding house service condition using decision Tree algorithms, obtains the vacant situation in house as sky
When setting, using data the first preset condition for meeting is needed away from resident in the first preset duration of sample moment and away from sample moment the
Resident needs the second preset condition met using data in two preset durations；Obtain house total quantity in target area and each
The resident in a house uses data；Judge in each the first preset duration of house whether resident meets the first default item using data
Part, and the resident in the second preset duration meets the second preset condition using data；Resident in first preset duration is used into number
According to meeting the first preset condition, and the resident in the second preset duration is labeled as using the house that data meet the second preset condition
Vacant house；Count the quantity in vacant house, and by the ratio of the house total quantity in the quantity and target area in vacant house
Housing vacancy rate as target area.In this way, first obtaining the first preset condition and the second preset condition according to sample data, so
Resident is obtained using data from related management unit afterwards, and data, the first preset condition and the second preset condition are used according to resident
Judge whether house is vacant, efficiently can quickly obtain the housing vacancy rate of target area in this way.
Detailed description of the invention
Fig. 1 is the hardware structural diagram of terminal involved in the embodiment of the present invention；
Fig. 2 is the flow diagram of housing vacancy rate acquisition methods first embodiment of the present invention；
Fig. 3 is the flow diagram of housing vacancy rate acquisition methods second embodiment of the present invention；
Fig. 4 is the flow diagram of housing vacancy rate acquisition methods 3rd embodiment of the present invention；
Fig. 5 is the flow diagram of housing vacancy rate acquisition methods fourth embodiment of the present invention；
Fig. 6 is the flow diagram of the 5th embodiment of housing vacancy rate acquisition methods of the present invention.
The embodiments will be further described with reference to the accompanying drawings for the realization, the function and the advantages of the object of the present invention.
Specific embodiment
It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, it is not intended to limit the present invention.
The present embodiments relate to housing vacancy rate acquisition methods be mainly used in terminal, which can be PC, just
Take the terminal that computer, mobile terminal etc. have display and processing function.
Referring to Fig.1, Fig. 1 is terminal structure schematic diagram involved in the embodiment of the present invention.In the embodiment of the present invention, eventually
End may include processor 1001 (such as CPU), communication bus 1002, user interface 1003, network interface 1004, memory
1005.Wherein, communication bus 1002 is for realizing the connection communication between these components；User interface 1003 may include display
Shield (Display), input unit such as keyboard (Keyboard)；Network interface 1004 optionally may include that the wired of standard connects
Mouth, wireless interface (such as WI-FI interface)；Memory 1005 can be high speed RAM memory, be also possible to stable memory
(non-volatile memory), such as magnetic disk storage, memory 1005 optionally can also be independently of aforementioned processor
1001 storage device.
It will be understood by those skilled in the art that the restriction of the not structure paired terminal of hardware configuration shown in Fig. 1, can wrap
It includes than illustrating more or fewer components, perhaps combines certain components or different component layouts.
With continued reference to Fig. 1, the memory 1005 in Fig. 1 as a kind of computer readable storage medium may include operation system
System, network communication module and housing vacancy rate obtain program.
In Fig. 1, network communication module is mainly used for connecting server, carries out data communication with server；And processor
1001 can call the housing vacancy rate stored in memory 1005 to obtain program, and execute following housing vacancy rate acquisition methods
The step of.
Based on the hardware configuration of above-mentioned terminal, each embodiment of housing vacancy rate acquisition methods of the present invention is proposed.
The present invention provides a kind of housing vacancy rate acquisition methods.
