diff --git a/buy.py b/buy.py
new file mode 100644
index 0000000..0d39617
--- /dev/null
+++ b/buy.py
@@ -0,0 +1,277 @@
+import asyncio
+import json
+import base64
+import struct
+import base58
+import hashlib
+import websockets
+import time
+
+from solana.rpc.async_api import AsyncClient
+from solana.transaction import Transaction
+from solana.rpc.commitment import Confirmed
+from solana.rpc.types import TxOpts
+
+from solders.pubkey import Pubkey
+from solders.keypair import Keypair
+from solders.instruction import Instruction, AccountMeta
+from solders.system_program import TransferParams, transfer
+from solders.transaction import VersionedTransaction
+
+from spl.token.instructions import get_associated_token_address
+import spl.token.instructions as spl_token
+
+from config import *
+
+from construct import Struct, Int64ul, Flag
+
+# Here and later all the discriminators are precalculated. See learning-examples/discriminator.py
+EXPECTED_DISCRIMINATOR = struct.pack("<Q", 6966180631402821399)
+TOKEN_DECIMALS = 6
+
+class BondingCurveState:
+    _STRUCT = Struct(
+        "virtual_token_reserves" / Int64ul,
+        "virtual_sol_reserves" / Int64ul,
+        "real_token_reserves" / Int64ul,
+        "real_sol_reserves" / Int64ul,
+        "token_total_supply" / Int64ul,
+        "complete" / Flag
+    )
+
+    def __init__(self, data: bytes) -> None:
+        parsed = self._STRUCT.parse(data[8:])
+        self.__dict__.update(parsed)
+
+async def get_pump_curve_state(conn: AsyncClient, curve_address: Pubkey) -> BondingCurveState:
+    response = await conn.get_account_info(curve_address)
+    if not response.value or not response.value.data:
+        raise ValueError("Invalid curve state: No data")
+
+    data = response.value.data
+    if data[:8] != EXPECTED_DISCRIMINATOR:
+        raise ValueError("Invalid curve state discriminator")
+
+    return BondingCurveState(data)
+
+def calculate_pump_curve_price(curve_state: BondingCurveState) -> float:
+    if curve_state.virtual_token_reserves <= 0 or curve_state.virtual_sol_reserves <= 0:
+        raise ValueError("Invalid reserve state")
+
+    return (curve_state.virtual_sol_reserves / LAMPORTS_PER_SOL) / (curve_state.virtual_token_reserves / 10 ** TOKEN_DECIMALS)
+
+async def buy_token(mint: Pubkey, bonding_curve: Pubkey, associated_bonding_curve: Pubkey, amount: float, slippage: float = 0.01, max_retries=5):
+    private_key = base58.b58decode(PRIVATE_KEY)
+    payer = Keypair.from_bytes(private_key)
+
+    async with AsyncClient(RPC_ENDPOINT) as client:
+        associated_token_account = get_associated_token_address(payer.pubkey(), mint)
+        amount_lamports = int(amount * LAMPORTS_PER_SOL)
+
+        # Fetch the token price
+        curve_state = await get_pump_curve_state(client, bonding_curve)
+        token_price_sol = calculate_pump_curve_price(curve_state)
+        token_amount = amount / token_price_sol
+
+        # Calculate maximum SOL to spend with slippage
+        max_amount_lamports = int(amount_lamports * (1 + slippage))
+
+        # Create associated token account with retries
+        for ata_attempt in range(max_retries):
+            try:
+                account_info = await client.get_account_info(associated_token_account)
+                if account_info.value is None:
+                    print(f"Creating associated token account (Attempt {ata_attempt + 1})...")
+                    create_ata_ix = spl_token.create_associated_token_account(
+                        payer=payer.pubkey(),
+                        owner=payer.pubkey(),
+                        mint=mint
+                    )
+                    create_ata_tx = Transaction()
+                    create_ata_tx.add(create_ata_ix)
+                    recent_blockhash = await client.get_latest_blockhash()
+                    create_ata_tx.recent_blockhash = recent_blockhash.value.blockhash
+                    await client.send_transaction(create_ata_tx, payer)
+                    print("Associated token account created.")
+                    print(f"Associated token account address: {associated_token_account}")
+                    break
+                else:
+                    print("Associated token account already exists.")
+                    print(f"Associated token account address: {associated_token_account}")
+                    break
+            except Exception as e:
+                print(f"Attempt {ata_attempt + 1} to create associated token account failed: {str(e)}")
+                if ata_attempt < max_retries - 1:
+                    wait_time = 2 ** ata_attempt
+                    print(f"Retrying in {wait_time} seconds...")
+                    await asyncio.sleep(wait_time)
+                else:
+                    print("Max retries reached. Unable to create associated token account.")
+                    return
+
+        # Continue with the buy transaction
+        for attempt in range(max_retries):
+            try:
+                accounts = [
+                    AccountMeta(pubkey=PUMP_GLOBAL, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_FEE, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=mint, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_token_account, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=payer.pubkey(), is_signer=True, is_writable=True),
+                    AccountMeta(pubkey=SYSTEM_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_TOKEN_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_RENT, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_EVENT_AUTHORITY, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_PROGRAM, is_signer=False, is_writable=False),
+                ]
+
+                discriminator = struct.pack("<Q", 16927863322537952870)
+                data = discriminator + struct.pack("<Q", int(token_amount * 10**6)) + struct.pack("<Q", max_amount_lamports)
+                buy_ix = Instruction(PUMP_PROGRAM, data, accounts)
+
+                recent_blockhash = await client.get_latest_blockhash()
+                transaction = Transaction()
+                transaction.add(buy_ix)
+                transaction.recent_blockhash = recent_blockhash.value.blockhash
+
+                tx = await client.send_transaction(
+                    transaction,
+                    payer,
+                    opts=TxOpts(skip_preflight=True, preflight_commitment=Confirmed),
+                )
+
+                print(f"Transaction sent: https://explorer.solana.com/tx/{tx.value}")
+
+                await client.confirm_transaction(tx.value, commitment="confirmed")
+                print("Transaction confirmed")
+                return tx.value
+
+            except Exception as e:
+                print(f"Attempt {attempt + 1} failed: {str(e)}")
+                if attempt < max_retries - 1:
+                    wait_time = 2 ** attempt
+                    print(f"Retrying in {wait_time} seconds...")
+                    await asyncio.sleep(wait_time)
+                else:
+                    print("Max retries reached. Unable to complete the transaction.")
+
+def load_idl(file_path):
+    with open(file_path, 'r') as f:
+        return json.load(f)
+
+def decode_create_instruction(ix_data, ix_def, accounts):
+    args = {}
+    offset = 8  # Skip 8-byte discriminator
+
+    for arg in ix_def['args']:
+        if arg['type'] == 'string':
+            length = struct.unpack_from('<I', ix_data, offset)[0]
+            offset += 4
+            value = ix_data[offset:offset+length].decode('utf-8')
+            offset += length
+        elif arg['type'] == 'publicKey':
+            value = base64.b64encode(ix_data[offset:offset+32]).decode('utf-8')
+            offset += 32
+        else:
+            raise ValueError(f"Unsupported type: {arg['type']}")
+        
+        args[arg['name']] = value
+
+    # Add accounts
+    args['mint'] = str(accounts[0])
+    args['bondingCurve'] = str(accounts[2])
+    args['associatedBondingCurve'] = str(accounts[3])
+    args['user'] = str(accounts[7])
+
+    return args
+
+async def listen_for_create_transaction(websocket):
+    idl = load_idl('idl/pump_fun_idl.json')
+    create_discriminator = 8576854823835016728
+    
+    subscription_message = json.dumps({
+        "jsonrpc": "2.0",
+        "id": 1,
+        "method": "blockSubscribe",
+        "params": [
+            {"mentionsAccountOrProgram": str(PUMP_PROGRAM)},
+            {
+                "commitment": "confirmed",
+                "encoding": "base64",
+                "showRewards": False,
+                "transactionDetails": "full",
+                "maxSupportedTransactionVersion": 0
+            }
+        ]
+    })
+    await websocket.send(subscription_message)
+    print(f"Subscribed to blocks mentioning program: {PUMP_PROGRAM}")
+
+    ping_interval = 20
+    last_ping_time = time.time()
+
+    while True:
+        try:
+            current_time = time.time()
+            if current_time - last_ping_time > ping_interval:
+                await websocket.ping()
+                last_ping_time = current_time
+
+            response = await asyncio.wait_for(websocket.recv(), timeout=30)
+            data = json.loads(response)
+            
+            if 'method' in data and data['method'] == 'blockNotification':
+                if 'params' in data and 'result' in data['params']:
+                    block_data = data['params']['result']
+                    if 'value' in block_data and 'block' in block_data['value']:
+                        block = block_data['value']['block']
+                        if 'transactions' in block:
+                            for tx in block['transactions']:
+                                if isinstance(tx, dict) and 'transaction' in tx:
+                                    tx_data_decoded = base64.b64decode(tx['transaction'][0])
+                                    transaction = VersionedTransaction.from_bytes(tx_data_decoded)
+                                    
+                                    for ix in transaction.message.instructions:
+                                        if str(transaction.message.account_keys[ix.program_id_index]) == str(PUMP_PROGRAM):
+                                            ix_data = bytes(ix.data)
+                                            discriminator = struct.unpack('<Q', ix_data[:8])[0]
+                                            
+                                            if discriminator == create_discriminator:
+                                                create_ix = next(instr for instr in idl['instructions'] if instr['name'] == 'create')
+                                                account_keys = [str(transaction.message.account_keys[index]) for index in ix.accounts]
+                                                decoded_args = decode_create_instruction(ix_data, create_ix, account_keys)
+                                                return decoded_args
+        except asyncio.TimeoutError:
+            print("No data received for 30 seconds, sending ping...")
+            await websocket.ping()
+            last_ping_time = time.time()
+        except websockets.exceptions.ConnectionClosed:
+            print("WebSocket connection closed. Reconnecting...")
+            raise
+
+async def main(yolo_mode=False):
+    if yolo_mode:
+        while True:
+            try:
+                async with websockets.connect(WSS_ENDPOINT) as websocket:
+                    while True:
+                        try:
+                            await trade(websocket)
+                        except websockets.exceptions.ConnectionClosed:
+                            print("WebSocket connection closed. Reconnecting...")
+                            break
+                        except Exception as e:
+                            print(f"An error occurred: {e}")
+                        print("Waiting for 5 seconds before looking for the next token...")
+                        await asyncio.sleep(5)
+            except Exception as e:
+                print(f"Connection error: {e}")
+                print("Reconnecting in 5 seconds...")
+                await asyncio.sleep(5)
+    else:
+        await trade()
+
+if __name__ == "__main__":
+    asyncio.run(main())
\ No newline at end of file
diff --git a/config.py b/config.py
new file mode 100644
index 0000000..8220f43
--- /dev/null
+++ b/config.py
@@ -0,0 +1,26 @@
+from solders.pubkey import Pubkey
+
+# System & pump.fun addresses
+PUMP_PROGRAM = Pubkey.from_string("6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P")
+PUMP_GLOBAL = Pubkey.from_string("4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf")
+PUMP_EVENT_AUTHORITY = Pubkey.from_string("Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1")
+PUMP_FEE = Pubkey.from_string("CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM")
+SYSTEM_PROGRAM = Pubkey.from_string("11111111111111111111111111111111")
+SYSTEM_TOKEN_PROGRAM = Pubkey.from_string("TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA")
+SYSTEM_ASSOCIATED_TOKEN_ACCOUNT_PROGRAM = Pubkey.from_string("ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL")
+SYSTEM_RENT = Pubkey.from_string("SysvarRent111111111111111111111111111111111")
+SOL = Pubkey.from_string("So11111111111111111111111111111111111111112")
+LAMPORTS_PER_SOL = 1_000_000_000
+
+# Trading parameters
+BUY_AMOUNT = 0.0001  # Amount of SOL to spend when buying
+BUY_SLIPPAGE = 0.2  # 20% slippage tolerance for buying
+SELL_SLIPPAGE = 0.2  # 20% slippage tolerance for selling
+
+# Your nodes
+# You can also get a trader node https://docs.chainstack.com/docs/warp-transactions
+RPC_ENDPOINT = "SOLANA_NODE_RPC_ENDPOINT"
+WSS_ENDPOINT = "SOLANA_NODE_WSS_ENDPOINT"
+
+#Private key
+PRIVATE_KEY = "SOLANA_PRIVATE_KEY"
\ No newline at end of file
diff --git a/idl/pump_fun_idl.json b/idl/pump_fun_idl.json
new file mode 100644
index 0000000..a3dd67e
--- /dev/null
+++ b/idl/pump_fun_idl.json
@@ -0,0 +1,662 @@
+{
+    "version": "0.1.0",
+    "name": "pump",
+    "instructions": [
+        {
+            "name": "initialize",
+            "docs": [
+                "Creates the global state."
+            ],
+            "accounts": [
+                {
+                    "name": "global",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "user",
+                    "isMut": true,
+                    "isSigner": true
+                },
+                {
+                    "name": "systemProgram",
+                    "isMut": false,
+                    "isSigner": false
+                }
+            ],
+            "args": []
+        },
+        {
+            "name": "setParams",
+            "docs": [
+                "Sets the global state parameters."
+            ],
+            "accounts": [
+                {
+                    "name": "global",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "user",
+                    "isMut": true,
+                    "isSigner": true
+                },
+                {
+                    "name": "systemProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "eventAuthority",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "program",
+                    "isMut": false,
+                    "isSigner": false
+                }
+            ],
+            "args": [
+                {
+                    "name": "feeRecipient",
+                    "type": "publicKey"
+                },
+                {
+                    "name": "initialVirtualTokenReserves",
+                    "type": "u64"
+                },
+                {
+                    "name": "initialVirtualSolReserves",
+                    "type": "u64"
+                },
+                {
+                    "name": "initialRealTokenReserves",
+                    "type": "u64"
+                },
+                {
+                    "name": "tokenTotalSupply",
+                    "type": "u64"
+                },
+                {
+                    "name": "feeBasisPoints",
+                    "type": "u64"
+                }
+            ]
+        },
+        {
+            "name": "create",
+            "docs": [
+                "Creates a new coin and bonding curve."
+            ],
+            "accounts": [
+                {
+                    "name": "mint",
+                    "isMut": true,
+                    "isSigner": true
+                },
+                {
+                    "name": "mintAuthority",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "bondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedBondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "global",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "mplTokenMetadata",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "metadata",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "user",
+                    "isMut": true,
+                    "isSigner": true
+                },
+                {
+                    "name": "systemProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "tokenProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedTokenProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "rent",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "eventAuthority",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "program",
+                    "isMut": false,
+                    "isSigner": false
+                }
+            ],
+            "args": [
+                {
+                    "name": "name",
+                    "type": "string"
+                },
+                {
+                    "name": "symbol",
+                    "type": "string"
+                },
+                {
+                    "name": "uri",
+                    "type": "string"
+                }
+            ]
+        },
+        {
+            "name": "buy",
+            "docs": [
+                "Buys tokens from a bonding curve."
+            ],
+            "accounts": [
+                {
+                    "name": "global",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "feeRecipient",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "mint",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "bondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedBondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedUser",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "user",
+                    "isMut": true,
+                    "isSigner": true
+                },
+                {
+                    "name": "systemProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "tokenProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "rent",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "eventAuthority",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "program",
+                    "isMut": false,
+                    "isSigner": false
+                }
+            ],
+            "args": [
+                {
+                    "name": "amount",
+                    "type": "u64"
+                },
+                {
+                    "name": "maxSolCost",
+                    "type": "u64"
+                }
+            ]
+        },
+        {
+            "name": "sell",
+            "docs": [
+                "Sells tokens into a bonding curve."
