中文

Stock Screener

Stock Screener

Corresponding Request Class: MarketScannerRequest

Description

Screen the entire market through different technical indicator conditions to help you filter out a list of targets that meet specific investment needs.

Technical indicator conditions include the following categories: basic indicators, cumulative indicators, financial indicators, and multi-tag indicators. For specific parameter meanings, please refer to the explanations below.

Parameters

ParameterTypeRequiredDescription
marketenumYesUS (US stocks), SG (Singapore stocks), HK (Hong Kong stocks)
baseFilterListlist<BaseFilter>NoSimple indicator filter conditions, including price (OHLC, latest price, etc.), volume, share capital, market value, price change, P/E ratio, turnover rate, and other factors. Filter field meanings: Filter Field Description
accumulateFilterListlist<AccumulateFilter>NoCumulative indicator filter conditions, including cumulative price change, asset growth rate, net profit growth rate, earnings per share, net profit, operating profit, operating income, ROA (return on assets), operating cash flow, debt-to-asset ratio, etc. Cumulative indicator periods can be: last 5 minutes, last 5 days, 10 days, 20 days, last half year, one year, two years, five years, Q1 report, Q3 report, interim report, etc. Filter field meanings: Filter Field Description
financialFilterListlist<FinancialFilter>NoFinancial indicator filter conditions, including gross profit, net profit margin, total debt/shareholders' equity, total debt/total assets, current ratio, return on assets, net profit, operating cash flow, total assets, Hong Kong Stock Connect net buying amount, annualized return, etc. Financial indicators currently only support LTM (Last Twelve Months annual report indicators) type financial report queries. Filter field meanings: Filter Field Description
multiTagsRelationFilterListlist<MultiTagsRelationFilter>NoMulti-tag relational filter conditions, based on industry, concept, historical stock price highs (current day stock price compared to historical prices), 52-week stock price highs (current day stock price compared to the last 52 weeks), whether OTC, whether options are supported, stock type (stock, ETF), whether broken, and other indicators for stock selection. Filter field meanings: Filter Field Description
sortFieldDataobjectNoSort field object, mainly containing three attributes, as shown below
∟ fieldNamestringNoSort field name
∟ fieldTypestringNoSort attribute category, sort attribute category enum: Field Category
∟ sortDirstringNoSort direction, including: no sorting, ascending, descending, sort direction enum: Sort Field
pageintYesCurrent page number (starting from 0)
cursorIdStringYesCursor ID for cursor-based pagination queries. CursorId is the pagination identifier returned from the previous page data, which needs to be passed when getting the next page (pass null for the first page)
pageSizeintYesAmount of data returned per page, maximum supported configuration: 200

The currency of price fields in the filter parameters is consistent with the currency type of the market where the target is located, such as US stocks: USD, Hong Kong stocks: HKD, Singapore stocks: SGD, etc.

Filter Field Description

/** Basic Indicator Filter **/
BaseFilter {
    /** StockField simple attribute */
    private StockField fieldName;
    /** Lower bound of interval (closed interval), not passing means lower bound is -∞ */
    private Double filterMin;
    /** Upper bound of interval (closed interval), not passing means upper bound is +∞ */
    private Double filterMax;
    /** Whether this field does not need filtering, True: no filtering, False: filtering. Default is filtering if not passed */
    /** Purpose of this field: 1. When debugging code, if you can't determine which indicator is taking effect, you can set this field to confirm which targets each attribute filters one by one. 2. If you only want to filter through certain conditions, but other conditions need to query corresponding indicator values for display, you can set isNoFilter to True for display indicators, meaning no filtering. **/
    private boolean isNoFilter = false;
}

/** Cumulative Indicator Filter **/
AccumulateFilter {
  /** AccumulateField cumulative attribute */
  private AccumulateField fieldName;
  /** Lower bound of interval (closed interval), not passing means lower bound is -∞. For percentiles, no need to add %, e.g., for 10%, just use value 10 */
  private Double filterMin;
  /** Upper bound of interval (closed interval), not passing means upper bound is +∞ */
  private Double filterMax;
  /** Whether this field does not need filtering, True: no filtering, False: filtering. Default is filtering if not passed */
  /** Purpose of this field: 1. When debugging code, if you can't determine which indicator is taking effect, you can set this field to confirm which targets each attribute filters one by one.
  2. If you only want to filter through certain conditions, but other conditions need to query corresponding indicator values for display, you can set isNoFilter to True for display indicators, meaning no filtering. **/
  private boolean isNoFilter = false;
  /** Time period AccumulatePeriod optional parameter */
  private AccumulatePeriod period;
}

