### Installing koios_api Python Package

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This command installs the `koios_api` Python package using pip3, making it available for use in Python projects. It is the standard way to add the library to your environment.

```bash
pip3 install koios_api
```

--------------------------------

### Importing Full Koios API Module and Getting Blockchain Tip

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This Python snippet demonstrates importing the entire `koios_api` module and then calling the `get_tip()` function to retrieve the current blockchain tip information, including hash, epoch, and block details.

```python
import koios_api
koios_api.get_tip()
```

--------------------------------

### Example Response for Policy Asset Info (JSON)

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This JSON snippet illustrates the structure of the data returned by the `get_policy_asset_info` function. Each object in the array represents an asset, providing details such as `asset_name`, `fingerprint`, `minting_tx_metadata`, `token_registry_metadata`, `total_supply`, and `creation_time`.

```JSON
[
  {
    "asset_name": "",
    "asset_name_ascii": "",
    "fingerprint": "asset1pht97cylpt7azuu9mwhmd9c9zdgmumwrrm5yrc",
    "minting_tx_metadata": {
      "key": "777",
      "json": {
        "addr": [
          "addr1qy36jns6h4w4f80u6xed49k6qn9c7tk4x4us5kaxztjq8x3un2me8nvc5ke",
          "gvll0gnwlj2ypzfhhqpns47u76gafttmq208x4d"
        ],
        "rate": "0.05"
      }
    },
    "token_registry_metadata": null,
    "total_supply": "0",
    "creation_time": 1665161713
  },
  {
    "asset_name": "4379626572696130353930",
    "asset_name_ascii": "Cyberia0590",
    "fingerprint": "asset1dzurenp8f6n8zu3lwglrs0g54xnmd5xwqe9yqp",
    "minting_tx_metadata": {
      "key": "721",
      "json": {
        "nonce": "ac2834e7b5707c30",
        "07697e6ca1e21777ac76f26d0779c53f7d08e47b9e32d23bd8fed9cd": {
          "Cyberia0590": {
            "Pose": "Warrior II Pose - Virabhadrasana II",
            "Skin": "Red",
            "name": "Cyberia Chakra Planet #0590",
            "files": [
              {
                "src": "ipfs://QmZR6VJJ1hWx2bqKo1o8AUzoMxwrUiqGZMzZv8uHXt7MJX",
                "name": "Please wait while your experience below loads.",
                "mediaType": "image/jpg"
              },
              {
                "src": "ipfs://QmXQSmnRVL4TH4h5YYxZr2m6rfDe65hyv1J4An9znKJr9d",
                "mediaType": "text/html"
              }
            ],
            "image": "ipfs://QmZR6VJJ1hWx2bqKo1o8AUzoMxwrUiqGZMzZv8uHXt7MJX",
            "Artist": "Shrink",
            "Avatar": "Male",
            "Chakra": "Root - Muladhara",
            "Mantra": "LAM",
            "Discord": "https://dsc.gg/cyberiacnft",
            "Twitter": "https://twitter.com/cyberiaCNFT",
            "Website": "https://cyberia.gg/",
            "Function": "Grounding",
            "Location": "Base of Spine",
            "Collection": "Chakra Planets",
            "Planet colour": "Red"
          }
        }
      }
    },
    "token_registry_metadata": null,
    "total_supply": "1",
    "creation_time": 1665180305
  },
  {
    "asset_name": "4379626572696131313535",
    "asset_name_ascii": "Cyberia1155",
    "fingerprint": "asset1c7ymj2plmz9dddyx80axrpwy8uhm8q4hzdg3g7",
    "minting_tx_metadata": {
      "key": "721",
      "json": {
        "nonce": "18501ab3c76e955b",
        "07697e6ca1e21777ac76f26d0779c53f7d08e47b9e32d23bd8fed9cd": {
          "Cyberia0921": {
            "Pose": "Headstand - Sirsasana",
            "Skin": "Gold",
            "name": "Cyberia Chakra Planet #0921",
            "files": [
              {
                "src": "ipfs://QmaNEfYXpqFM3vRdvhUkccFpSHUc6MpA6D1Jriefz5oaZr",
                "name": "Please wait while your experience below loads.",
                "mediaType": "image/jpg"
              },
              {
                "src": "ipfs://QmT22qfNW8Ts3FcfbLTe1jx2L7XfJaxzuqKLZ9Qiw45srk",
                "mediaType": "text/html"
              }
            ],
            "image": "ipfs://QmaNEfYXpqFM3vRdvhUkccFpSHUc6MpA6D1Jriefz5oaZr",
            "Artist": "Shrink",
            "Avatar": "Male",
            "Chakra": "Crown - Sahasrara",
            "Mantra": "OM",
            "Discord": "https://dsc.gg/cyberiacnft",
            "Twitter": "https://twitter.com/cyberiaCNFT",
            "Website": "https://cyberia.gg/",
            "Function": "Spiritual Connection",
            "Location": "Top of the Head",
            "Collection": "Chakra Planets",
            "Planet colour": "Purple"
          },
          "Cyberia1155": {
            "Pose": "Headstand - Sirsasana",
            "Skin": "Purple",
            "name": "Cyberia Chakra Planet #1155",
            "files": [
              {
                "src": "ipfs://QmdRbAZpWvrXQ1wDqWL7fhifJfd6dowx4oZpufdWFiG5Qo",
                "name": "Please wait while your experience below loads.",
                "mediaType": "image/jpg"
              },
              {
                "src": "ipfs://QmfC6r68AzrQyN17Yns4fhtVY4HE9FCPdtv5bsBgfac1qD",
                "mediaType": "text/html"
              }
            ],
            "image": "ipfs://QmdRbAZpWvrXQ1wDqWL7fhifJfd6dowx4oZpufdWFiG5Qo",
            "Artist": "Shrink",
            "Avatar": "Female",
            "Chakra": "Crown - Sahasrara",
            "Mantra": "OM",
            "Discord": "https://dsc.gg/cyberiacnft",
            "Twitter": "https://twitter.com/cyberiaCNFT",
            "Website": "https://cyberia.gg/",
            "Function": "Spiritual Connection",
            "Location": "Top of the Head",
            "Collection": "Chakra Planets",
            "Planet colour": "Purple"
          }
        }
      }
    }
  }
]
```