Referring to Fig. 2, in an embodiment of the present invention, housing vacancy rate acquisition methods the following steps are included:
S101: the vacant situation of sample data and the corresponding house of sample moment in multiple sample houses, sample data are obtained
Including away from the first preset duration of sample moment and the second preset duration in each sample house resident use data, first
Preset duration is greater than the second preset duration；
The housing vacancy rate acquisition methods of the embodiment of the present invention can be realized by the terminal of the embodiment of the present invention.House is vacant
Situation includes vacant and non-vacant.Resident for example can be electricity consumption, water consumption, natural gas dosage, cell gate inhibition using data
The data that the daily inhabitation such as number of swiping the card is related to.Sample data can be obtained by acquiring historical data from related management unit
, such as electricity consumption can obtain from power supply bureau, and water consumption can be obtained from Running-water Company, and natural gas dosage can be from natural
Gas company obtains, and cell gate inhibition number of swiping the card can be obtained from infrastructure management company.It can be each from being acquired when obtaining vacancy rate before
The corresponding vacant situation in house of sample moment is extracted in the data of the vacant situation in the house in a house.In the present embodiment, first is pre-
If when it is 6 months a length of, the second preset duration be 1 month.Certainly, in other embodiments, the first preset duration and second is preset
Duration may be other durations.
S102: being handled sample data and corresponding house service condition using decision Tree algorithms, obtains house sky
When to set situation be vacant, away from resident in the first preset duration of sample moment using data need the first preset condition for meeting and away from
Resident needs the second preset condition met using data in the second preset duration of sample moment；
The corresponding house service condition of each sample data, can be wrapped by each sample data of Analysis on Decision Tree Algorithm
The resident contained use data and corresponding house service condition, obtain house service condition be it is vacant when, away from sample moment first
Resident needs the item that resident needs to meet using data in the condition and the second preset duration that meet using data in preset duration
Part, and when being vacant by house service condition, the item that meets is needed using data away from resident in the first preset duration of sample moment
Part is as the first preset condition, using the condition for using data to need to meet away from resident in the second preset duration of sample moment as the
Two preset conditions.
S103: the resident for obtaining house total quantity and each house in target area uses data；
The house total quantity in target area can be obtained from housing bureau, and the resident in each house is obtained from related management unit
Use data.
S104: judge in each the first preset duration of house whether resident meets the first preset condition, and second using data
Resident in preset duration meets the second preset condition using data；
First preset condition and the second preset condition are to be obtained according to sample data by Analysis on Decision Tree Algorithm, because
This, can by judging whether each house meets the first preset condition using data away from resident in the first preset duration of current time,
And it is each in target area to judge using data the second preset condition of satisfaction away from the resident in the second preset duration of current time
Whether house is vacant at current time.
For example, the first preset condition is more than or equal to 0 and to be less than 5.5m3 when resident is water consumption using data, the
Two preset conditions are more than or equal to 0 and to be less than 0.5m3, then nearest 6 first can be obtained in target area from Running-water Company
The water consumption information in each house, then judges whether water consumption of each house in nearest 6 months is greater than or equal to 0 in month
And it is less than 5.5m3, the water consumption in nearest 1 month whether be greater than or equal to 0 and be less than 0.5m3.When resident is to use using data
When electricity, the first preset condition is more than or equal to 0 and less than 22 kilowatt hours, and the second preset condition is more than or equal to 0 and small
In 3 kilowatt hours, then the electricity consumption information in each house in nearest 6 months in target area can first be obtained from power office, then
Judge whether electricity consumption of each house in nearest 6 months is greater than or equal to 0 and less than 22 kilowatt hours, in nearest 1 month
Water consumption whether be greater than or equal to 0 and less than 3 kilowatt hours.When resident is natural gas dosage using data, the first default item
Part is more than or equal to 0 and to be less than 15m3, the second preset condition is more than or equal to 0 and to be less than 1m3, then can be first from natural gas
Company obtains the natural gas dosage information in each house in nearest 6 months in target area, then judges each house nearest 6
Whether the natural gas dosage in a month is greater than or equal to 0 and is less than 15m3, whether the natural gas dosage in nearest 1 month be greater than
Or it is equal to 0 and is less than 1m3.Since water rate, the electricity charge and natural gas expense can be pre-payed, it is possible that water consumption, electricity consumption or
The case where natural gas dosage is negative, in this case it is believed that house is non-vacant, therefore the preset condition set is both needed to
Meet and is greater than or equal to 0 to remove the data less than 0.When resident using data be cell gate inhibition swipe the card number when, first is default
Condition is less than 44 times, and the second preset condition is less than 4 times, then nearest 6 first can be obtained in target area from infrastructure management company
The corresponding cell gate inhibition in each house swipes the card the information of number in month, then judges cell of each house in nearest 6 months
Whether gate inhibition swipes the card number less than 44 times, and whether the cell gate inhibition in nearest 1 month swipes the card number less than 4 times.