+            ],
+            "accounts": [
+                {
+                    "name": "global",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "feeRecipient",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "mint",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "bondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedBondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedUser",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "user",
+                    "isMut": true,
+                    "isSigner": true
+                },
+                {
+                    "name": "systemProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedTokenProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "tokenProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "eventAuthority",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "program",
+                    "isMut": false,
+                    "isSigner": false
+                }
+            ],
+            "args": [
+                {
+                    "name": "amount",
+                    "type": "u64"
+                },
+                {
+                    "name": "minSolOutput",
+                    "type": "u64"
+                }
+            ]
+        },
+        {
+            "name": "withdraw",
+            "docs": [
+                "Allows the admin to withdraw liquidity for a migration once the bonding curve completes"
+            ],
+            "accounts": [
+                {
+                    "name": "global",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "mint",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "bondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedBondingCurve",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "associatedUser",
+                    "isMut": true,
+                    "isSigner": false
+                },
+                {
+                    "name": "user",
+                    "isMut": true,
+                    "isSigner": true
+                },
+                {
+                    "name": "systemProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "tokenProgram",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "rent",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "eventAuthority",
+                    "isMut": false,
+                    "isSigner": false
+                },
+                {
+                    "name": "program",
+                    "isMut": false,
+                    "isSigner": false
+                }
+            ],
+            "args": []
+        }
+    ],
+    "accounts": [
+        {
+            "name": "Global",
+            "type": {
+                "kind": "struct",
+                "fields": [
+                    {
+                        "name": "initialized",
+                        "type": "bool"
+                    },
+                    {
+                        "name": "authority",
+                        "type": "publicKey"
+                    },
+                    {
+                        "name": "feeRecipient",
+                        "type": "publicKey"
+                    },
+                    {
+                        "name": "initialVirtualTokenReserves",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "initialVirtualSolReserves",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "initialRealTokenReserves",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "tokenTotalSupply",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "feeBasisPoints",
+                        "type": "u64"
+                    }
+                ]
+            }
+        },
+        {
+            "name": "BondingCurve",
+            "type": {
+                "kind": "struct",
+                "fields": [
+                    {
+                        "name": "virtualTokenReserves",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "virtualSolReserves",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "realTokenReserves",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "realSolReserves",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "tokenTotalSupply",
+                        "type": "u64"
+                    },
+                    {
+                        "name": "complete",
+                        "type": "bool"
+                    }
+                ]
+            }
+        }
+    ],
+    "events": [
+        {
+            "name": "CreateEvent",
+            "fields": [
+                {
+                    "name": "name",
+                    "type": "string",
+                    "index": false
+                },
+                {
+                    "name": "symbol",
+                    "type": "string",
+                    "index": false
+                },
+                {
+                    "name": "uri",
+                    "type": "string",
+                    "index": false
+                },
+                {
+                    "name": "mint",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "bondingCurve",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "user",
+                    "type": "publicKey",
+                    "index": false
+                }
+            ]
+        },
+        {
+            "name": "TradeEvent",
+            "fields": [
+                {
+                    "name": "mint",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "solAmount",
+                    "type": "u64",
+                    "index": false
+                },
+                {
+                    "name": "tokenAmount",
+                    "type": "u64",
+                    "index": false
+                },
+                {
+                    "name": "isBuy",
+                    "type": "bool",
+                    "index": false
+                },
+                {
+                    "name": "user",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "timestamp",
+                    "type": "i64",
+                    "index": false
+                },
+                {
+                    "name": "virtualSolReserves",
+                    "type": "u64",
+                    "index": false
+                },
+                {
+                    "name": "virtualTokenReserves",
+                    "type": "u64",
+                    "index": false
+                }
+            ]
+        },
+        {
+            "name": "CompleteEvent",
+            "fields": [
+                {
+                    "name": "user",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "mint",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "bondingCurve",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "timestamp",
+                    "type": "i64",
+                    "index": false
+                }
+            ]
+        },
+        {
+            "name": "SetParamsEvent",
+            "fields": [
+                {
+                    "name": "feeRecipient",
+                    "type": "publicKey",
+                    "index": false
+                },
+                {
+                    "name": "initialVirtualTokenReserves",
+                    "type": "u64",
+                    "index": false
+                },
+                {
+                    "name": "initialVirtualSolReserves",
+                    "type": "u64",
+                    "index": false
+                },
+                {
+                    "name": "initialRealTokenReserves",
+                    "type": "u64",
+                    "index": false
+                },
+                {
+                    "name": "tokenTotalSupply",
+                    "type": "u64",
+                    "index": false
+                },
+                {
+                    "name": "feeBasisPoints",
+                    "type": "u64",
+                    "index": false
+                }
+            ]
+        }
+    ],
+    "errors": [
+        {
+            "code": 6000,
+            "name": "NotAuthorized",
+            "msg": "The given account is not authorized to execute this instruction."
+        },
+        {
+            "code": 6001,
+            "name": "AlreadyInitialized",
+            "msg": "The program is already initialized."
+        },
+        {
+            "code": 6002,
+            "name": "TooMuchSolRequired",
+            "msg": "slippage: Too much SOL required to buy the given amount of tokens."
+        },
+        {
+            "code": 6003,
+            "name": "TooLittleSolReceived",
+            "msg": "slippage: Too little SOL received to sell the given amount of tokens."
+        },
+        {
+            "code": 6004,
+            "name": "MintDoesNotMatchBondingCurve",
+            "msg": "The mint does not match the bonding curve."
+        },
+        {
+            "code": 6005,
+            "name": "BondingCurveComplete",
+            "msg": "The bonding curve has completed and liquidity migrated to raydium."
+        },
+        {
+            "code": 6006,
+            "name": "BondingCurveNotComplete",
+            "msg": "The bonding curve has not completed."
+        },
+        {
+            "code": 6007,
+            "name": "NotInitialized",
+            "msg": "The program is not initialized."
+        }
+    ],
+    "metadata": {
+        "address": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+    }
+}
\ No newline at end of file
diff --git a/learning-examples/blockSubscribe-transactions/raw_create_tx_from_blockSubscribe.json b/learning-examples/blockSubscribe-transactions/raw_create_tx_from_blockSubscribe.json
new file mode 100644
index 0000000..80727b1
--- /dev/null
+++ b/learning-examples/blockSubscribe-transactions/raw_create_tx_from_blockSubscribe.json
@@ -0,0 +1,414 @@
+{
+  "transaction": [
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+    "base64"
+  ],
+  "meta": {
+    "err": null,
+    "status": {
+      "Ok": null
+    },
+    "fee": 115000,
+    "preBalances": [
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+      934087680,
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+    "innerInstructions": [
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+        "index": 3,
+        "instructions": [
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+            "stackHeight": 2
+          }
+        ]
+      }
+    ],
+    "logMessages": [
+      "Program ComputeBudget111111111111111111111111111111 invoke [1]",
+      "Program ComputeBudget111111111111111111111111111111 success",
+      "Program 11111111111111111111111111111111 invoke [1]",
+      "Program 11111111111111111111111111111111 success",
+      "Program ComputeBudget111111111111111111111111111111 invoke [1]",
+      "Program ComputeBudget111111111111111111111111111111 success",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [1]",
+      "Program log: Instruction: Create",
+      "Program 11111111111111111111111111111111 invoke [2]",
+      "Program 11111111111111111111111111111111 success",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+      "Program log: Instruction: InitializeMint2",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 2780 of 238190 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program 11111111111111111111111111111111 invoke [2]",
+      "Program 11111111111111111111111111111111 success",
+      "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL invoke [2]",
+      "Program log: Create",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [3]",
+      "Program log: Instruction: GetAccountDataSize",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1595 of 212794 compute units",
+      "Program return: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA pQAAAAAAAAA=",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program 11111111111111111111111111111111 invoke [3]",
+      "Program 11111111111111111111111111111111 success",
+      "Program log: Initialize the associated token account",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [3]",
+      "Program log: Instruction: InitializeImmutableOwner",
+      "Program log: Please upgrade to SPL Token 2022 for immutable owner support",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1405 of 206181 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [3]",
+      "Program log: Instruction: InitializeAccount3",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4214 of 202297 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL consumed 21990 of 219769 compute units",
+      "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL success",
+      "Program metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s invoke [2]",
+      "Program log: IX: Create Metadata Accounts v3",
+      "Program 11111111111111111111111111111111 invoke [3]",
+      "Program 11111111111111111111111111111111 success",
+      "Program log: Allocate space for the account",
+      "Program 11111111111111111111111111111111 invoke [3]",
+      "Program 11111111111111111111111111111111 success",
+      "Program log: Assign the account to the owning program",
+      "Program 11111111111111111111111111111111 invoke [3]",
+      "Program 11111111111111111111111111111111 success",
+      "Program metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s consumed 37631 of 181110 compute units",
+      "Program metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s success",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+      "Program log: Instruction: MintTo",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4492 of 140964 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+      "Program log: Instruction: SetAuthority",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 2911 of 134325 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [2]",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 2003 of 127301 compute units",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+      "Program data: G3KpTd7rY3YDAAAAZG9kAwAAAERPREcAAABodHRwczovL2NmLWlwZnMuY29tL2lwZnMvUW1ZMW0yb3doakJaenkxTXRoWW1XaW4zWHdHaW1HS1dDNVp3TlhQQ2JiYUIxa75Oab9+zoJi5E/7feiMCGSkHpgBjBAk2HT/Omepbi/vO7+83IaPqzQCmuexYmfBKhW99pBf1HY/TQqasw1nKrv2MdL3xlA70bgIpTlRVYJ5yU7c4gCGkVyzuRpXUJYvmg==",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 126103 of 249550 compute units",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+      "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL invoke [1]",
+      "Program log: Create",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+      "Program log: Instruction: GetAccountDataSize",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1569 of 118084 compute units",
+      "Program return: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA pQAAAAAAAAA=",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program 11111111111111111111111111111111 invoke [2]",
+      "Program 11111111111111111111111111111111 success",
+      "Program log: Initialize the associated token account",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+      "Program log: Instruction: InitializeImmutableOwner",
+      "Program log: Please upgrade to SPL Token 2022 for immutable owner support",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1405 of 111497 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+      "Program log: Instruction: InitializeAccount3",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4188 of 107617 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL consumed 20301 of 123447 compute units",
+      "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL success",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [1]",
+      "Program log: Instruction: Buy",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+      "Program log: Instruction: Transfer",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4645 of 81505 compute units",
+      "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+      "Program 11111111111111111111111111111111 invoke [2]",
+      "Program 11111111111111111111111111111111 success",
+      "Program 11111111111111111111111111111111 invoke [2]",
+      "Program 11111111111111111111111111111111 success",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [2]",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 2003 of 69417 compute units",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+      "Program data: vdt/007mYe6+Tmm/fs6CYuRP+33ojAhkpB6YAYwQJNh0/zpnqW4v7wCrkEEAAAAAKeutVYQiAAAB9jHS98ZQO9G4CKU5UVWCeclO3OIAhpFcs7kaV1CWL5oKQsNmAAAAAABXtD0HAAAA1yQq8l6tAwAAq5BBAAAAANeMF6bNrgIA",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 37457 of 103146 compute units",
+      "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success"
+    ],
+    "preTokenBalances": [],
+    "postTokenBalances": [
+      {
+        "accountIndex": 4,
+        "mint": "Dosp4t6w5kDzAgBQBMEsZSUNzdwTC5zHYiVZQqMKpump",
+        "uiTokenAmount": {
+          "uiAmount": 962048231.511255,
+          "decimals": 6,
+          "amount": "962048231511255",
+          "uiAmountString": "962048231.511255"
+        },
+        "owner": "52EdRamuJQsj94DnpLBguCfXx8cGbyJiFBL5n1hmP5Ln",
+        "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA"
+      },
+      {
+        "accountIndex": 6,
+        "mint": "Dosp4t6w5kDzAgBQBMEsZSUNzdwTC5zHYiVZQqMKpump",
+        "uiTokenAmount": {
+          "uiAmount": 37951768.488745,
+          "decimals": 6,
+          "amount": "37951768488745",
+          "uiAmountString": "37951768.488745"
+        },
+        "owner": "Ha3MnRTxb5iGbXkjCTF2VyLPSsbCaNG4ZaJkHaoQWqJ9",
+        "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA"
+      }
+    ],
+    "rewards": null,
+    "loadedAddresses": {
+      "writable": [],
+      "readonly": []
+    },
+    "computeUnitsConsumed": 184311
+  },
+  "version": 0
+}
\ No newline at end of file
diff --git a/learning-examples/blockSubscribe_extract_transactions.py b/learning-examples/blockSubscribe_extract_transactions.py
new file mode 100644
index 0000000..bcaa1e0
--- /dev/null
+++ b/learning-examples/blockSubscribe_extract_transactions.py
@@ -0,0 +1,66 @@
+import asyncio
+import hashlib
+import json
+import os
+import sys
+import websockets
+
+sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
+from config import WSS_ENDPOINT, PUMP_PROGRAM
+
+async def save_transaction(tx_data, tx_signature):
+    os.makedirs("blockSubscribe-transactions", exist_ok=True)
+    hashed_signature = hashlib.sha256(tx_signature.encode()).hexdigest()
+    file_path = os.path.join("blockSubscribe-transactions", f"{hashed_signature}.json")
+    with open(file_path, 'w') as f:
+        json.dump(tx_data, f, indent=2)
+    print(f"Saved transaction: {hashed_signature[:8]}...")