--------------------------------

### Example Response for Get Address UTxOs Koios API

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This JSON snippet illustrates the expected structure and content of the response returned by the `get_address_utxos` function. It is a list of dictionaries, where each dictionary represents a UTxO, providing details such as transaction hash, index, address, value, stake address, block height, and whether it's spent, along with other relevant blockchain data.

```JSON
[
  {
    "tx_hash": "eb9fc5848297ac94903164519dc9955acc5645b831ed48ad03c67edefec9b50d",
    "tx_index": 1,
    "address": "addr1q8wv876ptu0qhujmh2awdcnpcc0ctgdz8e8qvv29k8hucwft99azzjfn9l2658p483uljfdd00ef5rzg58y5km6gj9jqcp0ws7",
    "value": "5459647",
    "stake_address": "stake1uy4jj73pfyejl4d2rs6nc70eykkhhu56p3y2rj2tdayfzeqnjyh0j",
    "payment_cred": "dcc3fb415f1e0bf25bbabae6e261c61f85a1a23e4e063145b1efcc39",
    "epoch_no": 439,
    "block_height": 9356379,
    "block_time": 1696084155,
    "datum_hash": null,
    "inline_datum": null,
    "reference_script": null,
    "asset_list": null,
    "is_spent": false
  },
  {
    "tx_hash": "67f7b1240deff9bafd7d5f9da199d40f1072519edfc21592485a583f31a8a966",
    "tx_index": 1,
    "address": "addr1q8wv876ptu0qhujmh2awdcnpcc0ctgdz8e8qvv29k8hucwft99azzjfn9l2658p483uljfdd00ef5rzg58y5km6gj9jqcp0ws7",
    "value": "12740897",
    "stake_address": "stake1uy4jj73pfyejl4d2rs6nc70eykkhhu56p3y2rj2tdayfzeqnjyh0j",
    "payment_cred": "dcc3fb415f1e0bf25bbabae6e261c61f85a1a23e4e063145b1efcc39",
    "epoch_no": 447,
    "block_height": 9532358,
    "block_time": 1699686385,
    "datum_hash": null,
    "inline_datum": null,
    "reference_script": null,
    "asset_list": null,
    "is_spent": false
  },
  {
    "tx_hash": "cb3646d0739dd1884b2cf16fbc8fc768763103ddcdd3a3f9fc7fd6a0ea75fa63",
    "tx_index": 1,
    "address": "addr1q8wv876ptu0qhujmh2awdcnpcc0ctgdz8e8qvv29k8hucwft99azzjfn9l2658p483uljfdd00ef5rzg58y5km6gj9jqcp0ws7",
    "value": "19778509",
    "stake_address": "stake1uy4jj73pfyejl4d2rs6nc70eykkhhu56p3y2rj2tdayfzeqnjyh0j",
    "payment_cred": "dcc3fb415f1e0bf25bbabae6e261c61f85a1a23e4e063145b1efcc39",
    "epoch_no": 448,
    "block_height": 9537064,
    "block_time": 1699782852,
    "datum_hash": null,
    "inline_datum": null,
    "reference_script": null,
    "asset_list": null,
    "is_spent": false
  },
  {
    "tx_hash": "1fc61d4f02f170554e06b2608fc021a5c6910faa125c8baebbaa66d16dadec44",
