I know that the attributes of class which are declared by double underscore __ prefix may or may not visible outside the class definition. As we can still access those attributes by object._className__attrName.
class A:
    def __init__(self):
        self.a = 1
        self.b = 2
        ----
        ----
        self.z = 26
        self.catch = 100
Now to protect all attributes except the attribute catch, I have to declare them with double underscore which is quite messy. Is there a way I can say in my class definition that only self.catch can be accessed outside the class?
Apologies if this is answered somewhere else or discussed earlier.
Yes, it is possible to hide private data in a closure -- at least, if there is a way to access private from outside make_A, I haven't found it:
def make_A():
    private = {
        'a' : 1,
        'b' : 2,
        'z' : 26,
        }
    class A:
        def __init__(self):
            self.catch = 100
            private['a'] = 2    # you can modify the private data
        def foo(self):
            print(private['a']) # you can access the private data 
    return A
A = make_A()
a=A()
a.foo()
# 2
Notice that private is not in dir(a)    
print('private' in dir(a))
# False
Although this is possible, I do not think this is recommendable way to program in Python.
Above, private is shared by all instances of A. To use private data on a per-instance basis, add self to the dict key:
def make_A():
    private = {}
    class A:
        def __init__(self):
            self.catch = 100
            private[self,'a'] = 1    # you can modify the private data
            private[self,'b'] = 2    
            private[self,'z'] = 26    
        def foo(self):
            print(private[self,'a']) # you can access the private data 
    return A
                        While the accepted answer by unutbu looks like a good idea to hide data, the private dictionary still accessible using __closure__ (this attribute cannot be removed):
def make_A():
    private = {}
    class A:
        def __init__(self):
            self.catch = 100
            private[self,'a'] = 1    # you can modify the private data
            private[self,'b'] = 2    
            private[self,'z'] = 26    
        def foo(self):
            print(private[self,'a']) # you can access the private data
    return A
A = make_A()
a = A()
a.foo()  # 1
a.foo.__closure__[0].cell_contents[(a, 'a')] = 42
a.foo()  # 42
Or following the link provided by Sumukh Barve in the comments:
def createBankAccount():
    private = {'balance': 0.0}
    def incr(delta):
        private['balance'] += delta;
    account = {
        'deposit': lambda amount: incr(amount),
        'withdraw': lambda amount: incr(-amount),
        'transferTo': lambda otherAccount, amount: (
            account['withdraw'](amount),
            otherAccount['deposit'](amount)
        ),
        'transferFrom': lambda otherAccount, amount: (
            otherAccount['transferTo'](account, amount)
        ),
        'getBalance': lambda : private['balance']
    }
    return account;
account = createBankAccount()
print(account['getBalance']())
account['getBalance'].__closure__[0].cell_contents['balance'] = 1000**1000
print(account['getBalance']())  # I can buy a couple of nations
I bevile the only way to create private attributes is to write some kind of CPython extension.
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