+
+async def listen_for_transactions():
+    async with websockets.connect(WSS_ENDPOINT) as websocket:
+        subscription_message = json.dumps({
+            "jsonrpc": "2.0",
+            "id": 1,
+            "method": "blockSubscribe",
+            "params": [
+                {"mentionsAccountOrProgram": str(PUMP_PROGRAM)},
+                {
+                    "commitment": "confirmed",
+                    "encoding": "base64",
+                    "showRewards": False,
+                    "transactionDetails": "full",
+                    "maxSupportedTransactionVersion": 0
+                }
+            ]
+        })
+        await websocket.send(subscription_message)
+        print(f"Subscribed to blocks mentioning program: {PUMP_PROGRAM}")
+
+        while True:
+            try:
+                response = await websocket.recv()
+                data = json.loads(response)
+                
+                if 'method' in data and data['method'] == 'blockNotification':
+                    if 'params' in data and 'result' in data['params']:
+                        block_data = data['params']['result']
+                        if 'value' in block_data and 'block' in block_data['value']:
+                            block = block_data['value']['block']
+                            if 'transactions' in block:
+                                transactions = block['transactions']
+                                for tx in transactions:
+                                    if isinstance(tx, dict) and 'transaction' in tx:
+                                        if isinstance(tx['transaction'], list) and len(tx['transaction']) > 0:
+                                            tx_signature = tx['transaction'][0]
+                                        elif isinstance(tx['transaction'], dict) and 'signatures' in tx['transaction']:
+                                            tx_signature = tx['transaction']['signatures'][0]
+                                        else:
+                                            continue
+                                        await save_transaction(tx, tx_signature)
+                elif 'result' in data:
+                    print(f"Subscription confirmed")
+            except Exception as e:
+                print(f"An error occurred: {str(e)}")
+
+if __name__ == "__main__":
+    asyncio.run(listen_for_transactions())
\ No newline at end of file
diff --git a/learning-examples/calculate_discriminator.py b/learning-examples/calculate_discriminator.py
new file mode 100644
index 0000000..438262c
--- /dev/null
+++ b/learning-examples/calculate_discriminator.py
@@ -0,0 +1,31 @@
+import hashlib
+import struct
+
+# https://book.anchor-lang.com/anchor_bts/discriminator.html
+# Set the instruction name here
+instruction_name = "account:BondingCurve"
+
+def calculate_discriminator(instruction_name):
+    # Create a SHA256 hash object
+    sha = hashlib.sha256()
+    
+    # Update the hash with the instruction name
+    sha.update(instruction_name.encode('utf-8'))
+    
+    # Get the first 8 bytes of the hash
+    discriminator_bytes = sha.digest()[:8]
+    
+    # Convert the bytes to a 64-bit unsigned integer (little-endian)
+    discriminator = struct.unpack('<Q', discriminator_bytes)[0]
+    
+    return discriminator
+
+# Calculate the discriminator for the specified instruction
+discriminator = calculate_discriminator(instruction_name)
+
+print(f"Discriminator for '{instruction_name}' instruction: {discriminator}")
+
+# global:buy discriminator - 16927863322537952870
+# global:sell discriminator - 12502976635542562355
+# global:create discriminator - 8576854823835016728
+# account:BondingCurve discriminator - 6966180631402821399
\ No newline at end of file
diff --git a/learning-examples/decode_from_blockSubscribe.py b/learning-examples/decode_from_blockSubscribe.py
new file mode 100644
index 0000000..f0a87e4
--- /dev/null
+++ b/learning-examples/decode_from_blockSubscribe.py
@@ -0,0 +1,132 @@
+import base64
+import json
+import struct
+import hashlib
+from solana.transaction import Transaction
+from solders.transaction import VersionedTransaction
+from solders.pubkey import Pubkey
+import sys
+
+def load_idl(file_path):
+    with open(file_path, 'r') as f:
+        return json.load(f)
+
+def load_transaction(file_path):
+    with open(file_path, 'r') as f:
+        data = json.load(f)
+    return data
+
+def decode_instruction(ix_data, ix_def):
+    args = {}
+    offset = 8  # Skip 8-byte discriminator
+
+    for arg in ix_def['args']:
+        if arg['type'] == 'u64':
+            value = struct.unpack_from('<Q', ix_data, offset)[0]
+            offset += 8
+        elif arg['type'] == 'publicKey':
+            value = ix_data[offset:offset+32].hex()
+            offset += 32
+        elif arg['type'] == 'string':
+            length = struct.unpack_from('<I', ix_data, offset)[0]
+            offset += 4
+            value = ix_data[offset:offset+length].decode('utf-8')
+            offset += length
+        else:
+            raise ValueError(f"Unsupported type: {arg['type']}")
+        
+        args[arg['name']] = value
+
+    return args
+
+def calculate_discriminator(instruction_name):
+    sha = hashlib.sha256()
+    sha.update(instruction_name.encode('utf-8'))
+    discriminator_bytes = sha.digest()[:8]
+    discriminator = struct.unpack('<Q', discriminator_bytes)[0]
+    return discriminator
+
+def decode_transaction(tx_data, idl):
+    decoded_instructions = []
+    
+    # Decode the base64 transaction data
+    tx_data_decoded = base64.b64decode(tx_data['transaction'][0])
+    
+    # Check if it's a versioned transaction
+    if tx_data.get('version') == 0:
+        # Use solders library for versioned transactions
+        transaction = VersionedTransaction.from_bytes(tx_data_decoded)
+        instructions = transaction.message.instructions
+        account_keys = transaction.message.account_keys
+        print("Versioned transaction detected")
+    else:
+        # Use legacy deserialization for older transactions
+        transaction = Transaction.deserialize(tx_data_decoded)
+        instructions = transaction.instructions
+        account_keys = transaction.message.account_keys
+        print("Legacy transaction detected")
+    
+    print(f"Number of instructions: {len(instructions)}")
+    
+    for idx, ix in enumerate(instructions):
+        program_id = str(account_keys[ix.program_id_index])
+        print(f"\nInstruction {idx}:")
+        print(f"Program ID: {program_id}")
+        print(f"IDL program address: {idl['metadata']['address']}")
+        
+        if program_id == idl['metadata']['address']:
+            ix_data = bytes(ix.data)
+            discriminator = struct.unpack('<Q', ix_data[:8])[0]
+            
+            print(f"Discriminator: {discriminator:016x}")
+            
+            for idl_ix in idl['instructions']:
+                idl_discriminator = calculate_discriminator(f"global:{idl_ix['name']}")
+                print(f"Checking against IDL instruction: {idl_ix['name']} with discriminator {idl_discriminator:016x}")
+                
+                if discriminator == idl_discriminator:
+                    decoded_args = decode_instruction(ix_data, idl_ix)
+                    accounts = [str(account_keys[acc_idx]) for acc_idx in ix.accounts]
+                    decoded_instructions.append({
+                        'name': idl_ix['name'],
+                        'args': decoded_args,
+                        'accounts': accounts,
+                        'program': program_id
+                    })
+                    break
+            else:
+                decoded_instructions.append({
+                    'name': 'Unknown',
+                    'data': ix_data.hex(),
+                    'accounts': [str(account_keys[acc_idx]) for acc_idx in ix.accounts],
+                    'program': program_id
+                })
+        else:
+            instruction_name = 'External'
+            if program_id == 'ComputeBudget111111111111111111111111111111':
+                if ix.data[:1] == b'\x03':
+                    instruction_name = 'ComputeBudget: Set compute unit limit'
+                elif ix.data[:1] == b'\x02':
+                    instruction_name = 'ComputeBudget: Set compute unit price'
+            elif program_id == 'ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL':
+                instruction_name = 'Associated Token Account: Create'
+            
+            decoded_instructions.append({
+                'name': instruction_name,
+                'programId': program_id,
+                'data': bytes(ix.data).hex(),
+                'accounts': [str(account_keys[acc_idx]) for acc_idx in ix.accounts]
+            })
+
+    return decoded_instructions
+
+if len(sys.argv) != 2:
+    print("Usage: python decode_fromBlock.py <transaction_file_path>")
+    sys.exit(1)
+
+tx_file_path = sys.argv[1]
+idl = load_idl('../idl/pump_fun_idl.json')
+tx_data = load_transaction(tx_file_path)
+
+decoded_instructions = decode_transaction(tx_data, idl)
+print(json.dumps(decoded_instructions, indent=2))
\ No newline at end of file
diff --git a/learning-examples/decode_from_getAccountInfo.py b/learning-examples/decode_from_getAccountInfo.py
new file mode 100644
index 0000000..7dd5e1c
--- /dev/null
+++ b/learning-examples/decode_from_getAccountInfo.py
@@ -0,0 +1,56 @@
+import json
+import base64
+import struct
+from construct import Struct, Int64ul, Flag
+
+LAMPORTS_PER_SOL = 1_000_000_000
+TOKEN_DECIMALS = 6
+EXPECTED_DISCRIMINATOR = struct.pack("<Q", 6966180631402821399)
+
+class BondingCurveState:
+    _STRUCT = Struct(
+        "virtual_token_reserves" / Int64ul,
+        "virtual_sol_reserves" / Int64ul,
+        "real_token_reserves" / Int64ul,
+        "real_sol_reserves" / Int64ul,
+        "token_total_supply" / Int64ul,
+        "complete" / Flag
+    )
+
+    def __init__(self, data: bytes) -> None:
+        parsed = self._STRUCT.parse(data[8:])
+        self.__dict__.update(parsed)
+
+def calculate_bonding_curve_price(curve_state: BondingCurveState) -> float:
+    if curve_state.virtual_token_reserves <= 0 or curve_state.virtual_sol_reserves <= 0:
+        raise ValueError("Invalid reserve state")
+
+    return (curve_state.virtual_sol_reserves / LAMPORTS_PER_SOL) / (curve_state.virtual_token_reserves / 10 ** TOKEN_DECIMALS)
+
+def decode_bonding_curve_data(raw_data: str) -> BondingCurveState:
+    decoded_data = base64.b64decode(raw_data)
+    if decoded_data[:8] != EXPECTED_DISCRIMINATOR:
+        raise ValueError("Invalid curve state discriminator")
+    return BondingCurveState(decoded_data)
+
+# Load the JSON data
+with open('raw_bondingCurve_from_getAccountInfo.json', 'r') as file:
+    json_data = json.load(file)
+
+# Extract the base64 encoded data
+encoded_data = json_data['result']['value']['data'][0]
+
+# Decode the data
+bonding_curve_state = decode_bonding_curve_data(encoded_data)
+
+# Calculate and print the token price
+token_price_sol = calculate_bonding_curve_price(bonding_curve_state)
+
+print("Bonding Curve State:")
+print(f"  Virtual Token Reserves: {bonding_curve_state.virtual_token_reserves}")
+print(f"  Virtual SOL Reserves: {bonding_curve_state.virtual_sol_reserves}")
+print(f"  Real Token Reserves: {bonding_curve_state.real_token_reserves}")
+print(f"  Real SOL Reserves: {bonding_curve_state.real_sol_reserves}")
+print(f"  Token Total Supply: {bonding_curve_state.token_total_supply}")
+print(f"  Complete: {bonding_curve_state.complete}")
+print(f"\nToken Price: {token_price_sol:.10f} SOL")
\ No newline at end of file
diff --git a/learning-examples/decode_from_getTransaction.py b/learning-examples/decode_from_getTransaction.py
new file mode 100644
index 0000000..519f146
--- /dev/null
+++ b/learning-examples/decode_from_getTransaction.py
@@ -0,0 +1,100 @@
+import json
+import base58
+from solana.transaction import Transaction
+from solders.pubkey import Pubkey
+import struct
+import sys
+import base64
+
+import sys
+
+if len(sys.argv) != 2:
+    print("Usage: python decode_getTransaction.py <transaction_file_path>")
+    sys.exit(1)
+
+tx_file_path = sys.argv[1]
+
+# Load the IDL
+with open('../idl/pump_fun_idl.json', 'r') as f:
+    idl = json.load(f)
+
+# Load the transaction log
+with open(tx_file_path, 'r') as f:
+    tx_log = json.load(f)
+
+# Extract the transaction data
+tx_data = tx_log['result']['transaction']
+
+print(json.dumps(tx_data, indent=2))
+
+def decode_create_instruction(data):
+    # The Create instruction has 3 string arguments: name, symbol, uri
+    offset = 8  # Skip the 8-byte discriminator
+    results = []
+    for _ in range(3):
+        length = struct.unpack_from("<I", data, offset)[0]
+        offset += 4
+        string_data = data[offset:offset+length].decode('utf-8')
+        results.append(string_data)
+        offset += length
+    return {
+        "name": results[0],
+        "symbol": results[1],
+        "uri": results[2]
+    }
+
+def decode_buy_instruction(data):
+    # Assuming the buy instruction has a u64 argument for amount
+    amount = struct.unpack_from("<Q", data, 8)[0]
+    return {"amount": amount}
+
+def decode_instruction_data(instruction, accounts, data):
+    if instruction['name'] == 'create':
+        return decode_create_instruction(data)
+    elif instruction['name'] == 'buy':
+        return decode_buy_instruction(data)
+    else:
+        return f"Unhandled instruction type: {instruction['name']}"
+
+def find_matching_instruction(accounts, data):
+    if 'instructions' not in idl:
+        print("Warning: No instructions found in IDL")
+        return None
+    for instruction in idl['instructions']:
+        if len(instruction['accounts']) == len(accounts):
+            return instruction
+    return None
+
+# Parse the transaction
+tx_message = tx_data['message']
+instructions = tx_message['instructions']
+
+for ix in instructions:
+    program_id = ix.get('programId')
+    accounts = ix.get('accounts', [])
+    data = ix.get('data', '')
+    
+    if 'parsed' in ix:
+        print(f"Parsed instruction: {ix['program']} - {ix['parsed']['type']}")
+        print(f"Info: {json.dumps(ix['parsed']['info'], indent=2)}")
+    elif program_id == idl['metadata']['address']:
+        matching_instruction = find_matching_instruction(accounts, data)
+        if matching_instruction:
+            decoded_data = decode_instruction_data(matching_instruction, accounts, base58.b58decode(data))
+            print(f"Instruction: {matching_instruction['name']}")
+            print(f"Decoded data: {decoded_data}")
+            
+            print("\nAccounts:")
+            for i, account in enumerate(accounts):
+                account_info = matching_instruction['accounts'][i]
+                print(f"  {account_info['name']}: {account}")
+        else:
+            print(f"Unable to match instruction for program {program_id}")
+    else:
+        print(f"Instruction for program: {program_id}")
+        print(f"Data: {data}\n")
+
+print("\nTransaction Information:")
+print(f"Blockhash: {tx_message['recentBlockhash']}")
+print(f"Fee payer: {tx_message['accountKeys'][0]['pubkey']}")
+print(f"Signature: {tx_data['signatures'][0]}")
\ No newline at end of file
diff --git a/learning-examples/decoded_buy_tx_from_getTransaction.json b/learning-examples/decoded_buy_tx_from_getTransaction.json
new file mode 100644
index 0000000..cb33c5a
--- /dev/null
+++ b/learning-examples/decoded_buy_tx_from_getTransaction.json
@@ -0,0 +1,215 @@
+{
+  "message": {
+    "accountKeys": [
+      {
+        "pubkey": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+        "signer": true,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "9nj8QEp6mQDsr2G6oGtq8DJakPuKLeUqnWMf4JzgcSCd",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "JBfdxsh3DEXfpeTUrQe94hpKQ8yxBqVRqRiSRvemUA4i",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "11111111111111111111111111111111",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "ComputeBudget111111111111111111111111111111",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "SysvarRent111111111111111111111111111111111",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      }
+    ],
+    "addressTableLookups": [],
+    "instructions": [
+      {
+        "accounts": [],
+        "data": "3JwEwun4YUPH",
+        "programId": "ComputeBudget111111111111111111111111111111",
+        "stackHeight": null
+      },
+      {
+        "accounts": [],
+        "data": "LEJDE7",
+        "programId": "ComputeBudget111111111111111111111111111111",
+        "stackHeight": null
+      },
+      {
+        "accounts": [
+          "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+          "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+          "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+          "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
+          "9nj8QEp6mQDsr2G6oGtq8DJakPuKLeUqnWMf4JzgcSCd",
+          "DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S",
+          "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+          "11111111111111111111111111111111",
+          "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "SysvarRent111111111111111111111111111111111",
+          "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+          "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+        ],
+        "data": "AJTQ2h9DXrBqzdpEhcLVYocNoqujioBxb",
+        "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+        "stackHeight": null
+      },
+      {
+        "accounts": [
+          "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+          "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+          "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+          "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
+          "9nj8QEp6mQDsr2G6oGtq8DJakPuKLeUqnWMf4JzgcSCd",
+          "DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S",
+          "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+          "11111111111111111111111111111111",
+          "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+          "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+          "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+        ],
+        "data": "5jRcjdixRUDSvSh4QXANSHU9rk2He2WMm",
+        "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+        "stackHeight": null
+      },
+      {
+        "parsed": {
+          "info": {
+            "destination": "JBfdxsh3DEXfpeTUrQe94hpKQ8yxBqVRqRiSRvemUA4i",
+            "lamports": 962563,
+            "source": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef"
+          },
+          "type": "transfer"
+        },
+        "program": "system",
+        "programId": "11111111111111111111111111111111",
+        "stackHeight": null
+      }
+    ],
+    "recentBlockhash": "cqZ8vtKbuAVtwCRHrATJn7X3kohsJH2Qn9zdhEr8sE5"
+  },
+  "signatures": [
+    "33LHUzKfhBvU68kYib22oFx2XdQKQZ2sfvTmmdCFEr6YidyP8S3WwAurjz6Suewvr2WUByV79K3stNCZDe7wq3De"
+  ]
+}
+Instruction for program: ComputeBudget111111111111111111111111111111
+Data: 3JwEwun4YUPH
+
+Instruction for program: ComputeBudget111111111111111111111111111111
+Data: LEJDE7
+
+Instruction: buy
+Decoded data: {'amount': 605426095720}
+
+Accounts:
+  global: 4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf
+  feeRecipient: CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM
+  mint: HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump
+  bondingCurve: 6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn
+  associatedBondingCurve: 9nj8QEp6mQDsr2G6oGtq8DJakPuKLeUqnWMf4JzgcSCd
+  associatedUser: DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S
+  user: 2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef
+  systemProgram: 11111111111111111111111111111111
+  tokenProgram: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA
+  rent: SysvarRent111111111111111111111111111111111
+  eventAuthority: Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1
+  program: 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P
+Instruction: buy
+Decoded data: {'amount': 605426095720}
+
+Accounts:
+  global: 4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf
+  feeRecipient: CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM
+  mint: HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump
+  bondingCurve: 6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn
+  associatedBondingCurve: 9nj8QEp6mQDsr2G6oGtq8DJakPuKLeUqnWMf4JzgcSCd
+  associatedUser: DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S
+  user: 2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef
+  systemProgram: 11111111111111111111111111111111
+  tokenProgram: ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL
+  rent: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA
+  eventAuthority: Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1
+  program: 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P
+Parsed instruction: system - transfer
+Info: {
+  "destination": "JBfdxsh3DEXfpeTUrQe94hpKQ8yxBqVRqRiSRvemUA4i",
+  "lamports": 962563,
