lianghsun/bird-text2sql-bench huggingface dataset:
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
Please indicate total order quantity of product Candles and calculate the percentage of such product among all the orders.

### Hint
total order quantity refers to Sum (Order Quantity); 'Candles' is the Products Name; percentage = Divide (Sum(Order Quantity where Product Name = 'Candles'), Sum(Order Quantity)) * 100

### SQL
SELECT SUM(CASE WHEN T1.`Product Name` = 'Candles' THEN T2.`Order Quantity` ELSE 0 END), CAST(SUM(CASE WHEN T1.`Product Name` = 'Candles' THEN T2.`Order Quantity` ELSE 0 END) AS REAL) * 100 / SUM(T2.`Order Quantity`) FROM Products AS T1 INNER JOIN `Sales Orders` AS T2 ON T2._ProductID = T1.ProductID INNER JOIN `Store Locations` AS T3 ON T3.StoreID = T2._StoreID
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
Which region is Joshua Bennet located in?

### Hint
"Joshua Bennett" is the name of Sales Team

### SQL
SELECT T FROM ( SELECT DISTINCT CASE  WHEN `Sales Team` = 'Joshua Bennett' THEN Region ELSE NULL END AS T FROM `Sales Team` ) WHERE T IS NOT NULL
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
What is the store id of the store located in the most populous county?

### Hint
most populous country refers to Max(Population)

### SQL
SELECT CASE WHEN MAX(Population) THEN StoreID END FROM `Store Locations`
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
What is the type of store located in the city with the highest amount of water area?

### Hint
type of store in City refers to Type = 'City'; highest amount of water area refers to Max(Water Area)

### SQL
SELECT CASE WHEN MAX(`Water Area`) THEN Type END FROM `Store Locations`
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
How many online orders were shipped during the month of June 2018?

### Hint
online orders refers to Sales Channel = 'Online'; shipped during the month of June 2018 refers to SUBSTR(ShipDate, 1, 1) = '6' AND SUBSTR(ShipDate,-2) = '18'

### SQL
SELECT SUM(IIF(ShipDate LIKE '6/%/18' AND `Sales Channel` = 'Online', 1, 0)) FROM `Sales Orders`
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
How much is the discount applied to the order with the highest unit price?

### Hint
highest unit price refers to Max(Unit Price)

### SQL
SELECT `Discount Applied` FROM `Sales Orders` WHERE REPLACE(`Unit Price`, ',', '') = ( SELECT REPLACE(`Unit Price`, ',', '') FROM `Sales Orders` ORDER BY REPLACE(`Unit Price`, ',', '') DESC LIMIT 1 ) ORDER BY REPLACE(`Unit Price`, ',', '') DESC LIMIT 1
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
What is the name of the product with the highest net profit?

### Hint
highest net profit = Max(Subtract (Unit Price, Unit Cost)); name of product refers to Product Name

### SQL
SELECT T2.`Product Name` FROM `Sales Orders` AS T1 INNER JOIN Products AS T2 ON T2.ProductID = T1._ProductID ORDER BY REPLACE(T1.`Unit Price`, ',', '') - REPLACE(T1.`Unit Cost`, ',', '') DESC LIMIT 1
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
In the Northeast region, what is the average household income for each city located in the state with the highest number of stores?

### Hint
average household income = Divide (Sum(Household Income), Count(City Name)); highest number of store refers to Max(Count(StoreID))

### SQL
SELECT AVG(T2.`Household Income`) FROM Regions AS T1 INNER JOIN `Store Locations` AS T2 ON T2.StateCode = T1.StateCode WHERE T1.Region = 'Northeast' GROUP BY T2.State ORDER BY COUNT(T2.StoreID) DESC LIMIT 1
### Database Schema
CREATE TABLE Customers
(
    CustomerID       INTEGER
        constraint Customers_pk
            primary key,
    "Customer Names" TEXT
)

CREATE TABLE Products
(
    ProductID      INTEGER
        constraint Products_pk
            primary key,
    "Product Name" TEXT
)

CREATE TABLE Regions
(
    StateCode TEXT
        constraint Regions_pk
            primary key,
    State     TEXT,
    Region    TEXT
)

CREATE TABLE "Sales Team"
(
    SalesTeamID  INTEGER
        constraint "Sales Team_pk"
            primary key,
    "Sales Team" TEXT,
    Region       TEXT
)

CREATE TABLE "Store Locations"
(
    StoreID            INTEGER
        constraint "Store Locations_pk"
            primary key,
    "City Name"        TEXT,
    County             TEXT,
    StateCode          TEXT
        constraint "Store Locations_Regions_StateCode_fk"
            references Regions(StateCode),
    State              TEXT,
    Type               TEXT,
    Latitude           REAL,
    Longitude          REAL,
    AreaCode           INTEGER,
    Population         INTEGER,
    "Household Income" INTEGER,
    "Median Income"    INTEGER,
    "Land Area"        INTEGER,
    "Water Area"       INTEGER,
    "Time Zone"        TEXT
)

CREATE TABLE "Sales Orders"
(
    OrderNumber        TEXT
        constraint "Sales Orders_pk"
            primary key,
    "Sales Channel"    TEXT,
    WarehouseCode      TEXT,
    ProcuredDate       TEXT,
    OrderDate          TEXT,
    ShipDate           TEXT,
    DeliveryDate       TEXT,
    CurrencyCode       TEXT,
    _SalesTeamID       INTEGER
        constraint "Sales Orders_Sales Team_SalesTeamID_fk"
            references "Sales Team"(SalesTeamID),
    _CustomerID        INTEGER
        constraint "Sales Orders_Customers_CustomerID_fk"
            references Customers(CustomerID),
    _StoreID           INTEGER
        constraint "Sales Orders_Store Locations_StoreID_fk"
            references "Store Locations"(StoreID),
    _ProductID         INTEGER
        constraint "Sales Orders_Products_ProductID_fk"
            references Products(ProductID),
    "Order Quantity"   INTEGER,
    "Discount Applied" REAL,
    "Unit Price"       TEXT,
    "Unit Cost"        TEXT
)

### Question
In which region can you find the stores located in the state whose median income is no more than 30,000?

### Hint
median income no more than 30,000 refers to Median Income < 30,000

### SQL
SELECT T FROM ( SELECT DISTINCT CASE  WHEN T2.`Median Income` < 30000 THEN T1.Region END AS T FROM Regions T1 INNER JOIN `Store Locations` T2 ON T2.StateCode = T1.StateCode ) WHERE T IS NOT NULL