(Puja_Roy)_module3_notebook.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 5,
  "metadata": {
    "jupytext": {
      "cell_metadata_filter": "-all"
    },
    "kernelspec": {
      "display_name": "myenv",
      "language": "python",
      "name": "myenv"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.5"
    },
    "colab": {
      "name": "(Puja Roy) module3.notebook.ipynb",
      "provenance": [],
      "collapsed_sections": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1c9154e1"
      },
      "source": [
        "# Lab 3 - Visualization"
      ],
      "id": "1c9154e1"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9e128655"
      },
      "source": [
        "The goal of today's lab is to become great at data visualization and\n",
        "graphs.  This is a really fun topic as it allows us to make images that\n",
        "represent our underlying data and problems."
      ],
      "id": "9e128655"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a8ca71ff"
      },
      "source": [
        "When doing machine learning we are going to make a lot of graphs\n",
        "that describe each of the systems that we build. Visualizations are\n",
        "a great way understand and explain what is happening in our systems."
      ],
      "id": "a8ca71ff"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "82a196f3"
      },
      "source": [
        "Last week we finished with a neat visualization of cities. This week\n",
        "we will see how that works and more."
      ],
      "id": "82a196f3"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "27924616"
      },
      "source": [
        "![map](data:image/png;base64,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)"
      ],
      "id": "27924616"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1b07cac7"
      },
      "source": [
        "# Review"
      ],
      "id": "1b07cac7"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a5a7d222"
      },
      "source": [
        "Before we dive in let's do a little review of some of the methods we\n",
        "saw in last class on data frames. The main toolkit we used last class was called `Pandas`."
      ],
      "id": "a5a7d222"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b1468e7a"
      },
      "source": [
        "![pandas](data:image/jpeg;base64,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)"
      ],
      "id": "b1468e7a"
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fb4330e4"
      },
      "source": [
        ""
      ],
      "id": "fb4330e4",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.490334Z",
          "iopub.status.busy": "2021-06-28T19:06:50.489178Z",
          "iopub.status.idle": "2021-06-28T19:06:50.673603Z",
          "shell.execute_reply": "2021-06-28T19:06:50.672588Z"
        },
        "lines_to_next_cell": 2,
        "id": "6eb75379"
      },
      "source": [
        "import pandas as pd"
      ],
      "id": "6eb75379",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c7505ae2"
      },
      "source": [
        "Last time we focused on a dataset of cities and locations."
      ],
      "id": "c7505ae2"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.678644Z",
          "iopub.status.busy": "2021-06-28T19:06:50.677723Z",
          "iopub.status.idle": "2021-06-28T19:06:50.717995Z",
          "shell.execute_reply": "2021-06-28T19:06:50.718774Z"
        },
        "lines_to_next_cell": 1,
        "id": "6f525f95",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "9438aa80-e8a6-4e97-8789-bc583e9cc4ee"
      },
      "source": [
        "df = pd.read_csv(\"https://srush.github.io/BT-AI/notebooks/Cities.csv\")\n",
        "df"
      ],
      "id": "6f525f95",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Rank</th>\n",
              "      <th>City</th>\n",
              "      <th>Country</th>\n",
              "      <th>Population</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>Mexico City</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>8918653</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>New York City</td>\n",
              "      <td>United States</td>\n",
              "      <td>8550405</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>Los Angeles</td>\n",
              "      <td>United States</td>\n",
              "      <td>3971883</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>Toronto</td>\n",
              "      <td>Canada</td>\n",
              "      <td>2826498</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>Chicago</td>\n",
              "      <td>United States</td>\n",
              "      <td>2720546</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>90</td>\n",
              "      <td>Surrey</td>\n",
              "      <td>Canada</td>\n",
              "      <td>526004</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>91</td>\n",
              "      <td>Ciudad López Mateos</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>523296</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>92</td>\n",
              "      <td>Tultitlán</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>520557</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93</th>\n",
              "      <td>93</td>\n",
              "      <td>Fresno</td>\n",
              "      <td>United States</td>\n",
              "      <td>520052</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>94</td>\n",
              "      <td>Carrefour</td>\n",
              "      <td>Haiti</td>\n",
              "      <td>501768</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>95 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Rank                 City        Country  Population\n",
              "0      0          Mexico City         Mexico     8918653\n",
              "1      1        New York City  United States     8550405\n",
              "2      2          Los Angeles  United States     3971883\n",
              "3      3              Toronto         Canada     2826498\n",
              "4      4              Chicago  United States     2720546\n",
              "..   ...                  ...            ...         ...\n",
              "90    90               Surrey         Canada      526004\n",
              "91    91  Ciudad López Mateos         Mexico      523296\n",
              "92    92            Tultitlán         Mexico      520557\n",
              "93    93               Fresno  United States      520052\n",
              "94    94            Carrefour          Haiti      501768\n",
              "\n",
              "[95 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6771c59c"
      },
      "source": [
        "In this class we will start to work on a new data set about the\n",
        "temperatures and climate change of different cities over time."
      ],
      "id": "6771c59c"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aa3ad652"
      },
      "source": [
        "Click here to see the full dataset as a spreadsheet [Temperatures](https://docs.google.com/spreadsheets/d/1Jwcr6IBJbOT1G4Vq7VqaZ7S1V9gRmUb5ALkJPaG5fxI/edit#gid=2108802139)"
      ],
      "id": "aa3ad652"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "36c7710b"
      },
      "source": [
        "This data comes from the [Berkeley Earth Project](https://www.kaggle.com/berkeleyearth/climate-change-earth-surface-temperature-data)."
      ],
      "id": "36c7710b"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4e6738bb"
      },
      "source": [
        "Recall that we first need to load in our data. We saw the `read_csv`\n",
        "function from last time."
      ],
      "id": "4e6738bb"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.724201Z",
          "iopub.status.busy": "2021-06-28T19:06:50.723251Z",
          "iopub.status.idle": "2021-06-28T19:06:50.899380Z",
          "shell.execute_reply": "2021-06-28T19:06:50.898463Z"
        },
        "id": "6e47be6b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "c8852a97-2f98-47b2-810b-2361e2794d91"
      },
      "source": [
        "def load():\n",
        "    return pd.read_csv(\"https://srush.github.io/BT-AI/notebooks/Temperatures.csv\",\n",
        "                       index_col=0,\n",
        "                       parse_dates=[\"Date\"])\n",
        "df = load().copy()\n",
        "df"
      ],
      "id": "6e47be6b",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Date</th>\n",
              "      <th>Temperature</th>\n",
              "      <th>TemperatureUncertainty</th>\n",
              "      <th>City</th>\n",
              "      <th>Country</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>58171</th>\n",
              "      <td>1843-04-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58174</th>\n",
              "      <td>1843-07-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58177</th>\n",
              "      <td>1843-10-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58180</th>\n",
              "      <td>1844-01-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58183</th>\n",
              "      <td>1844-04-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494752</th>\n",
              "      <td>2012-07-01</td>\n",
              "      <td>23.213</td>\n",
              "      <td>0.759</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494755</th>\n",
              "      <td>2012-10-01</td>\n",
              "      <td>22.456</td>\n",
              "      <td>0.648</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494758</th>\n",
              "      <td>2013-01-01</td>\n",
              "      <td>18.463</td>\n",
              "      <td>0.663</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494761</th>\n",
              "      <td>2013-04-01</td>\n",
              "      <td>22.464</td>\n",
              "      <td>0.346</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494764</th>\n",
              "      <td>2013-07-01</td>\n",
              "      <td>23.187</td>\n",
              "      <td>0.470</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>76224 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Date  Temperature  ...  Latitude Longitude\n",
              "58171   1843-04-01          NaN  ...     16.87   -100.47\n",
              "58174   1843-07-01          NaN  ...     16.87   -100.47\n",
              "58177   1843-10-01          NaN  ...     16.87   -100.47\n",
              "58180   1844-01-01          NaN  ...     16.87   -100.47\n",
              "58183   1844-04-01          NaN  ...     16.87   -100.47\n",
              "...            ...          ...  ...       ...       ...\n",
              "8494752 2012-07-01       23.213  ...     20.09   -104.08\n",
              "8494755 2012-10-01       22.456  ...     20.09   -104.08\n",
              "8494758 2013-01-01       18.463  ...     20.09   -104.08\n",
              "8494761 2013-04-01       22.464  ...     20.09   -104.08\n",
              "8494764 2013-07-01       23.187  ...     20.09   -104.08\n",
              "\n",
              "[76224 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1e15d62f"
      },
      "source": [
        "(We need to add a bit of extra options in\n",
        "order to load this data in. In particular we want to have a date\n",
        "column.  One way you can look this up is through the function\n",
        "[documentation](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html).\n",
        "Although remember! Often the best thing to do is to find the\n",
        "[answer](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html)\n",
        "on stack overflow.)"
      ],
      "id": "1e15d62f"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "81c4118c"
      },
      "source": [
        "Let's now review the different tools that we have available for us."
      ],
      "id": "81c4118c"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e42fb6a5"
      },
      "source": [
        "👩‍🎓 *Student Question: Do you remember how to see the columns of a data table?*"
      ],
      "id": "e42fb6a5"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.905228Z",
          "iopub.status.busy": "2021-06-28T19:06:50.904292Z",
          "iopub.status.idle": "2021-06-28T19:06:50.906201Z",
          "shell.execute_reply": "2021-06-28T19:06:50.907051Z"
        },
        "lines_to_next_cell": 2,
        "id": "fa013bf7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "67070da3-1687-4437-cbbf-617263c02e21"
      },
      "source": [
        "#📝📝📝📝\n",
        "df.columns"
      ],
      "id": "fa013bf7",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Date', 'Temperature', 'TemperatureUncertainty', 'City', 'Country',\n",
              "       'Latitude', 'Longitude'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 86
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c69d6900"
      },
      "source": [
        "We can also filter the table to find only the rows with certain filtered values."
      ],
      "id": "c69d6900"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.922533Z",
          "iopub.status.busy": "2021-06-28T19:06:50.921663Z",
          "iopub.status.idle": "2021-06-28T19:06:50.939384Z",
          "shell.execute_reply": "2021-06-28T19:06:50.938492Z"
        },
        "id": "d458b162",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "1024f16d-3224-4159-f87f-31ace497861d"
      },
      "source": [
        "filter = df[\"City\"] == \"New York\"\n",
        "nyc_df = df.loc[filter]\n",
        "nyc_df"
      ],
      "id": "d458b162",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Date</th>\n",
              "      <th>Temperature</th>\n",
              "      <th>TemperatureUncertainty</th>\n",
              "      <th>City</th>\n",
              "      <th>Country</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5203975</th>\n",
              "      <td>1744-01-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203978</th>\n",
              "      <td>1744-04-01</td>\n",
              "      <td>9.788</td>\n",
              "      <td>2.151</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203981</th>\n",
              "      <td>1744-07-01</td>\n",
              "      <td>22.207</td>\n",
              "      <td>1.305</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203984</th>\n",
              "      <td>1744-10-01</td>\n",
              "      <td>8.968</td>\n",
              "      <td>1.558</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203987</th>\n",
              "      <td>1745-01-01</td>\n",
              "      <td>-2.363</td>\n",
              "      <td>1.771</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207197</th>\n",
              "      <td>2012-07-01</td>\n",
              "      <td>24.479</td>\n",
              "      <td>0.403</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207200</th>\n",
              "      <td>2012-10-01</td>\n",
              "      <td>12.436</td>\n",
              "      <td>0.344</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207203</th>\n",
              "      <td>2013-01-01</td>\n",
              "      <td>-0.968</td>\n",
              "      <td>0.290</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207206</th>\n",
              "      <td>2013-04-01</td>\n",
              "      <td>9.723</td>\n",
              "      <td>0.355</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207209</th>\n",
              "      <td>2013-07-01</td>\n",
              "      <td>24.722</td>\n",
              "      <td>0.279</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1079 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Date  Temperature  ...  Latitude Longitude\n",
              "5203975 1744-01-01          NaN  ...     40.99    -74.56\n",
              "5203978 1744-04-01        9.788  ...     40.99    -74.56\n",
              "5203981 1744-07-01       22.207  ...     40.99    -74.56\n",
              "5203984 1744-10-01        8.968  ...     40.99    -74.56\n",
              "5203987 1745-01-01       -2.363  ...     40.99    -74.56\n",
              "...            ...          ...  ...       ...       ...\n",
              "5207197 2012-07-01       24.479  ...     40.99    -74.56\n",
              "5207200 2012-10-01       12.436  ...     40.99    -74.56\n",
              "5207203 2013-01-01       -0.968  ...     40.99    -74.56\n",
              "5207206 2013-04-01        9.723  ...     40.99    -74.56\n",
              "5207209 2013-07-01       24.722  ...     40.99    -74.56\n",
              "\n",
              "[1079 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 87
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "a4242f25"
      },
      "source": [
        "Note that some of the columns in the dataset are `NaN`. This is a special symbol in Pandas\n",
        "that is used to indicate that there are is not data for that cell. In this case it corresponds\n",
        "to some months with no measurement."