+  "source": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef"
+}
+
+Transaction Information:
+Blockhash: cqZ8vtKbuAVtwCRHrATJn7X3kohsJH2Qn9zdhEr8sE5
+Fee payer: 2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef
+Signature: 33LHUzKfhBvU68kYib22oFx2XdQKQZ2sfvTmmdCFEr6YidyP8S3WwAurjz6Suewvr2WUByV79K3stNCZDe7wq3De
diff --git a/learning-examples/decoded_create_tx_from_getTransaction.json b/learning-examples/decoded_create_tx_from_getTransaction.json
new file mode 100644
index 0000000..24781f3
--- /dev/null
+++ b/learning-examples/decoded_create_tx_from_getTransaction.json
@@ -0,0 +1,263 @@
+{
+  "message": {
+    "accountKeys": [
+      {
+        "pubkey": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+        "signer": true,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+        "signer": true,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "HWEoBxYs7ssKuudEjzjmpfJVX7Dvi7wescFsVx2L5yoY",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "H6LkmMUuAiJhAcH9ejScvMVXFhUSzxwYPiczL7zW3aAj",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+        "signer": false,
+        "source": "transaction",
+        "writable": true
+      },
+      {
+        "pubkey": "ComputeBudget111111111111111111111111111111",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "11111111111111111111111111111111",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "SysvarRent111111111111111111111111111111111",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      },
+      {
+        "pubkey": "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+        "signer": false,
+        "source": "transaction",
+        "writable": false
+      }
+    ],
+    "addressTableLookups": [],
+    "instructions": [
+      {
+        "accounts": [],
+        "data": "HnkkG7",
+        "programId": "ComputeBudget111111111111111111111111111111",
+        "stackHeight": null
+      },
+      {
+        "parsed": {
+          "info": {
+            "destination": "HWEoBxYs7ssKuudEjzjmpfJVX7Dvi7wescFsVx2L5yoY",
+            "lamports": 4000000,
+            "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+          },
+          "type": "transfer"
+        },
+        "program": "system",
+        "programId": "11111111111111111111111111111111",
+        "stackHeight": null
+      },
+      {
+        "accounts": [],
+        "data": "3ZfX8LdfViHV",
+        "programId": "ComputeBudget111111111111111111111111111111",
+        "stackHeight": null
+      },
+      {
+        "accounts": [
+          "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+          "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM",
+          "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+          "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF",
+          "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+          "metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s",
+          "H6LkmMUuAiJhAcH9ejScvMVXFhUSzxwYPiczL7zW3aAj",
+          "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+          "11111111111111111111111111111111",
+          "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+          "SysvarRent111111111111111111111111111111111",
+          "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+          "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+        ],
+        "data": "U5L9Srg16xJSo5n5mGEnUQaep1FgNe24zh1oYXVbcVpSyAPk5QWVT8RNVbaJeebkjgPqHUHnWwPyPFmJ21HDBYXgTd8HTU7QfbiY7cn26rn4zxi724rGkbWKwnJHghce74jdF8dLeGwvYnU",
+        "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+        "stackHeight": null
+      },
+      {
+        "parsed": {
+          "info": {
+            "account": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+            "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+            "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+            "systemProgram": "11111111111111111111111111111111",
+            "tokenProgram": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+            "wallet": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+          },
+          "type": "create"
+        },
+        "program": "spl-associated-token-account",
+        "programId": "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+        "stackHeight": null
+      },
+      {
+        "accounts": [
+          "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+          "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+          "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+          "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+          "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF",
+          "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+          "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+          "11111111111111111111111111111111",
+          "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "SysvarRent111111111111111111111111111111111",
+          "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+          "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+        ],
+        "data": "AJTQ2h9DXrBiKPvzMVAo11jUarcFAxcz3",
+        "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+        "stackHeight": null
+      }
+    ],
+    "recentBlockhash": "4LkonCgzoF4HF4ZmrczNCntkk5QJzoBfwEG67o99S6yR"
+  },
+  "signatures": [
+    "52ar89rghM8EwKZkxFnBMC4LaMReqtVdpxqXxGWBCMYV1DnYdLrdsqJo8Hbn9KjVpckAokqGNHzTSVfK5xuLepdC",
+    "SpE85aiJConP43xzaqrri6TRmEbKZdiSJoXeTixJPuMkYUSQZbyjxrb3NbatshfoggYacnyd1YWJf98iPV5YYqm"
+  ]
+}
+Instruction for program: ComputeBudget111111111111111111111111111111
+Data: HnkkG7
+
+Parsed instruction: system - transfer
+Info: {
+  "destination": "HWEoBxYs7ssKuudEjzjmpfJVX7Dvi7wescFsVx2L5yoY",
+  "lamports": 4000000,
+  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+}
+Instruction for program: ComputeBudget111111111111111111111111111111
+Data: 3ZfX8LdfViHV
+
+Instruction: create
+Decoded data: {'name': 'excited', 'symbol': 'excited', 'uri': 'https://cf-ipfs.com/ipfs/QmcDiP9wAZ8QeijrNrtwLeMGk46vKAAe8yvfWtumBZbURq'}
+
+Accounts:
+  mint: ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp
+  mintAuthority: TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM
+  bondingCurve: FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH
+  associatedBondingCurve: 6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF
+  global: 4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf
+  mplTokenMetadata: metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s
+  metadata: H6LkmMUuAiJhAcH9ejScvMVXFhUSzxwYPiczL7zW3aAj
+  user: Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5
+  systemProgram: 11111111111111111111111111111111
+  tokenProgram: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA
+  associatedTokenProgram: ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL
+  rent: SysvarRent111111111111111111111111111111111
+  eventAuthority: Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1
+  program: 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P
+Parsed instruction: spl-associated-token-account - create
+Info: {
+  "account": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+  "systemProgram": "11111111111111111111111111111111",
+  "tokenProgram": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+  "wallet": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+}
+Instruction: buy
+Decoded data: {'amount': 37951768488745}
+
+Accounts:
+  global: 4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf
+  feeRecipient: CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM
+  mint: ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp
+  bondingCurve: FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH
+  associatedBondingCurve: 6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF
+  associatedUser: BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1
+  user: Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5
+  systemProgram: 11111111111111111111111111111111
+  tokenProgram: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA
+  rent: SysvarRent111111111111111111111111111111111
+  eventAuthority: Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1
+  program: 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P
+
+Transaction Information:
+Blockhash: 4LkonCgzoF4HF4ZmrczNCntkk5QJzoBfwEG67o99S6yR
+Fee payer: Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5
+Signature: 52ar89rghM8EwKZkxFnBMC4LaMReqtVdpxqXxGWBCMYV1DnYdLrdsqJo8Hbn9KjVpckAokqGNHzTSVfK5xuLepdC
diff --git a/learning-examples/fetch_price.py b/learning-examples/fetch_price.py
new file mode 100644
index 0000000..8acfea3
--- /dev/null
+++ b/learning-examples/fetch_price.py
@@ -0,0 +1,67 @@
+import asyncio
+import struct
+import sys
+import os
+from typing import Final
+
+from construct import Struct, Int64ul, Flag
+from solana.rpc.async_api import AsyncClient
+from solders.pubkey import Pubkey
+
+sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
+from config import RPC_ENDPOINT
+
+LAMPORTS_PER_SOL: Final[int] = 1_000_000_000
+TOKEN_DECIMALS: Final[int] = 6
+CURVE_ADDRESS: Final[str] = "6GXfUqrmPM4VdN1NoDZsE155jzRegJngZRjMkGyby7do"
+
+# Here and later all the discriminators are precalculated. See learning-examples/discriminator.py
+EXPECTED_DISCRIMINATOR: Final[bytes] = struct.pack("<Q", 6966180631402821399)
+
+class BondingCurveState:
+    _STRUCT = Struct(
+        "virtual_token_reserves" / Int64ul,
+        "virtual_sol_reserves" / Int64ul,
+        "real_token_reserves" / Int64ul,
+        "real_sol_reserves" / Int64ul,
+        "token_total_supply" / Int64ul,
+        "complete" / Flag
+    )
+
+    def __init__(self, data: bytes) -> None:
+        parsed = self._STRUCT.parse(data[8:])
+        self.__dict__.update(parsed)
+
+async def get_bonding_curve_state(conn: AsyncClient, curve_address: Pubkey) -> BondingCurveState:
+    response = await conn.get_account_info(curve_address)
+    if not response.value or not response.value.data:
+        raise ValueError("Invalid curve state: No data")
+
+    data = response.value.data
+    if data[:8] != EXPECTED_DISCRIMINATOR:
+        raise ValueError("Invalid curve state discriminator")
+
+    return BondingCurveState(data)
+
+def calculate_bonding_curve_price(curve_state: BondingCurveState) -> float:
+    if curve_state.virtual_token_reserves <= 0 or curve_state.virtual_sol_reserves <= 0:
+        raise ValueError("Invalid reserve state")
+
+    return (curve_state.virtual_sol_reserves / LAMPORTS_PER_SOL) / (curve_state.virtual_token_reserves / 10 ** TOKEN_DECIMALS)
+
+async def main() -> None:
+    try:
+        async with AsyncClient(RPC_ENDPOINT) as conn:
+            curve_address = Pubkey.from_string(CURVE_ADDRESS)
+            bonding_curve_state = await get_bonding_curve_state(conn, curve_address)
+            token_price_sol = calculate_bonding_curve_price(bonding_curve_state)
+
+            print("Token price:")
+            print(f"  {token_price_sol:.10f} SOL")
+    except ValueError as e:
+        print(f"Error: {e}")
+    except Exception as e:
+        print(f"An unexpected error occurred: {e}")
+
+if __name__ == "__main__":
+    asyncio.run(main())
\ No newline at end of file
diff --git a/learning-examples/listen_create_from_blocksubscribe.py b/learning-examples/listen_create_from_blocksubscribe.py
new file mode 100644
index 0000000..d3d726a
--- /dev/null
+++ b/learning-examples/listen_create_from_blocksubscribe.py
@@ -0,0 +1,109 @@
+import asyncio
+import json
+import websockets
+import base64
+import struct
+import hashlib
+import sys
+import os
+from solders.transaction import VersionedTransaction
+from solders.pubkey import Pubkey
+
+sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
+from config import WSS_ENDPOINT, PUMP_PROGRAM
+
+def load_idl(file_path):
+    with open(file_path, 'r') as f:
+        return json.load(f)
+
+def decode_create_instruction(ix_data, ix_def, accounts):
+    args = {}
+    offset = 8  # Skip 8-byte discriminator
+
+    for arg in ix_def['args']:
+        if arg['type'] == 'string':
+            length = struct.unpack_from('<I', ix_data, offset)[0]
+            offset += 4
+            value = ix_data[offset:offset+length].decode('utf-8')
+            offset += length
+        elif arg['type'] == 'publicKey':
+            value = base64.b64encode(ix_data[offset:offset+32]).decode('utf-8')
+            offset += 32
+        else:
+            raise ValueError(f"Unsupported type: {arg['type']}")
+        
+        args[arg['name']] = value
+
+    # Add accounts
+    args['mint'] = str(accounts[0])
+    args['bondingCurve'] = str(accounts[2])
+    args['associatedBondingCurve'] = str(accounts[3])
+    args['user'] = str(accounts[7])
+
+    return args
+
+# Here and later all the discriminators are precalculated. See learning-examples/discriminator.py
+async def listen_and_decode_create():
+    idl = load_idl('../idl/pump_fun_idl.json')
+    create_discriminator = 8576854823835016728
+    
+    async with websockets.connect(WSS_ENDPOINT) as websocket:
+        subscription_message = json.dumps({
+            "jsonrpc": "2.0",
+            "id": 1,
+            "method": "blockSubscribe",
+            "params": [
+                {"mentionsAccountOrProgram": str(PUMP_PROGRAM)},
+                {
+                    "commitment": "confirmed",
+                    "encoding": "base64",
+                    "showRewards": False,
+                    "transactionDetails": "full",
+                    "maxSupportedTransactionVersion": 0
+                }
+            ]
+        })
+        await websocket.send(subscription_message)
+        print(f"Subscribed to blocks mentioning program: {PUMP_PROGRAM}")
+
+        while True:
+            try:
+                response = await websocket.recv()
+                data = json.loads(response)
+                
+                if 'method' in data and data['method'] == 'blockNotification':
+                    if 'params' in data and 'result' in data['params']:
+                        block_data = data['params']['result']
+                        if 'value' in block_data and 'block' in block_data['value']:
+                            block = block_data['value']['block']
+                            if 'transactions' in block:
+                                for tx in block['transactions']:
+                                    if isinstance(tx, dict) and 'transaction' in tx:
+                                        tx_data_decoded = base64.b64decode(tx['transaction'][0])
+                                        transaction = VersionedTransaction.from_bytes(tx_data_decoded)
+                                        
+                                        for ix in transaction.message.instructions:
+                                            if str(transaction.message.account_keys[ix.program_id_index]) == str(PUMP_PROGRAM):
+                                                ix_data = bytes(ix.data)
+                                                discriminator = struct.unpack('<Q', ix_data[:8])[0]
+                                                
+                                                if discriminator == create_discriminator:
+                                                    create_ix = next(instr for instr in idl['instructions'] if instr['name'] == 'create')
+                                                    account_keys = [str(transaction.message.account_keys[index]) for index in ix.accounts]
+                                                    decoded_args = decode_create_instruction(ix_data, create_ix, account_keys)
+                                                    print(json.dumps(decoded_args, indent=2))
+                                                    print("--------------------")
+                elif 'result' in data:
+                    print(f"Subscription confirmed")
+                else:
+                    print(f"Received unexpected message type: {data.get('method', 'Unknown')}")
+            except Exception as e:
+                print(f"An error occurred: {str(e)}")
+                print(f"Error details: {type(e).__name__}")
+                import traceback
+                traceback.print_exc()
+
+    print("WebSocket connection closed.")
+
+if __name__ == "__main__":
+    asyncio.run(listen_and_decode_create())
\ No newline at end of file
diff --git a/learning-examples/listen_new_direct.py b/learning-examples/listen_new_direct.py
new file mode 100644
index 0000000..ca690a6
--- /dev/null
+++ b/learning-examples/listen_new_direct.py
@@ -0,0 +1,119 @@
+import asyncio
+import json
+import websockets
+import base58
+import base64
+import struct
+import sys
+import os
+
+sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
+from config import WSS_ENDPOINT, PUMP_PROGRAM
+
+# Load the IDL JSON file
+with open('../idl/pump_fun_idl.json', 'r') as f:
+    idl = json.load(f)
+
+# Extract the "create" instruction definition
+create_instruction = next(instr for instr in idl['instructions'] if instr['name'] == 'create')
+
+def parse_create_instruction(data):
+    if len(data) < 8:
+        return None
+    offset = 8
+    parsed_data = {}
+
+    # Parse fields based on CreateEvent structure
+    fields = [
+        ('name', 'string'),
+        ('symbol', 'string'),
+        ('uri', 'string'),
+        ('mint', 'publicKey'),
+        ('bondingCurve', 'publicKey'),
+        ('user', 'publicKey'),
+    ]
+
+    try:
+        for field_name, field_type in fields:
+            if field_type == 'string':
+                length = struct.unpack('<I', data[offset:offset+4])[0]
+                offset += 4
+                value = data[offset:offset+length].decode('utf-8')
+                offset += length
+            elif field_type == 'publicKey':
+                value = base58.b58encode(data[offset:offset+32]).decode('utf-8')
+                offset += 32
+
+            parsed_data[field_name] = value
+
+        return parsed_data
+    except:
+        return None
+
+def print_transaction_details(log_data):
+    print(f"Signature: {log_data.get('signature')}")
+    
+    for log in log_data.get('logs', []):
+        if log.startswith("Program data:"):
+            try:
+                data = base58.b58decode(log.split(": ")[1]).decode('utf-8')
+                print(f"Data: {data}")
+            except:
+                pass
+
+async def listen_for_new_tokens():
+    while True:
+        try:
+            async with websockets.connect(WSS_ENDPOINT) as websocket:
+                subscription_message = json.dumps({
+                    "jsonrpc": "2.0",
+                    "id": 1,
+                    "method": "logsSubscribe",
+                    "params": [
+                        {"mentions": [str(PUMP_PROGRAM)]},
+                        {"commitment": "processed"}
+                    ]
+                })
+                await websocket.send(subscription_message)
+                print(f"Listening for new token creations from program: {PUMP_PROGRAM}")
+
+                # Wait for subscription confirmation
+                response = await websocket.recv()
+                print(f"Subscription response: {response}")
+
+                while True:
+                    try:
+                        response = await websocket.recv()
+                        data = json.loads(response)
+
+                        if 'method' in data and data['method'] == 'logsNotification':
+                            log_data = data['params']['result']['value']
+                            logs = log_data.get('logs', [])
+                            
+                            if any("Program log: Instruction: Create" in log for log in logs):
+                                for log in logs:
+                                    if "Program data:" in log:
+                                        try:
+                                            encoded_data = log.split(": ")[1]
+                                            decoded_data = base64.b64decode(encoded_data)
+                                            parsed_data = parse_create_instruction(decoded_data)
+                                            if parsed_data and 'name' in parsed_data:
+                                                print("Signature:", log_data.get('signature'))
+                                                for key, value in parsed_data.items():
+                                                    print(f"{key}: {value}")
+                                                print("##########################################################################################")
+                                        except Exception as e:
+                                            print(f"Failed to decode: {log}")
+                                            print(f"Error: {str(e)}")
+                                
+                    except Exception as e:
+                        print(f"An error occurred while processing message: {e}")
+                        break
+
+        except Exception as e:
+            print(f"Connection error: {e}")
+            print("Reconnecting in 5 seconds...")