    "tx_index": 1,
    "address": "addr1q8wv876ptu0qhujmh2awdcnpcc0ctgdz8e8qvv29k8hucwft99azzjfn9l2658p483uljfdd00ef5rzg58y5km6gj9jqcp0ws7",
    "value": "25618819",
    "stake_address": "stake1uy4jj73pfyejl4d2rs6nc70eykkhhu56p3y2rj2tdayfzeqnjyh0j",
    "payment_cred": "dcc3fb415f1e0bf25bbabae6e261c61f85a1a23e4e063145b1efcc39",
    "epoch_no": 448,
    "block_height": 9538689,
    "block_time": 1699816992,
    "datum_hash": null,
    "inline_datum": null,
    "reference_script": null,
    "asset_list": null,
    "is_spent": false
  },
  {
    "tx_hash": "f38eb43c9c5d899ad9d5a727a6cd64fce34e5ddb0b3cc29a3241931ba323f2d9",
    "tx_index": 1,
    "address": "addr1q8wv876ptu0qhujmh2awdcnpcc0ctgdz8e8qvv29k8hucwft99azzjfn9l2658p483uljfdd00ef5rzg58y5km6gj9jqcp0ws7",
    "value": "16173935",
    "stake_address": "stake1uy4jj73pfyejl4d2rs6nc70eykkhhu56p3y2rj2tdayfzeqnjyh0j",
    "payment_cred": "dcc3fb415f1e0bf25bbabae6e261c61f85a1a23e4e063145b1efcc39",
    "epoch_no": 449,
    "block_height": 9564511,
    "block_time": 1700343086,
    "datum_hash": null,
    "inline_datum": null,
    "reference_script": null,
    "asset_list": null,
    "is_spent": false
  },
  {
    "tx_hash": "1c00a4087c594c4453c8c3a8f51663d0a9ba59f3e3e02cf961c01d8cc80edd44",
    "tx_index": 1,
    "address": "addr1q8wv876ptu0qhujmh2awdcnpcc0ctgdz8e8qvv29k8hucwft99azzjfn9l2658p483uljfdd00ef5rzg58y5km6gj9jqcp0ws7",
    "value": "15633446",
    "stake_address": "stake1uy4jj73pfyejl4d2rs6nc70eykkhhu56p3y2rj2tdayfzeqnjyh0j",
    "payment_cred": "dcc3fb415f1e0bf25bbabae6e261c61f85a1a23e4e063145b1efcc39",
    "epoch_no": 450,
    "block_height": 9587376,
    "block_time": 1700814155,
    "datum_hash": null,
    "inline_datum": null,
    "reference_script": null,
    "asset_list": null,
    "is_spent": false
  },
  {
    "tx_hash": "40e3609e2d1c3ea38601d119dbf6711a448defaadc4fa1d1590c0d48f29c240e",
    "tx_index": 1,
    "address": "addr1q8wv876ptu0qhujmh2awdcnpcc0ctgdz8e8qvv29k8hucwft99azzjfn9l2658p483uljfdd00ef5rzg58y5km6gj9jqcp0ws7",
    "value": "12308427",
    "stake_address": "stake1uy4jj73pfyejl4d2rs6nc70eykkhhu56p3y2rj2tdayfzeqnjyh0j",
    "payment_cred": "dcc3fb415f1e0bf25bbabae6e261c61f85a1a23e4e063145f1efcc39",
    "epoch_no": 450,
    "block_height": 9592563,
    "block_time": 1700923481,
    "datum_hash": null,
    "inline_datum": null,
    "reference_script": null,
    "asset_list": null,
    "is_spent": false
  }
]
```