S105: resident in the first preset duration is met into living in the first preset condition and the second preset duration using data
Family is labeled as vacant house using the house that data meet the second preset condition；
S106: counting the quantity in vacant house, and by the house total quantity in the quantity and target area in vacant house
Housing vacancy rate of the ratio as target area.
By the house for meeting the first preset condition and the second preset condition labeled as after vacant house, vacant room can record
The quantity in room, after completing step S105 and step S106, by the quantity in vacant house divided by the house sum of target area
The housing vacancy rate of target area can be obtained in the ratio of amount.
In the embodiment of the present invention, the vacant feelings of sample data and the corresponding house of sample moment in multiple sample houses are obtained
Condition is handled sample data and corresponding house service condition using decision Tree algorithms, obtains the vacant situation in house as sky
When setting, using data the first preset condition for meeting is needed away from resident in the first preset duration of sample moment and away from sample moment the
Resident needs the second preset condition met using data in two preset durations；Obtain house total quantity in target area and each
The resident in a house uses data；Judge in each the first preset duration of house whether resident meets the first default item using data
Part, and the resident in the second preset duration meets the second preset condition using data；Resident in first preset duration is used into number
According to meeting the first preset condition, and the resident in the second preset duration is labeled as using the house that data meet the second preset condition
Vacant house；Count the quantity in vacant house, and by the ratio of the house total quantity in the quantity and target area in vacant house
Housing vacancy rate as target area.In this way, first obtaining the first preset condition and the second preset condition according to sample data, so
Resident is obtained using data from related management unit afterwards, and data, the first preset condition and the second preset condition are used according to resident
Judge whether house is vacant, efficiently can quickly obtain the housing vacancy rate of target area in this way.
It should be noted that execute step S101 and step S102 obtain the first preset condition and the second preset condition it
Afterwards, can be reserved for the first preset condition and the second preset condition can save when needing to obtain the housing vacancy rate of target area again
Step S101 and step S102 are removed, the first preset condition and the second preset condition of preservation are called directly, and executes step S103-
The housing vacancy rate of step S105 acquisition objective area.
Referring to Fig. 3, based on the above embodiment, step S103 includes:
S1031: first address information in each house in target area is obtained from housing property management unit, and counts target area
First address information in each house in domain obtains house total quantity；
Housing property management unit has the address information in each house, using the address information as the first address information.
S1032: second address information in the house target area Nei Ge and right is obtained from resident using the management unit of data
The resident answered uses data；
Resident has the address information in the house that related service has been opened in target area and right using the management unit of data
The resident answered uses data, will be from the address information that resident uses the management unit of data to obtain as the second address information.
S1033: each first address information and each second address information will be compared respectively, judged whether there is with the first
Identical second address information of location information；
S1034:, will identical with the first address information if there is the second address information identical with the first address information
The corresponding resident of double-address information uses data to use data as the resident in the corresponding house of the first address information.
S1035: if the second address information not identical with the first address information, by the corresponding room of the first address information
Room is labeled as vacant house.
The unit of the non-concrete management house property of housing property management unit, the address information with all houses in target area, but
It is the address information in the house that resident has only opened related service using the management unit of data, such as natural gas companies may
The address information in the house of natural gas account is only opened.Therefore it is counted based on the house data of housing property management unit
Housing vacancy rate, however also need to obtain resident using data from resident using the management unit of data, this just needs to establish the
Corresponding relationship between one address information and the second address information closes identical first address information and the second address information
The corresponding resident of identical with the first address information the second address information is used data corresponding as the first address information by connection
The resident in house uses data.If the second address information not identical with the first address information, illustrates the house not
Resident is opened using the corresponding business of data, such as does not open water meter account, then it is believed that the house be it is vacant, by this
House is labeled as vacant house.