+            await asyncio.sleep(5)
+
+if __name__ == "__main__":
+    asyncio.run(listen_for_new_tokens())
\ No newline at end of file
diff --git a/learning-examples/listen_new_portal.py b/learning-examples/listen_new_portal.py
new file mode 100644
index 0000000..ccc8c15
--- /dev/null
+++ b/learning-examples/listen_new_portal.py
@@ -0,0 +1,68 @@
+import websockets
+import asyncio
+import json
+from datetime import datetime
+
+# PumpPortal WebSocket URL
+WS_URL = "wss://pumpportal.fun/api/data"
+
+def format_sol(value):
+    return f"{value:.6f} SOL"
+
+def format_timestamp(timestamp):
+    return datetime.fromtimestamp(timestamp / 1000).strftime('%Y-%m-%d %H:%M:%S')
+
+async def listen_for_new_tokens():
+    async with websockets.connect(WS_URL) as websocket:
+        # Subscribe to new token events
+        await websocket.send(json.dumps({
+            "method": "subscribeNewToken",
+            "params": []
+        }))
+
+        print("Listening for new token creations...")
+
+        while True:
+            try:
+                message = await websocket.recv()
+                data = json.loads(message)
+
+                if 'method' in data and data['method'] == 'newToken':
+                    token_info = data.get('params', [{}])[0]
+                elif 'signature' in data and 'mint' in data:
+                    token_info = data
+                else:
+                    continue
+
+                print("\n" + "=" * 50)
+                print(f"New token created: {token_info.get('name')} ({token_info.get('symbol')})")
+                print("=" * 50)
+                print(f"Address:        {token_info.get('mint')}")
+                print(f"Creator:        {token_info.get('traderPublicKey')}")
+                print(f"Initial Buy:    {format_sol(token_info.get('initialBuy', 0))}")
+                print(f"Market Cap:     {format_sol(token_info.get('marketCapSol', 0))}")
+                print(f"Bonding Curve:  {token_info.get('bondingCurveKey')}")
+                print(f"Virtual SOL:    {format_sol(token_info.get('vSolInBondingCurve', 0))}")
+                print(f"Virtual Tokens: {token_info.get('vTokensInBondingCurve', 0):,.0f}")
+                print(f"Metadata URI:   {token_info.get('uri')}")
+                print(f"Signature:      {token_info.get('signature')}")
+                print("=" * 50)
+            except websockets.exceptions.ConnectionClosed:
+                print("\nWebSocket connection closed. Reconnecting...")
+                break
+            except json.JSONDecodeError:
+                print(f"\nReceived non-JSON message: {message}")
+            except Exception as e:
+                print(f"\nAn error occurred: {e}")
+
+async def main():
+    while True:
+        try:
+            await listen_for_new_tokens()
+        except Exception as e:
+            print(f"\nAn error occurred: {e}")
+            print("Reconnecting in 5 seconds...")
+            await asyncio.sleep(5)
+
+if __name__ == "__main__":
+    asyncio.run(main())
\ No newline at end of file
diff --git a/learning-examples/manual_buy.py b/learning-examples/manual_buy.py
new file mode 100644
index 0000000..3d87306
--- /dev/null
+++ b/learning-examples/manual_buy.py
@@ -0,0 +1,282 @@
+import asyncio
+import json
+import base64
+import struct
+import base58
+from solana.rpc.async_api import AsyncClient
+from solana.transaction import Transaction
+from solana.rpc.commitment import Confirmed
+from solders.pubkey import Pubkey
+from solders.keypair import Keypair
+from solders.instruction import Instruction, AccountMeta
+from solana.rpc.types import TxOpts
+from solders.system_program import TransferParams, transfer
+from spl.token.instructions import get_associated_token_address
+import websockets
+import hashlib
+from solders.transaction import VersionedTransaction
+import spl.token.instructions as spl_token
+from construct import Struct, Int64ul, Flag
+
+# Here and later all the discriminators are precalculated. See learning-examples/discriminator.py
+EXPECTED_DISCRIMINATOR = struct.pack("<Q", 6966180631402821399)
+TOKEN_DECIMALS = 6
+
+# Global constants
+PUMP_PROGRAM = Pubkey.from_string("6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P")
+PUMP_GLOBAL = Pubkey.from_string("4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf")
+PUMP_EVENT_AUTHORITY = Pubkey.from_string("Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1")
+PUMP_FEE = Pubkey.from_string("CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM")
+SYSTEM_PROGRAM = Pubkey.from_string("11111111111111111111111111111111")
+SYSTEM_TOKEN_PROGRAM = Pubkey.from_string("TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA")
+SYSTEM_ASSOCIATED_TOKEN_ACCOUNT_PROGRAM = Pubkey.from_string("ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL")
+SYSTEM_RENT = Pubkey.from_string("SysvarRent111111111111111111111111111111111")
+SOL = Pubkey.from_string("So11111111111111111111111111111111111111112")
+LAMPORTS_PER_SOL = 1_000_000_000
+
+# RPC endpoint
+RPC_ENDPOINT = "SOLANA_NODE_RPC_ENDPOINT"
+
+class BondingCurveState:
+    _STRUCT = Struct(
+        "virtual_token_reserves" / Int64ul,
+        "virtual_sol_reserves" / Int64ul,
+        "real_token_reserves" / Int64ul,
+        "real_sol_reserves" / Int64ul,
+        "token_total_supply" / Int64ul,
+        "complete" / Flag
+    )
+
+    def __init__(self, data: bytes) -> None:
+        parsed = self._STRUCT.parse(data[8:])
+        self.__dict__.update(parsed)
+
+async def get_pump_curve_state(conn: AsyncClient, curve_address: Pubkey) -> BondingCurveState:
+    response = await conn.get_account_info(curve_address)
+    if not response.value or not response.value.data:
+        raise ValueError("Invalid curve state: No data")
+
+    data = response.value.data
+    if data[:8] != EXPECTED_DISCRIMINATOR:
+        raise ValueError("Invalid curve state discriminator")
+
+    return BondingCurveState(data)
+
+def calculate_pump_curve_price(curve_state: BondingCurveState) -> float:
+    if curve_state.virtual_token_reserves <= 0 or curve_state.virtual_sol_reserves <= 0:
+        raise ValueError("Invalid reserve state")
+
+    return (curve_state.virtual_sol_reserves / LAMPORTS_PER_SOL) / (curve_state.virtual_token_reserves / 10 ** TOKEN_DECIMALS)
+
+async def buy_token(mint: Pubkey, bonding_curve: Pubkey, associated_bonding_curve: Pubkey, amount: float, slippage: float = 0.01, max_retries=5):
+    private_key = base58.b58decode("SOLANA_PRIVATE_KEY")
+    payer = Keypair.from_bytes(private_key)
+
+    async with AsyncClient(RPC_ENDPOINT) as client:
+        associated_token_account = get_associated_token_address(payer.pubkey(), mint)
+        amount_lamports = int(amount * LAMPORTS_PER_SOL)
+
+        # Fetch the token price
+        curve_state = await get_pump_curve_state(client, bonding_curve)
+        token_price_sol = calculate_pump_curve_price(curve_state)
+        token_amount = amount / token_price_sol
+
+        # Calculate maximum SOL to spend with slippage
+        max_amount_lamports = int(amount_lamports * (1 + slippage))
+
+        # Create associated token account with retries
+        for ata_attempt in range(max_retries):
+            try:
+                account_info = await client.get_account_info(associated_token_account)
+                if account_info.value is None:
+                    print(f"Creating associated token account (Attempt {ata_attempt + 1})...")
+                    create_ata_ix = spl_token.create_associated_token_account(
+                        payer=payer.pubkey(),
+                        owner=payer.pubkey(),
+                        mint=mint
+                    )
+                    create_ata_tx = Transaction()
+                    create_ata_tx.add(create_ata_ix)
+                    recent_blockhash = await client.get_latest_blockhash()
+                    create_ata_tx.recent_blockhash = recent_blockhash.value.blockhash
+                    await client.send_transaction(create_ata_tx, payer)
+                    print("Associated token account created.")
+                    print(f"Associated token account address: {associated_token_account}")
+                    break
+                else:
+                    print("Associated token account already exists.")
+                    print(f"Associated token account address: {associated_token_account}")
+                    break
+            except Exception as e:
+                print(f"Attempt {ata_attempt + 1} to create associated token account failed: {str(e)}")
+                if ata_attempt < max_retries - 1:
+                    wait_time = 2 ** ata_attempt
+                    print(f"Retrying in {wait_time} seconds...")
+                    await asyncio.sleep(wait_time)
+                else:
+                    print("Max retries reached. Unable to create associated token account.")
+                    return
+
+        # Continue with the buy transaction
+        for attempt in range(max_retries):
+            try:
+                accounts = [
+                    AccountMeta(pubkey=PUMP_GLOBAL, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_FEE, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=mint, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_token_account, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=payer.pubkey(), is_signer=True, is_writable=True),
+                    AccountMeta(pubkey=SYSTEM_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_TOKEN_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_RENT, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_EVENT_AUTHORITY, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_PROGRAM, is_signer=False, is_writable=False),
+                ]
+
+                discriminator = struct.pack("<Q", 16927863322537952870)
+                data = discriminator + struct.pack("<Q", int(token_amount * 10**6)) + struct.pack("<Q", max_amount_lamports)
+                buy_ix = Instruction(PUMP_PROGRAM, data, accounts)
+
+                recent_blockhash = await client.get_latest_blockhash()
+                transaction = Transaction()
+                transaction.add(buy_ix)
+                transaction.recent_blockhash = recent_blockhash.value.blockhash
+
+                tx = await client.send_transaction(
+                    transaction,
+                    payer,
+                    opts=TxOpts(skip_preflight=True, preflight_commitment=Confirmed),
+                )
+
+                print(f"Transaction sent: https://explorer.solana.com/tx/{tx.value}")
+
+                await client.confirm_transaction(tx.value, commitment="confirmed")
+                print("Transaction confirmed")
+                return  # Success, exit the function
+
+            except Exception as e:
+                print(f"Attempt {attempt + 1} failed: {str(e)}")
+                if attempt < max_retries - 1:
+                    wait_time = 2 ** attempt
+                    print(f"Retrying in {wait_time} seconds...")
+                    await asyncio.sleep(wait_time)
+                else:
+                    print("Max retries reached. Unable to complete the transaction.")
+
+RPC_NODE_URL = "SOLANA_NODE_WS_ENDPOINT"
+
+def load_idl(file_path):
+    with open(file_path, 'r') as f:
+        return json.load(f)
+
+def calculate_discriminator(instruction_name):
+    sha = hashlib.sha256()
+    sha.update(instruction_name.encode('utf-8'))
+    return struct.unpack('<Q', sha.digest()[:8])[0]
+
+def decode_create_instruction(ix_data, ix_def, accounts):
+    args = {}
+    offset = 8  # Skip 8-byte discriminator
+
+    for arg in ix_def['args']:
+        if arg['type'] == 'string':
+            length = struct.unpack_from('<I', ix_data, offset)[0]
+            offset += 4
+            value = ix_data[offset:offset+length].decode('utf-8')
+            offset += length
+        elif arg['type'] == 'publicKey':
+            value = base64.b64encode(ix_data[offset:offset+32]).decode('utf-8')
+            offset += 32
+        else:
+            raise ValueError(f"Unsupported type: {arg['type']}")
+        
+        args[arg['name']] = value
+
+    # Add accounts
+    args['mint'] = str(accounts[0])
+    args['bondingCurve'] = str(accounts[2])
+    args['associatedBondingCurve'] = str(accounts[3])
+    args['user'] = str(accounts[7])
+
+    return args
+
+async def listen_for_create_transaction():
+    idl = load_idl('../idl/pump_fun_idl.json')
+    create_discriminator = calculate_discriminator("global:create")
+    
+    async with websockets.connect(RPC_NODE_URL) as websocket:
+        subscription_message = json.dumps({
+            "jsonrpc": "2.0",
+            "id": 1,
+            "method": "blockSubscribe",
+            "params": [
+                {"mentionsAccountOrProgram": str(PUMP_PROGRAM)},
+                {
+                    "commitment": "confirmed",
+                    "encoding": "base64",
+                    "showRewards": False,
+                    "transactionDetails": "full",
+                    "maxSupportedTransactionVersion": 0
+                }
+            ]
+        })
+        await websocket.send(subscription_message)
+        print(f"Subscribed to blocks mentioning program: {PUMP_PROGRAM}")
+
+        while True:
+            response = await websocket.recv()
+            data = json.loads(response)
+            
+            if 'method' in data and data['method'] == 'blockNotification':
+                if 'params' in data and 'result' in data['params']:
+                    block_data = data['params']['result']
+                    if 'value' in block_data and 'block' in block_data['value']:
+                        block = block_data['value']['block']
+                        if 'transactions' in block:
+                            for tx in block['transactions']:
+                                if isinstance(tx, dict) and 'transaction' in tx:
+                                    tx_data_decoded = base64.b64decode(tx['transaction'][0])
+                                    transaction = VersionedTransaction.from_bytes(tx_data_decoded)
+                                    
+                                    for ix in transaction.message.instructions:
+                                        if str(transaction.message.account_keys[ix.program_id_index]) == str(PUMP_PROGRAM):
+                                            ix_data = bytes(ix.data)
+                                            discriminator = struct.unpack('<Q', ix_data[:8])[0]
+                                            
+                                            if discriminator == create_discriminator:
+                                                create_ix = next(instr for instr in idl['instructions'] if instr['name'] == 'create')
+                                                account_keys = [str(transaction.message.account_keys[index]) for index in ix.accounts]
+                                                decoded_args = decode_create_instruction(ix_data, create_ix, account_keys)
+                                                return decoded_args
+
+async def main():
+    print("Waiting for a new token creation...")
+    token_data = await listen_for_create_transaction()
+    print("New token created:")
+    print(json.dumps(token_data, indent=2))
+
+    print("Waiting for 15 seconds for things to stabilize...")
+    await asyncio.sleep(15)
+
+    mint = Pubkey.from_string(token_data['mint'])
+    bonding_curve = Pubkey.from_string(token_data['bondingCurve'])
+    associated_bonding_curve = Pubkey.from_string(token_data['associatedBondingCurve'])
+
+    # Fetch the token price
+    async with AsyncClient(RPC_ENDPOINT) as client:
+        curve_state = await get_pump_curve_state(client, bonding_curve)
+        token_price_sol = calculate_pump_curve_price(curve_state)
+
+    # Amount of SOL to spend (adjust as needed)
+    amount = 0.00001  # 0.00001 SOL
+    slippage = 0.3  # 30% slippage tolerance
+
+    print(f"Bonding curve address: {bonding_curve}")
+    print(f"Token price: {token_price_sol:.10f} SOL")
+    print(f"Buying {amount:.6f} SOL worth of the new token with {slippage*100:.1f}% slippage tolerance...")