      ],
      "id": "a4242f25"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f1c9705c"
      },
      "source": [
        "We have seen how we can use multiple filters and combine them with\n",
        "elements like or `|` and `&`."
      ],
      "id": "f1c9705c"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.961117Z",
          "iopub.status.busy": "2021-06-28T19:06:50.960255Z",
          "iopub.status.idle": "2021-06-28T19:06:50.975073Z",
          "shell.execute_reply": "2021-06-28T19:06:50.975805Z"
        },
        "id": "e0fff78e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "f1ac2fec-70c2-4abe-92de-e2030ec7b473"
      },
      "source": [
        "filter = (df[\"City\"] == \"New York\") | (df[\"City\"] == \"Philadelphia\")\n",
        "nyc_phila_df = df.loc[filter]\n",
        "nyc_phila_df"
      ],
      "id": "e0fff78e",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Date</th>\n",
              "      <th>Temperature</th>\n",
              "      <th>TemperatureUncertainty</th>\n",
              "      <th>City</th>\n",
              "      <th>Country</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5203975</th>\n",
              "      <td>1744-01-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203978</th>\n",
              "      <td>1744-04-01</td>\n",
              "      <td>9.788</td>\n",
              "      <td>2.151</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203981</th>\n",
              "      <td>1744-07-01</td>\n",
              "      <td>22.207</td>\n",
              "      <td>1.305</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203984</th>\n",
              "      <td>1744-10-01</td>\n",
              "      <td>8.968</td>\n",
              "      <td>1.558</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5203987</th>\n",
              "      <td>1745-01-01</td>\n",
              "      <td>-2.363</td>\n",
              "      <td>1.771</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5849433</th>\n",
              "      <td>2012-07-01</td>\n",
              "      <td>26.118</td>\n",
              "      <td>0.315</td>\n",
              "      <td>Philadelphia</td>\n",
              "      <td>United States</td>\n",
              "      <td>39.38</td>\n",
              "      <td>-74.91</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5849436</th>\n",
              "      <td>2012-10-01</td>\n",
              "      <td>14.584</td>\n",
              "      <td>0.321</td>\n",
              "      <td>Philadelphia</td>\n",
              "      <td>United States</td>\n",
              "      <td>39.38</td>\n",
              "      <td>-74.91</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5849439</th>\n",
              "      <td>2013-01-01</td>\n",
              "      <td>2.252</td>\n",
              "      <td>0.196</td>\n",
              "      <td>Philadelphia</td>\n",
              "      <td>United States</td>\n",
              "      <td>39.38</td>\n",
              "      <td>-74.91</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5849442</th>\n",
              "      <td>2013-04-01</td>\n",
              "      <td>11.459</td>\n",
              "      <td>0.319</td>\n",
              "      <td>Philadelphia</td>\n",
              "      <td>United States</td>\n",
              "      <td>39.38</td>\n",
              "      <td>-74.91</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5849445</th>\n",
              "      <td>2013-07-01</td>\n",
              "      <td>25.683</td>\n",
              "      <td>0.233</td>\n",
              "      <td>Philadelphia</td>\n",
              "      <td>United States</td>\n",
              "      <td>39.38</td>\n",
              "      <td>-74.91</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2158 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Date  Temperature  ...  Latitude Longitude\n",
              "5203975 1744-01-01          NaN  ...     40.99    -74.56\n",
              "5203978 1744-04-01        9.788  ...     40.99    -74.56\n",
              "5203981 1744-07-01       22.207  ...     40.99    -74.56\n",
              "5203984 1744-10-01        8.968  ...     40.99    -74.56\n",
              "5203987 1745-01-01       -2.363  ...     40.99    -74.56\n",
              "...            ...          ...  ...       ...       ...\n",
              "5849433 2012-07-01       26.118  ...     39.38    -74.91\n",
              "5849436 2012-10-01       14.584  ...     39.38    -74.91\n",
              "5849439 2013-01-01        2.252  ...     39.38    -74.91\n",
              "5849442 2013-04-01       11.459  ...     39.38    -74.91\n",
              "5849445 2013-07-01       25.683  ...     39.38    -74.91\n",
              "\n",
              "[2158 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 88
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4776539b"
      },
      "source": [
        "Once there is a dataframe that is filtered in a specific manner\n",
        "we can use it to compute properties on the remaining data."
      ],
      "id": "4776539b"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.980177Z",
          "iopub.status.busy": "2021-06-28T19:06:50.979312Z",
          "iopub.status.idle": "2021-06-28T19:06:50.982328Z",
          "shell.execute_reply": "2021-06-28T19:06:50.983052Z"
        },
        "lines_to_next_cell": 1,
        "id": "4e94a6a6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0cc2c1f5-ba8f-4b85-c054-aa921e93a82a"
      },
      "source": [
        "average_temp = nyc_df[\"Temperature\"].mean()\n",
        "average_temp"
      ],
      "id": "4e94a6a6",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "9.514878846153842"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "003e517f"
      },
      "source": [
        "Finally we can add new columns by setting them in the original dataframe."
      ],
      "id": "003e517f"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:50.987641Z",
          "iopub.status.busy": "2021-06-28T19:06:50.986765Z",
          "iopub.status.idle": "2021-06-28T19:06:51.005978Z",
          "shell.execute_reply": "2021-06-28T19:06:51.006686Z"
        },
        "id": "fb01c5a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "45bce097-bbec-40a2-de2f-3eb2415769b5"
      },
      "source": [
        "def in_nyc(city):\n",
        "    \"Returns True if the city is New York\"\n",
        "    if city == \"New York\":\n",
        "        return True\n",
        "    return False\n",
        "df[\"InNYC\"] = df[\"City\"].map(in_nyc)\n",
        "df"
      ],
      "id": "fb01c5a9",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Date</th>\n",
              "      <th>Temperature</th>\n",
              "      <th>TemperatureUncertainty</th>\n",
              "      <th>City</th>\n",
              "      <th>Country</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>InNYC</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>58171</th>\n",
              "      <td>1843-04-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58174</th>\n",
              "      <td>1843-07-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58177</th>\n",
              "      <td>1843-10-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58180</th>\n",
              "      <td>1844-01-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58183</th>\n",
              "      <td>1844-04-01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494752</th>\n",
              "      <td>2012-07-01</td>\n",
              "      <td>23.213</td>\n",
              "      <td>0.759</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494755</th>\n",
              "      <td>2012-10-01</td>\n",
              "      <td>22.456</td>\n",
              "      <td>0.648</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494758</th>\n",
              "      <td>2013-01-01</td>\n",
              "      <td>18.463</td>\n",
              "      <td>0.663</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494761</th>\n",
              "      <td>2013-04-01</td>\n",
              "      <td>22.464</td>\n",
              "      <td>0.346</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494764</th>\n",
              "      <td>2013-07-01</td>\n",
              "      <td>23.187</td>\n",
              "      <td>0.470</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>76224 rows × 8 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Date  Temperature  ...  Longitude  InNYC\n",
              "58171   1843-04-01          NaN  ...    -100.47  False\n",
              "58174   1843-07-01          NaN  ...    -100.47  False\n",
              "58177   1843-10-01          NaN  ...    -100.47  False\n",
              "58180   1844-01-01          NaN  ...    -100.47  False\n",
              "58183   1844-04-01          NaN  ...    -100.47  False\n",
              "...            ...          ...  ...        ...    ...\n",
              "8494752 2012-07-01       23.213  ...    -104.08  False\n",
              "8494755 2012-10-01       22.456  ...    -104.08  False\n",
              "8494758 2013-01-01       18.463  ...    -104.08  False\n",
              "8494761 2013-04-01       22.464  ...    -104.08  False\n",
              "8494764 2013-07-01       23.187  ...    -104.08  False\n",
              "\n",
              "[76224 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a709fbb2"
      },
      "source": [
        "## Review Exercise"
      ],
      "id": "a709fbb2"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d28a1723"
      },
      "source": [
        "Exercise 1: In this data set the column \"Temperature\" is the average temperature for the month.\n",
        "Can you compute the highest monthly temperature for Philadelphia in this dataset?\n",
        "What month and year did it occur?"
      ],
      "id": "d28a1723"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.010187Z",
          "iopub.status.busy": "2021-06-28T19:06:51.009329Z",
          "iopub.status.idle": "2021-06-28T19:06:51.011903Z",
          "shell.execute_reply": "2021-06-28T19:06:51.011144Z"
        },
        "lines_to_next_cell": 2,
        "id": "660755a4"
      },
      "source": [
        "#📝📝📝📝\n",
        "pass"
      ],
      "id": "660755a4",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "333aacd7"
      },
      "source": [
        "Exercise 2: Last week we saw how to add an extra column into a dataset. \n",
        "The temperature column in this dataset is in Celsius. Can you add a new column for\n",
        "Farenheit temperature? (The formula is $F = (C× 9/5) + 32$)"
      ],
      "id": "333aacd7"
    },
    {
      "cell_type": "code",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "44055257",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "71240138-7714-4707-ccff-4ce6021ac3cf"
      },
      "source": [
        "def to_farenheit(celsius):\n",
        "    return (celsius * (9/5)) + 32\n",
        "to_farenheit(0.0)\n",
        "to_farenheit(30.0)\n"
      ],
      "id": "44055257",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "86.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "28ce14c3"
      },
      "source": [
        "# Unit A"
      ],
      "id": "28ce14c3"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "f62c3728"
      },
      "source": [
        "The goal of today's lab will be to learn how to visualize our data\n",
        "using charts and graphs. Data and spreadsheets by themselves are\n",
        "pretty boring, but graphs and charts allows us to tell the story\n",
        "about what is happening behind the scenes."
      ],
      "id": "f62c3728"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a46cbc0b"
      },
      "source": [
        "For example let's consider these graph from the New York Times about\n",
        "the impacts of climate change in the 20th century."
      ],
      "id": "a46cbc0b"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "7cc92734"
      },
      "source": [
        "Graph of [Where are America's Winters Warming the Most?](https://www.nytimes.com/interactive/2018/03/16/climate/us-winter-warming.html)"
      ],
      "id": "7cc92734"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "5c281355"
      },
      "source": [
        "![Climate](https://static01.nyt.com/images/2019/01/15/learning/WinterTemperatures2LN/WinterTemperatures2LN-superJumbo.png?quality=90&auto=webp)"
      ],
      "id": "5c281355"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f8156b72"
      },
      "source": [
        "Graph of [Artic Sea Ice](https://www.nytimes.com/interactive/2017/09/22/climate/arctic-sea-ice-shrinking-trend-watch.html)"
      ],
      "id": "f8156b72"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "500687ea"
      },
      "source": [
        "![](https://static01.nyt.com/images/2019/02/13/learning/SeaIceLN/SeaIceLN-jumbo.png?quality=90&auto=webp)"
      ],
      "id": "500687ea"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "11bf7b9c"
      },
      "source": [
        "👩‍🎓 *Student Question: How do these graphs differ?  What do they \"encode\" on their axes? What do they encode in their colors?*"
      ],
      "id": "11bf7b9c"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "57e4ef17"
      },
      "source": [
        "## Example Data"
      ],
      "id": "57e4ef17"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7b19b0b9"
      },
      "source": [
        "Before we return to our temperature data let us consider graphing\n",
        "some data."
      ],
      "id": "7b19b0b9"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "99a967dd"
      },
      "source": [
        "For this unit we will assume that we are coaching a track\n",
        "team. There are four members of the team."
      ],
      "id": "99a967dd"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.016966Z",
          "iopub.status.busy": "2021-06-28T19:06:51.016103Z",
          "iopub.status.idle": "2021-06-28T19:06:51.018662Z",
          "shell.execute_reply": "2021-06-28T19:06:51.017913Z"
        },
        "id": "c4771dca"
      },
      "source": [
        "athletes = [\"Soledad\", \"Jamie\", \"Meira\", \"Jung-Sook\"]"
      ],
      "id": "c4771dca",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b414bac8"
      },
      "source": [
        "These names are random. Just for fun lets give them each a random photo too."
      ],
      "id": "b414bac8"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.022450Z",
          "iopub.status.busy": "2021-06-28T19:06:51.021738Z",
          "iopub.status.idle": "2021-06-28T19:06:51.024225Z",
          "shell.execute_reply": "2021-06-28T19:06:51.023577Z"
        },
        "id": "91ae02c4"
      },
      "source": [
        "images = {\"Soledad\": \"https://srush.github.io/BT-AI/image1.jpeg\",\n",
        "          \"Jamie\": \"https://srush.github.io/BT-AI/image2.jpeg\",\n",
        "          \"Meira\": \"https://srush.github.io/BT-AI/image3.jpeg\",\n",
        "          \"Jung-Sook\": \"https://srush.github.io/BT-AI/image4.jpeg\"}"
      ],
      "id": "91ae02c4",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "000b1c41"
      },
      "source": [
        "![A](https://srush.github.io/BT-AI/image1.jpeg)"
      ],
      "id": "000b1c41"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c5c85fa4"
      },
      "source": [
        "![B](https://srush.github.io/BT-AI/image2.jpeg)"
      ],
      "id": "c5c85fa4"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "673dc22d"
      },
      "source": [
        "![C](https://srush.github.io/BT-AI/image3.jpeg)"
      ],
      "id": "673dc22d"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9f19ca9c"
      },
      "source": [
        "![D](https://srush.github.io/BT-AI/image4.jpeg)"
      ],
      "id": "9f19ca9c"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "08b0b712"
      },
      "source": [
        "These images were generated by AI! If you want to generate a new person you can do it here."