Referring to Fig. 4, based on the above embodiment, housing vacancy rate acquisition methods further comprise the steps of:
S107: if resident using data is unsatisfactory for the first preset condition in first preset duration in house, and second is default
Resident in duration meets the second preset condition using data, then judges the second preset duration of house before to third preset duration
Whether interior resident meets third preset condition using data, and third preset duration is greater than the second preset duration and pre- less than first
If duration；
When the resident in house is before the second preset duration, moved out within the first preset duration when, it is possible that first
It is unsatisfactory for the first preset condition in preset duration, the case where water consumption in the second preset duration meets the second preset condition,
But house is really vacant.In this case, when can further judge to preset before the second preset duration of house to third
Whether the resident in length meets third preset condition using data, to judge whether house is vacant.Wherein third preset condition can
It is set by developer, can also be determined by decision Tree algorithms according to sample data, third preset condition and second can also be made
Preset condition is identical.In the present embodiment, third preset duration is 2 months.For example, when resident is water consumption using data, it can
Third preset condition is set greater than or is equal to 0 and is less than 0.5m3；It, can be by third when resident is electricity consumption using data
Preset condition is set greater than or is equal to 0 and less than 3 kilowatt hours；It, can be by third when resident is natural gas dosage using data
Preset condition is set greater than or is equal to 0 and is less than 1m3；When resident using data be cell gate inhibition swipe the card number when, can be by the
Three preset conditions are set as less than 4 times.
S108: if meeting third using data to the resident in third preset duration before the second preset duration presets item
House is then labeled as vacant house by part.
In this way, can house resident before the second preset duration, when being moved out within the first preset duration, identify this
Vacant house.
When the resident in house moves out in the second preset duration, it is possible that being unsatisfactory in the first preset duration
One preset condition, the water consumption in the second preset duration are default to third before meeting the second preset condition, the second preset duration
The case where resident in duration is unsatisfactory for third preset condition using data, but house be really it is vacant, such case without
Whether method directly passes through resident and uses data validation vacant, the house can be labeled as doubtful vacant house, by staff's root
Confirmed according to other parameters.
Referring to Fig. 5, based on the above embodiment, housing vacancy rate acquisition methods further comprise the steps of:
S109: if in first preset duration in house resident using data meet the first preset condition, and second it is default when
Resident in length is unsatisfactory for the second preset condition using data, then obtains the building time limit in house, and judges whether build the time limit
Less than the default time limit；
House in finishing period, due to will use electrical equipment auxiliary finishing during finishing, it is possible that first
Resident meets the first preset condition using data in preset duration, and the resident in the second preset duration is unsatisfactory for the using data
The case where two preset conditions, but the house is really vacant.Can by judge build the time limit whether be less than the default time limit come
Judge whether house is likely to be at the finishing phase.
S110: if the building time limit is less than the default time limit, judge whether the resident in the 4th preset duration is full using data
The 4th preset condition of foot, the 4th preset duration are greater than the first preset duration；
It prescribes a time limit in year when the building time limit is less than to preset, house is not necessarily in the dress finishing phase, can further judge that the 4th is pre-
If whether the resident in duration meets the 4th preset condition using data.4th preset condition can be set by developer, can also
To be determined by decision Tree algorithms according to sample data.In the present embodiment, the 4th preset duration is 12 months.For example, when resident makes
When with data being water consumption, the 4th preset condition can be set greater than or is equal to 0 and be less than 8m3；When resident is using data
When electricity consumption, the 4th preset condition can be set greater than or is equal to 0 and less than 30 kilowatt hours；When resident is natural using data
When gas dosage, the 4th preset condition can be set greater than or is equal to 0 and be less than 20m3；When resident is cell gate inhibition using data
Swipe the card number when, the 4th preset condition can be set as less than 50 times.
S111: if the resident in the 4th preset duration meets the 4th preset condition using data, by house labeled as sky
Set house.
Step S109-111 is executed before step S106.In this way, can be identified when house is in the house in finishing period
The vacant house out, helps to improve the accuracy of finally obtained housing vacancy rate.
