YP__week_0_session_2_.ipynb

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    {
      "cell_type": "markdown",
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        "id": "-_NwYzoAWbtk"
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      "source": [
        "# Python Packages\n",
        "\n",
        "\n",
        "Say you create a set of functions in Excel. To share these functions you would have to send your spreadsheet to someone else.  The other person then opens your (entire) spreadsheet and copies and pastes the wanted formulas.  This is a hackish way to interact.\n",
        "\n",
        "To share functions in Python, you put them into a package and submit the package to a package manager.  If anyone wants to use your package (functions/data structures) they install and load your package.  In this way, you can easily and safely share your code with millions of other people.  Alternatively, you can use easily use code written by others.\n",
        "\n",
        "## Implications for Recreating Others' Work\n",
        "\n",
        "In Excel you are constantly recreating functions you and others have already done.  This is due to the **inefficiency of sharing code between spreadsheets.**\n",
        "\n",
        "In Python, once we are someone else creates a function, it can be easily shared.  Thus, we generally will not have to create our own functions, but rather we can use those created by others (note this makes the code documentation extra important).  This **frees us to spend our time understanding the implications of our calculations, and how it informs our financial decision**.  \n",
        "\n",
        "\n",
        "<b>Python makes you a better financial analyst because you can focus on where you add value (making financial decisions), rather than on perpetually reimplementing calclations.</b>\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
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        "## Python Packages in Colab\n",
        "\n",
        "Most of the packages/modules we will use are preinstalled in Colab, and so we only need to load them.  Some packages we will have to install however.\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pgm7muzZNFUa"
      },
      "source": [
        "See [here for a more complete description of the difference between a python package and module](https://stackoverflow.com/questions/7948494/whats-the-difference-between-a-python-module-and-a-python-package)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
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      "source": [
        "## Preinstalled Packages\n",
        "\n",
        "Examples of a couple important preinstalled packages that we will use are `numpy` and `pandas`.  \n",
        "\n",
        "Say we need to generate random numbers from a standard normal distribution.  We can load numpy's random module and then:\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NZTN6AN3Utco"
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      "source": [
        "To load preinstalled packages we only need to:"
      ]
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    {
      "cell_type": "code",
      "metadata": {
        "id": "RDPl5o3gyMiU"
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      "source": [
        "import numpy as np\n",
        "import pandas as pd"
      ],
      "execution_count": 1,
      "outputs": []
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        "id": "JdFHZp6gyToP"
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        "We can now use the packages:"
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      "source": [
        "np.sinh(4)"
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      "execution_count": 2,
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              "27.28991719712775"
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        "np.random.randn(3,3)"
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              "array([[-1.79773951,  0.70822446,  0.16609215],\n",
              "       [ 0.62076052,  1.07866944, -0.49201295],\n",
              "       [-2.2266123 , -0.95517844, -0.06737229]])"
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        "pd.DataFrame([[1, 2],\n",
        "              [3, 4]])"
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      "source": [
        "## Importing Packages\n",
        "\n",
        "Above we wrote `import numpy as np`.  The `as np` portion simply allows us to a shorter way to refer to numpy and is unnecessary. If we leave it out we refer to functions in the package with `numpy.` instead of `np.`.\n",
        "\n",
        "We refer to functions (such as `sinh`) provided by numpy with `np.sinh`.  This ensures there is no confusion with any other functions called `sinh` in other packages.\n",
        "\n",
        "### Methods of Import\n",
        "\n",
        "In others' Python code you may see:\n",
        "\n",
        "`import numpy`\n",
        "\n",
        "or\n",
        "\n",
        "`from numpy import sinh`\n",
        "\n",
        "While there are differences, it doesn't really matter which you use. For explanations see [this answer on Stackoverflow](https://stackoverflow.com/questions/710551/use-import-module-or-from-module-import) and [here in the Python documentation](https://docs.python.org/3/tutorial/modules.html#packages)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ywjr3khNUwbJ"
      },
      "source": [
        "from numpy import random"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N4eSlMLPUzg1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e466b6dc-195f-4117-8a6a-c4dc0e9e7c77"
      },
      "source": [
        "random.randn(3,3)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 0.57901965, -0.12506327, -0.28719767],\n",
              "       [ 0.4197095 ,  1.91843809,  0.07108273],\n",
              "       [-0.16017834, -0.35211837, -0.45118467]])"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aIKqWNvELhwF"
      },
      "source": [
        "### Find Module Functions"
      ]
    },
    {
      "cell_type": "code",
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        "id": "oYP92LF7Ls_n",
        "colab": {
          "base_uri": "https://localhost:8080/"
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        "outputId": "101170bf-d89a-41e7-8980-8ba8ade04ae8"
      },
      "source": [
        "dir(np)"
      ],
      "execution_count": 7,
      "outputs": [
        {
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              " '_add_newdoc_ufunc',\n",
              " '_builtins',\n",
              " '_core',\n",
              " '_distributor_init',\n",
              " '_financial_names',\n",
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              " 'zeros',\n",
              " 'zeros_like']"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y23Aty9GOQX3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fbab039d-088c-43ce-ac67-44e0af3f8eb9"
      },
      "source": [
        "np.array([[1, 2, 3.0], [2, 3, 4]]).shape"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AjGGsSAWovX4"
      },
      "source": [
        "## Installing Packages in Colab\n",
        "\n",
        "However some Python packages we will use are not preinstalled.  We therefore must installed them prior to loading.  For example, if we try to load the bankfind package we get an error: `No module named 'bankfind'`"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jhkbM6_6oqvI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 314
        },
        "outputId": "2ca172e4-3cd3-406c-9de6-42b8b5ecd282"
      },
      "source": [
        "import bankfind"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ModuleNotFoundError",
          "evalue": "No module named 'bankfind'",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-9-42af9b1f91be>\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mbankfind\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'bankfind'",
            "",
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n"
          ],
          "errorDetails": {
            "actions": [
              {
                "action": "open_url",
                "actionText": "Open Examples",
                "url": "/notebooks/snippets/importing_libraries.ipynb"
              }
            ]
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0fgi-w2a1e7o"
      },
      "source": [
        "We need to first install the `bankfind` package by executing the following BASH command:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VFnsjbQo1mGf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a41ff86a-7ab2-4735-aaf0-804b50cd28db"
      },
      "source": [
        "!pip install bankfind"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting bankfind\n",
            "  Downloading bankfind-0.0.1-py2.py3-none-any.whl.metadata (4.0 kB)\n",
            "Collecting requests==2.24.0 (from bankfind)\n",
            "  Downloading requests-2.24.0-py2.py3-none-any.whl.metadata (6.9 kB)\n",
            "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.11/dist-packages (from bankfind) (2.2.2)\n",
            "Collecting chardet<4,>=3.0.2 (from requests==2.24.0->bankfind)\n",
            "  Downloading chardet-3.0.4-py2.py3-none-any.whl.metadata (3.2 kB)\n",
            "Collecting idna<3,>=2.5 (from requests==2.24.0->bankfind)\n",
            "  Downloading idna-2.10-py2.py3-none-any.whl.metadata (9.1 kB)\n",
            "Collecting urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 (from requests==2.24.0->bankfind)\n",
            "  Downloading urllib3-1.25.11-py2.py3-none-any.whl.metadata (41 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.1/41.1 kB\u001b[0m \u001b[31m3.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests==2.24.0->bankfind) (2024.12.14)\n",
            "Requirement already satisfied: numpy>=1.23.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.24->bankfind) (1.26.4)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.24->bankfind) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.24->bankfind) (2024.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.24->bankfind) (2025.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas>=0.24->bankfind) (1.17.0)\n",
            "Downloading bankfind-0.0.1-py2.py3-none-any.whl (47 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m47.2/47.2 kB\u001b[0m \u001b[31m3.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading requests-2.24.0-py2.py3-none-any.whl (61 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m61.8/61.8 kB\u001b[0m \u001b[31m5.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading chardet-3.0.4-py2.py3-none-any.whl (133 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m133.4/133.4 kB\u001b[0m \u001b[31m10.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading idna-2.10-py2.py3-none-any.whl (58 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.8/58.8 kB\u001b[0m \u001b[31m4.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading urllib3-1.25.11-py2.py3-none-any.whl (127 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m128.0/128.0 kB\u001b[0m \u001b[31m10.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: chardet, urllib3, idna, requests, bankfind\n",
            "  Attempting uninstall: chardet\n",
            "    Found existing installation: chardet 5.2.0\n",
            "    Uninstalling chardet-5.2.0:\n",
            "      Successfully uninstalled chardet-5.2.0\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 2.3.0\n",
            "    Uninstalling urllib3-2.3.0:\n",
            "      Successfully uninstalled urllib3-2.3.0\n",
            "  Attempting uninstall: idna\n",
            "    Found existing installation: idna 3.10\n",
            "    Uninstalling idna-3.10:\n",
            "      Successfully uninstalled idna-3.10\n",
            "  Attempting uninstall: requests\n",
            "    Found existing installation: requests 2.32.3\n",
            "    Uninstalling requests-2.32.3:\n",
            "      Successfully uninstalled requests-2.32.3\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "google-colab 1.0.0 requires requests==2.32.3, but you have requests 2.24.0 which is incompatible.\n",
            "yfinance 0.2.52 requires requests>=2.31, but you have requests 2.24.0 which is incompatible.\n",
            "bigframes 1.33.0 requires requests>=2.27.1, but you have requests 2.24.0 which is incompatible.\n",
            "sphinx 8.1.3 requires requests>=2.30.0, but you have requests 2.24.0 which is incompatible.\n",
            "tweepy 4.14.0 requires requests<3,>=2.27.0, but you have requests 2.24.0 which is incompatible.\n",
            "sentry-sdk 2.20.0 requires urllib3>=1.26.11, but you have urllib3 1.25.11 which is incompatible.\n",
            "google-genai 0.3.0 requires requests<3.0.0dev,>=2.28.1, but you have requests 2.24.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed bankfind-0.0.1 chardet-3.0.4 idna-2.10 requests-2.24.0 urllib3-1.25.11\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zY4m7tI52a1r"
      },
      "source": [
        "import bankfind as bf"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ssl0FMFli4BN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e54d04db-30bc-42f2-c1bf-f44f29af619e"
      },
      "source": [
        "vermont_json = bf.get_institutions(filters=\"STNAME:Vermont\")\n",
        "vermont_json"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'meta': {'total': 63,\n",
              "  'parameters': {'filters': 'STNAME:Vermont',\n",
              "   'fields': 'ACTIVE,ADDRESS,ASSET,BKCLASS,CB,CBSA,CBSA_DIV,CBSA_DIV_FLG,CBSA_DIV_NO,CBSA_METRO,CBSA_METRO_FLG,CBSA_METRO_NAME,CBSA_MICRO_FLG,CBSA_NO,CERT,CERTCONS,CFPBEFFDTE,CFPBENDDTE,CFPBFLAG,CHANGEC1,CHANGEC2,CHANGEC3,CHANGEC4,CHANGEC5,CHANGEC6,CHANGEC7,CHANGEC8,CHANGEC9,CHANGEC10,CHANGEC11,CHANGEC12,CHANGEC13,CHANGEC14,CHANGEC15,CHARTER,CHRTAGNT,CITY,CITYHCR,CLCODE,CMSA_NO,CMSA,CONSERVE,COUNTY,CSA,CSA_NO,CSA_FLG,DATEUPDT,DENOVO,DEP,DEPDOM,DOCKET,EFFDATE,ENDEFYMD,EQ,ESTYMD,FDICDBS,FDICREGN,FDICSUPV,FED,FED_RSSD,FEDCHRTR,FLDOFF,FORM31,HCTMULT,IBA,INACTIVE,INSAGNT1,INSAGNT2,INSBIF,INSCOML,INSDATE,INSDIF,INSFDIC,INSSAIF,INSSAVE,INSTAG,INSTCRCD,LAW_SASSER_FLG,MSA,MSA_NO,MUTUAL,NAME,NAMEHCR,NETINC,NETINCQ,NEWCERT,OAKAR,OCCDIST,OFFDOM,OFFFOR,OFFICES,OFFOA,OTSDIST,OTSREGNM,PARCERT,PROCDATE,QBPRCOML,REGAGNT,REGAGENT2,REPDTE,RISDATE,ROA,ROAPTX,ROAPTXQ,ROAQ,ROE,ROEQ,RSSDHCR,RUNDATE,SASSER,SPECGRP,SPECGRPN,STALP,STALPHCR,STCHRTR,STCNTY,STNAME,STNUM,SUBCHAPS,SUPRV_FD,TE01N528,TE02N528,TE03N528,TE04N528,TE05N528,TE06N528,TE07N528,TE08N528,TE09N528,TE10N528,TE01N529,TE02N529,TE03N529,TE04N529,TE05N529,TE06N529,TRACT,TRUST,ULTCERT,UNINUM,WEBADDR,ZIP',\n",