      ],
      "id": "08b0b712"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "93862890"
      },
      "source": [
        "https://thispersondoesnotexist.com/"
      ],
      "id": "93862890"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5f9c82b0"
      },
      "source": [
        "There have been five track meets so far this season and each athelete has run in each of them."
      ],
      "id": "5f9c82b0"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.028586Z",
          "iopub.status.busy": "2021-06-28T19:06:51.027888Z",
          "iopub.status.idle": "2021-06-28T19:06:51.030362Z",
          "shell.execute_reply": "2021-06-28T19:06:51.029679Z"
        },
        "id": "47315799"
      },
      "source": [
        "meets = [1, 2, 3, 4, 5]"
      ],
      "id": "47315799",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c9544965"
      },
      "source": [
        "Here are their running times. Note that we are representing them as a\n",
        "list of dictionaries with the athlete meet and time."
      ],
      "id": "c9544965"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.039095Z",
          "iopub.status.busy": "2021-06-28T19:06:51.038447Z",
          "iopub.status.idle": "2021-06-28T19:06:51.041206Z",
          "shell.execute_reply": "2021-06-28T19:06:51.040611Z"
        },
        "id": "e6c8d7db"
      },
      "source": [
        "times = [{'athlete': 'Soledad', 'meet': 1, 'time': 10.274234127603819}, {'athlete': 'Soledad', 'meet': 2, 'time': 10.804654030945134}, {'athlete': 'Soledad', 'meet': 3, 'time': 10.720626632654193}, {'athlete': 'Soledad', 'meet': 4, 'time': 9.804132329178772}, {'athlete': 'Soledad', 'meet': 5, 'time': 10.404912209134388}, {'athlete': 'Jamie', 'meet': 1, 'time': 11.655619806058349}, {'athlete': 'Jamie', 'meet': 2, 'time': 11.572477407100791}, {'athlete': 'Jamie', 'meet': 3, 'time': 10.927372423232223}, {'athlete': 'Jamie', 'meet': 4, 'time': 10.78549207395879}, {'athlete': 'Jamie', 'meet': 5, 'time': 11.345569807912721}, {'athlete': 'Meira', 'meet': 1, 'time': 9.108715402467988}, {'athlete': 'Meira', 'meet': 2, 'time': 9.689643262622113}, {'athlete': 'Meira', 'meet': 3, 'time': 9.139530785504235}, {'athlete': 'Meira', 'meet': 4, 'time': 9.129667780531356}, {'athlete': 'Meira', 'meet': 5, 'time': 9.361089344017424}, {'athlete': 'Jung-Sook', 'meet': 1, 'time': 8.764472058652602}, {'athlete': 'Jung-Sook', 'meet': 2, 'time': 8.1119272852491}, {'athlete': 'Jung-Sook', 'meet': 3, 'time': 8.787020155204402}, {'athlete': 'Jung-Sook', 'meet': 4, 'time': 8.147531540987394}, {'athlete': 'Jung-Sook', 'meet': 5, 'time': 8.18982105467709}]"
      ],
      "id": "e6c8d7db",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a18440dd"
      },
      "source": [
        "This is an alternative way of creating a pandas dataframe. Sometimes it is easier than reading from a CSV file."
      ],
      "id": "a18440dd"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.052837Z",
          "iopub.status.busy": "2021-06-28T19:06:51.051985Z",
          "iopub.status.idle": "2021-06-28T19:06:51.055294Z",
          "shell.execute_reply": "2021-06-28T19:06:51.056022Z"
        },
        "id": "ea6e86e4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 665
        },
        "outputId": "93f74857-1465-423b-e7b9-8ee5dcc9ee0b"
      },
      "source": [
        "df = pd.DataFrame(times)\n",
        "df"
      ],
      "id": "ea6e86e4",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>athlete</th>\n",
              "      <th>meet</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Soledad</td>\n",
              "      <td>1</td>\n",
              "      <td>10.274234</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Soledad</td>\n",
              "      <td>2</td>\n",
              "      <td>10.804654</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Soledad</td>\n",
              "      <td>3</td>\n",
              "      <td>10.720627</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Soledad</td>\n",
              "      <td>4</td>\n",
              "      <td>9.804132</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Soledad</td>\n",
              "      <td>5</td>\n",
              "      <td>10.404912</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Jamie</td>\n",
              "      <td>1</td>\n",
              "      <td>11.655620</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Jamie</td>\n",
              "      <td>2</td>\n",
              "      <td>11.572477</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Jamie</td>\n",
              "      <td>3</td>\n",
              "      <td>10.927372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Jamie</td>\n",
              "      <td>4</td>\n",
              "      <td>10.785492</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Jamie</td>\n",
              "      <td>5</td>\n",
              "      <td>11.345570</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Meira</td>\n",
              "      <td>1</td>\n",
              "      <td>9.108715</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Meira</td>\n",
              "      <td>2</td>\n",
              "      <td>9.689643</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Meira</td>\n",
              "      <td>3</td>\n",
              "      <td>9.139531</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Meira</td>\n",
              "      <td>4</td>\n",
              "      <td>9.129668</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Meira</td>\n",
              "      <td>5</td>\n",
              "      <td>9.361089</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Jung-Sook</td>\n",
              "      <td>1</td>\n",
              "      <td>8.764472</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Jung-Sook</td>\n",
              "      <td>2</td>\n",
              "      <td>8.111927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Jung-Sook</td>\n",
              "      <td>3</td>\n",
              "      <td>8.787020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Jung-Sook</td>\n",
              "      <td>4</td>\n",
              "      <td>8.147532</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Jung-Sook</td>\n",
              "      <td>5</td>\n",
              "      <td>8.189821</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      athlete  meet       time\n",
              "0     Soledad     1  10.274234\n",
              "1     Soledad     2  10.804654\n",
              "2     Soledad     3  10.720627\n",
              "3     Soledad     4   9.804132\n",
              "4     Soledad     5  10.404912\n",
              "5       Jamie     1  11.655620\n",
              "6       Jamie     2  11.572477\n",
              "7       Jamie     3  10.927372\n",
              "8       Jamie     4  10.785492\n",
              "9       Jamie     5  11.345570\n",
              "10      Meira     1   9.108715\n",
              "11      Meira     2   9.689643\n",
              "12      Meira     3   9.139531\n",
              "13      Meira     4   9.129668\n",
              "14      Meira     5   9.361089\n",
              "15  Jung-Sook     1   8.764472\n",
              "16  Jung-Sook     2   8.111927\n",
              "17  Jung-Sook     3   8.787020\n",
              "18  Jung-Sook     4   8.147532\n",
              "19  Jung-Sook     5   8.189821"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 96
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1358c84d"
      },
      "source": [
        "We can add the pictures in as well."
      ],
      "id": "1358c84d"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.063626Z",
          "iopub.status.busy": "2021-06-28T19:06:51.062739Z",
          "iopub.status.idle": "2021-06-28T19:06:51.065080Z",
          "shell.execute_reply": "2021-06-28T19:06:51.065790Z"
        },
        "id": "d3a07c0d"
      },
      "source": [
        "def add_image(name):\n",
        "    return images[name]\n",
        "df[\"image\"] = df[\"athlete\"].map(add_image)"
      ],
      "id": "d3a07c0d",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4gZGYYDWYVy_",
        "outputId": "49fad5e9-efdd-4d85-f45c-7774ba914898"
      },
      "source": [
        "df.columns"
      ],
      "id": "4gZGYYDWYVy_",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['athlete', 'meet', 'time', 'image'], dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 98
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8e873a13"
      },
      "source": [
        "Our goal is to create graphs to help our team improve at the next meet."
      ],
      "id": "8e873a13"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6a927f7c"
      },
      "source": [
        "Before we begin though, let us consider the *types* of the three different columns.\n",
        "This will help us decide what charts to use."
      ],
      "id": "6a927f7c"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6a46da04"
      },
      "source": [
        "1. Athlete - This is simply the person name. All people are equal and in no order. We say this is therefore a *Nominal* column.\n",
        "2. Meet - This only takes whole number values. We know that Meet 3 occurred after Meet 1, but there is no meet 2.5. This is therefore a *Ordinal* column.\n",
        "3. Times - This is a decimal column. It contains very precise numerical values. This is therefore a *Quantitative* column. "
      ],
      "id": "6a46da04"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "b7d2326a"
      },
      "source": [
        "Data Column Cheat Sheet:\n",
        "* Nominal - N\n",
        "* Ordinal - O\n",
        "* Quantitative - Q\n",
        "* Temporal - T"
      ],
      "id": "b7d2326a"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d3566f8f"
      },
      "source": [
        "## Visualization"
      ],
      "id": "d3566f8f"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8b4f22f1"
      },
      "source": [
        "To build visualizations we are again going to rely heavily on\n",
        "datatables and use a new library called `altair`. This library has\n",
        "very nice [documentation](https://altair-viz.github.io/)"
      ],
      "id": "8b4f22f1"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.071483Z",
          "iopub.status.busy": "2021-06-28T19:06:51.070610Z",
          "iopub.status.idle": "2021-06-28T19:06:51.190233Z",
          "shell.execute_reply": "2021-06-28T19:06:51.189454Z"
        },
        "id": "8687e9d1"
      },
      "source": [
        "import altair as alt"
      ],
      "id": "8687e9d1",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ff6a57a7"
      },
      "source": [
        "We can make a graph by converting our table into a `Chart`. We do this\n",
        "in three steps:"
      ],
      "id": "ff6a57a7"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "df8627d8"
      },
      "source": [
        "* Chart - Process your a dataframe to only what you want to include\n",
        "* Mark - Determine which type of chart we want\n",
        "* Encode - Say which Pandas columns correspond to which dimensions"
      ],
      "id": "df8627d8"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "9ced2e65"
      },
      "source": [
        "When you think about making a graph think very carefully about what question\n",
        "you want to answer. Try to make one graph for each question. "
      ],
      "id": "9ced2e65"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "53061043"
      },
      "source": [
        "### Example 1: Who ran the fastest?"
      ],
      "id": "53061043"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "47076b2a"
      },
      "source": [
        "For this example we will simply try to determine who ran the fastest."
      ],
      "id": "47076b2a"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f1f4ec2e"
      },
      "source": [
        "* Chart - Determine the fastest run\n",
        "* Mark - Show as a bar graph\n",
        "* Encode - Let the x be athlete (nominal) and y be times (quantitative)"
      ],
      "id": "f1f4ec2e"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.202879Z",
          "iopub.status.busy": "2021-06-28T19:06:51.202026Z",
          "iopub.status.idle": "2021-06-28T19:06:51.205242Z",
          "shell.execute_reply": "2021-06-28T19:06:51.205952Z"
        },
        "id": "d5eb0d64",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 172
        },
        "outputId": "4ce6fca4-8dc5-40f5-ce03-3fd9a1e1c64e"
      },
      "source": [
        "faster_df = df.groupby([\"athlete\"], as_index=False).min()\n",
        "faster_df"
      ],
      "id": "d5eb0d64",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>athlete</th>\n",
              "      <th>meet</th>\n",
              "      <th>time</th>\n",
              "      <th>image</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Jamie</td>\n",
              "      <td>1</td>\n",
              "      <td>10.785492</td>\n",
              "      <td>https://srush.github.io/BT-AI/image2.jpeg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Jung-Sook</td>\n",
              "      <td>1</td>\n",
              "      <td>8.111927</td>\n",
              "      <td>https://srush.github.io/BT-AI/image4.jpeg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Meira</td>\n",
              "      <td>1</td>\n",
              "      <td>9.108715</td>\n",
              "      <td>https://srush.github.io/BT-AI/image3.jpeg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Soledad</td>\n",
              "      <td>1</td>\n",
              "      <td>9.804132</td>\n",
              "      <td>https://srush.github.io/BT-AI/image1.jpeg</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     athlete  meet       time                                      image\n",
              "0      Jamie     1  10.785492  https://srush.github.io/BT-AI/image2.jpeg\n",
              "1  Jung-Sook     1   8.111927  https://srush.github.io/BT-AI/image4.jpeg\n",
              "2      Meira     1   9.108715  https://srush.github.io/BT-AI/image3.jpeg\n",
              "3    Soledad     1   9.804132  https://srush.github.io/BT-AI/image1.jpeg"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 100
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d40bef07"
      },
      "source": [
        "Once we have our data we make a graph in three steps. "
      ],
      "id": "d40bef07"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.220081Z",
          "iopub.status.busy": "2021-06-28T19:06:51.214219Z",
          "iopub.status.idle": "2021-06-28T19:06:51.222497Z",
          "shell.execute_reply": "2021-06-28T19:06:51.223221Z"
        },
        "id": "b69a065d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "outputId": "99473d32-77bf-45ab-d20e-8d3755aa3638"
      },
      "source": [
        "chart = (alt.Chart(faster_df)\n",
        "           .mark_bar()\n",
        "           .encode(x = \"athlete:N\",\n",
        "                   y = \"time:Q\"))\n",
        "chart"
      ],
      "id": "b69a065d",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-755ee938ebd84b7ab7b31515f1135e70\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-755ee938ebd84b7ab7b31515f1135e70\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-755ee938ebd84b7ab7b31515f1135e70\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-57ab1b404a41f43f2047158b824de824\"}, \"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-57ab1b404a41f43f2047158b824de824\": [{\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 101
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "644d188e"
      },
      "source": [
        "The important parts are the `mark_X` which gives the type, encode which tells the library which\n",
        "columns to use, and \":N\" which says it is a Nominal (or other type)."