--------------------------------

### Example Koios API Response: Genesis Parameters (JSON)

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This JSON snippet illustrates the structure and typical values of the response returned by the `get_genesis` function. It provides detailed blockchain configuration parameters, including network magic, epoch length, and Alonzo genesis details.

```JSON
[
  {
    "networkmagic": "764824073",
    "networkid": "Mainnet",
    "activeslotcoeff": "0.05",
    "updatequorum": "5",
    "maxlovelacesupply": "45000000000000000",
    "epochlength": "432000",
    "systemstart": 1506203091,
    "slotsperkesperiod": "129600",
    "slotlength": "1",
    "maxkesrevolutions": "62",
    "securityparam": "2160",
    "alonzogenesis": "{\"lovelacePerUTxOWord\":34482,\"executionPrices\":{\"prSteps\":{\"numerator\":721,\"denominator\":10000000},\"prMem\":{\"numerator\":577,\"denominator\":10000}},\"maxTxExUnits\":{\"exUnitsMem\":10000000,\"exUnitsSteps\":10000000000},\"maxBlockExUnits\":{\"exUnitsMem\":50000000,\"exUnitsSteps\":40000000000},\"maxValueSize\":5000,\"collateralPercentage\":150,\"maxCollateralInputs\":3,\"costModels\":{\"PlutusV1\":{\"sha2_256-memory-arguments\":4,\"equalsString-cpu-arguments-constant\":1000,\"cekDelayCost-exBudgetMemory\":100,\"lessThanEqualsByteString-cpu-arguments-intercept\":103599,\"divideInteger-memory-arguments-minimum\":1,\"appendByteString-cpu-arguments-slope\":621,\"blake2b-cpu-arguments-slope\":29175,\"iData-cpu-arguments\":150000,\"encodeUtf8-cpu-arguments-slope\":1000,\"unBData-cpu-arguments\":150000,\"multiplyInteger-cpu-arguments-intercept\":61516,\"cekConstCost-exBudgetMemory\":100,\"nullList-cpu-arguments\":150000,\"equalsString-cpu-arguments-intercept\":150000,\"trace-cpu-arguments\":150000,\"mkNilData-memory-arguments\":32,\"lengthOfByteString-cpu-arguments\":150000,\"cekBuiltinCost-exBudgetCPU\":29773,\"bData-cpu-arguments\":150000,\"subtractInteger-cpu-arguments-slope\":0,\"unIData-cpu-arguments\":150000,\"consByteString-memory-arguments-intercept\":0,\"divideInteger-memory-arguments-slope\":1,\"divideInteger-cpu-arguments-model-arguments-slope\":118,\"listData-cpu-arguments\":150000,\"headList-cpu-arguments\":150000,\"chooseData-memory-arguments\":32,\"equalsInteger-cpu-arguments-intercept\":136542,\"sha3_256-cpu-arguments-slope\":82363,\"sliceByteString-cpu-arguments-slope\":5000,\"unMapData-cpu-arguments\":150000,\"lessThanInteger-cpu-arguments-intercept\":179690,\"mkCons-cpu-arguments\":150000,\"appendString-memory-arguments-intercept\":0,\"modInteger-cpu-arguments-model-arguments-slope\":118,\"ifThenElse-cpu-arguments\":1,\"mkNilPairData-cpu-arguments\":150000,\"lessThanEqualsInteger-cpu-arguments-intercept\":145276,\"addInteger-memory-arguments-slope\":1,\"chooseList-memory-arguments\":32,\"constrData-memory-arguments\":32,\"decodeUtf8-cpu-arguments-intercept\":150000,\"equalsData-memory-arguments\":1,\"subtractInteger-memory-arguments-slope\":1,\"appendByteString-memory-arguments-intercept\":0,\"lengthOfByteString-memory-arguments\":4,\"headList-memory-arguments\":32,\"listData-memory-arguments\":32,\"consByteString-cpu-arguments-intercept\":150000,\"unIData-memory-arguments\":32,\"remainderInteger-memory-arguments-minimum\":1,\"bData-memory-arguments\":32,\"lessThanByteString-cpu-arguments-slope\":248,\"encodeUtf8-memory-arguments-intercept\":0,\"cekStartupCost-exBudgetCPU\":100,\"multiplyInteger-memory-arguments-intercept\":0,\"unListData-memory-arguments\":32,\"remainderInteger-cpu-arguments-model-arguments-slope\":118,\"cekVarCost-exBudgetCPU\":29773,\"remainderInteger-memory-arguments-slope\":1,\"cekForceCost-exBudgetCPU\":29773,\"sha2_256-cpu-arguments-slope\":29175,\"equalsInteger-memory-arguments\":1,\"indexByteString-memory-arguments\":1,\"addInteger-memory-arguments-intercept\":1,\"chooseUnit-cpu-arguments\":150000,\"sndPair-cpu-arguments\":150000,\"cekLamCost-exBudgetCPU\":29773,\"fstPair-cpu-arguments\":150000,\"quotientInteger-memory-arguments-minimum\":1,\"decodeUtf8-cpu-arguments-slope\":1000,\"lessThanInteger-memory-arguments\":1,\"lessThanEqualsInteger-cpu-arguments-slope\":1366,\"fstPair-memory-arguments\":32,\"modInteger-memory-arguments-intercept\":0,\"unConstrData-cpu-arguments\":150000,\"lessThanEqualsInteger-memory-arguments\":1,\"chooseUnit-memory-arguments\":32,\"sndPair-memory-arguments\":32,\"addInteger-cpu-arguments-intercept\":197209,\"decodeUtf8-memory-arguments-slope\":8,\"equalsData-cpu-arguments-intercept\":150000,\"mapData-cpu-arguments\":150000,\"mkPairData-cpu-arguments\":150000,\"quotientInteger-cpu-arguments-constant\":148000,\"consByteString-memory-arguments-slope\":1,\"cekVarCost-exBudgetMemory\":100,\"indexByteString-cpu-arguments\":150000,\"unListData-cpu-arguments\":150000,\"equalsInteger-cpu-arguments-slope\":1326,\"cekStartupCost-exBudgetMemory\":100,\"subtractInteger-cpu-arguments-intercept\":197209,\"divideInteger-cpu-arguments-model-arguments-intercept\":425507,\"divideInteger-memory-arguments-intercept\":0,\"cekForceCost-exBudgetMemory\":100,\"blake2b-cpu-arguments-intercept\":2477736,\"remainderInteger-cpu-arguments-constant\":148000,\"remainderInteger-cpu-arguments-intercept\":425507,\"quotientInteger-memory-arguments-slope\":1,\"mkPairData-memory-arguments\":32,\"unMapData-memory-arguments\":32,\"appendString-cpu-arguments-slope\":1000,\"sha3_256-memory-arguments\":4,\"decodeUtf8-memory-arguments-intercept\":0,\"equalsByteString-cpu-arguments-slope\":248,\"equalsByteString-cpu-arguments-intercept\":103599,\"cekApplyCost-exBudgetCPU\":29773,\"mkCons-memory-arguments\":32,\"cekApplyCost-exBudgetMemory\":100,\"lessThanByteString-memory-arguments\":1,\"chooseList-cpu-arguments\":150000,\"mkNilPairData-memory-arguments\":32,\"constrData-cpu-arguments\":150000,\"unConstrData-memory-arguments\":32,\"quotientInteger-cpu-arguments-model-arguments-slope\":118,\"mapData-memory-arguments\":32,\"cekBuiltinCost-exBudgetMemory\":100,\"lessThanByteString-cpu-arguments-intercept\":103599,\"iData-memory-arguments\":32,\"addInteger-cpu-arguments-slope\":0,\"trace-memory-arguments\":32,\"equalsString-memory-arguments\":1,\"cekLamCost-exBudgetMemory\":100,\"indexByteString-cpu-arguments-intercept\":150000,\"sha3_256-cpu-arguments-intercept\":2477736,\"cekDelayCost-exBudgetCPU\":29773,\"mkNilData-cpu-arguments\":150000,\"lessThanInteger-cpu-arguments-slope\":1366,\"nullList-memory-arguments\":32,\"encodeUtf8-cpu-arguments-intercept\":150000,\"unBData-memory-arguments\":32,\"appendString-cpu-arguments-intercept\":150000,\"sliceByteString-memory-arguments-intercept\":0,\"sliceByteString-cpu-arguments-intercept\":150000,\"modInteger-cpu-arguments-constant\":148000,\"modInteger-cpu-arguments-intercept\":425507,\"quotientInteger-cpu-arguments-model-arguments-intercept\":425507,\"multiplyInteger-cpu-arguments-slope\":0,\"equalsByteString-memory-arguments\":1,\"remainderInteger-cpu-arguments-model-arguments-intercept\":425507,\"quotientInteger-memory-arguments-intercept\":0,\"cekConstCost-exBudgetCPU\":29773,\"subtractInteger-memory-arguments-intercept\":1,\"blake2b-memory-arguments\":4,\"appendString-memory-arguments-slope\":1\}"}}
```