Based on the above embodiment, housing vacancy rate acquisition methods further comprise the steps of:
S112: if resident of the house in the 4th preset duration is unsatisfactory for the 4th preset condition using data, from property
Administrative office obtains the decoration construction record in house；
Resident of the house in the 4th preset duration is unsatisfactory for the 4th preset condition using data, can not illustrate that house does not have
Have and fitting up, it is also possible to which resident is excessive using the corresponding dosage of data during finishing, then can be directly from estate management place
Obtain the decoration construction record in house.
S113: during judging whether house is in decoration construction according to decoration construction record；
If thening follow the steps S111 during house is in decoration construction: house is labeled as vacant house.
Step S112 and step S113 are executed before step S106.If decoration construction record proves that house is in finishing
Construction period then can determine that the house is vacant house, by the house labeled as vacant house so that finally obtained house
Vacancy rate it is with a high credibility.
Referring to Fig. 6, based on the above embodiment, housing vacancy rate acquisition methods further comprise the steps of:
S114: the house deal message of each building in target area is obtained；
S115: according to house deal message, the house of building each in target area not struck a bargain is labeled as vacant house.
Step S114 and step S115 are executed before step S106.It can be obtained from housing property management unit each in target area
The house deal message of building.In this way, the house not struck a bargain is labeled as vacant house, judgment method is simple and fast, facilitates
Promote the acquisition efficiency of housing vacancy rate.
In addition, the present invention also provides a kind of housing vacancy rate acquisition device.The housing vacancy rate of any of the above-described embodiment obtains
Take method that can realize that housing vacancy rate acquisition device includes: by the housing vacancy rate acquisition device of the present embodiment
Sample data obtains module, and the corresponding house of the sample data and sample moment for obtaining multiple sample houses is empty
Situation is set, sample data includes living away from each sample house in the first preset duration of sample moment and in the second preset duration
Family uses data, and the first preset duration is greater than the second preset duration；
Condition generation module, for using decision Tree algorithms to sample data and corresponding house service condition at
Reason, when to obtain the vacant situation in house be vacant, need to meet using data away from resident in the first preset duration of sample moment the
One preset condition and the second preset condition for needing to meet using data away from resident in the second preset duration of sample moment；
Using data acquisition module, the resident for obtaining house total quantity and each house in target area uses number
According to；
Whether first judgment module it is default meet first for judging in each the first preset duration of house resident using data
Condition, and the resident in the second preset duration meets the second preset condition using data；
Mark module, for resident in the first preset duration to be met the first preset condition using data, and second is default
Resident in duration is labeled as vacant house using the house that data meet the second preset condition；
Statistical module, for counting the quantity in vacant house, and by the house in the quantity and target area in vacant house
Housing vacancy rate of the ratio of total quantity as target area.
Further, include: using data acquisition module
First acquisition unit, for obtaining first address information in each house in target area from housing property management unit,
And the first address information for counting each house in target area obtains house total quantity；
Second acquisition unit, for obtaining second ground in the house target area Nei Ge using the management unit of data from resident
Location information and corresponding resident use data；
Comparing unit is judged whether there is for will respectively compare each first address information and each second address information
The second address information identical with the first address information；
Execution unit will be with the first address information for when there is the second address information identical with the first address information
The corresponding resident of identical second address information uses data to use data as the resident in the corresponding house of the first address information.
Further, mark module is also used in not the second address information identical with the first address information, by
The corresponding house of one address information is labeled as vacant house.
Further, housing vacancy rate acquisition device further include:
Exchange hand obtains module, for obtaining the house deal message of each building in target area；
Mark module is also used to be labeled as the house of building each in target area not struck a bargain according to house deal message
Vacant house.
Further, housing vacancy rate acquisition device further include:
Second judgment module, in first preset duration in house resident using data be unsatisfactory for the first default item
Part, and when the resident in the second preset duration meets the second preset condition using data, before judging the second preset duration of house
Whether the resident in third preset duration meets third preset condition using data, when third preset duration is default greater than second
It grows and less than the first preset duration；
Mark module is also used to before the second preset duration meet the using data to the resident in third preset duration
When three preset conditions, house is labeled as vacant house.