      ],
      "id": "644d188e"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "25edcdd4"
      },
      "source": [
        "### Example 2: How did Jung-Sook's times change in the season?"
      ],
      "id": "25edcdd4"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1fa20afc"
      },
      "source": [
        "* Chart - Filter to Jung-Sook's runs\n",
        "* Mark - Show as a line graph\n",
        "* Encode - Let the x be meet (ordinal) and y be times (quantitative)"
      ],
      "id": "1fa20afc"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.235234Z",
          "iopub.status.busy": "2021-06-28T19:06:51.234356Z",
          "iopub.status.idle": "2021-06-28T19:06:51.237615Z",
          "shell.execute_reply": "2021-06-28T19:06:51.238318Z"
        },
        "id": "858678e5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "a022d153-f67b-4479-b2b6-290c49a930bc"
      },
      "source": [
        "js_df = df.loc[df[\"athlete\"] == \"Jung-Sook\"]\n",
        "chart = (alt.Chart(js_df)\n",
        "           .mark_line()\n",
        "           .encode(x = \"meet:O\",\n",
        "                   y = \"time:Q\"))\n",
        "chart"
      ],
      "id": "858678e5",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-e0a5df3f9cd54c27ad36c09434f0b118\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-e0a5df3f9cd54c27ad36c09434f0b118\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-e0a5df3f9cd54c27ad36c09434f0b118\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-d148592bdf477086dbb167c72e9da9a3\"}, \"mark\": \"line\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-d148592bdf477086dbb167c72e9da9a3\": [{\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 102
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "908e794b"
      },
      "source": [
        "👩‍🎓 *Student Question: Can you compute this for another runner? Can\n",
        "you make it a bar graph instead?*"
      ],
      "id": "908e794b"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.241690Z",
          "iopub.status.busy": "2021-06-28T19:06:51.240857Z",
          "iopub.status.idle": "2021-06-28T19:06:51.243334Z",
          "shell.execute_reply": "2021-06-28T19:06:51.242612Z"
        },
        "id": "7842b720",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "a14403ce-91df-40df-d1e7-95c00b49059d"
      },
      "source": [
        "#📝📝📝📝\n",
        "js_df = df.loc[df[\"athlete\"] == \"Soledad\"]\n",
        "chart = (alt.Chart(js_df)\n",
        "           .mark_bar()\n",
        "           .encode(x = \"meet:O\",\n",
        "                   y = \"time:Q\"))\n",
        "chart"
      ],
      "id": "7842b720",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-bfeae2744a0c4e02aeb8fa8c5bbaf582\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-bfeae2744a0c4e02aeb8fa8c5bbaf582\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-bfeae2744a0c4e02aeb8fa8c5bbaf582\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-3ed52904ece4bb4dd69abbc7b26b3769\"}, \"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-3ed52904ece4bb4dd69abbc7b26b3769\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c9733069"
      },
      "source": [
        "### Example 3: How did all the runners compare over the season?"
      ],
      "id": "c9733069"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "314248ca"
      },
      "source": [
        "* Chart - All the data\n",
        "* Mark - Show as a line graph\n",
        "* Encode - Let the x be meet (ordinal) and y be times (quantitative) and the color be the athlete (nominal)"
      ],
      "id": "314248ca"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.259086Z",
          "iopub.status.busy": "2021-06-28T19:06:51.258205Z",
          "iopub.status.idle": "2021-06-28T19:06:51.261534Z",
          "shell.execute_reply": "2021-06-28T19:06:51.262244Z"
        },
        "lines_to_next_cell": 2,
        "id": "0f89bf1d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "a097bcaf-a748-4238-c2c8-d33334c75577"
      },
      "source": [
        "chart = (alt.Chart(df)\n",
        "           .mark_line()\n",
        "           .encode(color = \"athlete\",\n",
        "                   x = \"meet:O\",\n",
        "                   y = \"time:Q\"))\n",
        "chart"
      ],
      "id": "0f89bf1d",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-f8ad7432661941b3b5c33433faa65c47\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-f8ad7432661941b3b5c33433faa65c47\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-f8ad7432661941b3b5c33433faa65c47\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-8387b6cfec8f0f69b7e2f33196ad6d27\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8387b6cfec8f0f69b7e2f33196ad6d27\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 2, \"time\": 11.572477407100791, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 3, \"time\": 10.927372423232223, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 4, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 5, \"time\": 11.345569807912721, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 2, \"time\": 9.689643262622113, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 3, \"time\": 9.139530785504235, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 4, \"time\": 9.129667780531356, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 5, \"time\": 9.361089344017424, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 104
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ea13b27a"
      },
      "source": [
        "Alternatively we can split this into 4 different individual graphs using facet."
      ],
      "id": "ea13b27a"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.277588Z",
          "iopub.status.busy": "2021-06-28T19:06:51.276736Z",
          "iopub.status.idle": "2021-06-28T19:06:51.280046Z",
          "shell.execute_reply": "2021-06-28T19:06:51.280746Z"
        },
        "lines_to_next_cell": 2,
        "id": "aca7888b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "ca157ae5-7fdb-48ad-cf5f-ead9873e6b69"
      },
      "source": [
        "chart = (alt.Chart(df)\n",
        "           .mark_line()\n",
        "           .encode(facet = \"athlete\",\n",
        "                   x = \"meet:O\",\n",
        "                   y = \"time:Q\"))\n",
        "chart"
      ],
      "id": "aca7888b",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-64a0143b11b54ac5b13fcc81c4fdc2bd\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-64a0143b11b54ac5b13fcc81c4fdc2bd\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-64a0143b11b54ac5b13fcc81c4fdc2bd\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-8387b6cfec8f0f69b7e2f33196ad6d27\"}, \"mark\": \"line\", \"encoding\": {\"facet\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8387b6cfec8f0f69b7e2f33196ad6d27\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 2, \"time\": 11.572477407100791, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 3, \"time\": 10.927372423232223, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 4, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 5, \"time\": 11.345569807912721, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 2, \"time\": 9.689643262622113, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 3, \"time\": 9.139530785504235, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 4, \"time\": 9.129667780531356, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 5, \"time\": 9.361089344017424, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 105
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "04f22515"
      },
      "source": [
        "Finally one nice aspect of the library is that we can include\n",
        " multiple charts on the same graph."
      ],
      "id": "04f22515"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.293796Z",
          "iopub.status.busy": "2021-06-28T19:06:51.292945Z",
          "iopub.status.idle": "2021-06-28T19:06:51.296143Z",
          "shell.execute_reply": "2021-06-28T19:06:51.296841Z"
        },
        "id": "afbcc5b9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "outputId": "68c32bd8-633d-453d-9e6f-26672332b670"
      },
      "source": [
        "meet_df = df.loc[df[\"meet\"] == 1]\n",
        "chart1 = (alt.Chart(meet_df)\n",
        "           .mark_bar()\n",
        "           .encode(x = \"athlete:N\",\n",
        "                   y = \"time:Q\"))\n",
        "chart1"
      ],
      "id": "afbcc5b9",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-cb6a5cef48264bccb4a252065621a639\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-cb6a5cef48264bccb4a252065621a639\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-cb6a5cef48264bccb4a252065621a639\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f5072f78148b1efd7a2eaf6f876dfa32\"}, \"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-f5072f78148b1efd7a2eaf6f876dfa32\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 106
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.309648Z",
          "iopub.status.busy": "2021-06-28T19:06:51.308802Z",
          "iopub.status.idle": "2021-06-28T19:06:51.312013Z",
          "shell.execute_reply": "2021-06-28T19:06:51.312719Z"
        },
        "lines_to_next_cell": 2,
        "id": "71dc34b0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "outputId": "f254651a-99ad-42ef-ebf3-942fdccf7214"
      },
      "source": [
        "chart2 = (alt.Chart(meet_df)\n",
        "           .mark_image()\n",
        "           .encode(x = \"athlete:N\",\n",
        "                   y = \"time:Q\",\n",
        "                   url = \"image\"\n",
        "           ))\n",
        "chart2"
      ],
      "id": "71dc34b0",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-378d117af9cd47d598cd662e7e09606c\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-378d117af9cd47d598cd662e7e09606c\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-378d117af9cd47d598cd662e7e09606c\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f5072f78148b1efd7a2eaf6f876dfa32\"}, \"mark\": \"image\", \"encoding\": {\"url\": {\"type\": \"nominal\", \"field\": \"image\"}, \"x\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-f5072f78148b1efd7a2eaf6f876dfa32\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 107
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.321547Z",
          "iopub.status.busy": "2021-06-28T19:06:51.320703Z",
          "iopub.status.idle": "2021-06-28T19:06:51.324318Z",
          "shell.execute_reply": "2021-06-28T19:06:51.325018Z"
        },
        "id": "7a01140f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "outputId": "e3684e86-66a5-4582-8a35-16f2d331ec18"
      },
      "source": [
        "chart = chart1 + chart2\n",
        "chart"
      ],
      "id": "7a01140f",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.LayerChart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-3a9fbc1641f242b3a7f30c70a57aecc1\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-3a9fbc1641f242b3a7f30c70a57aecc1\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-3a9fbc1641f242b3a7f30c70a57aecc1\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}}, {\"mark\": \"image\", \"encoding\": {\"url\": {\"type\": \"nominal\", \"field\": \"image\"}, \"x\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}}], \"data\": {\"name\": \"data-f5072f78148b1efd7a2eaf6f876dfa32\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-f5072f78148b1efd7a2eaf6f876dfa32\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 108
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cb1742f1"
      },
      "source": [
        "# Group Exercise A"
      ],
      "id": "cb1742f1"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "71ff4b1a"
      },
      "source": [
        "## Question 0"
      ],
      "id": "71ff4b1a"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4c0b7019"
      },
      "source": [
        "Who are other members of your group today?"
      ],
      "id": "4c0b7019"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.328940Z",
          "iopub.status.busy": "2021-06-28T19:06:51.328086Z",
          "iopub.status.idle": "2021-06-28T19:06:51.330101Z",
          "shell.execute_reply": "2021-06-28T19:06:51.330801Z"
        },
        "id": "8220fa5f"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "Aisha Bashir and Kera McGovern "
      ],
      "id": "8220fa5f",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c0701c99"
      },
      "source": [
        "What was the last great book that they read? "
      ],
      "id": "c0701c99"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.335841Z",
          "iopub.status.busy": "2021-06-28T19:06:51.334988Z",
          "iopub.status.idle": "2021-06-28T19:06:51.337602Z",
          "shell.execute_reply": "2021-06-28T19:06:51.336857Z"
        },
        "id": "b141d76e"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "Cuckoo’s egg\n"
      ],
      "id": "b141d76e",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a62cb642"
      },
      "source": [
        "What clubs are they in at school? "
      ],
      "id": "a62cb642"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.342561Z",
          "iopub.status.busy": "2021-06-28T19:06:51.341704Z",
          "iopub.status.idle": "2021-06-28T19:06:51.343678Z",
          "shell.execute_reply": "2021-06-28T19:06:51.344374Z"
        },
        "id": "26626b0a"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "Girls who Code Club"
      ],
      "id": "26626b0a",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2dbf0a34"
      },
      "source": [
        "## Question 1"
      ],
      "id": "2dbf0a34"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f83b94d2"
      },
      "source": [
        "We would like to know the average time between all of the runners at each\n",
        "meet this will give us a sense of whether the team is improving. Can you\n",
        "make a group-by command to find the average time at each meet?"