+    await buy_token(mint, bonding_curve, associated_bonding_curve, amount, slippage)
+
+if __name__ == "__main__":
+    asyncio.run(main())
\ No newline at end of file
diff --git a/learning-examples/manual_sell.py b/learning-examples/manual_sell.py
new file mode 100644
index 0000000..81d976e
--- /dev/null
+++ b/learning-examples/manual_sell.py
@@ -0,0 +1,166 @@
+import asyncio
+import json
+import base64
+import struct
+import base58
+from solana.rpc.async_api import AsyncClient
+from solana.transaction import Transaction
+from solana.rpc.commitment import Confirmed
+from solders.pubkey import Pubkey
+from solders.keypair import Keypair
+from solders.instruction import Instruction, AccountMeta
+from solana.rpc.types import TxOpts
+from solders.system_program import TransferParams, transfer
+from spl.token.instructions import get_associated_token_address
+import spl.token.instructions as spl_token
+from construct import Struct, Int64ul, Flag
+
+# Here and later all the discriminators are precalculated. See learning-examples/discriminator.py
+EXPECTED_DISCRIMINATOR = struct.pack("<Q", 6966180631402821399)
+TOKEN_DECIMALS = 6
+
+# Global constants
+PUMP_PROGRAM = Pubkey.from_string("6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P")
+PUMP_GLOBAL = Pubkey.from_string("4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf")
+PUMP_EVENT_AUTHORITY = Pubkey.from_string("Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1")
+PUMP_FEE = Pubkey.from_string("CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM")
+SYSTEM_PROGRAM = Pubkey.from_string("11111111111111111111111111111111")
+SYSTEM_TOKEN_PROGRAM = Pubkey.from_string("TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA")
+SYSTEM_ASSOCIATED_TOKEN_ACCOUNT_PROGRAM = Pubkey.from_string("ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL")
+SYSTEM_RENT = Pubkey.from_string("SysvarRent111111111111111111111111111111111")
+SOL = Pubkey.from_string("So11111111111111111111111111111111111111112")
+LAMPORTS_PER_SOL = 1_000_000_000
+UNIT_PRICE = 10_000_000
+UNIT_BUDGET = 100_000
+
+# RPC endpoint
+RPC_ENDPOINT = "SOLANA_NODE_RPC_ENDPOINT"
+
+class BondingCurveState:
+    _STRUCT = Struct(
+        "virtual_token_reserves" / Int64ul,
+        "virtual_sol_reserves" / Int64ul,
+        "real_token_reserves" / Int64ul,
+        "real_sol_reserves" / Int64ul,
+        "token_total_supply" / Int64ul,
+        "complete" / Flag
+    )
+
+    def __init__(self, data: bytes) -> None:
+        parsed = self._STRUCT.parse(data[8:])
+        self.__dict__.update(parsed)
+
+async def get_pump_curve_state(conn: AsyncClient, curve_address: Pubkey) -> BondingCurveState:
+    response = await conn.get_account_info(curve_address)
+    if not response.value or not response.value.data:
+        raise ValueError("Invalid curve state: No data")
+
+    data = response.value.data
+    if data[:8] != EXPECTED_DISCRIMINATOR:
+        raise ValueError("Invalid curve state discriminator")
+
+    return BondingCurveState(data)
+
+def calculate_pump_curve_price(curve_state: BondingCurveState) -> float:
+    if curve_state.virtual_token_reserves <= 0 or curve_state.virtual_sol_reserves <= 0:
+        raise ValueError("Invalid reserve state")
+
+    return (curve_state.virtual_sol_reserves / LAMPORTS_PER_SOL) / (curve_state.virtual_token_reserves / 10 ** TOKEN_DECIMALS)
+
+async def get_token_balance(conn: AsyncClient, associated_token_account: Pubkey):
+    response = await conn.get_token_account_balance(associated_token_account)
+    if response.value:
+        return int(response.value.amount)
+    return 0
+
+async def sell_token(mint: Pubkey, bonding_curve: Pubkey, associated_bonding_curve: Pubkey, slippage: float = 0.25, max_retries=5):
+    private_key = base58.b58decode("SOLANA_PRIVATE_KEY")
+    payer = Keypair.from_bytes(private_key)
+
+    async with AsyncClient(RPC_ENDPOINT) as client:
+        associated_token_account = get_associated_token_address(payer.pubkey(), mint)
+        
+        # Get token balance
+        token_balance = await get_token_balance(client, associated_token_account)
+        token_balance_decimal = token_balance / 10**TOKEN_DECIMALS
+        print(f"Token balance: {token_balance_decimal}")
+        if token_balance == 0:
+            print("No tokens to sell.")
+            return
+
+        # Fetch the token price
+        curve_state = await get_pump_curve_state(client, bonding_curve)
+        token_price_sol = calculate_pump_curve_price(curve_state)
+        print(f"Price per Token: {token_price_sol:.20f} SOL")
+
+        # Calculate minimum SOL output
+        amount = token_balance
+        min_sol_output = float(token_balance_decimal) * float(token_price_sol)
+        slippage_factor = 1 - slippage
+        min_sol_output = int((min_sol_output * slippage_factor) * LAMPORTS_PER_SOL)
+        
+        print(f"Selling {token_balance_decimal} tokens")
+        print(f"Minimum SOL output: {min_sol_output / LAMPORTS_PER_SOL:.10f} SOL")
+
+        # Continue with the sell transaction
+        for attempt in range(max_retries):
+            try:
+                accounts = [
+                    AccountMeta(pubkey=PUMP_GLOBAL, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_FEE, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=mint, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_token_account, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=payer.pubkey(), is_signer=True, is_writable=True),
+                    AccountMeta(pubkey=SYSTEM_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_ASSOCIATED_TOKEN_ACCOUNT_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_TOKEN_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_EVENT_AUTHORITY, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_PROGRAM, is_signer=False, is_writable=False),
+                ]
+
+                discriminator = struct.pack("<Q", 12502976635542562355)
+                data = discriminator + struct.pack("<Q", amount) + struct.pack("<Q", min_sol_output)
+                sell_ix = Instruction(PUMP_PROGRAM, data, accounts)
+
+                recent_blockhash = await client.get_latest_blockhash()
+                transaction = Transaction()
+                transaction.add(sell_ix)
+                transaction.recent_blockhash = recent_blockhash.value.blockhash
+
+                tx = await client.send_transaction(
+                    transaction,
+                    payer,
+                    opts=TxOpts(skip_preflight=True, preflight_commitment=Confirmed),
+                )
+
+                print(f"Transaction sent: https://explorer.solana.com/tx/{tx.value}")
+
+                await client.confirm_transaction(tx.value, commitment="confirmed")
+                print("Transaction confirmed")
+                return  # Success, exit the function
+
+            except Exception as e:
+                print(f"Attempt {attempt + 1} failed: {str(e)}")
+                if attempt < max_retries - 1:
+                    wait_time = 2 ** attempt  # Exponential backoff
+                    print(f"Retrying in {wait_time} seconds...")
+                    await asyncio.sleep(wait_time)
+                else:
+                    print("Max retries reached. Unable to complete the transaction.")
+
+async def main():
+    # Replace these with the actual values for the token you want to sell
+    mint = Pubkey.from_string("EyLuyWV5N1GVSqLLeumFDWYkmmSkLED5s2xqu37Lpump")
+    bonding_curve = Pubkey.from_string("AGZLYVwmGL9cXCLN4C3ki9hXGix1kXYjr59B2H7jwRMQ")
+    associated_bonding_curve = Pubkey.from_string("74H2bo2hjNnWgf9oDHzsVsu3mcsoiYYWJ3s9dVnL5erV")
+
+    slippage = 0.25  # 25% slippage tolerance
+
+    print(f"Bonding curve address: {bonding_curve}")
+    print(f"Selling tokens with {slippage*100:.1f}% slippage tolerance...")
+    await sell_token(mint, bonding_curve, associated_bonding_curve, slippage)
+
+if __name__ == "__main__":
+    asyncio.run(main())
\ No newline at end of file
diff --git a/learning-examples/raw_bondingCurve_from_getAccountInfo.json b/learning-examples/raw_bondingCurve_from_getAccountInfo.json
new file mode 100644
index 0000000..e847a87
--- /dev/null
+++ b/learning-examples/raw_bondingCurve_from_getAccountInfo.json
@@ -0,0 +1 @@
+{"jsonrpc":"2.0","result":{"context":{"apiVersion":"1.18.22","slot":285247740},"value":{"data":["F7f4N2DYrGD99rN6is0DALwvcwAHAAAA/V6hLvnOAgC8g08EAAAAAACAxqR+jQMAAA==","base64"],"executable":false,"lamports":73551852,"owner":"6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P","rentEpoch":18446744073709551615,"space":49}},"id":1}
diff --git a/learning-examples/raw_buy_tx_from_getTransaction.json b/learning-examples/raw_buy_tx_from_getTransaction.json
new file mode 100644
index 0000000..134efeb
--- /dev/null
+++ b/learning-examples/raw_buy_tx_from_getTransaction.json
@@ -0,0 +1,388 @@
+{
+  "jsonrpc": "2.0",
+  "result": {
+    "blockTime": 1724126293,
+    "meta": {
+      "computeUnitsConsumed": 68322,
+      "err": null,
+      "fee": 32000,
+      "innerInstructions": [
+        {
+          "index": 2,
+          "instructions": [
+            {
+              "parsed": {
+                "info": {
+                  "amount": "605426095720",
+                  "authority": "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
+                  "destination": "DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S",
+                  "source": "9nj8QEp6mQDsr2G6oGtq8DJakPuKLeUqnWMf4JzgcSCd"
+                },
+                "type": "transfer"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "destination": "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
+                  "lamports": 24080282,
+                  "source": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef"
+                },
+                "type": "transfer"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "destination": "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+                  "lamports": 240802,
+                  "source": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef"
+                },
+                "type": "transfer"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 2
+            },
+            {
+              "accounts": [
+                "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1"
+              ],
+              "data": "2K7nL28PxCW8ejnyCeuMpbYBaHNNxSWmhNFbMDYBXdWw7nSYrc7woNd4ENfAZMMQjP9TLFxfRvA69i3wPHorNMpqcfCFFFFeAmfcVqdtaPqq3JE1erMrE8gHpGJ8NXA1633JV4iabs9saqZ8Pa7xQrjkoYX8pgbAjh3CnePG1Lq18E9fsPv89nKqmgvb",
+              "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+              "stackHeight": 2
+            }
+          ]
+        },
+        {
+          "index": 3,
+          "instructions": [
+            {
+              "parsed": {
+                "info": {
+                  "amount": "605426095720",
+                  "authority": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+                  "destination": "9nj8QEp6mQDsr2G6oGtq8DJakPuKLeUqnWMf4JzgcSCd",
+                  "source": "DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S"
+                },
+                "type": "transfer"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "accounts": [
+                "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1"
+              ],
+              "data": "2K7nL28PxCW8ejnyCeuMpbYBaHNNxSWmhNFbMDYBXdWw7nSYrc7woNd4ENfAZMMQjP9RGosGgCYezUhV4mEBVCtoTrbAXXkFVvp72dtBLa7fuvzRsmCgMkydN6Ez8H17gRiXkmmNHUCXcUmfhMG2cGeaukQWu1YD7mkmTzg7QGUF69ArSTS3RHHM6zXh",
+              "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+              "stackHeight": 2
+            }
+          ]
+        }
+      ],
+      "logMessages": [
+        "Program ComputeBudget111111111111111111111111111111 invoke [1]",
+        "Program ComputeBudget111111111111111111111111111111 success",
+        "Program ComputeBudget111111111111111111111111111111 invoke [1]",
+        "Program ComputeBudget111111111111111111111111111111 success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [1]",
+        "Program log: Instruction: Buy",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: Transfer",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4645 of 129562 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program 11111111111111111111111111111111 invoke [2]",
+        "Program 11111111111111111111111111111111 success",
+        "Program 11111111111111111111111111111111 invoke [2]",
+        "Program 11111111111111111111111111111111 success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [2]",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 2003 of 117474 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+        "Program data: vdt/007mYe73itfzw580Z6SEg9q3HfHO2n0qXIpNVTcl7oo9jo+CP5pvbwEAAAAAaBY19owAAAABHKbz9pJ3+YMsz+xMr0BHBMU3VB0RDjRv3ae0eInXRhRVFMRmAAAAAFjTeFUIAAAAbRsnNO0xAwBYJ1VZAQAAAG2DFOhbMwIA",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 35954 of 149700 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [1]",
+        "Program log: Instruction: Sell",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: Transfer",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4645 of 93687 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [2]",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 2003 of 85557 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+        "Program data: vdt/007mYe73itfzw580Z6SEg9q3HfHO2n0qXIpNVTcl7oo9jo+CP5lvbwEAAAAAaBY19owAAAAAHKbz9pJ3+YMsz+xMr0BHBMU3VB0RDjRv3ae0eInXRhRVFMRmAAAAAL9jCVQIAAAA1TFcKnoyAwC/t+VXAQAAANWZSd7oMwIA",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 31918 of 113746 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+        "Program 11111111111111111111111111111111 invoke [1]",
+        "Program 11111111111111111111111111111111 success"
+      ],
+      "postBalances": [
+        706655008,
+        5770871791,
+        2039280,
+        279629252504426,
+        2039280,
+        97135324113,
+        1,
+        1141440,
+        1,
+        1009200,
+        934087680,
+        2500000,
+        731913600,
+        0,
+        1461600
+      ],
+      "postTokenBalances": [
+        {
+          "accountIndex": 2,
+          "mint": "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+          "owner": "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
+          "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "uiTokenAmount": {
+            "amount": "826925208216021",
+            "decimals": 6,
+            "uiAmount": 826925208.216021,
+            "uiAmountString": "826925208.216021"
+          }
+        },
+        {
+          "accountIndex": 4,
+          "mint": "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+          "owner": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+          "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "uiTokenAmount": {
+            "amount": "0",
+            "decimals": 6,
+            "uiAmount": null,
+            "uiAmountString": "0"
+          }
+        }
+      ],
+      "preBalances": [
+        708131176,
+        5770871790,
+        2039280,
+        279629252022822,
+        2039280,
+        97134361550,
+        1,
+        1141440,
+        1,
+        1009200,
+        934087680,
+        2500000,
+        731913600,
+        0,
+        1461600
+      ],
+      "preTokenBalances": [
+        {
+          "accountIndex": 2,
+          "mint": "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+          "owner": "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
+          "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "uiTokenAmount": {
+            "amount": "826925208216021",
+            "decimals": 6,
+            "uiAmount": 826925208.216021,
+            "uiAmountString": "826925208.216021"
+          }
+        },
+        {
+          "accountIndex": 4,
+          "mint": "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+          "owner": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+          "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "uiTokenAmount": {
+            "amount": "0",
+            "decimals": 6,
+            "uiAmount": null,
+            "uiAmountString": "0"
+          }
+        }
+      ],
+      "rewards": [],
+      "status": {
+        "Ok": null
+      }
+    },
+    "slot": 284677332,
+    "transaction": {
+      "message": {
+        "accountKeys": [
+          {
+            "pubkey": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+            "signer": true,
+            "source": "transaction",
+            "writable": true
+          },
+          {
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+            "writable": true
+          },
+          {
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+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "JBfdxsh3DEXfpeTUrQe94hpKQ8yxBqVRqRiSRvemUA4i",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "11111111111111111111111111111111",
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+          {
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+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "ComputeBudget111111111111111111111111111111",
+            "signer": false,
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+            "writable": false
+          },
+          {
+            "pubkey": "SysvarRent111111111111111111111111111111111",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          }
+        ],
+        "addressTableLookups": [],
+        "instructions": [
+          {
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+            "data": "3JwEwun4YUPH",
+            "programId": "ComputeBudget111111111111111111111111111111",
+            "stackHeight": null
+          },
+          {
+            "accounts": [],
+            "data": "LEJDE7",
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+            "stackHeight": null
+          },
+          {
+            "accounts": [
+              "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
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+              "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+              "11111111111111111111111111111111",
+              "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "SysvarRent111111111111111111111111111111111",
+              "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+              "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+            ],
+            "data": "AJTQ2h9DXrBqzdpEhcLVYocNoqujioBxb",
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+            "stackHeight": null
+          },
+          {
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+              "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
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+              "HfJVjBdkhAD2ynVM8PdTSii4ECZdsxNTCx5wpEqUpump",
+              "6fogeBTRjgm9Kb9dVtqpjDf6bGvjGgdScmTu5nCVPJPn",
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+              "DxMF77MqYYYr4NshXWrUdiGzfzwpNhKG7H73B94ETX8S",
+              "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef",
+              "11111111111111111111111111111111",
+              "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+              "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+              "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+            ],
+            "data": "5jRcjdixRUDSvSh4QXANSHU9rk2He2WMm",
+            "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+            "stackHeight": null
+          },
+          {
+            "parsed": {
+              "info": {
+                "destination": "JBfdxsh3DEXfpeTUrQe94hpKQ8yxBqVRqRiSRvemUA4i",
+                "lamports": 962563,
+                "source": "2vr538qDgHCPYmr2mjt5LSjQ3kBYjtw3SDSveUKBVkef"
+              },
+              "type": "transfer"
+            },
+            "program": "system",
+            "programId": "11111111111111111111111111111111",
+            "stackHeight": null
+          }
+        ],
+        "recentBlockhash": "cqZ8vtKbuAVtwCRHrATJn7X3kohsJH2Qn9zdhEr8sE5"
+      },
+      "signatures": [
+        "33LHUzKfhBvU68kYib22oFx2XdQKQZ2sfvTmmdCFEr6YidyP8S3WwAurjz6Suewvr2WUByV79K3stNCZDe7wq3De"
+      ]
+    },
+    "version": 0
+  },
+  "id": 1
+}
diff --git a/learning-examples/raw_create_tx_from_getTransaction.json b/learning-examples/raw_create_tx_from_getTransaction.json
new file mode 100644
index 0000000..2d141a0
--- /dev/null
+++ b/learning-examples/raw_create_tx_from_getTransaction.json
@@ -0,0 +1,706 @@
+{
+  "jsonrpc": "2.0",
+  "result": {
+    "blockTime": 1724128600,
+    "meta": {
+      "computeUnitsConsumed": 179064,
+      "err": null,
+      "fee": 88750,
+      "innerInstructions": [
+        {
+          "index": 3,
+          "instructions": [
+            {
+              "parsed": {
+                "info": {
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+                  "newAccount": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                  "owner": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+                  "space": 82
+                },
+                "type": "createAccount"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 2
+            },
+            {
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+                "info": {
+                  "decimals": 6,
+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                  "mintAuthority": "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM"
+                },
+                "type": "initializeMint2"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
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+                  "newAccount": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+                  "owner": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+                  "space": 49
+                },
+                "type": "createAccount"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "account": "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF",
+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+                  "systemProgram": "11111111111111111111111111111111",
+                  "tokenProgram": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+                  "wallet": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH"
+                },
+                "type": "create"
+              },
+              "program": "spl-associated-token-account",
+              "programId": "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "extensionTypes": [
+                    "immutableOwner"
+                  ],
+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp"
+                },
+                "type": "getAccountDataSize"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 3
+            },
+            {
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+                  "owner": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+                  "space": 165
+                },
+                "type": "createAccount"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 3
+            },
+            {
+              "parsed": {
+                "info": {