--------------------------------

### Example JSON Response for Pool Registrations

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This JSON snippet provides an example of the data structure returned by the `get_pool_registrations` function. Each object within the array represents a single pool registration, containing fields such as `pool_id_bech32`, `tx_hash`, `block_hash`, `epoch_no`, and `active_epoch_no`.

```JSON
[
  {
    "pool_id_bech32": "pool1newmccddazerzanrdeeelvzk6vzh9stxn5n8ravshqa05n0t83u",
    "tx_hash": "02e3644f9bc23e7f0d04addfee80b4f36ba1da774da3c26ec76a7c8ea43a44ac",
    "block_hash": "8aaec0f14cf462e4fa6e7a3340c85f94c746f4397b027d55202f667bf36843fc",
    "block_height": 9577227,
    "epoch_no": 450,
    "epoch_slot": 2118,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1q9kwa675j2z53jecrs6pn3fqsc9ypxrsypu5dgu6hammqkagy22",
    "tx_hash": "56a2a1d4cbb28b09f075a8c1db67f7ad721f003703a1d33aa1b9d9784f1fbccf",
    "block_hash": "2b3f126ce6381437e9968a6a928a49cd4d1fe09c1cf63648c0fae2bcb4038805",
    "block_height": 9578008,
    "epoch_no": 450,
    "epoch_slot": 17681,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1yc6f3cqsc7jfh07hcns64v5cp8720mve870pgxf2wkr3u8l7tse",
    "tx_hash": "5b99ddca8dda03fe9f21be8f36ece2fa22ec97df84d5257f322b948b73e92adb",
    "block_hash": "2c15575b2ad41a337e375fed103b11eb8f42c086b7cbba23a126c84f24721554",
    "block_height": 9578511,
    "epoch_no": 450,
    "epoch_slot": 28254,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1m83drqwlugdt9jn7jkz8hx3pne53acfkd539d9cj8yr92dr4k9y",
    "tx_hash": "42e10b531d571b9a750425c722e8093e6c447e5c5ba5d1ac9357aea179e597c0",
    "block_hash": "272e94bab3c3a15c440e1e1bf9e430ad3d52d6c536bf60f5ba7ac56a16183d89",
    "block_height": 9578947,
    "epoch_no": 450,
    "epoch_slot": 36901,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1cuhcw4dhj577rzz847q5swfvrnthj2vn62hry6ljzp6g6v3ag77",
    "tx_hash": "7c49f3d0360a10526c709b4bcddb33f31e1f74b005b5238eaddde2e4021f9630",
    "block_hash": "3419666414394246cc24469409acd82f28995fcf3c58f860f7195dbcc1fe266a",
    "block_height": 9580008,
    "epoch_no": 450,
    "epoch_slot": 58006,
    "active_epoch_no": 452
  },
  {
    "pool_id_bech32": "pool1l6aeyn35nkqkn9lqqlwqnpraakdzuukjrqprcrj3sctk6hhe32k",
    "tx_hash": "d2a105e8c0822cbd22748c4aa18c28dfd0418709a98c316c32eb44c0d9c7e6d4",
    "block_hash": "608fb2ebef32d8b10858c726c0a277b627423357eb2f79d739750af80b181131",
    "block_height": 9580897,
    "epoch_no": 450,