              "   'limit': '10000',\n",
              "   'offset': '0'},\n",
              "  'index': {'name': 'institutions_20250124100009',\n",
              "   'createTimestamp': '2025-01-24T12:24:41Z'}},\n",
              " 'data': [{'ZIP': '05403',\n",
              "   'SASSER': 0,\n",
              "   'CHRTAGNT': 'STATE',\n",
              "   'CONSERVE': 'N',\n",
              "   'REGAGENT2': '',\n",
              "   'STNAME': 'Vermont',\n",
              "   'ROAQ': -0.74,\n",
              "   'INSDATE': '08/02/2022',\n",
              "   'TE06N528': '',\n",
              "   'TE06N529': '',\n",
              "   'OFFOA': 0,\n",
              "   'FDICDBS': 2,\n",
              "   'NAMEHCR': '',\n",
              "   'OCCDIST': '',\n",
              "   'CMSA': '',\n",
              "   'DEPDOM': 230108,\n",
              "   'CBSA_METRO_FLG': '1',\n",
              "   'TE10N528': '',\n",
              "   'NETINC': -1581,\n",
              "   'CBSA_DIV_NO': '',\n",
              "   'MUTUAL': '0',\n",
              "   'OFFFOR': 0,\n",
              "   'INSSAVE': 0,\n",
              "   'CHARTER': '0',\n",
              "   'RSSDHCR': '',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
              "   'CERT': 59298,\n",
              "   'STALP': 'VT',\n",
              "   'SPECGRP': 4,\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'TE09N528': '',\n",
              "   'IBA': 0,\n",
              "   'INSBIF': 0,\n",
              "   'INSFDIC': 1,\n",
              "   'ENDEFYMD': '12/31/9999',\n",
              "   'MSA': '',\n",
              "   'TE02N528': '',\n",
              "   'CB': '1',\n",
              "   'TE02N529': '',\n",
              "   'TE07N528': '',\n",
              "   'FDICSUPV': 'New York',\n",
              "   'FED': '01',\n",
              "   'REGAGNT': 'FDIC',\n",
              "   'NEWCERT': 0,\n",
              "   'ASSET': 257839,\n",
              "   'CBSA_MICRO_FLG': '0',\n",
              "   'OFFICES': 1,\n",
              "   'STCNTY': '50007',\n",
              "   'CSA_FLG': '1',\n",
              "   'CITY': 'South Burlington',\n",
              "   'CLCODE': '21',\n",
              "   'INACTIVE': 0,\n",
              "   'STALPHCR': '',\n",
              "   'INSAGNT1': 'DIF',\n",
              "   'BKCLASS': 'NM',\n",
              "   'EFFDATE': '11/17/2024',\n",
              "   'SUPRV_FD': '02',\n",
              "   'DATEUPDT': '11/18/2024',\n",
              "   'INSAGNT2': '',\n",
              "   'TE05N528': '',\n",
              "   'TE05N529': '',\n",
              "   'ROEQ': -6.71,\n",
              "   'FDICREGN': 'New York',\n",
              "   'WEBADDR': 'www.bankofburlington.com',\n",
              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Chittenden',\n",
              "   'DOCKET': '0',\n",
              "   'ULTCERT': '59298',\n",
              "   'LAW_SASSER_FLG': 'N',\n",
              "   'PARCERT': '0',\n",
              "   'ROA': -1.047046131035536,\n",
              "   'CFPBFLAG': 0,\n",
              "   'RISDATE': '09/30/2024',\n",
              "   'ROE': -7.94,\n",
              "   'INSCOML': 1,\n",
              "   'EQ': '26808',\n",
              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
              "   'NAME': 'Bank of Burlington',\n",
              "   'HCTMULT': '',\n",
              "   'CBSA_DIV': '',\n",
              "   'ADDRESS': '30 Kimball Ave',\n",
              "   'OFFDOM': 1,\n",
              "   'SUBCHAPS': '0',\n",
              "   'PROCDATE': '11/18/2024',\n",
              "   'INSSAIF': 0,\n",
              "   'DENOVO': '0',\n",
              "   'CBSA_NO': '15540',\n",
              "   'ACTIVE': 1,\n",
              "   'CBSA_METRO_NAME': 'Burlington-South Burlington, VT',\n",
              "   'CFPBEFFDTE': '9999-12-31',\n",
              "   'STCHRTR': 1,\n",
              "   'REPDTE': '09/30/2024',\n",
              "   'FORM31': '0',\n",
              "   'CSA': 'Burlington-South Burlington-Barre, VT',\n",
              "   'INSDIF': 1,\n",
              "   'TE01N529': '',\n",
              "   'ROAPTX': -1.047046131035536,\n",
              "   'STNUM': '50',\n",
              "   'OAKAR': 0,\n",
              "   'SPECGRPN': 'Commercial Lending Specialization',\n",
              "   'ROAPTXQ': -0.74,\n",
              "   'FED_RSSD': '5760662',\n",
              "   'CSA_NO': '162',\n",
              "   'CBSA_METRO': '15540',\n",
              "   'INSTCRCD': 0,\n",
              "   'DEP': 230108,\n",
              "   'UNINUM': '640962',\n",
              "   'INSTAG': '0',\n",
              "   'TE01N528': '',\n",
              "   'CITYHCR': '',\n",
              "   'TRACT': '0',\n",
              "   'CBSA': 'Burlington-South Burlington, VT',\n",
              "   'CBSA_DIV_FLG': '0',\n",
              "   'TE08N528': '',\n",
              "   'NETINCQ': -441,\n",
              "   'ESTYMD': '08/02/2022',\n",
              "   'FEDCHRTR': 0,\n",
              "   'TRUST': '0',\n",
              "   'ID': '59298'},\n",
              "  {'ZIP': '05760',\n",
              "   'SASSER': 0,\n",
              "   'CHRTAGNT': 'OCC',\n",
              "   'CONSERVE': 'N',\n",
              "   'REGAGENT2': '',\n",
              "   'STNAME': 'Vermont',\n",
              "   'ROAQ': 1.28,\n",
              "   'INSDATE': '01/01/1934',\n",
              "   'TE06N528': '',\n",
              "   'TE06N529': '',\n",
              "   'OFFOA': 0,\n",
              "   'FDICDBS': 2,\n",
              "   'NAMEHCR': '',\n",
              "   'OCCDIST': '1',\n",
              "   'CMSA': '',\n",
              "   'DEPDOM': 75614,\n",
              "   'TE10N528': '',\n",
              "   'NETINC': 837,\n",
              "   'MUTUAL': '0',\n",
              "   'OFFFOR': 0,\n",
              "   'INSSAVE': 0,\n",
              "   'CHARTER': '228',\n",
              "   'RSSDHCR': '',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
              "   'CERT': 6280,\n",
              "   'STALP': 'VT',\n",
              "   'SPECGRP': 5,\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'TE09N528': '',\n",
              "   'IBA': 0,\n",
              "   'INSBIF': 0,\n",
              "   'INSFDIC': 1,\n",
              "   'ENDEFYMD': '12/31/9999',\n",
              "   'MSA': '',\n",
              "   'TE02N528': '',\n",
              "   'CB': '1',\n",
              "   'TE02N529': '',\n",
              "   'TE07N528': '',\n",
              "   'FDICSUPV': 'New York',\n",
              "   'FED': '01',\n",
              "   'REGAGNT': 'OCC',\n",
              "   'NEWCERT': 0,\n",
              "   'ASSET': 85714,\n",
              "   'OFFICES': 2,\n",
              "   'STCNTY': '50001',\n",
              "   'CITY': 'Orwell',\n",
              "   'CLCODE': '3',\n",
              "   'INACTIVE': 0,\n",
              "   'STALPHCR': '',\n",
              "   'INSAGNT1': 'DIF',\n",
              "   'BKCLASS': 'N',\n",
              "   'EFFDATE': '11/17/2024',\n",
              "   'SUPRV_FD': '02',\n",
              "   'DATEUPDT': '11/18/2024',\n",
              "   'INSAGNT2': '',\n",
              "   'TE05N528': '',\n",
              "   'TE05N529': '',\n",
              "   'ROEQ': 11.01,\n",
              "   'FDICREGN': 'New York',\n",
              "   'WEBADDR': 'www.fnborwell.com',\n",
              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Addison',\n",
              "   'DOCKET': '12254',\n",
              "   'ULTCERT': '6280',\n",
              "   'LAW_SASSER_FLG': 'N',\n",
              "   'PARCERT': '0',\n",
              "   'ROA': 1.378479373245591,\n",
              "   'CFPBFLAG': 0,\n",
              "   'RISDATE': '09/30/2024',\n",
              "   'ROE': 11.61,\n",
              "   'INSCOML': 1,\n",
              "   'EQ': '9836',\n",
              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
              "   'NAME': 'The First National Bank of Orwell',\n",
              "   'HCTMULT': '',\n",
              "   'ADDRESS': '441 Main St',\n",
              "   'OFFDOM': 2,\n",
              "   'SUBCHAPS': '0',\n",
              "   'PROCDATE': '11/18/2024',\n",
              "   'INSSAIF': 0,\n",
              "   'DENOVO': '0',\n",
              "   'ACTIVE': 1,\n",
              "   'CFPBEFFDTE': '9999-12-31',\n",
              "   'STCHRTR': 0,\n",
              "   'REPDTE': '09/30/2024',\n",
              "   'FORM31': '0',\n",
              "   'INSDIF': 1,\n",
              "   'TE01N529': '',\n",
              "   'ROAPTX': 1.7342159856960662,\n",
              "   'STNUM': '50',\n",
              "   'OAKAR': 0,\n",
              "   'SPECGRPN': 'Mortgage Lending Specialization',\n",
              "   'ROAPTXQ': 1.6,\n",
              "   'FED_RSSD': '177500',\n",
              "   'CBSA_METRO': 0,\n",
              "   'INSTCRCD': 0,\n",
              "   'DEP': 75614,\n",
              "   'UNINUM': '4242',\n",
              "   'INSTAG': '0',\n",
              "   'TE01N528': '',\n",
              "   'CITYHCR': '',\n",
              "   'TRACT': '0',\n",
              "   'TE08N528': '',\n",
              "   'NETINCQ': 267,\n",
              "   'ESTYMD': '01/01/1863',\n",
              "   'FEDCHRTR': 1,\n",
              "   'TRUST': '0',\n",
              "   'ID': '6280'},\n",
              "  {'ZIP': '05478',\n",
              "   'SASSER': 0,\n",
              "   'CHRTAGNT': 'STATE',\n",
              "   'CONSERVE': 'N',\n",
              "   'REGAGENT2': '',\n",
              "   'STNAME': 'Vermont',\n",
              "   'ROAQ': 1.38,\n",
              "   'INSDATE': '04/02/1934',\n",
              "   'TE06N528': '',\n",
              "   'TE06N529': '',\n",
              "   'OFFOA': 0,\n",
              "   'FDICDBS': 2,\n",
              "   'NAMEHCR': '',\n",
              "   'OCCDIST': '',\n",
              "   'CMSA': '',\n",
              "   'DEPDOM': 328030,\n",
              "   'CBSA_METRO_FLG': '1',\n",
              "   'TE10N528': '',\n",
              "   'NETINC': 2952,\n",
              "   'CBSA_DIV_NO': '',\n",
              "   'MUTUAL': '0',\n",
              "   'OFFFOR': 0,\n",
              "   'INSSAVE': 0,\n",
              "   'CHARTER': '0',\n",
              "   'RSSDHCR': '',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
              "   'CERT': 14168,\n",
              "   'STALP': 'VT',\n",
              "   'SPECGRP': 4,\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'TE09N528': '',\n",
              "   'IBA': 0,\n",
              "   'INSBIF': 0,\n",
              "   'INSFDIC': 1,\n",
              "   'ENDEFYMD': '12/31/9999',\n",
              "   'MSA': '',\n",
              "   'TE02N528': '',\n",
              "   'CB': '1',\n",
              "   'TE02N529': '',\n",
              "   'TE07N528': '',\n",
              "   'FDICSUPV': 'New York',\n",
              "   'FED': '01',\n",
              "   'REGAGNT': 'FDIC',\n",
              "   'NEWCERT': 0,\n",
              "   'ASSET': 371732,\n",
              "   'CBSA_MICRO_FLG': '0',\n",
              "   'OFFICES': 5,\n",
              "   'STCNTY': '50011',\n",
              "   'CSA_FLG': '1',\n",
              "   'CITY': 'Saint Albans',\n",
              "   'CLCODE': '21',\n",
              "   'INACTIVE': 0,\n",
              "   'STALPHCR': '',\n",
              "   'INSAGNT1': 'DIF',\n",
              "   'BKCLASS': 'NM',\n",
              "   'EFFDATE': '11/17/2024',\n",
              "   'SUPRV_FD': '02',\n",
              "   'DATEUPDT': '11/18/2024',\n",
              "   'INSAGNT2': '',\n",
              "   'TE05N528': '',\n",
              "   'TE05N529': '',\n",
              "   'ROEQ': 13.81,\n",
              "   'FDICREGN': 'New York',\n",
              "   'WEBADDR': 'http://www.ptcvt.com',\n",
              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Franklin',\n",
              "   'DOCKET': '0',\n",
              "   'ULTCERT': '14168',\n",
              "   'LAW_SASSER_FLG': 'N',\n",
              "   'PARCERT': '0',\n",
              "   'ROA': 1.0747384014231902,\n",
              "   'CFPBFLAG': 0,\n",
              "   'RISDATE': '09/30/2024',\n",
              "   'ROE': 10.88,\n",
              "   'INSCOML': 1,\n",
              "   'EQ': '38425',\n",
              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
              "   'NAME': 'Peoples Trust Company of St. Albans',\n",
              "   'HCTMULT': '',\n",
              "   'CBSA_DIV': '',\n",
              "   'ADDRESS': '25 Kingman St',\n",
              "   'OFFDOM': 5,\n",
              "   'SUBCHAPS': '0',\n",
              "   'PROCDATE': '11/18/2024',\n",
              "   'INSSAIF': 0,\n",
              "   'DENOVO': '0',\n",
              "   'CBSA_NO': '15540',\n",
              "   'ACTIVE': 1,\n",
              "   'CBSA_METRO_NAME': 'Burlington-South Burlington, VT',\n",
              "   'CFPBEFFDTE': '9999-12-31',\n",
              "   'STCHRTR': 1,\n",
              "   'REPDTE': '09/30/2024',\n",
              "   'FORM31': '0',\n",
              "   'CSA': 'Burlington-South Burlington-Barre, VT',\n",
              "   'INSDIF': 1,\n",
              "   'TE01N529': '',\n",
              "   'ROAPTX': 1.264055464004511,\n",
              "   'STNUM': '50',\n",
              "   'OAKAR': 0,\n",
              "   'SPECGRPN': 'Commercial Lending Specialization',\n",
              "   'ROAPTXQ': 1.65,\n",
              "   'FED_RSSD': '463605',\n",
              "   'CSA_NO': '162',\n",
              "   'CBSA_METRO': '15540',\n",
              "   'INSTCRCD': 0,\n",
              "   'DEP': 328030,\n",
              "   'UNINUM': '8844',\n",
              "   'INSTAG': '0',\n",
              "   'TE01N528': '',\n",