Further, housing vacancy rate acquisition device further include:
Third judgment module, in first preset duration in house resident using data meet the first preset condition,
And the second resident in preset duration obtains the building time limit in house, and judge when being unsatisfactory for the second preset condition using data
Whether the building time limit is less than the default time limit；
4th judgment module prescribes a time limit for being less than to preset in the building time limit, judges that the resident in the 4th preset duration makes in year
Whether meet the 4th preset condition with data, the 4th preset duration is greater than the first preset duration；
When mark module is also used to the resident in the 4th preset duration using data four preset condition of satisfaction, by house
Labeled as vacant house.
Further, housing vacancy rate acquisition device further include:
Construction note obtains module, for being unsatisfactory for the 4th in advance using data in resident of the house in the 4th preset duration
If when condition, the decoration construction record in house is obtained from estate management place；
5th judgment module, for during judging whether house is in decoration construction according to decoration construction record；
When mark module is also used to during house is in decoration construction, house is labeled as vacant house.
Wherein, the function of modules is realized and premises vacancy rate acquisition side in premises vacancy rate acquisition device
Each step is corresponding in method embodiment, and function and realization process no longer repeat one by one here.
In addition, the present invention also provides a kind of computer readable storage mediums.
It is stored with housing vacancy rate on computer readable storage medium of the present invention and obtains program, computer readable storage medium
On be stored with housing vacancy rate and obtain program, wherein housing vacancy rate obtains program when being executed by processor, and realizes such as above-mentioned
The step of housing vacancy rate acquisition methods of one embodiment.
Wherein, housing vacancy rate acquisition program, which is performed realized method, can refer to housing vacancy rate acquisition of the present invention
Each embodiment of method, details are not described herein again.
It should be noted that, in this document, the terms "include", "comprise" or its any other variant are intended to non-row
His property includes, so that the process, method, article or the system that include a series of elements not only include those elements, and
And further include other elements that are not explicitly listed, or further include for this process, method, article or system institute it is intrinsic
Element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that including being somebody's turn to do
There is also other identical elements in the process, method of element, article or system.
The serial number of the above embodiments of the invention is only for description, does not represent the advantages or disadvantages of the embodiments.
Through the above description of the embodiments, those skilled in the art can be understood that above-described embodiment side
Method can be realized by means of software and necessary general hardware platform, naturally it is also possible to by hardware, but in many cases
The former is more preferably embodiment.Based on this understanding, technical solution of the present invention substantially in other words does the prior art
The part contributed out can be embodied in the form of software products, which is stored in one as described above
In storage medium (such as ROM/RAM, magnetic disk, CD), including some instructions are used so that terminal device (it can be mobile phone,
Computer, server, air conditioner or network equipment etc.) execute method described in each embodiment of the present invention.
The above is only a preferred embodiment of the present invention, is not intended to limit the scope of the invention, all to utilize this hair
Equivalent structure or equivalent flow shift made by bright specification and accompanying drawing content is applied directly or indirectly in other relevant skills
Art field, is included within the scope of the present invention.
Claims (10)
1. a kind of housing vacancy rate acquisition methods, which is characterized in that comprising steps of
Obtain the vacant situation of sample data and the corresponding house of sample moment in multiple sample houses, the sample data include away from
The resident in each sample house in the first preset duration of sample moment and in the second preset duration uses data, and described first is pre-
If duration is greater than second preset duration；
The sample data and corresponding house service condition are handled using decision Tree algorithms, obtain the vacant situation in house
When being vacant, using data the first preset condition for meeting is needed away from resident in the first preset duration of sample moment and when away from sample
It carves resident in the second preset duration and needs the second preset condition met using data；
The resident for obtaining house total quantity and each house in target area uses data；
Judge in the first preset duration described in each house whether the resident meets first preset condition, and institute using data
The resident stated in the second preset duration meets second preset condition using data；
The resident in first preset duration is met into first preset condition using data, and living in the second preset duration
Family meets the house of second preset condition labeled as vacant house using data；
The quantity in vacant house is counted, and the ratio of the house total quantity in the quantity in vacant house and the target area is made
For the housing vacancy rate of the target area.