/** Financial Indicator Filter **/
FinancialFilter {
    /** FinancialField financial attribute */
    private FinancialField fieldName;
    /** Lower bound of interval (closed interval), not passing means lower bound is -∞. For percentiles, no need to add %, e.g., for 10%, just use value 10 */
    private Double filterMin;
    /** Upper bound of interval (closed interval), not passing means upper bound is +∞ */
    private Double filterMax;
    /** Whether this field does not need filtering, True: no filtering, False: filtering. Default is filtering if not passed */
    /** Purpose of this field: 1. When debugging code, if you can't determine which indicator is taking effect, you can set this field to confirm which targets each attribute filters one by one.
    2. If you only want to filter through certain conditions, but other conditions need to query corresponding indicator values for display, you can set isNoFilter to True for display indicators, meaning no filtering. **/
    private boolean isNoFilter = false;
    /** FinancialQuarter financial report cumulative time */
    private FinancialPeriod quarter;
}

/** Multi-tag Indicator Filter **/
MultiTagsRelationFilter {
    /** MultiTagField tag enum value */
    private MultiTagField fieldName;
    /** Multiple tag list */
    private List<String> tagList;
    /** Whether this field does not need filtering, True: no filtering, False: filtering. Default is filtering if not passed */
    /** Purpose of this field: 1. When debugging code, if you can't determine which indicator is taking effect, you can set this field to confirm which targets each attribute filters one by one.
    2. If you only want to filter through certain conditions, but other conditions need to query corresponding indicator values for display, you can set isNoFilter to True for display indicators, meaning no filtering. **/
    private boolean isNoFilter = false;
}

Field Category

public enum FieldBelongType {
    StockField_Type(1), //Basic indicator type
    AccumulateField_Type(2), //Cumulative indicator type
    FinancialField_Type(3), //Financial indicator type
    MultiTagField_Type(5); //Multi-tag filter type
}

Sort Field

public enum SortDir {
    SortDir_No(0), // No sorting
    SortDir_Ascend(1), // Ascending
    SortDir_Descend(2); // Descending
}

Response

com.tigerbrokers.stock.openapi.client.https.response.quote.MarketScannerResponse source

The structure is as follows:

public class MarketScannerResponse extends TigerResponse {
    @JSONField(name = "data")
    private MarketScannerBatchItem marketScannerBatchItem;
}

public class MarketScannerBatchItem extends ApiModel {
    /** Requested page index, default is 0 */
    private int page;
    /** Total number of pages */
    private int totalPage;
    /** Total count of all data for this condition request */
    private int totalCount;
    /** Number of items per page */
    private int pageSize;
    /** Cursor ID for cursor-based pagination queries */
    private String cursorId;
    /** Returned stock data list */
    private List<MarketScannerItem> data;
}

public class MarketScannerItem implements Serializable {
    /** Market */
    private Market market;
    private String symbol;
    /** Filtered: simple indicator attribute data */
    private List<MarketIndicatorValue> baseDataList;
    /** Filtered: cumulative indicator attribute data */
    private List<MarketIndicatorValue> accumulateDataList;
    /** Filtered: financial indicator attribute data */
    private List<MarketIndicatorValue> financialDataList;
    /** Filtered: multi-tag level filters */
    private List<MarketIndicatorValue> multiTagDataList;
}

public class MarketIndicatorValue implements Serializable {
    /** Indicator index **/
    private Integer index;
    /** Indicator name **/
    private String name;
    /** Indicator value **/
    private Object value;
}

Example

//Build basic indicator filter parameter list
List<BaseFilter> baseFilterList = new ArrayList<>();
baseFilterList.add(BaseFilter.builder()
                   .fieldName(StockField.StockField_MarketValue)
                   .filterMin(1000000000D)
                   .filterMax(2000000000D)
                   .build());