              "   'CITYHCR': '',\n",
              "   'TRACT': '0',\n",
              "   'CBSA': 'Burlington-South Burlington, VT',\n",
              "   'CBSA_DIV_FLG': '0',\n",
              "   'TE08N528': '',\n",
              "   'NETINCQ': 1282,\n",
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              "   'COUNTY': 'Windsor',\n",
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              "   'DEP': 1176600,\n",
              "   'UNINUM': '8840',\n",
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              "   'TE01N528': '',\n",
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              "   'TE08N528': '',\n",
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              "   'ESTYMD': '01/01/1891',\n",
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              "   'TE05N529': '',\n",
              "   'INSDATE': '01/01/1934',\n",
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              "   'TE06N529': '',\n",
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              "   'QBPRCOML': '1',\n",
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              "   'TE03N529': '',\n",
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              "   'CHARTER': '4275',\n",
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              "   'TE04N529': '',\n",
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              "   'TE02N529': '',\n",
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              "   'STCNTY': '50009',\n",
              "   'CITY': 'Island Pond',\n",
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              "   'INSDATE': '01/01/1934',\n",
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              "   'QBPRCOML': '1',\n",
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              "   'CBSA': 'Barre, VT',\n",
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              "   'ESTYMD': '02/01/1880',\n",
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              "   'TRUST': '0',\n",
              "   'ID': '14132'},\n",
              "  {'ZIP': '05701',\n",
              "   'INSAGNT1': 'BIF',\n",
              "   'BKCLASS': 'SI',\n",
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              "   'CHRTAGNT': 'STATE',\n",
              "   'EFFDATE': '11/01/1982',\n",
              "   'SUPRV_FD': '',\n",
              "   'DATEUPDT': '09/11/1995',\n",
              "   'CONSERVE': 'N',\n",
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              "   'TE05N528': '',\n",
              "   'TE05N529': '',\n",
              "   'INSDATE': '03/31/1934',\n",
              "   'FDICREGN': 'New York',\n",
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              "   'TE06N529': '',\n",
              "   'WEBADDR': '',\n",
              "   'FDICDBS': 2,\n",
              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Rutland',\n",
              "   'DOCKET': '7622',\n",
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              "   'LAW_SASSER_FLG': 'N',\n",
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              "   'RISDATE': '09/30/2024',\n",
              "   'CBSA_METRO_FLG': '0',\n",
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              "   'CBSA_DIV_NO': '',\n",
              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
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              "   'CBSA_DIV': '',\n",
              "   'ADDRESS': '104 Merchants Row',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
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              "   'STALP': 'VT',\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'PROCDATE': '11/08/1982',\n",
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              "   'ENDEFYMD': '11/01/1982',\n",
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              "   'TE02N529': '',\n",
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              "   'REGAGNT': 'FDIC',\n",
              "   'FED_RSSD': '524207',\n",
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              "   'STCNTY': '50021',\n",
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              "   'CBSA': 'Rutland, VT',\n",
              "   'CITY': 'Rutland',\n",
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              "   'TE06N528': '',\n",
              "   'TE06N529': '',\n",
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              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Washington',\n",
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              "   'ULTCERT': '6989',\n",
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              "   'LAW_SASSER_FLG': 'N',\n",
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              "   'RISDATE': '09/30/2024',\n",
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              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
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              "   'TE04N528': '',\n",
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              "   'CFPBENDDTE': '9999-12-31',\n",
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              "   'ENDEFYMD': '11/01/1971',\n",
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              "   'CBSA': 'Barre, VT',\n",
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              "   'ADDRESS': '82 Main St',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
              "   'CERT': 28168,\n",
              "   'STALP': 'VT',\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'PROCDATE': '08/31/1983',\n",
              "   'INSSAIF': 1,\n",
              "   'CBSA_NO': '30100',\n",
              "   'ACTIVE': 0,\n",
              "   'CFPBEFFDTE': '9999-12-31',\n",
              "   'STCHRTR': 0,\n",
              "   'TE09N528': '',\n",
              "   'IBA': 0,\n",
              "   'CSA': '',\n",
              "   'INSDIF': 0,\n",
              "   'TE01N529': '',\n",
              "   'INSBIF': 0,\n",
              "   'INSFDIC': 1,\n",
              "   'ENDEFYMD': '08/31/1983',\n",
              "   'MSA': '',\n",
              "   'STNUM': '50',\n",
              "   'OAKAR': 0,\n",
              "   'TE02N528': '',\n",
              "   'TE02N529': '',\n",
              "   'TE07N528': '',\n",
              "   'FDICSUPV': '',\n",
              "   'FED': '01',\n",
              "   'REGAGNT': 'OTS',\n",
              "   'FED_RSSD': '861470',\n",
              "   'NEWCERT': 29649,\n",
              "   'CBSA_MICRO_FLG': '1',\n",
              "   'CSA_NO': '',\n",
              "   'CBSA_METRO': 0,\n",
              "   'UNINUM': '41002',\n",
              "   'TE01N528': '',\n",
              "   'STCNTY': '50027',\n",
              "   'CSA_FLG': '0',\n",
              "   'CBSA': 'Lebanon, NH-VT',\n",
              "   'CITY': 'Windsor',\n",
              "   'CBSA_DIV_FLG': '0',\n",
              "   'TE08N528': '',\n",
              "   'CLCODE': '38',\n",
              "   'INACTIVE': 1,\n",
              "   'CHANGEC1': 223,\n",
              "   'ESTYMD': '01/01/1917',\n",
              "   'FEDCHRTR': 1,\n",
              "   'ID': '28168'},\n",
              "  {'ZIP': '05060',\n",
              "   'INSAGNT1': 'SAIF',\n",
              "   'BKCLASS': 'SL',\n",
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              "   'CHRTAGNT': 'STATE',\n",
              "   'EFFDATE': '11/30/1981',\n",
              "   'SUPRV_FD': '',\n",
              "   'DATEUPDT': '07/17/1998',\n",
              "   'CONSERVE': 'N',\n",
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              "   'STNAME': 'Vermont',\n",
              "   'INSAGNT2': '',\n",
              "   'TE05N528': '',\n",
              "   'TE05N529': '',\n",
              "   'INSDATE': '07/15/1964',\n",
              "   'FDICREGN': 'New York',\n",
              "   'TE06N528': '',\n",
              "   'TE06N529': '',\n",
              "   'WEBADDR': '',\n",
              "   'FDICDBS': 2,\n",
              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Orange',\n",
              "   'DOCKET': '3793',\n",
              "   'ULTCERT': '588',\n",
              "   'OCCDIST': '',\n",
              "   'LAW_SASSER_FLG': 'N',\n",
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              "   'CFPBFLAG': 0,\n",
              "   'RISDATE': '09/30/2024',\n",
              "   'CBSA_METRO_FLG': '0',\n",
              "   'TE10N528': '',\n",
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              "   'CBSA_DIV_NO': '',\n",
              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
              "   'NAME': 'Randolph Savings and Loan Association',\n",
              "   'INSSAVE': 1,\n",
              "   'CHARTER': '0',\n",
              "   'CBSA_DIV': '',\n",
              "   'ADDRESS': '9 Main St',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
              "   'CERT': 29639,\n",
              "   'STALP': 'VT',\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'PROCDATE': '11/30/1981',\n",
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              "   'CFPBEFFDTE': '9999-12-31',\n",
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              "   'ENDEFYMD': '11/30/1981',\n",
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              "   'TE02N528': '',\n",
              "   'TE02N529': '',\n",
              "   'TE07N528': '',\n",
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              "   'FED': '01',\n",
              "   'REGAGNT': 'OTS',\n",
              "   'FED_RSSD': '94773',\n",
              "   'NEWCERT': 29649,\n",
              "   'CBSA_MICRO_FLG': '1',\n",
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              "   'UNINUM': '42473',\n",
              "   'TE01N528': '',\n",
              "   'STCNTY': '50017',\n",
              "   'CSA_FLG': '0',\n",
              "   'CBSA': 'Lebanon, NH-VT',\n",
              "   'CITY': 'Randolph',\n",
              "   'CBSA_DIV_FLG': '0',\n",
              "   'TE08N528': '',\n",
              "   'CLCODE': '36',\n",
              "   'INACTIVE': 1,\n",
              "   'CHANGEC1': 223,\n",
              "   'ESTYMD': '01/01/1920',\n",
              "   'FEDCHRTR': 0,\n",
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              "   'INSAGNT1': 'SAIF',\n",
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              "   'CHRTAGNT': 'STATE',\n",
              "   'EFFDATE': '11/30/1981',\n",
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              "   'DATEUPDT': '07/17/1998',\n",
              "   'CONSERVE': 'N',\n",
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              "   'TE05N528': '',\n",
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              "   'INSDATE': '07/17/1968',\n",
              "   'FDICREGN': 'New York',\n",
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              "   'TE06N529': '',\n",
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              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Addison',\n",
              "   'DOCKET': '4757',\n",
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              "   'OCCDIST': '',\n",
              "   'LAW_SASSER_FLG': 'N',\n",
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              "   'CFPBFLAG': 0,\n",
              "   'RISDATE': '09/30/2024',\n",
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              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
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              "   'ADDRESS': 'Rfd #3 Route 7 South',\n",
              "   'TE04N528': '',\n",
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              "   'ENDEFYMD': '11/30/1981',\n",
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              "   'ENDEFYMD': '06/04/1993',\n",
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              "   'ASSET': 246275,\n",
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              "   'CITY': 'Bradford',\n",
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              "   'INSAGNT1': 'BIF',\n",
              "   'BKCLASS': 'N',\n",
              "   'EFFDATE': '06/04/1993',\n",
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              "   'ROEQ': 400,\n",
              "   'FDICREGN': 'New York',\n",
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              "   'INSDATE': '01/01/1934',\n",
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              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Windsor',\n",
              "   'DOCKET': '0',\n",
              "   'ULTCERT': '14163',\n",
              "   'OCCDIST': '',\n",
              "   'LAW_SASSER_FLG': 'N',\n",
              "   'CMSA': '',\n",
              "   'CFPBFLAG': 0,\n",
              "   'RISDATE': '09/30/2024',\n",
              "   'CBSA_METRO_FLG': '0',\n",
              "   'TE10N528': '',\n",
              "   'INSCOML': 1,\n",
              "   'CBSA_DIV_NO': '',\n",
              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
              "   'NAME': 'The First National Bank of White River Junction',\n",
              "   'INSSAVE': 0,\n",
              "   'CHARTER': '3484',\n",
              "   'CBSA_DIV': '',\n",
              "   'ADDRESS': '10 Gates Street',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
              "   'CERT': 6293,\n",
              "   'STALP': 'VT',\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'PROCDATE': '01/31/1978',\n",
              "   'INSSAIF': 0,\n",
              "   'CBSA_NO': '30100',\n",
              "   'ACTIVE': 0,\n",
              "   'CFPBEFFDTE': '9999-12-31',\n",
              "   'STCHRTR': 0,\n",
              "   'TE09N528': '',\n",
              "   'IBA': 0,\n",
              "   'CSA': '',\n",
              "   'INSDIF': 0,\n",
              "   'TE01N529': '',\n",
              "   'INSBIF': 1,\n",
              "   'INSFDIC': 1,\n",
              "   'ENDEFYMD': '01/01/1978',\n",
              "   'MSA': '',\n",
              "   'STNUM': '50',\n",
              "   'OAKAR': 0,\n",
              "   'TE02N528': '',\n",
              "   'TE02N529': '',\n",