2. housing vacancy rate acquisition methods according to claim 1, which is characterized in that the room obtained in target area
The resident in room total quantity and each house includes: using the step of data
First address information in each house in target area is obtained from housing property management unit, and is counted in the target area
First address information in each house obtains the house total quantity；
Obtaining second address information in the house target area Nei Ge and corresponding resident using the management unit of data from resident makes
Use data；
Each first address information and each second address information will be compared respectively, is judged whether there is and first address information
Identical second address information；
It, will the second address identical with the first address information if there is the second address information identical with first address information
The corresponding resident of information uses data to use data as the resident in the corresponding house of the first address information.
3. the acquisition methods of housing vacancy rate according to claim 2, which is characterized in that the housing vacancy rate acquisition side
Method further comprises the steps of:
If the second address information not identical with first address information, by the corresponding house of first address information
Labeled as vacant house.
4. the acquisition methods of housing vacancy rate according to claim 1, which is characterized in that the housing vacancy rate acquisition side
Method further comprises the steps of:
Obtain the house deal message of each building in the target area；
According to the house deal message, the house of each building in the target area not struck a bargain is labeled as vacant house.
5. the acquisition methods of housing vacancy rate according to claim 1, which is characterized in that the housing vacancy rate acquisition side
Method further comprises the steps of:
If resident is unsatisfactory for the first preset condition using data in first preset duration in house, and living in the second preset duration
Family meets the second preset condition using data, then judges before second preset duration of house to living in third preset duration
Whether family meets third preset condition using data, and the third preset duration is greater than second preset duration and is less than described
First preset duration；
If meeting the third preset condition using data to the resident in third preset duration before second preset duration,
The house is then labeled as vacant house.
6. the acquisition methods of housing vacancy rate according to claim 1, which is characterized in that the housing vacancy rate acquisition side
Method further comprises the steps of:
If resident meets the first preset condition, and the resident in the second preset duration using data in first preset duration in house
It is unsatisfactory for the second preset condition using data, then obtains the building time limit in the house, and judges whether the building time limit is small
In the default time limit；
If building the time limit is less than the default time limit, judge whether the resident in the 4th preset duration meets the 4th using data
Preset condition, the 4th preset duration are greater than first preset duration；
If the resident in the 4th preset duration meets the 4th preset condition using data, by the house labeled as vacant
House.
7. the acquisition methods of housing vacancy rate according to claim 6, which is characterized in that the housing vacancy rate acquisition side
Method further comprises the steps of:
If resident of the house in the 4th preset duration is unsatisfactory for the 4th preset condition using data, from estate management place
Obtain the decoration construction record in the house；
During judging whether the house is in decoration construction according to decoration construction record；
If during the house is in decoration construction, the house is labeled as vacant house.
8. a kind of housing vacancy rate acquisition device characterized by comprising
Sample data obtains module, for obtaining the vacant feelings of sample data and the corresponding house of sample moment in multiple sample houses
Condition, the sample data include living away from each sample house in the first preset duration of sample moment and in the second preset duration
Family uses data, and first preset duration is greater than second preset duration；
Condition generation module, for using decision Tree algorithms to the sample data and corresponding house service condition at
Reason, when to obtain the vacant situation in house be vacant, need to meet using data away from resident in the first preset duration of sample moment the
One preset condition and the second preset condition for needing to meet using data away from resident in the second preset duration of sample moment；
Using data acquisition module, the resident for obtaining house total quantity and each house in target area uses data；
Whether first judgment module meets for judging in the first preset duration described in each house the resident using data described
First preset condition, and the resident in second preset duration meets second preset condition using data；
Mark module, for the resident in the first preset duration to be met first preset condition, and second using data
Resident in preset duration meets the house of second preset condition labeled as vacant house using data；
Statistical module, for counting the quantity in vacant house, and by the house in the quantity in vacant house and the target area
Housing vacancy rate of the ratio of total quantity as the target area.
9. a kind of terminal, which is characterized in that the terminal includes processor, memory and is stored on the memory simultaneously
Program can be obtained by the housing vacancy rate that the processor executes, wherein the housing vacancy rate obtains program by the processor
When execution, realize any one of claims 1 to 7 described in housing vacancy rate acquisition methods the step of.