// Multi-tag indicators
List<String> conceptTagList = new ArrayList<>();
// "BK1549" Fast food chains BK1541: Auto stocks  BK1545: Mainland banks, BK1512: Tesla concept stocks
conceptTagList.add("BK1549");
conceptTagList.add("BK1541");
conceptTagList.add("BK1545");
conceptTagList.add("BK1512");
List<MultiTagsRelationFilter> multiTagsRelationFilter = new ArrayList<>();
multiTagsRelationFilter.add(MultiTagsRelationFilter.builder()
        .fieldName(MultiTagField.MultiTagField_Concept)
        .tagList(conceptTagList)
        .build());
// Today's historical high 1: yes, 0: no
List<String> todayHistoryHighTagList = new ArrayList<>();
todayHistoryHighTagList.add("0");
multiTagsRelationFilter.add(MultiTagsRelationFilter.builder()
        .fieldName(MultiTagField.MultiTagField_Today_HistoryHigh)
        .tagList(todayHistoryHighTagList)
        .build());

//Build stock screener request class
String cursorId = null;
MarketScannerRequest marketScannerRequest =  MarketScannerRequest.newRequest(
  Market.HK, baseFilterList, null, null, multiTagsRelationFilter, null, 1, 200, null);
//Submit stock screener request and get response
MarketScannerResponse marketScannerResponse = client.execute(marketScannerRequest);
// For next request
cursorId = ((MarketScannerResponse)marketScannerResponse).getMarketScannerBatchItem().getCursorId();
System.out.println(JSONObject.toJSONString(marketScannerResponse));

Response Example

{
    "code":0,
    "data":{
        "items":[
            {
                "accumulateDataList":[

                ],
                "baseDataList":[
                    {
                        "index":17,
                        "name":"marketValue",
                        "value":1124284984.6
                    }
                ],
                "financialDataList":[

                ],
                "market":"HK",
                "multiTagDataList":[
                    {
                        "index":21,
                        "value":"HK"
                    },
                    {
                        "index":2,
                        "name":"concept",
                        "value":"BK1549"
                    },
                    {
                        "index":14,
                        "name":"todayHistoryHigh",
                        "value":"0"
                    }
                ],
                "symbol":"00538"
            },
            {
                "accumulateDataList":[

                ],
                "baseDataList":[
                    {
                        "index":17,
                        "name":"marketValue",
                        "value":1567588638
                    }
                ],
                "financialDataList":[

                ],
                "market":"HK",
                "multiTagDataList":[
                    {
                        "index":21,
                        "value":"HK"
                    },
                    {
                        "index":2,
                        "name":"concept",
                        "value":"BK1549,BK1602,BK1578"
                    },
                    {
                        "index":14,
                        "name":"todayHistoryHigh",
                        "value":"0"
                    }
                ],
                "symbol":"00052"
            }
        ],
        "page":0,
        "pageSize":10,
        "cursorId": "f987bf0b-e420-40cc-921d-2fd2afd87319",
        "totalCount":2,
        "totalPage":1
    },
    "message":"success",
    "sign":"BItYmJiFiduYBzIiOfwnVN+oqZV7AqE0/EdZk5fBzF9tST5aaLP88ytHjB1SdQaAVU1SepCtYbPMKoVzzm8HzrDb2SjiXonfFqMTQ7xWrjvmCX4oWmDh7IRx8NHJbuappChidGsz7sRUntwmxGg1CYYs6b2ArMo6HH1Ukq+Ncr8=",
    "success":true,
    "timestamp":1681896201613
}

Example 2

Filter by ETF type. Available ETF type tag values:

Hot Focus: package_us_v1_etf_hot
Bank ETF: package_us_v1_etf_bank
Bond ETF: package_us_v1_etf_bond
Buffer Type: package_us_v1_etf_buffer
Broad-based Index: package_us_v1_etf_index
Leveraged & Inverse: package_us_v1_etf_leverage
Sector: package_us_v1_etf_sector
Single Stock Leveraged: package_us_v1_etf_single_stock
Cap Type: package_us_v1_etf_market_cap
Thematic: package_us_v1_etf_thematic
International Markets: package_us_v1_etf_international
Growth & Value: package_us_v1_etf_growth
Commodities: package_us_v1_etf_commodity
ARK Cathie Wood: package_us_v1_etf_ark
Volatility: package_us_v1_etf_volatility
Currency: package_us_v1_etf_currency
Alternative Investment: package_us_v1_etf_alternative
List<String> etfTagList = new ArrayList<>();
etfTagList.add("package_us_v1_etf_hot");
List<MultiTagsRelationFilter> multiTagsRelationFilter = new ArrayList<>();
multiTagsRelationFilter.add(MultiTagsRelationFilter.builder()
    .fieldName(MultiTagField.MultiTagField_ETF_TYPE)
    .tagList(etfTagList)
    .build());

Get Tag Values for Multi-Tag Relation Filter Fields

Corresponding Request Class: MarketScannerTagsRequest

Description

Get tag values for multi-tag relation filter fields. Currently only supports getting industry and concept tag collections.