      ],
      "id": "f83b94d2"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.349170Z",
          "iopub.status.busy": "2021-06-28T19:06:51.348474Z",
          "iopub.status.idle": "2021-06-28T19:06:51.351030Z",
          "shell.execute_reply": "2021-06-28T19:06:51.350414Z"
        },
        "id": "2d784349",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        },
        "outputId": "6c8a3fd6-9db6-447f-dbab-7cefa53d3cd5"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "avg_df = df.groupby(['meet'], as_index=False).mean()\n",
        "avg_df"
      ],
      "id": "2d784349",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>meet</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>9.950760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>10.044675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>9.893637</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>9.466706</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>9.825348</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   meet       time\n",
              "0     1   9.950760\n",
              "1     2  10.044675\n",
              "2     3   9.893637\n",
              "3     4   9.466706\n",
              "4     5   9.825348"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "85035a40"
      },
      "source": [
        "Can you plot your results as a line graph?"
      ],
      "id": "85035a40"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.354943Z",
          "iopub.status.busy": "2021-06-28T19:06:51.354248Z",
          "iopub.status.idle": "2021-06-28T19:06:51.356956Z",
          "shell.execute_reply": "2021-06-28T19:06:51.356255Z"
        },
        "id": "2cfe72cb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "1bf4848d-e2a3-4a64-f522-737919596973"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "chart = (alt.Chart(df)\n",
        "           .mark_line()\n",
        "           .encode(color = \"meet\",\n",
        "                   x = \"meet:O\",\n",
        "                   y = \"time:Q\"))\n",
        "chart"
      ],
      "id": "2cfe72cb",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-a564036362ba437aa87dbc86b8aae69a\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-a564036362ba437aa87dbc86b8aae69a\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-a564036362ba437aa87dbc86b8aae69a\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-8387b6cfec8f0f69b7e2f33196ad6d27\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"meet\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8387b6cfec8f0f69b7e2f33196ad6d27\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 2, \"time\": 11.572477407100791, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 3, \"time\": 10.927372423232223, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 4, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 5, \"time\": 11.345569807912721, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 2, \"time\": 9.689643262622113, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 3, \"time\": 9.139530785504235, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 4, \"time\": 9.129667780531356, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 5, \"time\": 9.361089344017424, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "764b95f4"
      },
      "source": [
        "## Question 2"
      ],
      "id": "764b95f4"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "84118552"
      },
      "source": [
        "The `point` mark will draw a single point for each data input it is given.\n",
        " Can you draw a point graph that will plot each runners time for each meet over the\n",
        "season?"
      ],
      "id": "84118552"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.361729Z",
          "iopub.status.busy": "2021-06-28T19:06:51.360986Z",
          "iopub.status.idle": "2021-06-28T19:06:51.363997Z",
          "shell.execute_reply": "2021-06-28T19:06:51.363368Z"
        },
        "lines_to_next_cell": 2,
        "id": "44d4f97f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "f0950fd9-d8f1-4353-da9e-9adbe10d7d15"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "chart = (alt.Chart(df)\n",
        "           .mark_point()\n",
        "           .encode(color = \"meet\",\n",
        "                   x = \"meet:O\",\n",
        "                   y = \"time:Q\"))\n",
        "chart"
      ],
      "id": "44d4f97f",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-d5e812e43f094fdf965de7575eea7459\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-d5e812e43f094fdf965de7575eea7459\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-d5e812e43f094fdf965de7575eea7459\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-8387b6cfec8f0f69b7e2f33196ad6d27\"}, \"mark\": \"point\", \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"meet\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8387b6cfec8f0f69b7e2f33196ad6d27\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 2, \"time\": 11.572477407100791, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 3, \"time\": 10.927372423232223, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 4, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 5, \"time\": 11.345569807912721, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 2, \"time\": 9.689643262622113, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 3, \"time\": 9.139530785504235, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 4, \"time\": 9.129667780531356, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 5, \"time\": 9.361089344017424, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 111
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8dc52067"
      },
      "source": [
        "The `shape` encoding will use a different shape for each data point. Can you add a shape\n",
        "encoding based on the athlete name?"
      ],
      "id": "8dc52067"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.368598Z",
          "iopub.status.busy": "2021-06-28T19:06:51.367899Z",
          "iopub.status.idle": "2021-06-28T19:06:51.370275Z",
          "shell.execute_reply": "2021-06-28T19:06:51.370824Z"
        },
        "lines_to_next_cell": 2,
        "id": "52fcf6e9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "7ba3b163-5542-4f48-c042-11c4c84a0f19"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "chart = (alt.Chart(df)\n",
        "           .mark_point()\n",
        "           .encode(color = \"meet\",\n",
        "                   x = \"meet:O\",\n",
        "                   y = \"time:Q\", shape = \"athlete\"))\n",
        "chart"
      ],
      "id": "52fcf6e9",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-1b240e2a99bc459a9d6f59ef928d0d1f\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-1b240e2a99bc459a9d6f59ef928d0d1f\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-1b240e2a99bc459a9d6f59ef928d0d1f\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-8387b6cfec8f0f69b7e2f33196ad6d27\"}, \"mark\": \"point\", \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"meet\"}, \"shape\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8387b6cfec8f0f69b7e2f33196ad6d27\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 2, \"time\": 11.572477407100791, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 3, \"time\": 10.927372423232223, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 4, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 5, \"time\": 11.345569807912721, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 2, \"time\": 9.689643262622113, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 3, \"time\": 9.139530785504235, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 4, \"time\": 9.129667780531356, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 5, \"time\": 9.361089344017424, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 112
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9eabe4ad"
      },
      "source": [
        "The `tooltip` encoding will make it so you can mouseover the\n",
        "datapoint of interest. If you give it a list of columns it will\n",
        "include all of them. Add a tooltip for the athlete and the meet."
      ],
      "id": "9eabe4ad"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.375440Z",
          "iopub.status.busy": "2021-06-28T19:06:51.374719Z",
          "iopub.status.idle": "2021-06-28T19:06:51.377535Z",
          "shell.execute_reply": "2021-06-28T19:06:51.378215Z"
        },
        "lines_to_next_cell": 2,
        "id": "e3aade1f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "9ccf5c3a-eee3-44ca-f8c6-54e7e98f9fdd"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "chart = (alt.Chart(df)\n",
        "           .mark_line()\n",
        "           .encode(color = \"meet\",\n",
        "                   x = \"meet:O\",\n",
        "                   y = \"time:Q\", tooltip = \"athlete\"))\n",
        "chart"
      ],
      "id": "e3aade1f",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-40ce163969854276a8209b04b5e96c82\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-40ce163969854276a8209b04b5e96c82\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-40ce163969854276a8209b04b5e96c82\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-8387b6cfec8f0f69b7e2f33196ad6d27\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"meet\"}, \"tooltip\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8387b6cfec8f0f69b7e2f33196ad6d27\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 2, \"time\": 11.572477407100791, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 3, \"time\": 10.927372423232223, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 4, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 5, \"time\": 11.345569807912721, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 2, \"time\": 9.689643262622113, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 3, \"time\": 9.139530785504235, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 4, \"time\": 9.129667780531356, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 5, \"time\": 9.361089344017424, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 113
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f9a6394a"
      },
      "source": [
        "Finally this graph can be combined with the average time of each meet above. Combine them into a single graph."
      ],
      "id": "f9a6394a"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.383208Z",
          "iopub.status.busy": "2021-06-28T19:06:51.382330Z",
          "iopub.status.idle": "2021-06-28T19:06:51.385439Z",
          "shell.execute_reply": "2021-06-28T19:06:51.384694Z"
        },
        "lines_to_next_cell": 2,
        "id": "5e281f26",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "36b70676-3090-4e1c-b1ff-c234c7a8b905"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "final_chart = chart + chart\n",
        "final_chart"
      ],
      "id": "5e281f26",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.LayerChart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-987cc058d4e34c9a980dfd139bd7685a\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-987cc058d4e34c9a980dfd139bd7685a\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-987cc058d4e34c9a980dfd139bd7685a\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"meet\"}, \"tooltip\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}}, {\"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"quantitative\", \"field\": \"meet\"}, \"tooltip\": {\"type\": \"nominal\", \"field\": \"athlete\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"meet\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"time\"}}}], \"data\": {\"name\": \"data-8387b6cfec8f0f69b7e2f33196ad6d27\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8387b6cfec8f0f69b7e2f33196ad6d27\": [{\"athlete\": \"Soledad\", \"meet\": 1, \"time\": 10.274234127603819, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 2, \"time\": 10.804654030945134, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 3, \"time\": 10.720626632654193, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 4, \"time\": 9.804132329178772, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Soledad\", \"meet\": 5, \"time\": 10.404912209134388, \"image\": \"https://srush.github.io/BT-AI/image1.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 1, \"time\": 11.655619806058349, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 2, \"time\": 11.572477407100791, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 3, \"time\": 10.927372423232223, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 4, \"time\": 10.78549207395879, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Jamie\", \"meet\": 5, \"time\": 11.345569807912721, \"image\": \"https://srush.github.io/BT-AI/image2.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 1, \"time\": 9.108715402467988, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 2, \"time\": 9.689643262622113, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 3, \"time\": 9.139530785504235, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 4, \"time\": 9.129667780531356, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Meira\", \"meet\": 5, \"time\": 9.361089344017424, \"image\": \"https://srush.github.io/BT-AI/image3.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 1, \"time\": 8.764472058652602, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 2, \"time\": 8.1119272852491, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 3, \"time\": 8.787020155204402, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 4, \"time\": 8.147531540987394, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}, {\"athlete\": \"Jung-Sook\", \"meet\": 5, \"time\": 8.18982105467709, \"image\": \"https://srush.github.io/BT-AI/image4.jpeg\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 114
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "31ae6abe"
      },
      "source": [
        "## Question 3"
      ],
      "id": "31ae6abe"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "49c96c01"
      },
      "source": [
        "Altair graphs can be customized with a lot of visualization options in additions to the ones we have seen so far."
      ],
      "id": "49c96c01"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "45eeebb9"
      },
      "source": [
        "For this exercise you will want to consult [Altair Configuation docs](https://altair-viz.github.io/user_guide/configuration.html)."
      ],
      "id": "45eeebb9"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "2247267a"
      },
      "source": [
        "* Add a title.\n",
        "* Make the graph bigger\n",
        "* Add better axis names.\n",
        "* Change the color of the points\n",
        "* Make the points larger.\n",
        "* Give the legend rounded corners.\n",
        "* Add any other customizations you would like!"
      ],
      "id": "2247267a"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.390990Z",
          "iopub.status.busy": "2021-06-28T19:06:51.390114Z",
          "iopub.status.idle": "2021-06-28T19:06:51.392233Z",
          "shell.execute_reply": "2021-06-28T19:06:51.392938Z"
        },
        "lines_to_next_cell": 2,
        "id": "bfd2ee17",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 128
        },
        "outputId": "8f116c6d-9b47-4f0b-8bc4-53ba036aba56"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "cus_chart = (alt.Chart(df, title=\"Meet Times\"))\n",
        "                .mark_point()\n",
        "                .encode(x = atl.X(\"meet:O\", axis=alt.Axis(title=\"#of Meet\")),\n",
        "        y = alt.Y(\"time:Q\", axis=alt.Axis(title=\"Time in Seconds\")),\n",
        "        shape = \"athlete\",\n",
        "        tooltip = [\"athlete\", \"meet\"]\n",
        "        )\n",
        "                .properties(width=1000, height = 500)\n",
        "cus_chart"
      ],
      "id": "bfd2ee17",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "IndentationError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-115-5bbb93856bd6>\"\u001b[0;36m, line \u001b[0;32m3\u001b[0m\n\u001b[0;31m    .mark_point()\u001b[0m\n\u001b[0m    ^\u001b[0m\n\u001b[0;31mIndentationError\u001b[0m\u001b[0;31m:\u001b[0m unexpected indent\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "64fcdee7"
      },
      "source": [
        "# Unit B"
      ],
      "id": "64fcdee7"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9016ae2b"
      },
      "source": [
        "## Advanced Pandas"
      ],
      "id": "9016ae2b"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5c89c66f"
      },
      "source": [
        "Now we are going to try working with a realistic large dataset for our visualization."
      ],
      "id": "5c89c66f"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.399145Z",
          "iopub.status.busy": "2021-06-28T19:06:51.398277Z",
          "iopub.status.idle": "2021-06-28T19:06:51.575804Z",
          "shell.execute_reply": "2021-06-28T19:06:51.574911Z"
        },
        "lines_to_next_cell": 2,
        "id": "a009719d"
      },
      "source": [
        "df = load().copy()"
      ],
      "id": "a009719d",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "15cc06ab"
      },
      "source": [
        "Our filtering so far has mainly tried to filter rows by string values,\n",
        "but we can filter by many different properties. These properties\n",
        "depend on the type of the column."
      ],
      "id": "15cc06ab"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "40bcd156"
      },
      "source": [
        "If you remember back to lesson 1, we saw how we could use a dates\n",
        "in python."