+                  "account": "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF"
+                },
+                "type": "initializeImmutableOwner"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 3
+            },
+            {
+              "parsed": {
+                "info": {
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+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                  "owner": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH"
+                },
+                "type": "initializeAccount3"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 3
+            },
+            {
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+                "H6LkmMUuAiJhAcH9ejScvMVXFhUSzxwYPiczL7zW3aAj",
+                "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM",
+                "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+                "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM",
+                "11111111111111111111111111111111"
+              ],
+              "data": "e5DmuZMrE66La6keggPtmZttXAHyPqrUdsWHGdAwjTu9Zi4QvU6WzPSyxrXtdgYkxfoP9G7ETiVjf1oBwq2u8NmkRUqrtiw4R1Hx6mNAPVHXxtGrCDcVg4AwcJ3hqcdndudCkB4b9GkJjFu",
+              "programId": "metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
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+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
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+                "type": "transfer"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 3
+            },
+            {
+              "parsed": {
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+                  "account": "H6LkmMUuAiJhAcH9ejScvMVXFhUSzxwYPiczL7zW3aAj",
+                  "space": 679
+                },
+                "type": "allocate"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 3
+            },
+            {
+              "parsed": {
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+                  "owner": "metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s"
+                },
+                "type": "assign"
+              },
+              "program": "system",
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+              "stackHeight": 3
+            },
+            {
+              "parsed": {
+                "info": {
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+                  "amount": "1000000000000000",
+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                  "mintAuthority": "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM"
+                },
+                "type": "mintTo"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "authority": "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM",
+                  "authorityType": "mintTokens",
+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                  "newAuthority": null
+                },
+                "type": "setAuthority"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "accounts": [
+                "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1"
+              ],
+              "data": "5xcpNtotVBphT5Ckdf46pY6eeCiYbvrziarwLuSnoKaMkWNb2cZaD9feuADHprV4j7wcAP8E6tEGJk43TyUVXuCUjnP5YXBquQK7TCHwvqjiY1TM8sdvHQW9ciLj25dQuQC7JZ3Pgr832WvmExjr8F9mypGDRTavTfrBcfeUQzg4bTeYcGeTDCyEWFPgmGeT37grRSKj6PK5jP6JiW2q4gCEbgGxiLCfML9Qy2iovLEJ6uXwxLrTyiZ4x3G7eFLHkzjKN6CLRquMqD123t22UxZBhugGRT",
+              "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+              "stackHeight": 2
+            }
+          ]
+        },
+        {
+          "index": 4,
+          "instructions": [
+            {
+              "parsed": {
+                "info": {
+                  "extensionTypes": [
+                    "immutableOwner"
+                  ],
+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp"
+                },
+                "type": "getAccountDataSize"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "lamports": 2039280,
+                  "newAccount": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+                  "owner": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+                  "space": 165
+                },
+                "type": "createAccount"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "account": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1"
+                },
+                "type": "initializeImmutableOwner"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "account": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+                  "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                  "owner": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+                },
+                "type": "initializeAccount3"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            }
+          ]
+        },
+        {
+          "index": 5,
+          "instructions": [
+            {
+              "parsed": {
+                "info": {
+                  "amount": "37951768488745",
+                  "authority": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+                  "destination": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+                  "source": "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF"
+                },
+                "type": "transfer"
+              },
+              "program": "spl-token",
+              "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "destination": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+                  "lamports": 1100000000,
+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+                },
+                "type": "transfer"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 2
+            },
+            {
+              "parsed": {
+                "info": {
+                  "destination": "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+                  "lamports": 11000000,
+                  "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+                },
+                "type": "transfer"
+              },
+              "program": "system",
+              "programId": "11111111111111111111111111111111",
+              "stackHeight": 2
+            },
+            {
+              "accounts": [
+                "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1"
+              ],
+              "data": "2K7nL28PxCW8ejnyCeuMpbXg4p3TxoCZETw2SodjK89Y1dHFkcjQaBAgMqnf4KDfhbC4774odcRcjDbB7G7xsGx95mVCrqiNQcX59kbAV5fx2XHu3WoCTiu9yyVbtyyuHqHPZuL18cevQMPTtggdQtDyzfxLKCEt4FnTfX2oRD7csmk3vFncJgCDcBQB",
+              "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+              "stackHeight": 2
+            }
+          ]
+        }
+      ],
+      "logMessages": [
+        "Program ComputeBudget111111111111111111111111111111 invoke [1]",
+        "Program ComputeBudget111111111111111111111111111111 success",
+        "Program 11111111111111111111111111111111 invoke [1]",
+        "Program 11111111111111111111111111111111 success",
+        "Program ComputeBudget111111111111111111111111111111 invoke [1]",
+        "Program ComputeBudget111111111111111111111111111111 success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [1]",
+        "Program log: Instruction: Create",
+        "Program 11111111111111111111111111111111 invoke [2]",
+        "Program 11111111111111111111111111111111 success",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: InitializeMint2",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 2780 of 237974 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program 11111111111111111111111111111111 invoke [2]",
+        "Program 11111111111111111111111111111111 success",
+        "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL invoke [2]",
+        "Program log: Create",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [3]",
+        "Program log: Instruction: GetAccountDataSize",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1595 of 214078 compute units",
+        "Program return: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA pQAAAAAAAAA=",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program 11111111111111111111111111111111 invoke [3]",
+        "Program 11111111111111111111111111111111 success",
+        "Program log: Initialize the associated token account",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [3]",
+        "Program log: Instruction: InitializeImmutableOwner",
+        "Program log: Please upgrade to SPL Token 2022 for immutable owner support",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1405 of 207465 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [3]",
+        "Program log: Instruction: InitializeAccount3",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4214 of 203581 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL consumed 21990 of 221053 compute units",
+        "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL success",
+        "Program metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s invoke [2]",
+        "Program log: IX: Create Metadata Accounts v3",
+        "Program 11111111111111111111111111111111 invoke [3]",
+        "Program 11111111111111111111111111111111 success",
+        "Program log: Allocate space for the account",
+        "Program 11111111111111111111111111111111 invoke [3]",
+        "Program 11111111111111111111111111111111 success",
+        "Program log: Assign the account to the owning program",
+        "Program 11111111111111111111111111111111 invoke [3]",
+        "Program 11111111111111111111111111111111 success",
+        "Program metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s consumed 36258 of 183748 compute units",
+        "Program metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s success",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: MintTo",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4492 of 144975 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: SetAuthority",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 2911 of 138336 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [2]",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 2003 of 131120 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+        "Program data: G3KpTd7rY3YHAAAAZXhjaXRlZAcAAABleGNpdGVkRwAAAGh0dHBzOi8vY2YtaXBmcy5jb20vaXBmcy9RbWNEaVA5d0FaOFFlaWpyTnJ0d0xlTUdrNDZ2S0FBZTh5dmZXdHVtQlpiVVJxx09pPxZatyeZoNyW2ve9tDfrT5dl7bJ0JjqTw0Orr0/T20gu0JUEOdSfmHbuZqF6sdH2JuMaAwa4lWuHXNGtQN0QsFdumei71UE0T9w/IatQ85pk4JEI1dEkqI1gmS5+",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 122356 of 249550 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+        "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL invoke [1]",
+        "Program log: Create",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: GetAccountDataSize",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1569 of 121831 compute units",
+        "Program return: TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA pQAAAAAAAAA=",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program 11111111111111111111111111111111 invoke [2]",
+        "Program 11111111111111111111111111111111 success",
+        "Program log: Initialize the associated token account",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: InitializeImmutableOwner",
+        "Program log: Please upgrade to SPL Token 2022 for immutable owner support",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 1405 of 115244 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: InitializeAccount3",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4188 of 111364 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL consumed 20301 of 127194 compute units",
+        "Program ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [1]",
+        "Program log: Instruction: Buy",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA invoke [2]",
+        "Program log: Instruction: Transfer",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA consumed 4645 of 86752 compute units",
+        "Program TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA success",
+        "Program 11111111111111111111111111111111 invoke [2]",
+        "Program 11111111111111111111111111111111 success",
+        "Program 11111111111111111111111111111111 invoke [2]",
+        "Program 11111111111111111111111111111111 success",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P invoke [2]",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 2003 of 74664 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success",
+        "Program data: vdt/007mYe7HT2k/Flq3J5mg3Jba9720N+tPl2XtsnQmOpPDQ6uvTwCrkEEAAAAAKeutVYQiAAAB3RCwV26Z6LvVQTRP3D8hq1DzmmTgkQjV0SSojWCZLn5YHcRmAAAAAABXtD0HAAAA1yQq8l6tAwAAq5BBAAAAANeMF6bNrgIA",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P consumed 35957 of 106893 compute units",
+        "Program 6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P success"
+      ],
+      "postBalances": [
+        122171125343,
+        1461600,
+        733959725969,
+        1101231920,
+        2039280,
+        15616720,
+        2039280,
+        279706994391733,
+        1,
+        1,
+        1141440,
+        323296939,
+        2500000,
+        1141440,
+        934087680,
+        731913600,
+        1009200,
+        0
+      ],
+      "postTokenBalances": [
+        {
+          "accountIndex": 4,
+          "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+          "owner": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+          "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "uiTokenAmount": {
+            "amount": "962048231511255",
+            "decimals": 6,
+            "uiAmount": 962048231.511255,
+            "uiAmountString": "962048231.511255"
+          }
+        },
+        {
+          "accountIndex": 6,
+          "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+          "owner": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+          "programId": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+          "uiTokenAmount": {
+            "amount": "37951768488745",
+            "decimals": 6,
+            "uiAmount": 37951768.488745,
+            "uiAmountString": "37951768.488745"
+          }
+        }
+      ],
+      "preBalances": [
+        123308602893,
+        0,
+        733955725969,
+        0,
+        0,
+        0,
+        0,
+        279706983391733,
+        1,
+        1,
+        1141440,
+        323296939,
+        2500000,
+        1141440,
+        934087680,
+        731913600,
+        1009200,
+        0
+      ],
+      "preTokenBalances": [],
+      "rewards": [],
+      "status": {
+        "Ok": null
+      }
+    },
+    "slot": 284682639,
+    "transaction": {
+      "message": {
+        "accountKeys": [
+          {
+            "pubkey": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+            "signer": true,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+            "signer": true,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "HWEoBxYs7ssKuudEjzjmpfJVX7Dvi7wescFsVx2L5yoY",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "H6LkmMUuAiJhAcH9ejScvMVXFhUSzxwYPiczL7zW3aAj",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+            "signer": false,
+            "source": "transaction",
+            "writable": true
+          },
+          {
+            "pubkey": "ComputeBudget111111111111111111111111111111",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "11111111111111111111111111111111",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "SysvarRent111111111111111111111111111111111",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          },
+          {
+            "pubkey": "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+            "signer": false,
+            "source": "transaction",
+            "writable": false
+          }
+        ],
+        "addressTableLookups": [],
+        "instructions": [
+          {
+            "accounts": [],
+            "data": "HnkkG7",
+            "programId": "ComputeBudget111111111111111111111111111111",
+            "stackHeight": null
+          },
+          {
+            "parsed": {
+              "info": {
+                "destination": "HWEoBxYs7ssKuudEjzjmpfJVX7Dvi7wescFsVx2L5yoY",
+                "lamports": 4000000,
+                "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+              },
+              "type": "transfer"
+            },
+            "program": "system",
+            "programId": "11111111111111111111111111111111",
+            "stackHeight": null
+          },
+          {
+            "accounts": [],
+            "data": "3ZfX8LdfViHV",
+            "programId": "ComputeBudget111111111111111111111111111111",
+            "stackHeight": null
+          },
+          {
+            "accounts": [
+              "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+              "TSLvdd1pWpHVjahSpsvCXUbgwsL3JAcvokwaKt1eokM",
+              "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+              "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF",
+              "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+              "metaqbxxUerdq28cj1RbAWkYQm3ybzjb6a8bt518x1s",
+              "H6LkmMUuAiJhAcH9ejScvMVXFhUSzxwYPiczL7zW3aAj",
+              "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+              "11111111111111111111111111111111",
+              "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+              "SysvarRent111111111111111111111111111111111",
+              "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+              "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+            ],
+            "data": "U5L9Srg16xJSo5n5mGEnUQaep1FgNe24zh1oYXVbcVpSyAPk5QWVT8RNVbaJeebkjgPqHUHnWwPyPFmJ21HDBYXgTd8HTU7QfbiY7cn26rn4zxi724rGkbWKwnJHghce74jdF8dLeGwvYnU",
+            "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+            "stackHeight": null
+          },
+          {
+            "parsed": {
+              "info": {
+                "account": "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+                "mint": "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+                "source": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+                "systemProgram": "11111111111111111111111111111111",
+                "tokenProgram": "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+                "wallet": "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5"
+              },
+              "type": "create"
+            },
+            "program": "spl-associated-token-account",
+            "programId": "ATokenGPvbdGVxr1b2hvZbsiqW5xWH25efTNsLJA8knL",
+            "stackHeight": null
+          },
+          {
+            "accounts": [
+              "4wTV1YmiEkRvAtNtsSGPtUrqRYQMe5SKy2uB4Jjaxnjf",
+              "CebN5WGQ4jvEPvsVU4EoHEpgzq1VV7AbicfhtW4xC9iM",
+              "ER2N5eaDoC68kNhj7LyaScimzq7deaqxiw88rewvxaKp",
+              "FFzxakVNzpirwMFtLyD22UZ6UM3KLF2EAGC2RxNPaYoH",
+              "6eTEMemDi58KJE1rPEagqMsgn34xUWTkzdZTKM8EVbYF",
+              "BfUATFeQBKLdaTGdCT9bKkxXrYTYaRkcjtQ4iFwMGVq1",
+              "Fswrw3tgQL597kCexxLEhft6a7Su4CDoqwRMqqj4BEp5",
+              "11111111111111111111111111111111",
+              "TokenkegQfeZyiNwAJbNbGKPFXCWuBvf9Ss623VQ5DA",
+              "SysvarRent111111111111111111111111111111111",
+              "Ce6TQqeHC9p8KetsN6JsjHK7UTZk7nasjjnr7XxXp9F1",
+              "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P"
+            ],
+            "data": "AJTQ2h9DXrBiKPvzMVAo11jUarcFAxcz3",
+            "programId": "6EF8rrecthR5Dkzon8Nwu78hRvfCKubJ14M5uBEwF6P",
+            "stackHeight": null
+          }
+        ],
+        "recentBlockhash": "4LkonCgzoF4HF4ZmrczNCntkk5QJzoBfwEG67o99S6yR"
+      },
+      "signatures": [
+        "52ar89rghM8EwKZkxFnBMC4LaMReqtVdpxqXxGWBCMYV1DnYdLrdsqJo8Hbn9KjVpckAokqGNHzTSVfK5xuLepdC",
+        "SpE85aiJConP43xzaqrri6TRmEbKZdiSJoXeTixJPuMkYUSQZbyjxrb3NbatshfoggYacnyd1YWJf98iPV5YYqm"
+      ]
+    },
+    "version": 0
+  },
+  "id": 1
+}
diff --git a/sell.py b/sell.py
new file mode 100644
index 0000000..f35efb2
--- /dev/null
+++ b/sell.py
@@ -0,0 +1,141 @@
+import asyncio
+import json
+import base64
+import struct
+import base58
+from typing import Final
+
+from solana.rpc.async_api import AsyncClient
+from solana.transaction import Transaction
+from solana.rpc.commitment import Confirmed
+from solana.rpc.types import TxOpts
+
+from solders.pubkey import Pubkey
+from solders.keypair import Keypair
+from solders.instruction import Instruction, AccountMeta
+from solders.system_program import TransferParams, transfer
+
+from spl.token.instructions import get_associated_token_address
+import spl.token.instructions as spl_token
+
+from construct import Struct, Int64ul, Flag
+
+from config import *
+
+# Here and later all the discriminators are precalculated. See learning-examples/discriminator.py
+EXPECTED_DISCRIMINATOR: Final[bytes] = struct.pack("<Q", 6966180631402821399)
+TOKEN_DECIMALS: Final[int] = 6
+
+class BondingCurveState:
+    _STRUCT = Struct(
+        "virtual_token_reserves" / Int64ul,
+        "virtual_sol_reserves" / Int64ul,
+        "real_token_reserves" / Int64ul,
+        "real_sol_reserves" / Int64ul,
+        "token_total_supply" / Int64ul,
+        "complete" / Flag
+    )
+
+    def __init__(self, data: bytes) -> None:
+        parsed = self._STRUCT.parse(data[8:])
+        self.__dict__.update(parsed)
+
+async def get_pump_curve_state(conn: AsyncClient, curve_address: Pubkey) -> BondingCurveState:
+    response = await conn.get_account_info(curve_address)
+    if not response.value or not response.value.data:
+        raise ValueError("Invalid curve state: No data")
+
+    data = response.value.data
+    if data[:8] != EXPECTED_DISCRIMINATOR:
+        raise ValueError("Invalid curve state discriminator")
+
+    return BondingCurveState(data)
+
+def calculate_pump_curve_price(curve_state: BondingCurveState) -> float:
+    if curve_state.virtual_token_reserves <= 0 or curve_state.virtual_sol_reserves <= 0:
+        raise ValueError("Invalid reserve state")
+
+    return (curve_state.virtual_sol_reserves / LAMPORTS_PER_SOL) / (curve_state.virtual_token_reserves / 10 ** TOKEN_DECIMALS)
+
+async def get_token_balance(conn: AsyncClient, associated_token_account: Pubkey):
+    response = await conn.get_token_account_balance(associated_token_account)
+    if response.value:
+        return int(response.value.amount)
+    return 0
+
+async def sell_token(mint: Pubkey, bonding_curve: Pubkey, associated_bonding_curve: Pubkey, slippage: float = 0.25, max_retries=5):
+    private_key = base58.b58decode(PRIVATE_KEY)
+    payer = Keypair.from_bytes(private_key)
+
+    async with AsyncClient(RPC_ENDPOINT) as client:
+        associated_token_account = get_associated_token_address(payer.pubkey(), mint)
+        
+        # Get token balance
+        token_balance = await get_token_balance(client, associated_token_account)
+        token_balance_decimal = token_balance / 10**TOKEN_DECIMALS
+        print(f"Token balance: {token_balance_decimal}")
+        if token_balance == 0:
+            print("No tokens to sell.")