Parameters

ParameterTypeRequiredDescription
marketMarketYesCommon market enum values: US for US stocks, HK for Hong Kong stocks, CN for A-shares. For detailed enum values see: Market Enum
multi_tag_field_listList<MultiTagField>YesSupported field enum values: MultiTagField_Industry, MultiTagField_Concept

Response

com.tigerbrokers.stock.openapi.client.https.response.quote.MarketScannerTagsResponse source

Structure as follows:

public class MarketScannerTagsResponse extends TigerResponse {
  @JSONField(name = "data")
  private List<MarketScannerTagItem> items;
}

Response data can be accessed using the MarketScannerTagsResponse.getItems() method, which returns a list of MarketScannerTagItem objects. The com.tigerbrokers.stock.openapi.client.https.domain.quote.item.MarketScannerTagItem properties are as follows:

FieldTypeDescription
marketstringMarket code (US: US stocks, CN: Shanghai/Shenzhen, HK: Hong Kong stocks)
multiTagFieldstringMulti-tag field, consistent with the request parameter multi_tag_field_list
tagListList<TagValue>Collection of tags that can be used to filter the multi-tag field multiTagField

The specific fields of TagValue can be accessed through object properties, such as tagValue.tag

Example

List<MultiTagField> multiTagFieldList = new ArrayList<>();
// Get industry tag collection
multiTagFieldList.add(MultiTagField.MultiTagField_Industry);

MarketScannerTagsRequest request =  MarketScannerTagsRequest.newRequest(
        Market.HK, multiTagFieldList);
MarketScannerTagsResponse response = client.execute(request);
if (response.isSuccess()) {
  System.out.println(JSONObject.toJSONString(response)));
} else {
  System.out.println("response error:" + response.getMessage());
}