      ],
      "id": "40bcd156"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.580538Z",
          "iopub.status.busy": "2021-06-28T19:06:51.579682Z",
          "iopub.status.idle": "2021-06-28T19:06:51.582740Z",
          "shell.execute_reply": "2021-06-28T19:06:51.583470Z"
        },
        "id": "03b5d0f8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ae281bbe-1e3b-4b72-ccec-bca5bd1325ad"
      },
      "source": [
        "import datetime\n",
        "date1 = datetime.datetime.now()\n",
        "date1"
      ],
      "id": "03b5d0f8",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "datetime.datetime(2021, 7, 11, 23, 29, 2, 849334)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 117
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.587529Z",
          "iopub.status.busy": "2021-06-28T19:06:51.586638Z",
          "iopub.status.idle": "2021-06-28T19:06:51.589516Z",
          "shell.execute_reply": "2021-06-28T19:06:51.590138Z"
        },
        "id": "d031b8d6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6c5e6647-cc66-4e99-eb25-86365a278609"
      },
      "source": [
        "print(date1.day, date1.month, date1.year)"
      ],
      "id": "d031b8d6",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "11 7 2021\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a9a73f33"
      },
      "source": [
        "Let's look now at the types of our columns."
      ],
      "id": "a9a73f33"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.595277Z",
          "iopub.status.busy": "2021-06-28T19:06:51.594510Z",
          "iopub.status.idle": "2021-06-28T19:06:51.597176Z",
          "shell.execute_reply": "2021-06-28T19:06:51.597794Z"
        },
        "id": "aaea570c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "edd7f49a-e8fc-4201-d40b-49d5366f7f98"
      },
      "source": [
        "df.dtypes"
      ],
      "id": "aaea570c",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date                      datetime64[ns]\n",
              "Temperature                      float64\n",
              "TemperatureUncertainty           float64\n",
              "City                              object\n",
              "Country                           object\n",
              "Latitude                         float64\n",
              "Longitude                        float64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 119
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "37d13d47"
      },
      "source": [
        "We can see that `data` is a date. Therefore\n",
        "we can access similar properties as we have seen in the table."
      ],
      "id": "37d13d47"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.602071Z",
          "iopub.status.busy": "2021-06-28T19:06:51.601397Z",
          "iopub.status.idle": "2021-06-28T19:06:51.614563Z",
          "shell.execute_reply": "2021-06-28T19:06:51.615298Z"
        },
        "id": "b66387e0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e095d45a-e06a-4a2f-b956-70f33bc457f9"
      },
      "source": [
        "df[\"Date\"].dt.month"
      ],
      "id": "b66387e0",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "58171       4\n",
              "58174       7\n",
              "58177      10\n",
              "58180       1\n",
              "58183       4\n",
              "           ..\n",
              "8494752     7\n",
              "8494755    10\n",
              "8494758     1\n",
              "8494761     4\n",
              "8494764     7\n",
              "Name: Date, Length: 76224, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 120
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c04dd95a"
      },
      "source": [
        "Let's convert these into columns"
      ],
      "id": "c04dd95a"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.619807Z",
          "iopub.status.busy": "2021-06-28T19:06:51.618922Z",
          "iopub.status.idle": "2021-06-28T19:06:51.636757Z",
          "shell.execute_reply": "2021-06-28T19:06:51.635995Z"
        },
        "lines_to_next_cell": 2,
        "id": "650e55dc"
      },
      "source": [
        "df[\"Month\"] = df[\"Date\"].dt.month\n",
        "df[\"Year\"] = df[\"Date\"].dt.year"
      ],
      "id": "650e55dc",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1d72a2a8"
      },
      "source": [
        "Now these are columns in the table."
      ],
      "id": "1d72a2a8"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.640914Z",
          "iopub.status.busy": "2021-06-28T19:06:51.640069Z",
          "iopub.status.idle": "2021-06-28T19:06:51.644205Z",
          "shell.execute_reply": "2021-06-28T19:06:51.643452Z"
        },
        "lines_to_next_cell": 2,
        "id": "6088962f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0e027d45-abf2-45df-a7c6-7d597aeee397"
      },
      "source": [
        "df.columns"
      ],
      "id": "6088962f",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Date', 'Temperature', 'TemperatureUncertainty', 'City', 'Country',\n",
              "       'Latitude', 'Longitude', 'Month', 'Year'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 122
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bc391416"
      },
      "source": [
        "We can use some complex filters for checking for specific months and years in our dataset."
      ],
      "id": "bc391416"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.650829Z",
          "iopub.status.busy": "2021-06-28T19:06:51.649975Z",
          "iopub.status.idle": "2021-06-28T19:06:51.665833Z",
          "shell.execute_reply": "2021-06-28T19:06:51.665062Z"
        },
        "lines_to_next_cell": 2,
        "id": "1d962a0f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "outputId": "5626905a-dbd4-4a9e-fee3-82927ba87f1c"
      },
      "source": [
        "filter = (df[\"Month\"] == 7) & (df[\"Year\"] == 1950)\n",
        "summer = nyc_df.loc[filter]\n",
        "summer"
      ],
      "id": "1d962a0f",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Date</th>\n",
              "      <th>Temperature</th>\n",
              "      <th>TemperatureUncertainty</th>\n",
              "      <th>City</th>\n",
              "      <th>Country</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5206453</th>\n",
              "      <td>1950-07-01</td>\n",
              "      <td>21.613</td>\n",
              "      <td>0.133</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Date  Temperature  ...  Latitude Longitude\n",
              "5206453 1950-07-01       21.613  ...     40.99    -74.56\n",
              "\n",
              "[1 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 123
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "959ca0f0"
      },
      "source": [
        "We can also filter by ranges of dates to pull out a specific period."
      ],
      "id": "959ca0f0"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.671854Z",
          "iopub.status.busy": "2021-06-28T19:06:51.670899Z",
          "iopub.status.idle": "2021-06-28T19:06:51.694742Z",
          "shell.execute_reply": "2021-06-28T19:06:51.695379Z"
        },
        "lines_to_next_cell": 2,
        "id": "c1c0c1f1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "7a089f64-0def-4e38-ee3f-88592c37f720"
      },
      "source": [
        "filter = (df[\"Year\"] >= 1950) & (df[\"Year\"] <= 1960)\n",
        "fifties = df.loc[filter]\n",
        "fifties"
      ],
      "id": "c1c0c1f1",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Date</th>\n",
              "      <th>Temperature</th>\n",
              "      <th>TemperatureUncertainty</th>\n",
              "      <th>City</th>\n",
              "      <th>Country</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Month</th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>59452</th>\n",
              "      <td>1950-01-01</td>\n",
              "      <td>25.870</td>\n",
              "      <td>0.506</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>1</td>\n",
              "      <td>1950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59455</th>\n",
              "      <td>1950-04-01</td>\n",
              "      <td>24.797</td>\n",
              "      <td>0.812</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>4</td>\n",
              "      <td>1950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59458</th>\n",
              "      <td>1950-07-01</td>\n",
              "      <td>27.149</td>\n",
              "      <td>0.352</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>7</td>\n",
              "      <td>1950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59461</th>\n",
              "      <td>1950-10-01</td>\n",
              "      <td>26.514</td>\n",
              "      <td>0.430</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>10</td>\n",
              "      <td>1950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59464</th>\n",
              "      <td>1951-01-01</td>\n",
              "      <td>24.746</td>\n",
              "      <td>0.505</td>\n",
              "      <td>Acapulco</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>16.87</td>\n",
              "      <td>-100.47</td>\n",
              "      <td>1</td>\n",
              "      <td>1951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494119</th>\n",
              "      <td>1959-10-01</td>\n",
              "      <td>21.412</td>\n",
              "      <td>0.569</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>10</td>\n",
              "      <td>1959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494122</th>\n",
              "      <td>1960-01-01</td>\n",
              "      <td>18.382</td>\n",
              "      <td>0.358</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>1</td>\n",
              "      <td>1960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494125</th>\n",
              "      <td>1960-04-01</td>\n",
              "      <td>20.904</td>\n",
              "      <td>0.493</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>4</td>\n",
              "      <td>1960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494128</th>\n",
              "      <td>1960-07-01</td>\n",
              "      <td>23.138</td>\n",
              "      <td>0.232</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>7</td>\n",
              "      <td>1960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8494131</th>\n",
              "      <td>1960-10-01</td>\n",
              "      <td>21.936</td>\n",
              "      <td>0.388</td>\n",
              "      <td>Zapopan</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>20.09</td>\n",
              "      <td>-104.08</td>\n",
              "      <td>10</td>\n",
              "      <td>1960</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4092 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Date  Temperature  TemperatureUncertainty  ... Longitude Month  Year\n",
              "59452   1950-01-01       25.870                   0.506  ...   -100.47     1  1950\n",
              "59455   1950-04-01       24.797                   0.812  ...   -100.47     4  1950\n",
              "59458   1950-07-01       27.149                   0.352  ...   -100.47     7  1950\n",
              "59461   1950-10-01       26.514                   0.430  ...   -100.47    10  1950\n",
              "59464   1951-01-01       24.746                   0.505  ...   -100.47     1  1951\n",
              "...            ...          ...                     ...  ...       ...   ...   ...\n",
              "8494119 1959-10-01       21.412                   0.569  ...   -104.08    10  1959\n",
              "8494122 1960-01-01       18.382                   0.358  ...   -104.08     1  1960\n",
              "8494125 1960-04-01       20.904                   0.493  ...   -104.08     4  1960\n",
              "8494128 1960-07-01       23.138                   0.232  ...   -104.08     7  1960\n",
              "8494131 1960-10-01       21.936                   0.388  ...   -104.08    10  1960\n",
              "\n",
              "[4092 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 124
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c22ab695"
      },
      "source": [
        "Putting this all together we can group New York in the 50's into one dataframe."
      ],
      "id": "c22ab695"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.704116Z",
          "iopub.status.busy": "2021-06-28T19:06:51.703164Z",
          "iopub.status.idle": "2021-06-28T19:06:51.707271Z",
          "shell.execute_reply": "2021-06-28T19:06:51.706436Z"
        },
        "id": "1f5ca292"
      },
      "source": [
        "filter = (df[\"City\"] == \"New York\") & (df[\"Year\"] >= 1950) & (df[\"Year\"] <= 1960)\n",
        "period = df.loc[filter]"
      ],
      "id": "1f5ca292",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a4296242"
      },
      "source": [
        "## Visualizing Complex Data"
      ],
      "id": "a4296242"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "5ace5e1d"
      },
      "source": [
        "As with the runners above this allows us to explore our data along\n",
        "many different charts and questions. Here are some examples"
      ],
      "id": "5ace5e1d"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ce51bbc9"
      },
      "source": [
        "### Example 1: How did the temperature of New York change during the 50's?"
      ],
      "id": "ce51bbc9"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0bd6ea91"
      },
      "source": [
        "* Chart - New York city Over the last 10 years\n",
        "* Mark - Line graph showing pattern.\n",
        "* Encode - Date (new type- temporal) and temperature (quantitative)"
      ],
      "id": "0bd6ea91"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.727846Z",
          "iopub.status.busy": "2021-06-28T19:06:51.726872Z",
          "iopub.status.idle": "2021-06-28T19:06:51.731021Z",
          "shell.execute_reply": "2021-06-28T19:06:51.731404Z"
        },
        "id": "d4add5a5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "outputId": "49044930-5e3f-400a-f431-06784ffc93a1"
      },
      "source": [
        "chart = (alt.Chart(period)\n",
        "           .mark_line()\n",
        "           .encode(x = \"Date:T\",\n",
        "                   y = \"Temperature:Q\"))\n",
        "chart"
      ],
      "id": "d4add5a5",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-bc108fc3ab654d12a480a2afb9b15e31\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-bc108fc3ab654d12a480a2afb9b15e31\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-bc108fc3ab654d12a480a2afb9b15e31\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-99549d1e3e2e311047e4dd511bcad42c\"}, \"mark\": \"line\", \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"Date\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Temperature\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-99549d1e3e2e311047e4dd511bcad42c\": [{\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": 2.32, \"TemperatureUncertainty\": 0.253, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 7.336, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", \"Temperature\": 21.613000000000003, \"TemperatureUncertainty\": 0.133, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1950}, {\"Date\": \"1950-10-01T00:00:00\", \"Temperature\": 12.633, \"TemperatureUncertainty\": 0.21100000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1950}, {\"Date\": \"1951-01-01T00:00:00\", \"Temperature\": -0.7229999999999999, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1951}, {\"Date\": \"1951-04-01T00:00:00\", \"Temperature\": 9.576, \"TemperatureUncertainty\": 0.265, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1951}, {\"Date\": \"1951-07-01T00:00:00\", \"Temperature\": 22.364, \"TemperatureUncertainty\": 0.26, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 12.236999999999998, \"TemperatureUncertainty\": 0.20800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": -0.5659999999999998, \"TemperatureUncertainty\": 0.162, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 10.661, \"TemperatureUncertainty\": 0.18600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 23.964000000000002, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 9.439, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": 0.1139999999999998, \"TemperatureUncertainty\": 0.2019999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 9.141, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 22.746, \"TemperatureUncertainty\": 0.196, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 12.341, \"TemperatureUncertainty\": 0.205, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": -3.727, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 10.454, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 22.163, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 13.401, \"TemperatureUncertainty\": 0.149, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": -3.4419999999999997, \"TemperatureUncertainty\": 0.276, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 10.825999999999999, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 25.313000000000002, \"TemperatureUncertainty\": 0.184, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 12.69, \"TemperatureUncertainty\": 0.243, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": -2.2030000000000003, \"TemperatureUncertainty\": 0.218, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 7.2189999999999985, \"TemperatureUncertainty\": 0.267, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 20.976999999999997, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 11.646999999999998, \"TemperatureUncertainty\": 0.23, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": -4.863, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 10.322000000000001, \"TemperatureUncertainty\": 0.433, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 22.495, \"TemperatureUncertainty\": 0.41100000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 10.342, \"TemperatureUncertainty\": 0.402, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": -2.858, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 9.897, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 22.996, \"TemperatureUncertainty\": 0.435, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 10.384, \"TemperatureUncertainty\": 0.207, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": -3.023, \"TemperatureUncertainty\": 0.3929999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 10.352, \"TemperatureUncertainty\": 0.374, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 23.06600000000001, \"TemperatureUncertainty\": 0.29100000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 12.914000000000001, \"TemperatureUncertainty\": 0.295, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": -1.5930000000000002, \"TemperatureUncertainty\": 0.155, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 11.24, \"TemperatureUncertainty\": 0.271, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 21.430999999999997, \"TemperatureUncertainty\": 0.185, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 10.972999999999999, \"TemperatureUncertainty\": 0.151, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1960}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 126
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e8acff46"
      },
      "source": [
        "### Example 2: How do the monthly temperatures of New York fluctuate per year?"