+            return
+
+        # Fetch the token price
+        curve_state = await get_pump_curve_state(client, bonding_curve)
+        token_price_sol = calculate_pump_curve_price(curve_state)
+        print(f"Price per Token: {token_price_sol:.20f} SOL")
+
+        # Calculate minimum SOL output
+        amount = token_balance
+        min_sol_output = float(token_balance_decimal) * float(token_price_sol)
+        slippage_factor = 1 - slippage
+        min_sol_output = int((min_sol_output * slippage_factor) * LAMPORTS_PER_SOL)
+        
+        print(f"Selling {token_balance_decimal} tokens")
+        print(f"Minimum SOL output: {min_sol_output / LAMPORTS_PER_SOL:.10f} SOL")
+
+        for attempt in range(max_retries):
+            try:
+                accounts = [
+                    AccountMeta(pubkey=PUMP_GLOBAL, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_FEE, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=mint, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_bonding_curve, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=associated_token_account, is_signer=False, is_writable=True),
+                    AccountMeta(pubkey=payer.pubkey(), is_signer=True, is_writable=True),
+                    AccountMeta(pubkey=SYSTEM_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_ASSOCIATED_TOKEN_ACCOUNT_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=SYSTEM_TOKEN_PROGRAM, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_EVENT_AUTHORITY, is_signer=False, is_writable=False),
+                    AccountMeta(pubkey=PUMP_PROGRAM, is_signer=False, is_writable=False),
+                ]
+
+                discriminator = struct.pack("<Q", 12502976635542562355)
+                data = discriminator + struct.pack("<Q", amount) + struct.pack("<Q", min_sol_output)
+                sell_ix = Instruction(PUMP_PROGRAM, data, accounts)
+
+                recent_blockhash = await client.get_latest_blockhash()
+                transaction = Transaction()
+                transaction.add(sell_ix)
+                transaction.recent_blockhash = recent_blockhash.value.blockhash
+
+                tx = await client.send_transaction(
+                    transaction,
+                    payer,
+                    opts=TxOpts(skip_preflight=True, preflight_commitment=Confirmed),
+                )
+
+                print(f"Transaction sent: https://explorer.solana.com/tx/{tx.value}")
+
+                await client.confirm_transaction(tx.value, commitment="confirmed")
+                print("Transaction confirmed")
+
+                return tx.value
+
+            except Exception as e:
+                print(f"Attempt {attempt + 1} failed: {str(e)}")
+                if attempt < max_retries - 1:
+                    wait_time = 2 ** attempt
+                    print(f"Retrying in {wait_time} seconds...")
+                    await asyncio.sleep(wait_time)
+                else:
+                    print("Max retries reached. Unable to complete the transaction.")
\ No newline at end of file
diff --git a/trade.py b/trade.py
new file mode 100644
index 0000000..80bb438
--- /dev/null
+++ b/trade.py
@@ -0,0 +1,157 @@
+import asyncio
+import json
+import base64
+import struct
+import base58
+import hashlib
+import websockets
+import os
+import argparse
+from datetime import datetime
+
+from solana.rpc.async_api import AsyncClient
+from solana.transaction import Transaction
+from solana.rpc.commitment import Confirmed
+from solana.rpc.types import TxOpts
+
+from solders.pubkey import Pubkey
+from solders.keypair import Keypair
+from solders.instruction import Instruction, AccountMeta
+from solders.system_program import TransferParams, transfer
+from solders.transaction import VersionedTransaction
+
+from spl.token.instructions import get_associated_token_address
+import spl.token.instructions as spl_token
+
+from config import *
+
+# Import functions from buy.py
+from buy import get_pump_curve_state, calculate_pump_curve_price, buy_token, listen_for_create_transaction
+
+# Import functions from sell.py
+from sell import sell_token
+
+def log_trade(action, token_data, price, tx_hash):
+    os.makedirs("trades", exist_ok=True)
+    log_entry = {
+        "timestamp": datetime.utcnow().isoformat(),
+        "action": action,
+        "token_address": token_data['mint'],
+        "price": price,
+        "tx_hash": tx_hash
+    }
+    with open("trades/trades.log", 'a') as log_file:
+        json.dump(log_entry, log_file)
+        log_file.write("\n")
+
+async def trade(websocket=None, match_string=None, bro_address=None, marry_mode=False, yolo_mode=False):
+    if websocket is None:
+        async with websockets.connect(WSS_ENDPOINT) as websocket:
+            await _trade(websocket, match_string, bro_address, marry_mode, yolo_mode)
+    else:
+        await _trade(websocket, match_string, bro_address, marry_mode, yolo_mode)
+
+async def _trade(websocket, match_string=None, bro_address=None, marry_mode=False, yolo_mode=False):
+    while True:
+        print("Waiting for a new token creation...")
+        token_data = await listen_for_create_transaction(websocket)
+        print("New token created:")
+        print(json.dumps(token_data, indent=2))
+
+        if match_string and not (match_string.lower() in token_data['name'].lower() or match_string.lower() in token_data['symbol'].lower()):
+            print(f"Token does not match the criteria '{match_string}'. Skipping...")
+            if not yolo_mode:
+                break
+            continue
+
+        if bro_address and token_data['user'] != bro_address:
+            print(f"Token not created by the specified user '{bro_address}'. Skipping...")
+            if not yolo_mode:
+                break
+            continue
+
+        # Save token information to a .txt file in the "trades" directory
+        mint_address = token_data['mint']
+        os.makedirs("trades", exist_ok=True)
+        file_name = os.path.join("trades", f"{mint_address}.txt")
+        with open(file_name, 'w') as file:
+            file.write(json.dumps(token_data, indent=2))
+        print(f"Token information saved to {file_name}")
+
+        print("Waiting for 15 seconds for things to stabilize...")
+        await asyncio.sleep(15)
+
+        mint = Pubkey.from_string(token_data['mint'])
+        bonding_curve = Pubkey.from_string(token_data['bondingCurve'])
+        associated_bonding_curve = Pubkey.from_string(token_data['associatedBondingCurve'])
+
+        # Fetch the token price
+        async with AsyncClient(RPC_ENDPOINT) as client:
+            curve_state = await get_pump_curve_state(client, bonding_curve)
+            token_price_sol = calculate_pump_curve_price(curve_state)
+
+        print(f"Bonding curve address: {bonding_curve}")
+        print(f"Token price: {token_price_sol:.10f} SOL")
+        print(f"Buying {BUY_AMOUNT:.6f} SOL worth of the new token with {BUY_SLIPPAGE*100:.1f}% slippage tolerance...")
+        buy_tx_hash = await buy_token(mint, bonding_curve, associated_bonding_curve, BUY_AMOUNT, BUY_SLIPPAGE)
+        if buy_tx_hash:
+            log_trade("buy", token_data, token_price_sol, str(buy_tx_hash))
+        else:
+            print("Buy transaction failed.")
+
+        if not marry_mode:
+            print("Waiting for 20 seconds before selling...")
+            await asyncio.sleep(20)
+
+            print(f"Selling tokens with {SELL_SLIPPAGE*100:.1f}% slippage tolerance...")
+            sell_tx_hash = await sell_token(mint, bonding_curve, associated_bonding_curve, SELL_SLIPPAGE)
+            if sell_tx_hash:
+                log_trade("sell", token_data, token_price_sol, str(sell_tx_hash))
+            else:
+                print("Sell transaction failed or no tokens to sell.")
+        else:
+            print("Marry mode enabled. Skipping sell operation.")
+
+        if not yolo_mode:
+            break
+
+async def main(yolo_mode=False, match_string=None, bro_address=None, marry_mode=False):
+    if yolo_mode:
+        while True:
+            try:
+                async with websockets.connect(WSS_ENDPOINT) as websocket:
+                    while True:
+                        try:
+                            await trade(websocket, match_string, bro_address, marry_mode, yolo_mode)
+                        except websockets.exceptions.ConnectionClosed:
+                            print("WebSocket connection closed. Reconnecting...")
+                            break
+                        except Exception as e:
+                            print(f"An error occurred: {e}")
+                        print("Waiting for 5 seconds before looking for the next token...")
+                        await asyncio.sleep(5)
+            except Exception as e:
+                print(f"Connection error: {e}")
+                print("Reconnecting in 5 seconds...")
+                await asyncio.sleep(5)
+    else:
+        # For non-YOLO mode, create a websocket connection and close it after one trade
+        async with websockets.connect(WSS_ENDPOINT) as websocket:
+            await trade(websocket, match_string, bro_address, marry_mode, yolo_mode)
+
+async def ping_websocket(websocket):
+    while True:
+        try:
+            await websocket.ping()
+            await asyncio.sleep(20) # Send a ping every 20 seconds
+        except:
+            break
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Trade tokens on Solana.")
+    parser.add_argument("--yolo", action="store_true", help="Run in YOLO mode (continuous trading)")
+    parser.add_argument("--match", type=str, help="Only trade tokens with names or symbols matching this string")
+    parser.add_argument("--bro", type=str, help="Only trade tokens created by this user address")
+    parser.add_argument("--marry", action="store_true", help="Only buy tokens, skip selling")
+    args = parser.parse_args()
+    asyncio.run(main(yolo_mode=args.yolo, match_string=args.match, bro_address=args.bro, marry_mode=args.marry))
\ No newline at end of file
diff --git a/trades/LR7TYDeWamU7MsCXFH7ydwJYaZfRJs8pzgCQrh2pump.txt b/trades/LR7TYDeWamU7MsCXFH7ydwJYaZfRJs8pzgCQrh2pump.txt
new file mode 100644
index 0000000..987a833
--- /dev/null
+++ b/trades/LR7TYDeWamU7MsCXFH7ydwJYaZfRJs8pzgCQrh2pump.txt
@@ -0,0 +1,9 @@
+{
+  "name": "RAKAMAKAFO",
+  "symbol": "MAKAFO",
+  "uri": "https://cf-ipfs.com/ipfs/QmYyNfffJL8aLzsQQBxSDEmbQ2STSPS35rfFwE7isjJiVu",
+  "mint": "LR7TYDeWamU7MsCXFH7ydwJYaZfRJs8pzgCQrh2pump",
+  "bondingCurve": "9UznPeXvYtPqq8saSyM65cC8LCtyAKPnLCGG7Mq1pUTq",
+  "associatedBondingCurve": "CTe6pwwgzEUvRmPGRE2EZXrESpiWawK5TwyJhgvFgJ6T",
+  "user": "Ev5WEEJ2Y1qKGE8KCNvBNVEgy9fJUuttA93pMo2fcGFd"
+}
\ No newline at end of file
diff --git a/trades/trades.log b/trades/trades.log
new file mode 100644
index 0000000..03d0e64
--- /dev/null
+++ b/trades/trades.log
@@ -0,0 +1,2 @@
+{"timestamp": "2024-08-22T10:51:30.306580", "action": "buy", "token_address": "LR7TYDeWamU7MsCXFH7ydwJYaZfRJs8pzgCQrh2pump", "price": 1.668947042812354e-07, "tx_hash": "XZDRuEnaBNEeuFAiGyJsqBmVF3uZvFqAQUKsZVKTxsThHxN43LiRqy3T4cSH4dRXGB7c5A4855iYQDLY4BNJJhP"}
+{"timestamp": "2024-08-22T10:51:56.116951", "action": "sell", "token_address": "LR7TYDeWamU7MsCXFH7ydwJYaZfRJs8pzgCQrh2pump", "price": 1.668947042812354e-07, "tx_hash": "WQHnEoyztfDf5FJyQRXDGxxtqf2EcMGs8SET43KuYU8Dpdunruku22SHnfiH2xsUi1hTBjC1msvTcnU78fFKrc2"}