Response Example

{
    "code":0,
    "data":[
        {
            "market":"HK",
            "multiTagField":"MultiTagField_Industry",
            "tagList":[
                {
                    "tag":"BK1175",
                    "value":"Aluminum"
                },
                {
                    "tag":"BK1174",
                    "value":"Agricultural Machinery"
                },
                {
                    "tag":"BK1173",
                    "value":"Marine Ports & Services"
                },
                {
                    "tag":"BK1172",
                    "value":"Casinos & Gaming"
                },
                {
                    "tag":"BK1171",
                    "value":"Construction Machinery & Heavy Trucks"
                },
                {
                    "tag":"BK1170",
                    "value":"Electronic Components"
                },
                {
                    "tag":"BK1179",
                    "value":"Electronic Equipment & Instruments"
                },
                {
                    "tag":"BK1178",
                    "value":"Coal & Consumable Fuels"
                },
                {
                    "tag":"BK1177",
                    "value":"Hypermarkets & Super Centers"
                },
                {
                    "tag":"BK1186",
                    "value":"Specialized Finance"
                },
                {
                    "tag":"BK1185",
                    "value":"Highways & Railtracks"
                },
                {
                    "tag":"BK1184",
                    "value":"Life & Health Insurance"
                },
                {
                    "tag":"BK1183",
                    "value":"Industrial Machinery"
                },
                {
                    "tag":"BK1182",
                    "value":"Diversified REITs"
                },
                {
                    "tag":"BK1181",
                    "value":"Distributors"
                },
                {
                    "tag":"BK1180",
                    "value":"Brewers"
                },
                {
                    "tag":"BK1189",
                    "value":"Health Care Technology"
                },
                {
                    "tag":"BK1188",
                    "value":"Consumer Finance"
                },
                {
                    "tag":"BK1187",
                    "value":"Security & Alarm Services"
                },
                {
                    "tag":"BK1153",
                    "value":"Reinsurance"
                },
                {
                    "tag":"BK1152",
                    "value":"Wireless Telecommunication Services"
                },
                {
                    "tag":"BK1151",
                    "value":"Air Freight & Logistics"
                },
                {
                    "tag":"BK1150",
                    "value":"Human Resource & Employment Services"
                },
                {
                    "tag":"BK1159",
                    "value":"Oil & Gas Refining & Marketing"
                },
                {
                    "tag":"BK1158",
                    "value":"Diversified Support Services"
                },
                {
                    "tag":"BK1157",
                    "value":"Paper Packaging"
                },
                {
                    "tag":"BK1156",
                    "value":"Asset Management & Custody Banks"
                },
                {
                    "tag":"BK1155",
                    "value":"IT Consulting & Other Services"
                },
                {
                    "tag":"BK1154",
                    "value":"Independent Power Producers & Energy Traders"
                },
                {
                    "tag":"BK1164",
                    "value":"Hotels, Resorts & Cruise Lines"
                },
                {
                    "tag":"BK1163",
                    "value":"Semiconductors"
                },
                {
                    "tag":"BK1162",
                    "value":"Technology Distributors"
                },
                {
                    "tag":"BK1161",
                    "value":"Biotechnology"
                },
                {
                    "tag":"BK1160",
                    "value":"Textiles"
                },
                {
                    "tag":"BK1169",
                    "value":"Semiconductor Equipment"
                },
                {
                    "tag":"BK1168",
                    "value":"Footwear"
                },
                {
                    "tag":"BK1167",
                    "value":"Electronic Manufacturing Services"
                },
                {
                    "tag":"BK1166",
                    "value":"Oil & Gas Storage & Transportation"
                },
                {
                    "tag":"BK1165",
                    "value":"Office Services & Supplies"
                },
                {
                    "tag":"BK1131",
                    "value":"Financial Exchanges & Data"
                },
                {
                    "tag":"BK1252",
                    "value":"Data Processing & Outsourced Services"
                },
                {
                    "tag":"BK1130",
                    "value":"Publishing"
                },
                {
                    "tag":"BK1251",
                    "value":"Industrial REITs"
                },
                {
                    "tag":"BK1250",
                    "value":"Office REITs"
                },
                {
                    "tag":"BK1139",
                    "value":"Tires & Rubber"
                },
                {
                    "tag":"BK1138",
                    "value":"Diversified Capital Markets"
                },
                {
                    "tag":"BK1137",
                    "value":"Advertising"
                },
                {
                    "tag":"BK1258",
                    "value":"Real Estate Operating Companies"
                },
                {
                    "tag":"BK1136",
                    "value":"Multi-line Insurance"
                },
                {
                    "tag":"BK1257",
                    "value":"Trucking"
                },
                {
                    "tag":"BK1135",
                    "value":"Construction Materials"
                },
                {
                    "tag":"BK1256",
                    "value":"Retail REITs"
                },
                {
                    "tag":"BK1134",
                    "value":"Internet Services & Infrastructure"
                },
                {
                    "tag":"BK1255",
                    "value":"Ground Transportation"