              "   'TE07N528': '',\n",
              "   'FDICSUPV': '',\n",
              "   'FED': '01',\n",
              "   'REGAGNT': 'OCC',\n",
              "   'FED_RSSD': '302106',\n",
              "   'NEWCERT': 14171,\n",
              "   'CBSA_MICRO_FLG': '1',\n",
              "   'CSA_NO': '',\n",
              "   'CBSA_METRO': 0,\n",
              "   'UNINUM': '4247',\n",
              "   'TE01N528': '',\n",
              "   'STCNTY': '50027',\n",
              "   'CSA_FLG': '0',\n",
              "   'CBSA': 'Lebanon, NH-VT',\n",
              "   'CITY': 'White River Junction',\n",
              "   'CBSA_DIV_FLG': '0',\n",
              "   'TE08N528': '',\n",
              "   'CLCODE': '3',\n",
              "   'INACTIVE': 1,\n",
              "   'CHANGEC1': 223,\n",
              "   'ESTYMD': '01/01/1886',\n",
              "   'FEDCHRTR': 1,\n",
              "   'ID': '6293'},\n",
              "  {'ZIP': '05091',\n",
              "   'SASSER': 0,\n",
              "   'CHRTAGNT': 'OCC',\n",
              "   'CONSERVE': 'N',\n",
              "   'REGAGENT2': '',\n",
              "   'STNAME': 'Vermont',\n",
              "   'ROAQ': 1.31,\n",
              "   'INSDATE': '01/01/1934',\n",
              "   'TE06N528': '',\n",
              "   'TE06N529': '',\n",
              "   'OFFOA': 0,\n",
              "   'FDICDBS': 2,\n",
              "   'NAMEHCR': 'BANKNORTH GROUP INC',\n",
              "   'OCCDIST': '',\n",
              "   'CMSA': '',\n",
              "   'DEPDOM': 72584,\n",
              "   'CBSA_METRO_FLG': '0',\n",
              "   'TE10N528': '',\n",
              "   'NETINC': 261,\n",
              "   'CBSA_DIV_NO': '',\n",
              "   'MUTUAL': '0',\n",
              "   'OFFFOR': 0,\n",
              "   'INSSAVE': 0,\n",
              "   'CHARTER': '1133',\n",
              "   'RSSDHCR': '1427574',\n",
              "   'TE04N528': '',\n",
              "   'TE04N529': '',\n",
              "   'CERT': 6295,\n",
              "   'STALP': 'VT',\n",
              "   'SPECGRP': 5,\n",
              "   'CFPBENDDTE': '9999-12-31',\n",
              "   'TE09N528': '',\n",
              "   'IBA': 0,\n",
              "   'INSBIF': 1,\n",
              "   'INSFDIC': 1,\n",
              "   'ENDEFYMD': '05/21/1999',\n",
              "   'MSA': '',\n",
              "   'TE02N528': '',\n",
              "   'CB': '0',\n",
              "   'TE02N529': '',\n",
              "   'TE07N528': '',\n",
              "   'FDICSUPV': 'New York',\n",
              "   'FED': '01',\n",
              "   'REGAGNT': 'OCC',\n",
              "   'NEWCERT': 14147,\n",
              "   'ASSET': 80299,\n",
              "   'CBSA_MICRO_FLG': '1',\n",
              "   'STCNTY': '50027',\n",
              "   'CSA_FLG': '0',\n",
              "   'CITY': 'Woodstock',\n",
              "   'CLCODE': '3',\n",
              "   'INACTIVE': 1,\n",
              "   'STALPHCR': 'VT',\n",
              "   'INSAGNT1': 'BIF',\n",
              "   'BKCLASS': 'N',\n",
              "   'EFFDATE': '05/21/1999',\n",
              "   'SUPRV_FD': '02',\n",
              "   'DATEUPDT': '06/04/1999',\n",
              "   'INSAGNT2': '',\n",
              "   'TE05N528': '',\n",
              "   'TE05N529': '',\n",
              "   'ROEQ': 21.79,\n",
              "   'FDICREGN': 'New York',\n",
              "   'WEBADDR': '',\n",
              "   'QBPRCOML': '1',\n",
              "   'COUNTY': 'Windsor',\n",
              "   'DOCKET': '9760',\n",
              "   'ULTCERT': '18409',\n",
              "   'LAW_SASSER_FLG': 'N',\n",
              "   'PARCERT': '0',\n",
              "   'ROA': 1.3064207325466446,\n",
              "   'CFPBFLAG': 0,\n",
              "   'RISDATE': '09/30/2024',\n",
              "   'ROE': 21.79,\n",
              "   'INSCOML': 1,\n",
              "   'EQ': '4848',\n",
              "   'RUNDATE': '01/24/2025',\n",
              "   'TE03N528': '',\n",
              "   'TE03N529': '',\n",
              "   'NAME': 'The Woodstock National Bank',\n",
              "   'HCTMULT': '1',\n",
              "   'CBSA_DIV': '',\n",
              "   'ADDRESS': '21 Elm Street',\n",
              "   'OFFDOM': 3,\n",
              "   'SUBCHAPS': '0',\n",
              "   'PROCDATE': '06/04/1999',\n",
              "   'INSSAIF': 0,\n",
              "   'DENOVO': '0',\n",
              "   'CBSA_NO': '30100',\n",
              "   'ACTIVE': 0,\n",
              "   'CFPBEFFDTE': '9999-12-31',\n",
              "   'STCHRTR': 0,\n",
              "   'REPDTE': '03/31/1999',\n",
              "   'FORM31': '0',\n",
              "   'CSA': '',\n",
              "   'INSDIF': 0,\n",
              "   'TE01N529': '',\n",
              "   'ROAPTX': 1.872035838974885,\n",
              "   'STNUM': '50',\n",
              "   'OAKAR': 0,\n",
              "   'SPECGRPN': 'Mortgage Lending Specialization',\n",
              "   'ROAPTXQ': 1.87,\n",
              "   'FED_RSSD': '408204',\n",
              "   'CSA_NO': '',\n",
              "   'CBSA_METRO': 0,\n",
              "   'INSTCRCD': 0,\n",
              "   'DEP': 72584,\n",
              "   'UNINUM': '4248',\n",
              "   'INSTAG': '0',\n",
              "   'TE01N528': '',\n",
              "   'CITYHCR': 'BURLINGTON',\n",
              "   'TRACT': '',\n",
              "   'CBSA': 'Lebanon, NH-VT',\n",
              "   'CBSA_DIV_FLG': '0',\n",
              "   'TE08N528': '',\n",
              "   'NETINCQ': 261,\n",
              "   'CHANGEC1': 223,\n",
              "   'ESTYMD': '01/01/1865',\n",
              "   'FEDCHRTR': 1,\n",
              "   'TRUST': '0',\n",
              "   'ID': '6295'}],\n",
              " 'totals': {'count': 63}}"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B2oJpc-ajbI-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "57fe233b-3e15-45ca-c5d7-e011a9b807c2"
      },
      "source": [
        "vermont_json['data']"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'ZIP': '05403',\n",
              "  'SASSER': 0,\n",
              "  'CHRTAGNT': 'STATE',\n",
              "  'CONSERVE': 'N',\n",
              "  'REGAGENT2': '',\n",
              "  'STNAME': 'Vermont',\n",
              "  'ROAQ': -0.74,\n",
              "  'INSDATE': '08/02/2022',\n",
              "  'TE06N528': '',\n",
              "  'TE06N529': '',\n",
              "  'OFFOA': 0,\n",
              "  'FDICDBS': 2,\n",
              "  'NAMEHCR': '',\n",
              "  'OCCDIST': '',\n",
              "  'CMSA': '',\n",
              "  'DEPDOM': 230108,\n",
              "  'CBSA_METRO_FLG': '1',\n",
              "  'TE10N528': '',\n",
              "  'NETINC': -1581,\n",
              "  'CBSA_DIV_NO': '',\n",
              "  'MUTUAL': '0',\n",
              "  'OFFFOR': 0,\n",
              "  'INSSAVE': 0,\n",
              "  'CHARTER': '0',\n",
              "  'RSSDHCR': '',\n",
              "  'TE04N528': '',\n",
              "  'TE04N529': '',\n",
              "  'CERT': 59298,\n",
              "  'STALP': 'VT',\n",
              "  'SPECGRP': 4,\n",
              "  'CFPBENDDTE': '9999-12-31',\n",
              "  'TE09N528': '',\n",
              "  'IBA': 0,\n",
              "  'INSBIF': 0,\n",
              "  'INSFDIC': 1,\n",
              "  'ENDEFYMD': '12/31/9999',\n",
              "  'MSA': '',\n",
              "  'TE02N528': '',\n",
              "  'CB': '1',\n",
              "  'TE02N529': '',\n",
              "  'TE07N528': '',\n",
              "  'FDICSUPV': 'New York',\n",
              "  'FED': '01',\n",
              "  'REGAGNT': 'FDIC',\n",
              "  'NEWCERT': 0,\n",
              "  'ASSET': 257839,\n",
              "  'CBSA_MICRO_FLG': '0',\n",
              "  'OFFICES': 1,\n",
              "  'STCNTY': '50007',\n",
              "  'CSA_FLG': '1',\n",
              "  'CITY': 'South Burlington',\n",
              "  'CLCODE': '21',\n",
              "  'INACTIVE': 0,\n",
              "  'STALPHCR': '',\n",
              "  'INSAGNT1': 'DIF',\n",
              "  'BKCLASS': 'NM',\n",
              "  'EFFDATE': '11/17/2024',\n",
              "  'SUPRV_FD': '02',\n",
              "  'DATEUPDT': '11/18/2024',\n",
              "  'INSAGNT2': '',\n",
              "  'TE05N528': '',\n",
              "  'TE05N529': '',\n",
              "  'ROEQ': -6.71,\n",
              "  'FDICREGN': 'New York',\n",
              "  'WEBADDR': 'www.bankofburlington.com',\n",
              "  'QBPRCOML': '1',\n",
              "  'COUNTY': 'Chittenden',\n",
              "  'DOCKET': '0',\n",
              "  'ULTCERT': '59298',\n",
              "  'LAW_SASSER_FLG': 'N',\n",
              "  'PARCERT': '0',\n",
              "  'ROA': -1.047046131035536,\n",
              "  'CFPBFLAG': 0,\n",
              "  'RISDATE': '09/30/2024',\n",
              "  'ROE': -7.94,\n",
              "  'INSCOML': 1,\n",
              "  'EQ': '26808',\n",
              "  'RUNDATE': '01/24/2025',\n",
              "  'TE03N528': '',\n",
              "  'TE03N529': '',\n",
              "  'NAME': 'Bank of Burlington',\n",
              "  'HCTMULT': '',\n",
              "  'CBSA_DIV': '',\n",
              "  'ADDRESS': '30 Kimball Ave',\n",
              "  'OFFDOM': 1,\n",
              "  'SUBCHAPS': '0',\n",
              "  'PROCDATE': '11/18/2024',\n",
              "  'INSSAIF': 0,\n",
              "  'DENOVO': '0',\n",
              "  'CBSA_NO': '15540',\n",
              "  'ACTIVE': 1,\n",
              "  'CBSA_METRO_NAME': 'Burlington-South Burlington, VT',\n",
              "  'CFPBEFFDTE': '9999-12-31',\n",
              "  'STCHRTR': 1,\n",
              "  'REPDTE': '09/30/2024',\n",
              "  'FORM31': '0',\n",
              "  'CSA': 'Burlington-South Burlington-Barre, VT',\n",
              "  'INSDIF': 1,\n",
              "  'TE01N529': '',\n",
              "  'ROAPTX': -1.047046131035536,\n",
              "  'STNUM': '50',\n",
              "  'OAKAR': 0,\n",
              "  'SPECGRPN': 'Commercial Lending Specialization',\n",
              "  'ROAPTXQ': -0.74,\n",
              "  'FED_RSSD': '5760662',\n",
              "  'CSA_NO': '162',\n",
              "  'CBSA_METRO': '15540',\n",
              "  'INSTCRCD': 0,\n",
              "  'DEP': 230108,\n",
              "  'UNINUM': '640962',\n",
              "  'INSTAG': '0',\n",
              "  'TE01N528': '',\n",
              "  'CITYHCR': '',\n",
              "  'TRACT': '0',\n",
              "  'CBSA': 'Burlington-South Burlington, VT',\n",
              "  'CBSA_DIV_FLG': '0',\n",
              "  'TE08N528': '',\n",
              "  'NETINCQ': -441,\n",
              "  'ESTYMD': '08/02/2022',\n",
              "  'FEDCHRTR': 0,\n",
              "  'TRUST': '0',\n",
              "  'ID': '59298'},\n",
              " {'ZIP': '05760',\n",
              "  'SASSER': 0,\n",
              "  'CHRTAGNT': 'OCC',\n",
              "  'CONSERVE': 'N',\n",
              "  'REGAGENT2': '',\n",
              "  'STNAME': 'Vermont',\n",
              "  'ROAQ': 1.28,\n",
              "  'INSDATE': '01/01/1934',\n",
              "  'TE06N528': '',\n",
              "  'TE06N529': '',\n",
              "  'OFFOA': 0,\n",
              "  'FDICDBS': 2,\n",
              "  'NAMEHCR': '',\n",
              "  'OCCDIST': '1',\n",
              "  'CMSA': '',\n",
              "  'DEPDOM': 75614,\n",
              "  'TE10N528': '',\n",
              "  'NETINC': 837,\n",
              "  'MUTUAL': '0',\n",
              "  'OFFFOR': 0,\n",
              "  'INSSAVE': 0,\n",
              "  'CHARTER': '228',\n",
              "  'RSSDHCR': '',\n",
              "  'TE04N528': '',\n",
              "  'TE04N529': '',\n",
              "  'CERT': 6280,\n",
              "  'STALP': 'VT',\n",
              "  'SPECGRP': 5,\n",
              "  'CFPBENDDTE': '9999-12-31',\n",
              "  'TE09N528': '',\n",
              "  'IBA': 0,\n",
              "  'INSBIF': 0,\n",
              "  'INSFDIC': 1,\n",
              "  'ENDEFYMD': '12/31/9999',\n",
              "  'MSA': '',\n",
              "  'TE02N528': '',\n",
              "  'CB': '1',\n",
              "  'TE02N529': '',\n",
              "  'TE07N528': '',\n",
              "  'FDICSUPV': 'New York',\n",
              "  'FED': '01',\n",
              "  'REGAGNT': 'OCC',\n",
              "  'NEWCERT': 0,\n",
              "  'ASSET': 85714,\n",
              "  'OFFICES': 2,\n",
              "  'STCNTY': '50001',\n",
              "  'CITY': 'Orwell',\n",
              "  'CLCODE': '3',\n",
              "  'INACTIVE': 0,\n",
              "  'STALPHCR': '',\n",
              "  'INSAGNT1': 'DIF',\n",
              "  'BKCLASS': 'N',\n",
              "  'EFFDATE': '11/17/2024',\n",
              "  'SUPRV_FD': '02',\n",
              "  'DATEUPDT': '11/18/2024',\n",
              "  'INSAGNT2': '',\n",
              "  'TE05N528': '',\n",
              "  'TE05N529': '',\n",
              "  'ROEQ': 11.01,\n",
              "  'FDICREGN': 'New York',\n",
              "  'WEBADDR': 'www.fnborwell.com',\n",
              "  'QBPRCOML': '1',\n",
              "  'COUNTY': 'Addison',\n",
              "  'DOCKET': '12254',\n",
              "  'ULTCERT': '6280',\n",
              "  'LAW_SASSER_FLG': 'N',\n",
              "  'PARCERT': '0',\n",
              "  'ROA': 1.378479373245591,\n",
              "  'CFPBFLAG': 0,\n",
              "  'RISDATE': '09/30/2024',\n",
              "  'ROE': 11.61,\n",
              "  'INSCOML': 1,\n",
              "  'EQ': '9836',\n",
              "  'RUNDATE': '01/24/2025',\n",
              "  'TE03N528': '',\n",
              "  'TE03N529': '',\n",
              "  'NAME': 'The First National Bank of Orwell',\n",
              "  'HCTMULT': '',\n",
              "  'ADDRESS': '441 Main St',\n",
              "  'OFFDOM': 2,\n",
              "  'SUBCHAPS': '0',\n",
              "  'PROCDATE': '11/18/2024',\n",
              "  'INSSAIF': 0,\n",
              "  'DENOVO': '0',\n",
              "  'ACTIVE': 1,\n",
              "  'CFPBEFFDTE': '9999-12-31',\n",
              "  'STCHRTR': 0,\n",
              "  'REPDTE': '09/30/2024',\n",
              "  'FORM31': '0',\n",
              "  'INSDIF': 1,\n",