      ],
      "id": "e8acff46"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0662f61e"
      },
      "source": [
        "This graph instead uses the year as the x-axis and color to represent the time of the year. This makes it easier to compare months to each other."
      ],
      "id": "0662f61e"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "21c61dd0"
      },
      "source": [
        "* Chart - NYC with data from over the last 10 years\n",
        "* Mark - Line graph\n",
        "* Encode - Year as ordinal axis, temperature as y-axis, month as color."
      ],
      "id": "21c61dd0"
    },
    {
      "cell_type": "code",
      "metadata": {
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          "iopub.status.idle": "2021-06-28T19:06:51.750635Z",
          "shell.execute_reply": "2021-06-28T19:06:51.751232Z"
        },
        "id": "437dc699",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 381
        },
        "outputId": "01d970e2-ce38-42db-e604-f9fef254143e"
      },
      "source": [
        "chart = (alt.Chart(period)\n",
        "            .mark_line()\n",
        "            .encode(x = \"Year:O\",\n",
        "                    y = \"Temperature:Q\",\n",
        "                    color = \"Month:N\"))\n",
        "chart"
      ],
      "id": "437dc699",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-059529c8ae454d75babf07d0dd240864\"></div>\n",
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              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
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              "        .then(() => displayChart(vegaEmbed));\n",
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              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-99549d1e3e2e311047e4dd511bcad42c\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Month\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"Year\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Temperature\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-99549d1e3e2e311047e4dd511bcad42c\": [{\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": 2.32, \"TemperatureUncertainty\": 0.253, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 7.336, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", 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\"TemperatureUncertainty\": 0.26, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 12.236999999999998, \"TemperatureUncertainty\": 0.20800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": -0.5659999999999998, \"TemperatureUncertainty\": 0.162, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 10.661, \"TemperatureUncertainty\": 0.18600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 23.964000000000002, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 9.439, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": 0.1139999999999998, \"TemperatureUncertainty\": 0.2019999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 9.141, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 22.746, \"TemperatureUncertainty\": 0.196, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 12.341, \"TemperatureUncertainty\": 0.205, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": -3.727, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 10.454, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 22.163, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 13.401, \"TemperatureUncertainty\": 0.149, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": -3.4419999999999997, \"TemperatureUncertainty\": 0.276, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 10.825999999999999, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 25.313000000000002, \"TemperatureUncertainty\": 0.184, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 12.69, \"TemperatureUncertainty\": 0.243, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": -2.2030000000000003, \"TemperatureUncertainty\": 0.218, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 7.2189999999999985, \"TemperatureUncertainty\": 0.267, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 20.976999999999997, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 11.646999999999998, \"TemperatureUncertainty\": 0.23, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": -4.863, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 10.322000000000001, \"TemperatureUncertainty\": 0.433, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 22.495, \"TemperatureUncertainty\": 0.41100000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 10.342, \"TemperatureUncertainty\": 0.402, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": -2.858, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 9.897, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 22.996, \"TemperatureUncertainty\": 0.435, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 10.384, \"TemperatureUncertainty\": 0.207, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": -3.023, \"TemperatureUncertainty\": 0.3929999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 10.352, \"TemperatureUncertainty\": 0.374, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 23.06600000000001, \"TemperatureUncertainty\": 0.29100000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 12.914000000000001, \"TemperatureUncertainty\": 0.295, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": -1.5930000000000002, \"TemperatureUncertainty\": 0.155, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 11.24, \"TemperatureUncertainty\": 0.271, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 21.430999999999997, \"TemperatureUncertainty\": 0.185, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 10.972999999999999, \"TemperatureUncertainty\": 0.151, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1960}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 127
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f4afa7ec"
      },
      "source": [
        "### Example 3: How does the temperature in NYC vary over a 200 year period?"
      ],
      "id": "f4afa7ec"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
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        "id": "4f4156f6",
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          "height": 417
        },
        "outputId": "3ebc8a2c-6080-4a59-ace1-9b864d03fbbd"
      },
      "source": [
        "filter = (df[\"City\"] == \"New York\") & (df[\"Year\"] >= 1800) & (df[\"Year\"] <= 2000)\n",
        "period = df.loc[filter]\n",
        "period"
      ],
      "id": "4f4156f6",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>Date</th>\n",
              "      <th>Temperature</th>\n",
              "      <th>TemperatureUncertainty</th>\n",
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              "      <th>Country</th>\n",
              "      <th>Latitude</th>\n",
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              "      <td>1801</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207044</th>\n",
              "      <td>1999-10-01</td>\n",
              "      <td>10.438</td>\n",
              "      <td>0.194</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "      <td>10</td>\n",
              "      <td>1999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207047</th>\n",
              "      <td>2000-01-01</td>\n",
              "      <td>-3.168</td>\n",
              "      <td>0.238</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "      <td>1</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207050</th>\n",
              "      <td>2000-04-01</td>\n",
              "      <td>8.897</td>\n",
              "      <td>0.190</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "      <td>4</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207053</th>\n",
              "      <td>2000-07-01</td>\n",
              "      <td>20.727</td>\n",
              "      <td>0.407</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "      <td>7</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5207056</th>\n",
              "      <td>2000-10-01</td>\n",
              "      <td>11.323</td>\n",
              "      <td>0.273</td>\n",
              "      <td>New York</td>\n",
              "      <td>United States</td>\n",
              "      <td>40.99</td>\n",
              "      <td>-74.56</td>\n",
              "      <td>10</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>804 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Date  Temperature  TemperatureUncertainty  ... Longitude Month  Year\n",
              "5204647 1800-01-01       -3.592                   2.199  ...    -74.56     1  1800\n",
              "5204650 1800-04-01       10.463                   2.164  ...    -74.56     4  1800\n",
              "5204653 1800-07-01       23.297                   2.179  ...    -74.56     7  1800\n",
              "5204656 1800-10-01       10.432                   3.451  ...    -74.56    10  1800\n",
              "5204659 1801-01-01       -3.215                   2.055  ...    -74.56     1  1801\n",
              "...            ...          ...                     ...  ...       ...   ...   ...\n",
              "5207044 1999-10-01       10.438                   0.194  ...    -74.56    10  1999\n",
              "5207047 2000-01-01       -3.168                   0.238  ...    -74.56     1  2000\n",
              "5207050 2000-04-01        8.897                   0.190  ...    -74.56     4  2000\n",
              "5207053 2000-07-01       20.727                   0.407  ...    -74.56     7  2000\n",
              "5207056 2000-10-01       11.323                   0.273  ...    -74.56    10  2000\n",
              "\n",
              "[804 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 128
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.805869Z",
          "iopub.status.busy": "2021-06-28T19:06:51.805342Z",
          "iopub.status.idle": "2021-06-28T19:06:51.832631Z",
          "shell.execute_reply": "2021-06-28T19:06:51.833264Z"
        },
        "id": "e5bbce38",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "dfa34dfd-9735-44bc-b48f-816f1c646c60"
      },
      "source": [
        "chart = (alt.Chart(period)\n",
        "            .mark_line()\n",
        "            .encode(x = \"Year:O\",\n",
        "                    y = \"Temperature:Q\",\n",
        "                    color = \"Month:N\"))\n",
        "chart"
      ],
      "id": "e5bbce38",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-36def265560d4f66a3d6d1c23c22162b\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-36def265560d4f66a3d6d1c23c22162b\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-36def265560d4f66a3d6d1c23c22162b\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-46c7eb6d85bd6c6626a90760e95e6ce1\"}, \"mark\": \"line\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Month\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"Year\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Temperature\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-46c7eb6d85bd6c6626a90760e95e6ce1\": [{\"Date\": \"1800-01-01T00:00:00\", \"Temperature\": -3.592, \"TemperatureUncertainty\": 2.199, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1800}, {\"Date\": \"1800-04-01T00:00:00\", \"Temperature\": 10.463, \"TemperatureUncertainty\": 2.164, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1800}, {\"Date\": \"1800-07-01T00:00:00\", \"Temperature\": 23.296999999999997, \"TemperatureUncertainty\": 2.1790000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1800}, {\"Date\": \"1800-10-01T00:00:00\", \"Temperature\": 10.432, \"TemperatureUncertainty\": 3.451, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1800}, {\"Date\": \"1801-01-01T00:00:00\", \"Temperature\": -3.215, \"TemperatureUncertainty\": 2.055, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1801}, {\"Date\": \"1801-04-01T00:00:00\", \"Temperature\": 8.004000000000001, \"TemperatureUncertainty\": 1.693, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1801}, {\"Date\": \"1801-07-01T00:00:00\", \"Temperature\": 23.131, \"TemperatureUncertainty\": 3.2030000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1801}, {\"Date\": \"1801-10-01T00:00:00\", \"Temperature\": 10.731, \"TemperatureUncertainty\": 1.325, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1801}, {\"Date\": \"1802-01-01T00:00:00\", \"Temperature\": 0.8290000000000002, \"TemperatureUncertainty\": 2.565, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1802}, {\"Date\": \"1802-04-01T00:00:00\", \"Temperature\": 9.1, \"TemperatureUncertainty\": 2.7569999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1802}, {\"Date\": \"1802-07-01T00:00:00\", \"Temperature\": 22.624000000000002, \"TemperatureUncertainty\": 2.34, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1802}, {\"Date\": \"1802-10-01T00:00:00\", \"Temperature\": 12.339, \"TemperatureUncertainty\": 4.123, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1802}, {\"Date\": \"1803-01-01T00:00:00\", \"Temperature\": -3.1319999999999997, \"TemperatureUncertainty\": 3.127, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1803}, {\"Date\": \"1803-04-01T00:00:00\", \"Temperature\": 9.642999999999999, \"TemperatureUncertainty\": 2.522, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1803}, {\"Date\": \"1803-07-01T00:00:00\", \"Temperature\": 23.738000000000003, \"TemperatureUncertainty\": 1.423, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1803}, {\"Date\": \"1803-10-01T00:00:00\", \"Temperature\": 11.425999999999998, \"TemperatureUncertainty\": 3.486, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1803}, {\"Date\": \"1804-01-01T00:00:00\", \"Temperature\": -4.88, \"TemperatureUncertainty\": 5.596, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1804}, {\"Date\": \"1804-04-01T00:00:00\", \"Temperature\": 8.326, \"TemperatureUncertainty\": 2.503, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1804}, {\"Date\": \"1804-07-01T00:00:00\", \"Temperature\": 22.868000000000002, \"TemperatureUncertainty\": 2.3680000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1804}, {\"Date\": \"1804-10-01T00:00:00\", \"Temperature\": 10.245999999999999, \"TemperatureUncertainty\": 