                },
                {
                    "tag":"BK1133",
                    "value":"Integrated Telecommunication Services"
                },
                {
                    "tag":"BK1254",
                    "value":"Thrifts & Mortgage Finance"
                },
                {
                    "tag":"BK1132",
                    "value":"Food Retail"
                },
                {
                    "tag":"BK1253",
                    "value":"Transaction & Payment Processing Services"
                },
                {
                    "tag":"BK1142",
                    "value":"Internet & Direct Marketing Retail"
                },
                {
                    "tag":"BK1141",
                    "value":"Life Sciences Tools & Services"
                },
                {
                    "tag":"BK1140",
                    "value":"Environmental & Facilities Services"
                },
                {
                    "tag":"BK1149",
                    "value":"Communications Equipment"
                },
                {
                    "tag":"BK1148",
                    "value":"Construction & Engineering"
                },
                {
                    "tag":"BK1147",
                    "value":"Investment Banking & Brokerage"
                },
                {
                    "tag":"BK1146",
                    "value":"Metal & Glass Containers"
                },
                {
                    "tag":"BK1145",
                    "value":"Broadcasting"
                },
                {
                    "tag":"BK1144",
                    "value":"Automotive Parts & Equipment"
                },
                {
                    "tag":"BK1143",
                    "value":"Research & Consulting Services"
                },
                {
                    "tag":"BK1119",
                    "value":"Automobile Manufacturers"
                },
                {
                    "tag":"BK1118",
                    "value":"Diversified Chemicals"
                },
                {
                    "tag":"BK1239",
                    "value":"Automotive Retail"
                },
                {
                    "tag":"BK1230",
                    "value":"Industrial Conglomerates"
                },
                {
                    "tag":"BK1117",
                    "value":"Systems Software"
                },
                {
                    "tag":"BK1238",
                    "value":"Oil & Gas Exploration & Production"
                },
                {
                    "tag":"BK1116",
                    "value":"Electrical Components & Equipment"
                },
                {
                    "tag":"BK1237",
                    "value":"Packaged Foods & Meats"
                },
                {
                    "tag":"BK1115",
                    "value":"Home Furnishing Retail"
                },
                {
                    "tag":"BK1236",
                    "value":"Railroads"
                },
                {
                    "tag":"BK1114",
                    "value":"Apparel Retail"
                },
                {
                    "tag":"BK1235",
                    "value":"Regional Banks"
                },
                {
                    "tag":"BK1113",
                    "value":"Fertilizers & Agricultural Chemicals"
                },
                {
                    "tag":"BK1234",
                    "value":"Silver"
                },
                {
                    "tag":"BK1112",
                    "value":"Oil & Gas Drilling"
                },
                {
                    "tag":"BK1233",
                    "value":"Restaurants"
                },
                {
                    "tag":"BK1111",
                    "value":"Motorcycle Manufacturers"
                },
                {
                    "tag":"BK1232",
                    "value":"Multi-Utilities"
                },
                {
                    "tag":"BK1110",
                    "value":"Commodity Chemicals"
                },
                {
                    "tag":"BK1231",
                    "value":"Diversified Banks"
                },
                {
                    "tag":"BK1129",
                    "value":"Specialty Chemicals"
                },
                {
                    "tag":"BK1120",
                    "value":"Cable & Satellite"
                },
                {
                    "tag":"BK1241",
                    "value":"Leisure Facilities"
                },
                {
                    "tag":"BK1240",
                    "value":"Real Estate Development"
                },
                {
                    "tag":"BK1128",
                    "value":"Movies & Entertainment"
                },
                {
                    "tag":"BK1249",
                    "value":"General Merchandise Stores"
                },
                {
                    "tag":"BK1127",
                    "value":"Property & Casualty Insurance"
                },
                {
                    "tag":"BK1248",
                    "value":"Hotel & Resort REITs"
                },
                {
                    "tag":"BK1247",
                    "value":"Drug Retail"
                },
                {
                    "tag":"BK1125",
                    "value":"Independent Power Producers & Energy Traders"
                },
                {
                    "tag":"BK1246",
                    "value":"Department Stores"
                },
                {
                    "tag":"BK1124",
                    "value":"Trading Companies & Distributors"
                },
                {
                    "tag":"BK1245",
                    "value":"Industrial REITs"
                },
                {
                    "tag":"BK1123",
                    "value":"Airlines"
                },
                {
                    "tag":"BK1122",
                    "value":"Department Stores"
                },
                {
                    "tag":"BK1243",
                    "value":"Industrial Gases"
                },
                {
                    "tag":"BK1121",
                    "value":"Food Distributors"
                },
                {
                    "tag":"BK1242",
                    "value":"Tobacco"
                },
                {
                    "tag":"BK1219",
                    "value":"Health Care Services"
                },
                {
                    "tag":"BK1218",
                    "value":"Thrifts & Mortgage Finance"
                },
                {
                    "tag":"BK1217",
                    "value":"Office REITs"