              "  'TE01N529': '',\n",
              "  'ROAPTX': 1.7342159856960662,\n",
              "  'STNUM': '50',\n",
              "  'OAKAR': 0,\n",
              "  'SPECGRPN': 'Mortgage Lending Specialization',\n",
              "  'ROAPTXQ': 1.6,\n",
              "  'FED_RSSD': '177500',\n",
              "  'CBSA_METRO': 0,\n",
              "  'INSTCRCD': 0,\n",
              "  'DEP': 75614,\n",
              "  'UNINUM': '4242',\n",
              "  'INSTAG': '0',\n",
              "  'TE01N528': '',\n",
              "  'CITYHCR': '',\n",
              "  'TRACT': '0',\n",
              "  'TE08N528': '',\n",
              "  'NETINCQ': 267,\n",
              "  'ESTYMD': '01/01/1863',\n",
              "  'FEDCHRTR': 1,\n",
              "  'TRUST': '0',\n",
              "  'ID': '6280'},\n",
              " {'ZIP': '05478',\n",
              "  'SASSER': 0,\n",
              "  'CHRTAGNT': 'STATE',\n",
              "  'CONSERVE': 'N',\n",
              "  'REGAGENT2': '',\n",
              "  'STNAME': 'Vermont',\n",
              "  'ROAQ': 1.38,\n",
              "  'INSDATE': '04/02/1934',\n",
              "  'TE06N528': '',\n",
              "  'TE06N529': '',\n",
              "  'OFFOA': 0,\n",
              "  'FDICDBS': 2,\n",
              "  'NAMEHCR': '',\n",
              "  'OCCDIST': '',\n",
              "  'CMSA': '',\n",
              "  'DEPDOM': 328030,\n",
              "  'CBSA_METRO_FLG': '1',\n",
              "  'TE10N528': '',\n",
              "  'NETINC': 2952,\n",
              "  'CBSA_DIV_NO': '',\n",
              "  'MUTUAL': '0',\n",
              "  'OFFFOR': 0,\n",
              "  'INSSAVE': 0,\n",
              "  'CHARTER': '0',\n",
              "  'RSSDHCR': '',\n",
              "  'TE04N528': '',\n",
              "  'TE04N529': '',\n",
              "  'CERT': 14168,\n",
              "  'STALP': 'VT',\n",
              "  'SPECGRP': 4,\n",
              "  'CFPBENDDTE': '9999-12-31',\n",
              "  'TE09N528': '',\n",
              "  'IBA': 0,\n",
              "  'INSBIF': 0,\n",
              "  'INSFDIC': 1,\n",
              "  'ENDEFYMD': '12/31/9999',\n",
              "  'MSA': '',\n",
              "  'TE02N528': '',\n",
              "  'CB': '1',\n",
              "  'TE02N529': '',\n",
              "  'TE07N528': '',\n",
              "  'FDICSUPV': 'New York',\n",
              "  'FED': '01',\n",
              "  'REGAGNT': 'FDIC',\n",
              "  'NEWCERT': 0,\n",
              "  'ASSET': 371732,\n",
              "  'CBSA_MICRO_FLG': '0',\n",
              "  'OFFICES': 5,\n",
              "  'STCNTY': '50011',\n",
              "  'CSA_FLG': '1',\n",
              "  'CITY': 'Saint Albans',\n",
              "  'CLCODE': '21',\n",
              "  'INACTIVE': 0,\n",
              "  'STALPHCR': '',\n",
              "  'INSAGNT1': 'DIF',\n",
              "  'BKCLASS': 'NM',\n",
              "  'EFFDATE': '11/17/2024',\n",
              "  'SUPRV_FD': '02',\n",
              "  'DATEUPDT': '11/18/2024',\n",
              "  'INSAGNT2': '',\n",
              "  'TE05N528': '',\n",
              "  'TE05N529': '',\n",
              "  'ROEQ': 13.81,\n",
              "  'FDICREGN': 'New York',\n",
              "  'WEBADDR': 'http://www.ptcvt.com',\n",
              "  'QBPRCOML': '1',\n",
              "  'COUNTY': 'Franklin',\n",
              "  'DOCKET': '0',\n",
              "  'ULTCERT': '14168',\n",
              "  'LAW_SASSER_FLG': 'N',\n",
              "  'PARCERT': '0',\n",
              "  'ROA': 1.0747384014231902,\n",
              "  'CFPBFLAG': 0,\n",
              "  'RISDATE': '09/30/2024',\n",
              "  'ROE': 10.88,\n",
              "  'INSCOML': 1,\n",
              "  'EQ': '38425',\n",
              "  'RUNDATE': '01/24/2025',\n",
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              "  'TE01N528': '',\n",
              "  'STCNTY': '50017',\n",
              "  'CSA_FLG': '0',\n",
              "  'CBSA': 'Lebanon, NH-VT',\n",
              "  'CITY': 'Wells River',\n",
              "  'CBSA_DIV_FLG': '0',\n",
              "  'TE08N528': '',\n",
              "  'CLCODE': '3',\n",
              "  'INACTIVE': 1,\n",
              "  'CHANGEC1': 223,\n",
              "  'ESTYMD': '01/01/1833',\n",
              "  'FEDCHRTR': 1,\n",
              "  'ID': '6292'},\n",
              " {'ZIP': '05001',\n",
              "  'INSAGNT1': 'BIF',\n",
              "  'BKCLASS': 'N',\n",
              "  'SASSER': 0,\n",
              "  'CHRTAGNT': 'OCC',\n",
              "  'EFFDATE': '01/01/1978',\n",
              "  'SUPRV_FD': '',\n",
              "  'DATEUPDT': '10/02/1995',\n",
              "  'CONSERVE': 'N',\n",
              "  'REGAGENT2': '',\n",
              "  'STNAME': 'Vermont',\n",
              "  'INSAGNT2': '',\n",
              "  'TE05N528': '',\n",
              "  'TE05N529': '',\n",
              "  'INSDATE': '01/01/1934',\n",
              "  'FDICREGN': 'New York',\n",
              "  'TE06N528': '',\n",
              "  'TE06N529': '',\n",
              "  'WEBADDR': '',\n",
              "  'FDICDBS': 2,\n",
              "  'QBPRCOML': '1',\n",
              "  'COUNTY': 'Windsor',\n",
              "  'DOCKET': '0',\n",
              "  'ULTCERT': '14163',\n",
              "  'OCCDIST': '',\n",
              "  'LAW_SASSER_FLG': 'N',\n",
              "  'CMSA': '',\n",
              "  'CFPBFLAG': 0,\n",
              "  'RISDATE': '09/30/2024',\n",
              "  'CBSA_METRO_FLG': '0',\n",
              "  'TE10N528': '',\n",
              "  'INSCOML': 1,\n",
              "  'CBSA_DIV_NO': '',\n",
              "  'RUNDATE': '01/24/2025',\n",
              "  'TE03N528': '',\n",
              "  'TE03N529': '',\n",
              "  'NAME': 'The First National Bank of White River Junction',\n",
              "  'INSSAVE': 0,\n",
              "  'CHARTER': '3484',\n",
              "  'CBSA_DIV': '',\n",
              "  'ADDRESS': '10 Gates Street',\n",
              "  'TE04N528': '',\n",
              "  'TE04N529': '',\n",
              "  'CERT': 6293,\n",
              "  'STALP': 'VT',\n",
              "  'CFPBENDDTE': '9999-12-31',\n",
              "  'PROCDATE': '01/31/1978',\n",
              "  'INSSAIF': 0,\n",
              "  'CBSA_NO': '30100',\n",
              "  'ACTIVE': 0,\n",
              "  'CFPBEFFDTE': '9999-12-31',\n",
              "  'STCHRTR': 0,\n",
              "  'TE09N528': '',\n",
              "  'IBA': 0,\n",
              "  'CSA': '',\n",
              "  'INSDIF': 0,\n",
              "  'TE01N529': '',\n",
              "  'INSBIF': 1,\n",
              "  'INSFDIC': 1,\n",
              "  'ENDEFYMD': '01/01/1978',\n",
              "  'MSA': '',\n",
              "  'STNUM': '50',\n",
              "  'OAKAR': 0,\n",
              "  'TE02N528': '',\n",
              "  'TE02N529': '',\n",
              "  'TE07N528': '',\n",
              "  'FDICSUPV': '',\n",
              "  'FED': '01',\n",
              "  'REGAGNT': 'OCC',\n",
              "  'FED_RSSD': '302106',\n",
              "  'NEWCERT': 14171,\n",
              "  'CBSA_MICRO_FLG': '1',\n",
              "  'CSA_NO': '',\n",
              "  'CBSA_METRO': 0,\n",
              "  'UNINUM': '4247',\n",
              "  'TE01N528': '',\n",
              "  'STCNTY': '50027',\n",
              "  'CSA_FLG': '0',\n",
              "  'CBSA': 'Lebanon, NH-VT',\n",
              "  'CITY': 'White River Junction',\n",
              "  'CBSA_DIV_FLG': '0',\n",
              "  'TE08N528': '',\n",
              "  'CLCODE': '3',\n",
              "  'INACTIVE': 1,\n",
              "  'CHANGEC1': 223,\n",
              "  'ESTYMD': '01/01/1886',\n",
              "  'FEDCHRTR': 1,\n",
              "  'ID': '6293'},\n",
              " {'ZIP': '05091',\n",
              "  'SASSER': 0,\n",
              "  'CHRTAGNT': 'OCC',\n",
              "  'CONSERVE': 'N',\n",
              "  'REGAGENT2': '',\n",
              "  'STNAME': 'Vermont',\n",
              "  'ROAQ': 1.31,\n",
              "  'INSDATE': '01/01/1934',\n",
              "  'TE06N528': '',\n",
              "  'TE06N529': '',\n",
              "  'OFFOA': 0,\n",
              "  'FDICDBS': 2,\n",
              "  'NAMEHCR': 'BANKNORTH GROUP INC',\n",
              "  'OCCDIST': '',\n",
              "  'CMSA': '',\n",
              "  'DEPDOM': 72584,\n",
              "  'CBSA_METRO_FLG': '0',\n",
              "  'TE10N528': '',\n",
              "  'NETINC': 261,\n",
              "  'CBSA_DIV_NO': '',\n",
              "  'MUTUAL': '0',\n",
              "  'OFFFOR': 0,\n",
              "  'INSSAVE': 0,\n",
              "  'CHARTER': '1133',\n",
              "  'RSSDHCR': '1427574',\n",
              "  'TE04N528': '',\n",
              "  'TE04N529': '',\n",
              "  'CERT': 6295,\n",
              "  'STALP': 'VT',\n",
              "  'SPECGRP': 5,\n",
              "  'CFPBENDDTE': '9999-12-31',\n",
              "  'TE09N528': '',\n",
              "  'IBA': 0,\n",
              "  'INSBIF': 1,\n",
              "  'INSFDIC': 1,\n",
              "  'ENDEFYMD': '05/21/1999',\n",
              "  'MSA': '',\n",
              "  'TE02N528': '',\n",
              "  'CB': '0',\n",
              "  'TE02N529': '',\n",
              "  'TE07N528': '',\n",
              "  'FDICSUPV': 'New York',\n",
              "  'FED': '01',\n",
              "  'REGAGNT': 'OCC',\n",
              "  'NEWCERT': 14147,\n",
              "  'ASSET': 80299,\n",
              "  'CBSA_MICRO_FLG': '1',\n",
              "  'STCNTY': '50027',\n",
              "  'CSA_FLG': '0',\n",
              "  'CITY': 'Woodstock',\n",
              "  'CLCODE': '3',\n",
              "  'INACTIVE': 1,\n",
              "  'STALPHCR': 'VT',\n",
              "  'INSAGNT1': 'BIF',\n",
              "  'BKCLASS': 'N',\n",
              "  'EFFDATE': '05/21/1999',\n",
              "  'SUPRV_FD': '02',\n",
              "  'DATEUPDT': '06/04/1999',\n",
              "  'INSAGNT2': '',\n",
              "  'TE05N528': '',\n",
              "  'TE05N529': '',\n",
              "  'ROEQ': 21.79,\n",
              "  'FDICREGN': 'New York',\n",
              "  'WEBADDR': '',\n",
              "  'QBPRCOML': '1',\n",
              "  'COUNTY': 'Windsor',\n",
              "  'DOCKET': '9760',\n",
              "  'ULTCERT': '18409',\n",
              "  'LAW_SASSER_FLG': 'N',\n",
              "  'PARCERT': '0',\n",
              "  'ROA': 1.3064207325466446,\n",
              "  'CFPBFLAG': 0,\n",
              "  'RISDATE': '09/30/2024',\n",
              "  'ROE': 21.79,\n",
              "  'INSCOML': 1,\n",
              "  'EQ': '4848',\n",
              "  'RUNDATE': '01/24/2025',\n",
              "  'TE03N528': '',\n",
              "  'TE03N529': '',\n",
              "  'NAME': 'The Woodstock National Bank',\n",
              "  'HCTMULT': '1',\n",
              "  'CBSA_DIV': '',\n",
              "  'ADDRESS': '21 Elm Street',\n",
              "  'OFFDOM': 3,\n",
              "  'SUBCHAPS': '0',\n",
              "  'PROCDATE': '06/04/1999',\n",
              "  'INSSAIF': 0,\n",
              "  'DENOVO': '0',\n",
              "  'CBSA_NO': '30100',\n",
              "  'ACTIVE': 0,\n",
              "  'CFPBEFFDTE': '9999-12-31',\n",
              "  'STCHRTR': 0,\n",
              "  'REPDTE': '03/31/1999',\n",
              "  'FORM31': '0',\n",
              "  'CSA': '',\n",
              "  'INSDIF': 0,\n",
              "  'TE01N529': '',\n",
              "  'ROAPTX': 1.872035838974885,\n",
              "  'STNUM': '50',\n",
              "  'OAKAR': 0,\n",
              "  'SPECGRPN': 'Mortgage Lending Specialization',\n",
              "  'ROAPTXQ': 1.87,\n",
              "  'FED_RSSD': '408204',\n",
              "  'CSA_NO': '',\n",
              "  'CBSA_METRO': 0,\n",
              "  'INSTCRCD': 0,\n",
              "  'DEP': 72584,\n",
              "  'UNINUM': '4248',\n",
              "  'INSTAG': '0',\n",
              "  'TE01N528': '',\n",
              "  'CITYHCR': 'BURLINGTON',\n",
              "  'TRACT': '',\n",
              "  'CBSA': 'Lebanon, NH-VT',\n",
              "  'CBSA_DIV_FLG': '0',\n",
              "  'TE08N528': '',\n",
              "  'NETINCQ': 261,\n",
              "  'CHANGEC1': 223,\n",
              "  'ESTYMD': '01/01/1865',\n",
              "  'FEDCHRTR': 1,\n",
              "  'TRUST': '0',\n",
              "  'ID': '6295'}]"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jYA7fdOi5DKc"
      },
      "source": [
        "## A Note on JSON\n",
        "\n",
        "These data are in a format known as JSON, which stands for Javascript Object Notation.  It is a convenient format for storing and transerring data (you can read more here: https://www.json.org/json-en.html).  Pandas known how to handle this type of data, however, and so we can convert it from JSON to a `DataFrame` easily with `json_normalize`."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kfg_wrUT2eHj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fcb141f5-bed4-44a1-860f-c148a59ee433"
      },
      "source": [
        "banks_vermont = pd.json_normalize(vermont_json['data'])\n",
        "banks_vermont[banks_vermont[\"NAMEHCR\"].notna()]"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      ZIP  SASSER CHRTAGNT CONSERVE REGAGENT2   STNAME   ROAQ     INSDATE  \\\n",
              "0   05403       0    STATE        N            Vermont  -0.74  08/02/2022   \n",
              "1   05760       0      OCC        N            Vermont   1.28  01/01/1934   \n",
              "2   05478       0    STATE        N            Vermont   1.38  04/02/1934   \n",
              "3   05301       0    STATE        N            Vermont   1.22  08/09/1989   \n",
              "4   05201       0      OCC        N            Vermont   0.79  08/09/1989   \n",
              "5   05081       0    STATE        N            Vermont   0.42  03/31/1934   \n",
              "6   05753       0      OCC        N            Vermont   0.87  01/01/1934   \n",
              "7   05055       0      OCC        N            Vermont   0.44  05/22/1991   \n",
              "8   05855       0      OCC        N            Vermont   1.20  01/01/1934   \n",