    "epoch_slot": 76704,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1uct8k7ruvu3dgl9hws4pj3tk9stzpls4evnys4r8q5vj2p9w92w",
    "tx_hash": "27b530a2a786a127277786acf831096b0f1b1f5ae83ce91dfabdb0f7c65b1aa7",
    "block_hash": "9552a30577df9acad319e2684b850f74f3f559df137b70efe670822bb1834607",
    "block_height": 9581443,
    "epoch_no": 450,
    "epoch_slot": 88553,
    "active_epoch_no": 452
  },
  {
    "pool_id_bech32": "pool1n940lfxkd7z73qzj5y554yrletrmgg5x2eya9tpglh3uwcqfnud",
    "tx_hash": "4d389be4801cc2b434913eaec34f21aa1cf531db390c63efa57fe3989cefa70b",
    "block_hash": "f1867fe6bcd19fd6b01f25c9b1c976c16d4b5be7ba8b195c8ccb2e80f959c1e7",
    "block_height": 9583181,
    "epoch_no": 450,
    "epoch_slot": 125441,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool13hxlxd6qa68fmfhrvvmasa0mjg30tj9p5v2lmgmgsmrp2rgzkfp",
    "tx_hash": "cdf6afa4b2937f3cd66cceedbeb21fddccea4d05502e5081009d5aba3503002b",
    "block_hash": "bd4b98742aba98ff82271b3652609ecb85a3ded9320f0f64a66aed436f58ebd9",
    "block_height": 9587487,
    "epoch_no": 450,
    "epoch_slot": 213334,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1nrmlaqy77txzd4lrayx92x76hmv97sldqgntqc49a820sf4ment",
    "tx_hash": "44994b6b060e4e80e16bc698de63379d0097db856184d989cc0795d87ad9b7fe",
    "block_hash": "e05cd9b36fb762a58d72d18618b491586afe29360f76740d55ea757a09411795",
    "block_height": 9588831,
    "epoch_no": 450,
    "epoch_slot": 242054,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1nrmlaqy77txzd4lrayx92x76hmv97sldqgntqc49a820sf4ment",
    "tx_hash": "09cb3e784b8ee4173645b1e11fc8bd2d713d7fc1b364c9611eef673be4eae582",
    "block_hash": "7aeec2cdc64e5cd1c61c173a84986e50f511637d3fe22822c34212e26f8c6210",
    "block_height": 9588884,
    "epoch_no": 450,
    "epoch_slot": 243186,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool1nrmlaqy77txzd4lrayx92x76hmv97sldqgntqc49a820sf4ment",
    "tx_hash": "7aa6b0d94d87783d73176a39238a3cabc62a27df43cd2762c229c51fa602660d",
    "block_hash": "42a01085d4f264829f11019bfe3fb670e7e61935dd30b63a5c4ebb7093ee4fd1",
    "block_height": 9589567,
    "epoch_no": 450,
    "epoch_slot": 256996,
    "active_epoch_no": 453
  },
  {
    "pool_id_bech32": "pool18qahj5ggudguk69g9aaztf5dvapmazql4hdvd7v0947j7gy4wqf",
    "tx_hash": "1179715221bc784df721c194602029a6a62085766bbc16db622cbd2d0d974faf",
    "block_hash": "eb9cd7d9566d497f6376971ba7c4d95fa428b1be586b66c89c694a0775d7de4c",
    "block_height": 9591466,
    "epoch_no": 450,
    "epoch_slot": 297514,
    "active_epoch_no": 453
  }
```