                },
                {
                    "tag":"BK1216",
                    "value":"Diversified Real Estate Activities"
                },
                {
                    "tag":"BK1215",
                    "value":"Specialized Consumer Services"
                },
                {
                    "tag":"BK1214",
                    "value":"Household Appliances"
                },
                {
                    "tag":"BK1213",
                    "value":"Leisure Products"
                },
                {
                    "tag":"BK1212",
                    "value":"Agricultural Products"
                },
                {
                    "tag":"BK1211",
                    "value":"Aerospace & Defense"
                },
                {
                    "tag":"BK1210",
                    "value":"Forest Products"
                },
                {
                    "tag":"BK1109",
                    "value":"Application Software"
                },
                {
                    "tag":"BK1108",
                    "value":"Alternative Carriers"
                },
                {
                    "tag":"BK1229",
                    "value":"Real Estate Operating Companies"
                },
                {
                    "tag":"BK1107",
                    "value":"Homebuilding"
                },
                {
                    "tag":"BK1228",
                    "value":"Education Services"
                },
                {
                    "tag":"BK1106",
                    "value":"Commercial Printing"
                },
                {
                    "tag":"BK1227",
                    "value":"Textiles, Apparel & Luxury Goods"
                },
                {
                    "tag":"BK1105",
                    "value":"Building Products"
                },
                {
                    "tag":"BK1226",
                    "value":"Integrated Oil & Gas"
                },
                {
                    "tag":"BK1104",
                    "value":"Interactive Home Entertainment"
                },
                {
                    "tag":"BK1225",
                    "value":"Steel"
                },
                {
                    "tag":"BK1103",
                    "value":"Marine"
                },
                {
                    "tag":"BK1224",
                    "value":"Specialty Stores"
                },
                {
                    "tag":"BK1102",
                    "value":"Home Improvement Retail"
                },
                {
                    "tag":"BK1223",
                    "value":"Paper Products"
                },
                {
                    "tag":"BK1101",
                    "value":"Home Improvement Retail"
                },
                {
                    "tag":"BK1222",
                    "value":"Health Care Supplies"
                },
                {
                    "tag":"BK1100",
                    "value":"Health Care Equipment & Supplies"
                },
                {
                    "tag":"BK1221",
                    "value":"Gas Utilities"
                },
                {
                    "tag":"BK1220",
                    "value":"Ground Transportation"
                },
                {
                    "tag":"BK1209",
                    "value":"Health Care Facilities"
                },
                {
                    "tag":"BK1208",
                    "value":"Diversified Financial Services"
                },
                {
                    "tag":"BK1207",
                    "value":"Personal Products"
                },
                {
                    "tag":"BK1206",
                    "value":"Copper"
                },
                {
                    "tag":"BK1205",
                    "value":"Heavy Electrical Equipment"
                },
                {
                    "tag":"BK1204",
                    "value":"Hotel & Resort REITs"
                },
                {
                    "tag":"BK1203",
                    "value":"Household Durables"
                },
                {
                    "tag":"BK1202",
                    "value":"Oil & Gas Equipment & Services"
                },
                {
                    "tag":"BK1201",
                    "value":"Home Improvement Retail"
                },
                {
                    "tag":"BK1200",
                    "value":"Soft Drinks"
                },
                {
                    "tag":"BK1098",
                    "value":"Retail REITs"
                },
                {
                    "tag":"BK1097",
                    "value":"Real Estate Services"
                },
                {
                    "tag":"BK1096",
                    "value":"Consumer Electronics"
                },
                {
                    "tag":"BK1095",
                    "value":"Interactive Media & Services"
                },
                {
                    "tag":"BK1094",
                    "value":"Computer & Electronics Retail"
                },
                {
                    "tag":"BK1099",
                    "value":"Electric Utilities"
                },
                {
                    "tag":"BK1197",
                    "value":"Health Care Distributors"
                },
                {
                    "tag":"BK1196",
                    "value":"Airport Services"
                },
                {
                    "tag":"BK1195",
                    "value":"Insurance Brokers"
                },
                {
                    "tag":"BK1194",
                    "value":"Water Utilities"
                },
                {
                    "tag":"BK1193",
                    "value":"Technology Hardware, Storage & Peripherals"
                },
                {
                    "tag":"BK1192",
                    "value":"Distillers & Vintners"
                },
                {
                    "tag":"BK1191",
                    "value":"Pharmaceuticals"
                },
                {
                    "tag":"BK1190",
                    "value":"Diversified Metals & Mining"
                },
                {
                    "tag":"BK1199",
                    "value":"Diversified Financial Services"
                },
                {
                    "tag":"BK1198",
                    "value":"Gold"
                }
            ]
        }
    ],
    "message":"success",
    "sign":"HsjJnD0p7sr9Te7HUdVKme48f6plwUEOUvuSVQM8uq9NKyn+xhF2VRTHz5Qc+5e33h5gcHXzRCEyLLLX9byknKgbDMzrFldkGgjaIot4JS06C1hcvhSuzHHBTuL31C4bqwBjhDrH4n3zhUqTajDr1R8V12UxDqgGFSB3ojhzqYA=",
    "success":true,
    "timestamp":1683169980464
}