              "9   05819       0    STATE        N            Vermont   1.07  03/31/1934   \n",
              "10  05663       0    STATE        N            Vermont   0.29  03/31/1934   \n",
              "11  05661       0    STATE        N            Vermont   0.42  03/31/1934   \n",
              "15  05401       0      OCC        N            Vermont   1.09  03/31/1934   \n",
              "16  05701       0    STATE        N            Vermont   1.05  03/31/1934   \n",
              "19  05641       0    STATE        N            Vermont   1.85  03/31/1934   \n",
              "20  05101       0    STATE        N            Vermont   0.41  01/01/1934   \n",
              "21  05301       0      OCC        N            Vermont   1.62  03/30/1934   \n",
              "22  05401       0      OTS        N            Vermont   1.14  08/09/1989   \n",
              "25  05656       0    STATE        N            Vermont   1.00  04/02/1934   \n",
              "26  05851       0    STATE        N            Vermont  -2.83  04/02/1934   \n",
              "28  05701       0    STATE        N            Vermont   0.00  12/31/9999   \n",
              "29  05478       0      OCC        N            Vermont   1.95  03/31/1934   \n",
              "30  05819       0    STATE        N            Vermont   0.73  03/31/1934   \n",
              "32  05001       0    STATE        N            Vermont -23.27  04/02/1934   \n",
              "33  05672       0    STATE        N            Vermont   3.10  02/05/1977   \n",
              "34  05340       0    STATE        N            Vermont -20.92  02/14/1977   \n",
              "35  05001       0    STATE        N            Vermont -14.97  03/23/1987   \n",
              "39  05156       0    STATE        N            Vermont   0.54  08/09/1989   \n",
              "40  05091       0    STATE        N            Vermont  -0.42  11/14/1989   \n",
              "41  05033       0      OCC        N            Vermont   0.15  01/29/1993   \n",
              "42  05156       0      OCC        N            Vermont   0.21  01/01/1934   \n",
              "46  05033       0      OCC        N            Vermont  -5.40  01/01/1934   \n",
              "47  05733       0      OCC        N            Vermont   1.14  01/01/1934   \n",
              "48  05301       0      OCC        N            Vermont   0.94  01/01/1934   \n",
              "49  05401       0      OCC        N            Vermont   1.55  01/01/1934   \n",
              "50  05403       0    STATE        N            Vermont   0.80  01/01/1934   \n",
              "51  05828       0      OCC        N            Vermont  -1.82  01/01/1934   \n",
              "54  05255       0      OCC        N            Vermont   1.37  01/01/1934   \n",
              "57  05060       0      OCC        N            Vermont  -0.43  01/01/1934   \n",
              "59  05033       0      OCC        N            Vermont   0.14  01/01/1934   \n",
              "62  05091       0      OCC        N            Vermont   1.31  01/01/1934   \n",
              "\n",
              "   TE06N528 TE06N529  ...  TE08N528  NETINCQ      ESTYMD FEDCHRTR TRUST  \\\n",
              "0                     ...             -441.0  08/02/2022        0     0   \n",
              "1                     ...              267.0  01/01/1863        1     0   \n",
              "2                     ...             1282.0  11/12/1866        0     1   \n",
              "3                     ...              867.0  01/01/1912        0     1   \n",
              "4                     ...             1138.0  01/01/1917        1     0   \n",
              "5                     ...              251.0  01/01/1892        0     0   \n",
              "6                     ...             1205.0  11/09/1831        1     1   \n",
              "7                     ...             1009.0  05/22/1991        1     1   \n",
              "8                     ...             3415.0  01/15/1851        1     1   \n",
              "9                     ...             2297.0  02/24/1853        0     1   \n",
              "10                    ...             1079.0  11/21/1867        0     0   \n",
              "11                    ...             1529.0  01/01/1891        0     1   \n",
              "15                    ...             1803.0  11/06/1847        1     1   \n",
              "16                    ...             1085.0  02/01/1880        0     0   \n",
              "19                    ...              648.0  04/13/1885        0     1   \n",
              "20                    ...               76.0  09/01/1902        0     1   \n",
              "21                    ...             2920.0  11/07/1906        1     1   \n",
              "22                    ...            10315.0  11/05/1906        1     1   \n",
              "25                    ...               81.0  01/01/1915        0     1   \n",
              "26                    ...            -1079.0  12/27/1922        0     0   \n",
              "28                    ...                0.0  01/01/1891        0     0   \n",
              "29                    ...             1623.0  11/11/1899        1     1   \n",
              "30                    ...              188.0  01/01/1886        0     1   \n",
              "32                    ...            -5856.0  01/27/1911        0     1   \n",
              "33                    ...              117.0  02/05/1977        0     0   \n",
              "34                    ...            -1042.0  02/14/1977        0     0   \n",
              "35                    ...            -1344.0  03/23/1987        0     0   \n",
              "39                    ...               22.0  01/01/1910        0     0   \n",
              "40                    ...              -77.0  11/14/1989        0     0   \n",
              "41                    ...               95.0  01/29/1993        1     0   \n",
              "42                    ...              147.0  01/01/1864        1     1   \n",
              "46                    ...            -1345.0  05/04/1904        1     0   \n",
              "47                    ...              292.0  01/01/1863        1     1   \n",
              "48                    ...             3852.0  11/07/1906        1     1   \n",
              "49                    ...             4135.0  06/07/1870        1     1   \n",
              "50                    ...             4106.0  01/01/1849        0     1   \n",
              "51                    ...             -434.0  01/01/1825        1     1   \n",
              "54                    ...             1157.0  01/01/1883        1     1   \n",
              "57                    ...             -182.0  06/07/1875        1     0   \n",
              "59                    ...              110.0  11/11/1863        1     1   \n",
              "62                    ...              261.0  01/01/1865        1     0   \n",
              "\n",
              "       ID CHANGEC1 CHANGEC3  CHANGEC4 CHANGEC2  \n",
              "0   59298      NaN      NaN       NaN      NaN  \n",
              "1    6280      NaN      NaN       NaN      NaN  \n",
              "2   14168      NaN      NaN       NaN      NaN  \n",
              "3   28837      NaN      NaN       NaN      NaN  \n",
              "4   30350      NaN      NaN       NaN      NaN  \n",
              "5   14136      NaN      NaN       NaN      NaN  \n",
              "6    6275      NaN      NaN       NaN      NaN  \n",
              "7   33418      NaN      NaN       NaN      NaN  \n",
              "8    6271      NaN      NaN       NaN      NaN  \n",
              "9   14134      NaN      NaN       NaN      NaN  \n",
              "10  14140      NaN      NaN       NaN      NaN  \n",
              "11  14158      NaN      NaN       NaN      NaN  \n",
              "15  14127    223.0      NaN       NaN      NaN  \n",
              "16  14132    223.0      NaN       NaN      NaN  \n",
              "19  14143    223.0      NaN       NaN      NaN  \n",
              "20  14146    223.0      NaN       NaN      NaN  \n",
              "21  14147    223.0      NaN       NaN      NaN  \n",
              "22  14149    223.0      NaN       NaN      NaN  \n",
              "25  14154    223.0      NaN       NaN      NaN  \n",
              "26  14155    223.0      NaN       NaN      NaN  \n",
              "28  14163    240.0    470.0     410.0    470.0  \n",
              "29  14167    223.0      NaN       NaN      NaN  \n",
              "30  14169    223.0      NaN       NaN      NaN  \n",
              "32  14171    223.0      NaN       NaN      NaN  \n",
              "33  22410    223.0      NaN       NaN      NaN  \n",
              "34  22416    223.0      NaN       NaN      NaN  \n",
              "35  26924    211.0      NaN       NaN      NaN  \n",
              "39  30378    223.0      NaN       NaN      NaN  \n",
              "40  32727    223.0      NaN       NaN      NaN  \n",
              "41  33767    221.0      NaN       NaN      NaN  \n",
              "42   6209    223.0      NaN       NaN      NaN  \n",
              "46   6262    223.0      NaN       NaN      NaN  \n",
              "47   6263    223.0      NaN       NaN      NaN  \n",
              "48   6265    223.0      NaN       NaN      NaN  \n",
              "49   6267    223.0      NaN       NaN      NaN  \n",
              "50   6268    223.0      NaN       NaN      NaN  \n",
              "51   6270    223.0      NaN       NaN      NaN  \n",
              "54   6274    223.0      NaN       NaN      NaN  \n",
              "57   6281    223.0      NaN       NaN      NaN  \n",
              "59   6290    211.0      NaN       NaN      NaN  \n",
              "62   6295    223.0      NaN       NaN      NaN  \n",
              "\n",
              "[41 rows x 126 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-855f0067-f65f-4fc6-98b0-d412b9bcfa50\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ZIP</th>\n",
              "      <th>SASSER</th>\n",
              "      <th>CHRTAGNT</th>\n",
              "      <th>CONSERVE</th>\n",
              "      <th>REGAGENT2</th>\n",
              "      <th>STNAME</th>\n",
              "      <th>ROAQ</th>\n",
              "      <th>INSDATE</th>\n",
              "      <th>TE06N528</th>\n",
              "      <th>TE06N529</th>\n",
              "      <th>...</th>\n",
              "      <th>TE08N528</th>\n",
              "      <th>NETINCQ</th>\n",
              "      <th>ESTYMD</th>\n",
              "      <th>FEDCHRTR</th>\n",
              "      <th>TRUST</th>\n",
              "      <th>ID</th>\n",
              "      <th>CHANGEC1</th>\n",
              "      <th>CHANGEC3</th>\n",
              "      <th>CHANGEC4</th>\n",
              "      <th>CHANGEC2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>05403</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-0.74</td>\n",
              "      <td>08/02/2022</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-441.0</td>\n",
              "      <td>08/02/2022</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>59298</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>05760</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.28</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>267.0</td>\n",
              "      <td>01/01/1863</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>6280</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>05478</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.38</td>\n",
              "      <td>04/02/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1282.0</td>\n",
              "      <td>11/12/1866</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14168</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>05301</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.22</td>\n",
              "      <td>08/09/1989</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>867.0</td>\n",
              "      <td>01/01/1912</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>28837</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>05201</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.79</td>\n",
              "      <td>08/09/1989</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1138.0</td>\n",
              "      <td>01/01/1917</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>30350</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>05081</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.42</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>251.0</td>\n",
              "      <td>01/01/1892</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14136</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>05753</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.87</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1205.0</td>\n",
              "      <td>11/09/1831</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6275</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>05055</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.44</td>\n",
              "      <td>05/22/1991</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1009.0</td>\n",
              "      <td>05/22/1991</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>33418</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>05855</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.20</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>3415.0</td>\n",
              "      <td>01/15/1851</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6271</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>05819</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.07</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>2297.0</td>\n",
              "      <td>02/24/1853</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14134</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>05663</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.29</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1079.0</td>\n",
              "      <td>11/21/1867</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14140</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>05661</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.42</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1529.0</td>\n",