--------------------------------

### Importing Specific Koios API Function and Getting Blockchain Tip

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This Python snippet shows how to import only the `get_tip` function from the `koios_api.network` submodule, allowing for more selective imports and direct function calls to retrieve the current blockchain tip.

```python
from koios_api.network import get_tip
get_tip()
```

--------------------------------

### Example Response for Epoch Protocol Parameters (JSON)

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This JSON object illustrates the structure and content of the response returned by the `get_epoch_params` function. It includes detailed protocol parameters such as epoch number, transaction fees, block sizes, deposit amounts, and cost models for Plutus versions.

```JSON
[
  {
    "epoch_no": 448,
    "min_fee_a": 44,
    "min_fee_b": 155381,
    "max_block_size": 90112,
    "max_tx_size": 16384,
    "max_bh_size": 1100,
    "key_deposit": "2000000",
    "pool_deposit": "500000000",
    "max_epoch": 18,
    "optimal_pool_count": 500,
    "influence": 0.3,
    "monetary_expand_rate": 0.003,
    "treasury_growth_rate": 0.2,
    "decentralisation": 0,
    "extra_entropy": null,
    "protocol_major": 8,
    "protocol_minor": 0,
    "min_utxo_value": "0",
    "min_pool_cost": "170000000",
    "nonce": "d58c8fdf57a9d20b4e72fce94056ad2ed2b62e40a7b0b35e1f37f267f9546c07",
    "block_hash": "a74c031d215542d19fdafee6a28fde865c5961d296759e0ae9d19d50aa6f8a12",
    "cost_models": {
      "PlutusV1": [
        205665,
        812,
        1,
        1,
        1000,
        571,
        0,
        1,
        1000,
        24177,
        4,
        1,
        1000,
        32,
        117366,
        10475,
        4,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        100,
        100,
        23000,
        100,
        19537,
        32,
        175354,
        32,
        46417,
        4,
        221973,
        511,
        0,
        1,
        89141,
        32,
        497525,
        14068,
        4,
        2,
        196500,
        453240,
        220,
        0,
        1,
        1,
        1000,
        28662,
        4,
        2,
        245000,
        216773,
        62,
        1,
        1060367,
        12586,
        1,
        208512,
        421,
        1,
        187000,
        1000,
        52998,
        1,
        80436,
        32,
        43249,
        32,
        1000,
        32,
        80556,
        1,
        57667,
        4,
        1000,
        10,
        197145,
        156,
        1,
        197145,
        156,
        1,
        204924,
        473,
        1,
        208896,
        511,
        1,
        52467,
        32,
        64832,
        32,
        65493,
        32,
        22558,
        32,
        16563,
        32,
        76511,
        32,
        196500,
        453240,
        220,
        0,
        1,
        1,
        69522,
        11687,
        0,
        1,
        60091,
        32,
        196500,
        453240,
        220,
        0,
        1,
        1,
        196500,
        453240,
        220,
        0,
        1,
        1,
        806990,
        30482,
        4,
        1927926,
        82523,
        4,
        265318,
        0,
        4,
        0,
        85931,
        32,
        205665,
        812,
        1,
        1,
        41182,
        32,
        212342,
        32,
        31220,
        32,
        32696,
        32,
        43357,
        32,
        32247,
        32,
        38314,
        32,
        57996947,
        18975,
        10
      ],
      "PlutusV2": [
        205665,
        812,
        1,
        1,
        1000,
        571,
        0,
        1,
        1000,
        24177,
        4,
        1,
        1000,
        32,
        117366,
        10475,
        4,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        23000,
        100,
        100,
        100,
        23000,
        100,
        19537,
        32,
        175354,
        32,
        46417,
        4,
        221973,
        511,
        0,
        1,
        89141,
        32,
        497525,
        14068,
        4,
        2,
        196500,
        453240,
        220,
        0,
        1,
        1,
        1000,
        28662,
        4,
        2,
        245000,
        216773,
        62,
        1,
        1060367,
        12586,
        1,
        208512,
        421,
        1,
        187000,
        1000,
        52998,
        1,
        80436,
        32,
        43249,
        32,
        1000,
        32,
        80556,
        1,
        57667,
        4,
        1000,
        10,
        197145,
        156,
        1,
        197145,
        156,
        1,
        204924,
        473,
        1,
        208896,
        511,
        1,
        52467,
        32,
        64832,
        32,
        65493,
        32,
        22558,
        32,
        16563,
        32,
        76511,
        32,
        196500,
        453240
      ]
    }
  }
]
```

--------------------------------

### Calling Koios API: Get Genesis Parameters (Python)

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This snippet demonstrates how to call the `get_genesis` function from the Koios API Python client to retrieve the blockchain's genesis parameters. It requires the Koios API Python library to be installed and imported.

```Python
genesis = get_genesis()
```

--------------------------------

### Querying Network Tip via Ogmios (Python)

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This example demonstrates how to use the `get_ogmios` function to query the current tip of the Cardano network. It requires the Ogmios API version (e.g., '2.0') and the specific query method ('queryNetwork/tip'). The function returns a dictionary containing the current `slot` and `id` of the network tip.

```Python
tip = get_ogmios("2.0", "queryNetwork/tip")
```

--------------------------------

### Getting Network Tip Information with Koios API Python

Source: https://github.com/cardano-apexpool/koios-api-python/blob/main/README.md

This snippet demonstrates the `get_tip` function, which retrieves the latest block information seen by the Cardano chain. This function requires no parameters and returns a list containing a single dictionary with details about the current network tip.

```Python
tip = get_tip()
```

```JSON
[
  {
    "hash": "442765ab5660346a6af3ba7667bbd35934e6219a52f0f53a80f28d27a70309c1",
    "epoch_no": 381,
    "abs_slot": 79265882,
    "epoch_slot": 37082,
    "block_no": 8129347,
    "block_time": 1670832173
  }
]
```