10. a kind of computer readable storage medium, which is characterized in that be stored with house sky on the computer readable storage medium
It sets rate and obtains program, wherein being realized any in claim 1 to 7 when housing vacancy rate acquisition program is executed by processor
The step of housing vacancy rate acquisition methods described in item.
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Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110969361A (en) * | 2019-12-06 | 2020-04-07 | 深圳前海微众银行股份有限公司 | Vacancy rate evaluation method, device, equipment and computer-readable storage medium |
| CN112907063A (en) * | 2021-02-10 | 2021-06-04 | 国网河北省电力有限公司信息通信分公司 | Population mobility rate and house vacancy rate determining method and terminal equipment |
| CN115689290A (en) * | 2022-11-07 | 2023-02-03 | 重庆市规划和自然资源信息中心 | Real estate market plot development vacant monitoring early warning analysis method |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105225026A (en) * | 2015-08-26 | 2016-01-06 | 中国电力科学研究院 | A kind of Research on Housing Vacancy Rate appraisal procedure based on electric energy service management platform |
| CN105719198A (en) * | 2016-01-22 | 2016-06-29 | 江苏省电力公司电力经济技术研究院 | Method for calculating housing vacancy rate based on resident power consumption behaviors |
| CN106846090A (en) * | 2016-12-23 | 2017-06-13 | 广西中金大通资产管理有限公司 | A kind of house to let management system |
| US20180005195A1 (en) * | 2016-07-01 | 2018-01-04 | Crestron Electronics, Inc. | Building automation scheduling system and method |
| WO2019016619A1 (en) * | 2017-07-17 | 2019-01-24 | Aaditya Jain | Determination of vacant premises based on behavior assessment of detected network devices |
| CN109447404A (en) * | 2018-09-20 | 2019-03-08 | 深圳供电局有限公司 | Appraisal procedure, device, computer equipment and the storage medium of Research on Housing Vacancy Rate |
-
2019
- 2019-03-16 CN CN201910202283.0A patent/CN110059114A/en active Pending
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105225026A (en) * | 2015-08-26 | 2016-01-06 | 中国电力科学研究院 | A kind of Research on Housing Vacancy Rate appraisal procedure based on electric energy service management platform |
| CN105719198A (en) * | 2016-01-22 | 2016-06-29 | 江苏省电力公司电力经济技术研究院 | Method for calculating housing vacancy rate based on resident power consumption behaviors |
| US20180005195A1 (en) * | 2016-07-01 | 2018-01-04 | Crestron Electronics, Inc. | Building automation scheduling system and method |
| CN106846090A (en) * | 2016-12-23 | 2017-06-13 | 广西中金大通资产管理有限公司 | A kind of house to let management system |
| WO2019016619A1 (en) * | 2017-07-17 | 2019-01-24 | Aaditya Jain | Determination of vacant premises based on behavior assessment of detected network devices |
| CN109447404A (en) * | 2018-09-20 | 2019-03-08 | 深圳供电局有限公司 | Appraisal procedure, device, computer equipment and the storage medium of Research on Housing Vacancy Rate |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110969361A (en) * | 2019-12-06 | 2020-04-07 | 深圳前海微众银行股份有限公司 | Vacancy rate evaluation method, device, equipment and computer-readable storage medium |
| CN112907063A (en) * | 2021-02-10 | 2021-06-04 | 国网河北省电力有限公司信息通信分公司 | Population mobility rate and house vacancy rate determining method and terminal equipment |
| CN112907063B (en) * | 2021-02-10 | 2023-02-28 | 国网河北省电力有限公司信息通信分公司 | Population mobility rate and house vacancy rate determining method and terminal equipment |
| CN115689290A (en) * | 2022-11-07 | 2023-02-03 | 重庆市规划和自然资源信息中心 | Real estate market plot development vacant monitoring early warning analysis method |
| CN115689290B (en) * | 2022-11-07 | 2023-05-30 | 重庆市规划和自然资源信息中心 | Real estate market plot development vacant monitoring early warning analysis method |
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