              "      <td>01/01/1891</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14158</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>05401</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.09</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1803.0</td>\n",
              "      <td>11/06/1847</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>14127</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>05701</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.05</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1085.0</td>\n",
              "      <td>02/01/1880</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14132</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>05641</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.85</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>648.0</td>\n",
              "      <td>04/13/1885</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14143</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>05101</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.41</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>76.0</td>\n",
              "      <td>09/01/1902</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14146</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>05301</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.62</td>\n",
              "      <td>03/30/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>2920.0</td>\n",
              "      <td>11/07/1906</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>14147</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>05401</td>\n",
              "      <td>0</td>\n",
              "      <td>OTS</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.14</td>\n",
              "      <td>08/09/1989</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>10315.0</td>\n",
              "      <td>11/05/1906</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>14149</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>05656</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.00</td>\n",
              "      <td>04/02/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>81.0</td>\n",
              "      <td>01/01/1915</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14154</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>05851</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-2.83</td>\n",
              "      <td>04/02/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-1079.0</td>\n",
              "      <td>12/27/1922</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14155</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>05701</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.00</td>\n",
              "      <td>12/31/9999</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>01/01/1891</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>14163</td>\n",
              "      <td>240.0</td>\n",
              "      <td>470.0</td>\n",
              "      <td>410.0</td>\n",
              "      <td>470.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>05478</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.95</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1623.0</td>\n",
              "      <td>11/11/1899</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>14167</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>05819</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.73</td>\n",
              "      <td>03/31/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>188.0</td>\n",
              "      <td>01/01/1886</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14169</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>05001</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-23.27</td>\n",
              "      <td>04/02/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-5856.0</td>\n",
              "      <td>01/27/1911</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>14171</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>05672</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>3.10</td>\n",
              "      <td>02/05/1977</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>117.0</td>\n",
              "      <td>02/05/1977</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>22410</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>05340</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-20.92</td>\n",
              "      <td>02/14/1977</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-1042.0</td>\n",
              "      <td>02/14/1977</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>22416</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>05001</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-14.97</td>\n",
              "      <td>03/23/1987</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-1344.0</td>\n",
              "      <td>03/23/1987</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>26924</td>\n",
              "      <td>211.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>05156</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.54</td>\n",
              "      <td>08/09/1989</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>22.0</td>\n",
              "      <td>01/01/1910</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>30378</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>05091</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-0.42</td>\n",
              "      <td>11/14/1989</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-77.0</td>\n",
              "      <td>11/14/1989</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>32727</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>05033</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.15</td>\n",
              "      <td>01/29/1993</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>95.0</td>\n",
              "      <td>01/29/1993</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>33767</td>\n",
              "      <td>221.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>05156</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.21</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>147.0</td>\n",
              "      <td>01/01/1864</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6209</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>05033</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-5.40</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-1345.0</td>\n",
              "      <td>05/04/1904</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>6262</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>05733</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.14</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>292.0</td>\n",
              "      <td>01/01/1863</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6263</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>05301</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.94</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>3852.0</td>\n",
              "      <td>11/07/1906</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6265</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>05401</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.55</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>4135.0</td>\n",
              "      <td>06/07/1870</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6267</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>05403</td>\n",
              "      <td>0</td>\n",
              "      <td>STATE</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.80</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>4106.0</td>\n",
              "      <td>01/01/1849</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>6268</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>05828</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-1.82</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-434.0</td>\n",
              "      <td>01/01/1825</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6270</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>05255</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.37</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>1157.0</td>\n",
              "      <td>01/01/1883</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6274</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>05060</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>-0.43</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>-182.0</td>\n",
              "      <td>06/07/1875</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>6281</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>05033</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>0.14</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>110.0</td>\n",
              "      <td>11/11/1863</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6290</td>\n",
              "      <td>211.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>05091</td>\n",
              "      <td>0</td>\n",
              "      <td>OCC</td>\n",
              "      <td>N</td>\n",
              "      <td></td>\n",
              "      <td>Vermont</td>\n",
              "      <td>1.31</td>\n",
              "      <td>01/01/1934</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>261.0</td>\n",
              "      <td>01/01/1865</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>6295</td>\n",
              "      <td>223.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>41 rows × 126 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-855f0067-f65f-4fc6-98b0-d412b9bcfa50')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-855f0067-f65f-4fc6-98b0-d412b9bcfa50 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-855f0067-f65f-4fc6-98b0-d412b9bcfa50');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e571cf44-6414-46b0-aa28-d6b431bde26a\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e571cf44-6414-46b0-aa28-d6b431bde26a')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e571cf44-6414-46b0-aa28-d6b431bde26a button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6mXZuI5n4_W8"
      },
      "source": [
        "Which returns a list of banks in Vermont.  Note the use of `.notna()`.  We'll unpack the line `banks_vermont[banks_vermont[\"NAMEHCR\"].notna()]` in following sessions.  However, here it is worth knowing that it returns the `banks_vermont` DataFrame with any row where the value of `NAMEHCR` is removed."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "huwmZGzrLihy"
      },
      "source": [
        "# Finding Python Packages\n",
        "\n",
        "To search for python packages you can install via pip, you can use the PyPi website: [https://pypi.org/](https://pypi.org/).  Note, you used to be able (and may be able to agin in the near future) use `pip search` at the command line.  For example we could search for any finance packages with:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2G9y0ZYvMGo3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fbac8e63-a833-4834-ab18-3075e8d190ee"
      },
      "source": [
        "!pip search finance"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[31mERROR: XMLRPC request failed [code: -32500]\n",
            "RuntimeError: PyPI no longer supports 'pip search' (or XML-RPC search). Please use https://pypi.org/search (via a browser) instead. See https://warehouse.pypa.io/api-reference/xml-rpc.html#deprecated-methods for more information.\u001b[0m\u001b[31m\n",
            "\u001b[0m"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EvgF91XMMJBb"
      },
      "source": [
        "However this functionality has been temporarily/permanently removed."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2DG2gZ6aTTbh"
      },
      "source": [
        "# Using Packages\n",
        "\n",
        "The package's pip page, will usually link to the source code repository.  This is most likely a GitHub or GitLab repo.  The repo will contain a README.md file which will explain how to use the package (or link to the documentation housed elsewhere).  \n",
        "\n",
        "For example, here is [the repo with the README.md for the bankfind package](https://github.com/dpguthrie/bankfind).  The README.md file is automatically displayed below the code.  It is a fairly simple package so the README overview is short.  The README does link to more detailed documentation, as well as the documentation for the underlying data from the FDIC.  \n",
        "\n",
        "## Security\n",
        "\n",
        "It is possible that there is malicious code in Python packages hosted on pip.  The probability is low however, particularly if you are using well-known packages.  Here are a couple of pointers:\n",
        "\n",
        "-  Read the source code.  It doesn't take as long as you think.\n",
        "-  Don't run packages with administrator privileges.\n",
        "-  Only install packages with Github or Gitlab repos that you can access (goes to point 1).\n",
        "\n",
        "In general package security isn't much of an issue, and if you ever have concerns about a package run it in something like Colab.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eCfaqsHdcVCP"
      },
      "source": [
        "# Exercise\n",
        "\n",
        "*The following exercise may not work. The `cbpro` package doesn't work with python 3.10+ and the alternative `coinbasepro` package also won't load*\n",
        "\n",
        "Find a package that wraps the coinbase-pro API ([this package may do the trick](https://github.com/danpaquin/coinbasepro-python)).  Use the package to get [a list of available currency pairs for trading](https://docs.pro.coinbase.com//#get-products).  All the code you will need to get the list of currency pairs is in the [GitHub README](https://github.com/danpaquin/coinbasepro-python)."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Alternative Exercise\n",
        "\n",
        "Find a package that will allow you to download data from Yahoo Finance. Use the package to download stock data for ticker `MSFT`."
      ],
      "metadata": {
        "id": "9cznhfFuZ3u3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Alternative Exercise Solution"
      ],
      "metadata": {
        "id": "ASkiHT_KGq5f"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "I found the yfinance package on the following website: https://github.com/ranaroussi/yfinance?tab=readme-ov-file"
      ],
      "metadata": {
        "id": "R0fVV2AqJdn7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install yfinance"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HPF32O96HCaX",
        "outputId": "ba9c81e4-dace-420e-ab1b-628f47260c22"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: yfinance in /usr/local/lib/python3.11/dist-packages (0.2.52)\n",
            "Requirement already satisfied: pandas>=1.3.0 in /usr/local/lib/python3.11/dist-packages (from yfinance) (2.2.2)\n",
            "Requirement already satisfied: numpy>=1.16.5 in /usr/local/lib/python3.11/dist-packages (from yfinance) (1.26.4)\n",
            "Requirement already satisfied: requests>=2.31 in /usr/local/lib/python3.11/dist-packages (from yfinance) (2.32.3)\n",
            "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.11/dist-packages (from yfinance) (0.0.11)\n",
            "Requirement already satisfied: lxml>=4.9.1 in /usr/local/lib/python3.11/dist-packages (from yfinance) (5.3.0)\n",
            "Requirement already satisfied: platformdirs>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from yfinance) (4.3.6)\n",
            "Requirement already satisfied: pytz>=2022.5 in /usr/local/lib/python3.11/dist-packages (from yfinance) (2024.2)\n",
            "Requirement already satisfied: frozendict>=2.3.4 in /usr/local/lib/python3.11/dist-packages (from yfinance) (2.4.6)\n",
            "Requirement already satisfied: peewee>=3.16.2 in /usr/local/lib/python3.11/dist-packages (from yfinance) (3.17.8)\n",
            "Requirement already satisfied: beautifulsoup4>=4.11.1 in /usr/local/lib/python3.11/dist-packages (from yfinance) (4.12.3)\n",
            "Requirement already satisfied: html5lib>=1.1 in /usr/local/lib/python3.11/dist-packages (from yfinance) (1.1)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4>=4.11.1->yfinance) (2.6)\n",
            "Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.11/dist-packages (from html5lib>=1.1->yfinance) (1.10.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.11/dist-packages (from html5lib>=1.1->yfinance) (0.5.1)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.3.0->yfinance) (2.8.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.3.0->yfinance) (2025.1)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests>=2.31->yfinance) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests>=2.31->yfinance) (2.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests>=2.31->yfinance) (1.25.11)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests>=2.31->yfinance) (2024.12.14)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import yfinance as yfi"
      ],
      "metadata": {
        "id": "rbrEF-lPHHNZ"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ticker = \"MSFT\""
      ],
      "metadata": {
        "id": "9nWMnJCJHPlm"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = yfi.download(ticker, start=\"2024-01-01\", end=\"2024-12-31\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L5xeO3TEIZJm",
        "outputId": "b9f2dbd3-f2b7-4c6c-fdc1-b36bc0bcb9c1"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(data.head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2c8a2grNIiOH",
        "outputId": "04e98046-0f43-4245-d6fc-2c86f362f31f"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Price            Close        High         Low        Open    Volume\n",
            "Ticker            MSFT        MSFT        MSFT        MSFT      MSFT\n",
            "Date                                                                \n",
            "2024-01-02  368.117249  373.109913  364.047674  371.085046  25258600\n",
            "2024-01-03  367.849274  370.489534  365.774790  366.271079  23083500\n",
            "2024-01-04  365.208984  370.330688  364.444711  367.918732  20901500\n",
            "2024-01-05  365.020416  369.298423  363.779694  366.231362  20987000\n",
            "2024-01-08  371.908905  372.415129  366.271072  366.558897  23134000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Blu9YCy04hO_"
      },
      "source": [
        "# Coinbase Exercise Solution"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_e_zCzQ6fET3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c1f8c08c-b285-42c9-c3a9-40f05a7b319a"
      },
      "source": [
        "!pip install cbpro"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting cbpro\n",
            "  Downloading cbpro-1.1.4-py2.py3-none-any.whl.metadata (15 kB)\n",
            "Collecting sortedcontainers>=1.5.9 (from cbpro)\n",
            "  Downloading sortedcontainers-2.4.0-py2.py3-none-any.whl.metadata (10 kB)\n",
            "Collecting requests==2.13.0 (from cbpro)\n",
            "  Downloading requests-2.13.0-py2.py3-none-any.whl.metadata (44 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.5/44.5 kB\u001b[0m \u001b[31m2.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting six==1.10.0 (from cbpro)\n",
            "  Downloading six-1.10.0-py2.py3-none-any.whl.metadata (1.3 kB)\n",
            "Collecting websocket-client==0.40.0 (from cbpro)\n",
            "  Downloading websocket_client-0.40.0.tar.gz (196 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m196.2/196.2 kB\u001b[0m \u001b[31m15.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting pymongo==3.5.1 (from cbpro)\n",
            "  Downloading pymongo-3.5.1.tar.gz (1.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m44.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Downloading cbpro-1.1.4-py2.py3-none-any.whl (35 kB)\n",
            "Downloading requests-2.13.0-py2.py3-none-any.whl (584 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m584.6/584.6 kB\u001b[0m \u001b[31m33.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading six-1.10.0-py2.py3-none-any.whl (10 kB)\n",
            "Downloading sortedcontainers-2.4.0-py2.py3-none-any.whl (29 kB)\n",
            "Building wheels for collected packages: pymongo, websocket-client\n",
            "  Building wheel for pymongo (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pymongo: filename=pymongo-3.5.1-cp311-cp311-linux_x86_64.whl size=376141 sha256=a087a5e69985bffaffc1d66e1dd140c3b8325f729241db199a2b89d886a7fc63\n",
            "  Stored in directory: /root/.cache/pip/wheels/ed/ed/4d/71debf050a349e79742ff761bba17b37d7fbb905ba4a0eb58c\n",
            "  Building wheel for websocket-client (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for websocket-client: filename=websocket_client-0.40.0-py2.py3-none-any.whl size=198285 sha256=bcd06e42ed98d1403038dfbc7010bbbd16ab131dfa39273d7393adde8ddcefc4\n",
            "  Stored in directory: /root/.cache/pip/wheels/46/b8/c5/6e165f9cb05e74eac2d8898b59cff7637cfb1f577bdbe52c61\n",
            "Successfully built pymongo websocket-client\n",
            "Installing collected packages: sortedcontainers, six, requests, pymongo, websocket-client, cbpro\n",
            "  Attempting uninstall: six\n",
            "    Found existing installation: six 1.17.0\n",
            "    Uninstalling six-1.17.0:\n",
            "      Successfully uninstalled six-1.17.0\n",
            "  Attempting uninstall: requests\n",
            "    Found existing installation: requests 2.24.0\n",
            "    Uninstalling requests-2.24.0:\n",
            "      Successfully uninstalled requests-2.24.0\n",
            "  Attempting uninstall: websocket-client\n",
            "    Found existing installation: websocket-client 1.8.0\n",
            "    Uninstalling websocket-client-1.8.0:\n",
            "      Successfully uninstalled websocket-client-1.8.0\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "bankfind 0.0.1 requires requests==2.24.0, but you have requests 2.13.0 which is incompatible.\n",
            "google-colab 1.0.0 requires requests==2.32.3, but you have requests 2.13.0 which is incompatible.\n",
            "tensorflow-datasets 4.9.7 requires requests>=2.19.0, but you have requests 2.13.0 which is incompatible.\n",
            "yfinance 0.2.52 requires requests>=2.31, but you have requests 2.13.0 which is incompatible.\n",
            "bigframes 1.33.0 requires requests>=2.27.1, but you have requests 2.13.0 which is incompatible.\n",
            "pandas-datareader 0.10.0 requires requests>=2.19.0, but you have requests 2.13.0 which is incompatible.\n",
            "sphinx 8.1.3 requires requests>=2.30.0, but you have requests 2.13.0 which is incompatible.\n",
            "google-cloud-storage 2.19.0 requires requests<3.0.0dev,>=2.18.0, but you have requests 2.13.0 which is incompatible.\n",
            "tweepy 4.14.0 requires requests<3,>=2.27.0, but you have requests 2.13.0 which is incompatible.\n",
            "pooch 1.8.2 requires requests>=2.19.0, but you have requests 2.13.0 which is incompatible.\n",
            "google-cloud-bigquery 3.25.0 requires requests<3.0.0dev,>=2.21.0, but you have requests 2.13.0 which is incompatible.\n",
            "cachecontrol 0.14.2 requires requests>=2.16.0, but you have requests 2.13.0 which is incompatible.\n",
            "tensorflow 2.17.1 requires requests<3,>=2.21.0, but you have requests 2.13.0 which is incompatible.\n",
            "tensorflow 2.17.1 requires six>=1.12.0, but you have six 1.10.0 which is incompatible.\n",
            "google-genai 0.3.0 requires requests<3.0.0dev,>=2.28.1, but you have requests 2.13.0 which is incompatible.\n",
            "google-api-core 2.19.2 requires requests<3.0.0.dev0,>=2.18.0, but you have requests 2.13.0 which is incompatible.\n",
            "gspread-dataframe 4.0.0 requires six>=1.12.0, but you have six 1.10.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed cbpro-1.1.4 pymongo-3.5.1 requests-2.13.0 six-1.10.0 sortedcontainers-2.4.0 websocket-client-0.40.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "requests",
                  "six"
                ]
              },
              "id": "29020cb401d14d9b978166e056ddfa71"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qlg77i5wfMA-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 460
        },
        "outputId": "b56cfb54-e4f3-42ba-d1c8-c7951fcdb605"
      },
      "source": [
        "import cbpro"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ImportError",
          "evalue": "cannot import name 'MutableMapping' from 'collections' (/usr/lib/python3.11/collections/__init__.py)",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-17-cba08c7cfc1b>\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mcbpro\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/cbpro/__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcbpro\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauthenticated_client\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAuthenticatedClient\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcbpro\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpublic_client\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mPublicClient\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mcbpro\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwebsocket_client\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mWebsocketClient\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcbpro\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0morder_book\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mOrderBook\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcbpro\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcbpro_auth\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mCBProAuth\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/cbpro/websocket_client.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mthreading\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mThread\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mwebsocket\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mcreate_connection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mWebSocketConnectionClosedException\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mpymongo\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mMongoClient\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     17\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcbpro\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcbpro_auth\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mget_auth_headers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/pymongo/__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     81\u001b[0m \u001b[0;34m\"\"\"Current version of PyMongo.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     82\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 83\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mpymongo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollection\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mReturnDocument\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     84\u001b[0m from pymongo.common import (MIN_SUPPORTED_WIRE_VERSION,\n\u001b[1;32m     85\u001b[0m                             MAX_SUPPORTED_WIRE_VERSION)\n",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/pymongo/collection.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mbson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcode\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mCode\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     22\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobjectid\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mObjectId\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     23\u001b[0m from bson.py3compat import (_unicode,\n",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/bson/__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     32\u001b[0m                          UUIDLegacy)\n\u001b[1;32m     33\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcode\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mCode\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m from bson.codec_options import (\n\u001b[0m\u001b[1;32m     35\u001b[0m     CodecOptions, DEFAULT_CODEC_OPTIONS, _raw_document_class)\n\u001b[1;32m     36\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdbref\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mDBRef\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/bson/codec_options.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mcollections\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mMutableMapping\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnamedtuple\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpy3compat\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mstring_type\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mImportError\u001b[0m: cannot import name 'MutableMapping' from 'collections' (/usr/lib/python3.11/collections/__init__.py)",
            "",
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n"
          ],
          "errorDetails": {
            "actions": [
              {
                "action": "open_url",
                "actionText": "Open Examples",
                "url": "/notebooks/snippets/importing_libraries.ipynb"
              }
            ]
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install coinbasepro"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oHOzQryZXzLw",
        "outputId": "34a68058-7b6f-4203-e991-ee9b79871c9f"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting coinbasepro\n",
            "  Downloading coinbasepro-0.4.1-py3-none-any.whl.metadata (9.1 kB)\n",
            "Collecting requests>=2.20.0 (from coinbasepro)\n",
            "  Downloading requests-2.32.3-py3-none-any.whl.metadata (4.6 kB)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests>=2.20.0->coinbasepro) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests>=2.20.0->coinbasepro) (2.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests>=2.20.0->coinbasepro) (1.25.11)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests>=2.20.0->coinbasepro) (2024.12.14)\n",
            "Downloading coinbasepro-0.4.1-py3-none-any.whl (23 kB)\n",
            "Downloading requests-2.32.3-py3-none-any.whl (64 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m64.9/64.9 kB\u001b[0m \u001b[31m5.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: requests, coinbasepro\n",
            "  Attempting uninstall: requests\n",
            "    Found existing installation: requests 2.13.0\n",
            "    Uninstalling requests-2.13.0:\n",
            "      Successfully uninstalled requests-2.13.0\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "bankfind 0.0.1 requires requests==2.24.0, but you have requests 2.32.3 which is incompatible.\n",
            "cbpro 1.1.4 requires requests==2.13.0, but you have requests 2.32.3 which is incompatible.\n",
            "tensorflow 2.17.1 requires six>=1.12.0, but you have six 1.10.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed coinbasepro-0.4.1 requests-2.32.3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import coinbasepro"
      ],
      "metadata": {
        "id": "gAoqgCS5X4Ph"
      },
      "execution_count": 2,
      "outputs": []
    }
  ]
}