1.203, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1804}, {\"Date\": \"1805-01-01T00:00:00\", \"Temperature\": -5.061, \"TemperatureUncertainty\": 1.895, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1805}, {\"Date\": \"1805-04-01T00:00:00\", \"Temperature\": 10.187999999999999, \"TemperatureUncertainty\": 3.7739999999999996, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1805}, {\"Date\": \"1805-07-01T00:00:00\", \"Temperature\": 23.392, \"TemperatureUncertainty\": 2.36, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1805}, {\"Date\": \"1805-10-01T00:00:00\", \"Temperature\": 9.096, \"TemperatureUncertainty\": 2.084, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1805}, {\"Date\": \"1806-01-01T00:00:00\", \"Temperature\": -3.428, \"TemperatureUncertainty\": 2.161, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1806}, {\"Date\": \"1806-04-01T00:00:00\", \"Temperature\": 6.867000000000001, \"TemperatureUncertainty\": 3.7769999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1806}, {\"Date\": \"1806-07-01T00:00:00\", \"Temperature\": 21.596, \"TemperatureUncertainty\": 1.9280000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1806}, {\"Date\": \"1806-10-01T00:00:00\", \"Temperature\": 10.079999999999998, \"TemperatureUncertainty\": 1.18, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1806}, {\"Date\": \"1807-01-01T00:00:00\", \"Temperature\": -5.026, \"TemperatureUncertainty\": 2.802, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1807}, {\"Date\": \"1807-04-01T00:00:00\", \"Temperature\": 7.81, \"TemperatureUncertainty\": 2.219, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1807}, {\"Date\": \"1807-07-01T00:00:00\", \"Temperature\": 23.336, \"TemperatureUncertainty\": 2.465, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1807}, {\"Date\": \"1807-10-01T00:00:00\", \"Temperature\": 10.824000000000002, \"TemperatureUncertainty\": 1.5490000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1807}, {\"Date\": \"1808-01-01T00:00:00\", \"Temperature\": -3.845, \"TemperatureUncertainty\": 3.177, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1808}, {\"Date\": \"1808-04-01T00:00:00\", \"Temperature\": 9.132, \"TemperatureUncertainty\": 2.096, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1808}, {\"Date\": \"1808-07-01T00:00:00\", \"Temperature\": 22.654, \"TemperatureUncertainty\": 1.5959999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1808}, {\"Date\": \"1808-10-01T00:00:00\", \"Temperature\": 9.566, \"TemperatureUncertainty\": 1.903, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1808}, {\"Date\": \"1809-01-01T00:00:00\", \"Temperature\": -5.7379999999999995, \"TemperatureUncertainty\": 4.387, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1809}, {\"Date\": \"1809-04-01T00:00:00\", \"Temperature\": 8.633000000000001, \"TemperatureUncertainty\": 5.0710000000000015, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1809}, {\"Date\": \"1809-07-01T00:00:00\", \"Temperature\": 20.329, \"TemperatureUncertainty\": 1.662, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1809}, {\"Date\": \"1809-10-01T00:00:00\", \"Temperature\": 13.446, \"TemperatureUncertainty\": 4.868, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1809}, {\"Date\": \"1810-01-01T00:00:00\", \"Temperature\": -3.7, \"TemperatureUncertainty\": 6.228, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1810}, {\"Date\": \"1810-04-01T00:00:00\", \"Temperature\": 9.89, \"TemperatureUncertainty\": 4.131, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1810}, {\"Date\": \"1810-07-01T00:00:00\", \"Temperature\": 21.029, \"TemperatureUncertainty\": 3.5780000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1810}, {\"Date\": \"1810-10-01T00:00:00\", \"Temperature\": 9.271999999999998, \"TemperatureUncertainty\": 4.498, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1810}, {\"Date\": \"1811-01-01T00:00:00\", \"Temperature\": -3.491, \"TemperatureUncertainty\": 3.523, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1811}, {\"Date\": \"1811-04-01T00:00:00\", \"Temperature\": 7.987, \"TemperatureUncertainty\": 1.436, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1811}, {\"Date\": \"1811-07-01T00:00:00\", \"Temperature\": 21.857, \"TemperatureUncertainty\": 3.159, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1811}, {\"Date\": \"1811-10-01T00:00:00\", \"Temperature\": 11.681, \"TemperatureUncertainty\": 5.267, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1811}, {\"Date\": \"1812-01-01T00:00:00\", \"Temperature\": -5.771, \"TemperatureUncertainty\": 3.282, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1812}, {\"Date\": \"1812-04-01T00:00:00\", \"Temperature\": 7.471, \"TemperatureUncertainty\": 3.123, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1812}, {\"Date\": \"1812-07-01T00:00:00\", \"Temperature\": 20.84, \"TemperatureUncertainty\": 2.045, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1812}, {\"Date\": \"1812-10-01T00:00:00\", \"Temperature\": 9.503, \"TemperatureUncertainty\": 3.991, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1812}, {\"Date\": \"1813-01-01T00:00:00\", \"Temperature\": -5.83, \"TemperatureUncertainty\": 4.965, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1813}, {\"Date\": \"1813-04-01T00:00:00\", \"Temperature\": 8.785, \"TemperatureUncertainty\": 1.385, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1813}, {\"Date\": \"1813-07-01T00:00:00\", \"Temperature\": 21.779, \"TemperatureUncertainty\": 2.135, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1813}, {\"Date\": \"1813-10-01T00:00:00\", \"Temperature\": 9.392000000000001, \"TemperatureUncertainty\": 1.734, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1813}, {\"Date\": \"1814-01-01T00:00:00\", \"Temperature\": -5.058, \"TemperatureUncertainty\": 3.449, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1814}, {\"Date\": \"1814-04-01T00:00:00\", \"Temperature\": 8.627, \"TemperatureUncertainty\": 1.589, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1814}, {\"Date\": \"1814-07-01T00:00:00\", \"Temperature\": 20.313, \"TemperatureUncertainty\": 3.556, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1814}, {\"Date\": \"1814-10-01T00:00:00\", \"Temperature\": 8.789, \"TemperatureUncertainty\": 2.745, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1814}, {\"Date\": \"1815-01-01T00:00:00\", \"Temperature\": -4.955, \"TemperatureUncertainty\": 2.197, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1815}, {\"Date\": \"1815-04-01T00:00:00\", \"Temperature\": 7.874, \"TemperatureUncertainty\": 2.003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1815}, {\"Date\": \"1815-07-01T00:00:00\", \"Temperature\": 22.936, \"TemperatureUncertainty\": 3.7319999999999998, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1815}, {\"Date\": \"1815-10-01T00:00:00\", \"Temperature\": 8.581, \"TemperatureUncertainty\": 3.9739999999999998, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1815}, {\"Date\": \"1816-01-01T00:00:00\", \"Temperature\": -4.9319999999999995, \"TemperatureUncertainty\": 3.676, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1816}, {\"Date\": \"1816-04-01T00:00:00\", \"Temperature\": 6.961, \"TemperatureUncertainty\": 4.466, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1816}, {\"Date\": \"1816-07-01T00:00:00\", \"Temperature\": 19.334, \"TemperatureUncertainty\": 2.2969999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1816}, {\"Date\": \"1816-10-01T00:00:00\", \"Temperature\": 9.363999999999999, \"TemperatureUncertainty\": 6.754, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1816}, {\"Date\": \"1817-01-01T00:00:00\", \"Temperature\": -5.13, \"TemperatureUncertainty\": 5.3889999999999985, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1817}, {\"Date\": \"1817-04-01T00:00:00\", \"Temperature\": 7.706, \"TemperatureUncertainty\": 2.237, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1817}, {\"Date\": \"1817-07-01T00:00:00\", \"Temperature\": 20.354, \"TemperatureUncertainty\": 1.804, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1817}, {\"Date\": \"1817-10-01T00:00:00\", \"Temperature\": 7.656999999999999, \"TemperatureUncertainty\": 3.633, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1817}, {\"Date\": \"1818-01-01T00:00:00\", \"Temperature\": -4.962, \"TemperatureUncertainty\": 4.1819999999999995, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1818}, {\"Date\": \"1818-04-01T00:00:00\", \"Temperature\": 6.472, \"TemperatureUncertainty\": 6.16, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1818}, {\"Date\": \"1818-07-01T00:00:00\", \"Temperature\": 22.436, \"TemperatureUncertainty\": 3.404, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1818}, {\"Date\": \"1818-10-01T00:00:00\", \"Temperature\": 8.937999999999997, \"TemperatureUncertainty\": 2.88, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1818}, {\"Date\": \"1819-01-01T00:00:00\", \"Temperature\": -2.133, \"TemperatureUncertainty\": 3.307, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1819}, {\"Date\": \"1819-04-01T00:00:00\", \"Temperature\": 7.2890000000000015, \"TemperatureUncertainty\": 1.723, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1819}, {\"Date\": \"1819-07-01T00:00:00\", \"Temperature\": 21.994, \"TemperatureUncertainty\": 1.426, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1819}, {\"Date\": \"1819-10-01T00:00:00\", \"Temperature\": 9.099, \"TemperatureUncertainty\": 1.9480000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1819}, {\"Date\": \"1820-01-01T00:00:00\", \"Temperature\": -5.747000000000001, \"TemperatureUncertainty\": 8.125, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1820}, {\"Date\": \"1820-04-01T00:00:00\", \"Temperature\": 9.172, \"TemperatureUncertainty\": 1.665, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1820}, {\"Date\": \"1820-07-01T00:00:00\", \"Temperature\": 23.846999999999998, \"TemperatureUncertainty\": 3.9019999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1820}, {\"Date\": \"1820-10-01T00:00:00\", \"Temperature\": 8.61, \"TemperatureUncertainty\": 1.504, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1820}, {\"Date\": \"1821-01-01T00:00:00\", \"Temperature\": -7.500999999999999, \"TemperatureUncertainty\": 4.591, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1821}, {\"Date\": \"1821-04-01T00:00:00\", \"Temperature\": 5.807, \"TemperatureUncertainty\": 2.509, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1821}, {\"Date\": \"1821-07-01T00:00:00\", \"Temperature\": 20.274, \"TemperatureUncertainty\": 3.031, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1821}, {\"Date\": \"1821-10-01T00:00:00\", \"Temperature\": 9.326, \"TemperatureUncertainty\": 1.055, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1821}, {\"Date\": \"1822-01-01T00:00:00\", \"Temperature\": -5.651, \"TemperatureUncertainty\": 3.6910000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1822}, {\"Date\": \"1822-04-01T00:00:00\", \"Temperature\": 8.894, \"TemperatureUncertainty\": 3.1639999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1822}, {\"Date\": \"1822-07-01T00:00:00\", \"Temperature\": 23.048000000000002, \"TemperatureUncertainty\": 1.2819999999999998, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1822}, {\"Date\": \"1822-10-01T00:00:00\", \"Temperature\": 11.0, \"TemperatureUncertainty\": 1.726, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1822}, {\"Date\": \"1823-01-01T00:00:00\", \"Temperature\": -2.7289999999999996, \"TemperatureUncertainty\": 2.354, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1823}, {\"Date\": \"1823-04-01T00:00:00\", \"Temperature\": 9.297, \"TemperatureUncertainty\": 3.4419999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1823}, {\"Date\": \"1823-07-01T00:00:00\", \"Temperature\": 22.39, \"TemperatureUncertainty\": 1.7080000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1823}, {\"Date\": \"1823-10-01T00:00:00\", \"Temperature\": 8.349, \"TemperatureUncertainty\": 1.949, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1823}, {\"Date\": \"1824-01-01T00:00:00\", \"Temperature\": -0.8580000000000001, \"TemperatureUncertainty\": 1.524, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1824}, {\"Date\": \"1824-04-01T00:00:00\", \"Temperature\": 8.638, \"TemperatureUncertainty\": 2.804, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1824}, {\"Date\": \"1824-07-01T00:00:00\", \"Temperature\": 21.513, \"TemperatureUncertainty\": 4.012, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1824}, {\"Date\": \"1824-10-01T00:00:00\", \"Temperature\": 9.902000000000001, \"TemperatureUncertainty\": 1.495, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1824}, {\"Date\": \"1825-01-01T00:00:00\", \"Temperature\": -2.197, \"TemperatureUncertainty\": 3.315, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1825}, {\"Date\": \"1825-04-01T00:00:00\", \"Temperature\": 9.39, \"TemperatureUncertainty\": 2.864, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1825}, {\"Date\": \"1825-07-01T00:00:00\", \"Temperature\": 24.576, \"TemperatureUncertainty\": 3.173, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1825}, {\"Date\": \"1825-10-01T00:00:00\", \"Temperature\": 11.081, \"TemperatureUncertainty\": 2.7060000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1825}, {\"Date\": \"1826-01-01T00:00:00\", \"Temperature\": -2.6439999999999997, \"TemperatureUncertainty\": 1.425, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1826}, {\"Date\": \"1826-04-01T00:00:00\", \"Temperature\": 6.492000000000001, \"TemperatureUncertainty\": 2.972, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1826}, {\"Date\": \"1826-07-01T00:00:00\", \"Temperature\": 22.019000000000002, \"TemperatureUncertainty\": 1.67, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1826}, {\"Date\": \"1826-10-01T00:00:00\", \"Temperature\": 10.786, \"TemperatureUncertainty\": 3.0, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1826}, {\"Date\": \"1827-01-01T00:00:00\", \"Temperature\": -6.077000000000001, \"TemperatureUncertainty\": 3.304, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1827}, {\"Date\": \"1827-04-01T00:00:00\", \"Temperature\": 10.398, \"TemperatureUncertainty\": 3.987, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1827}, {\"Date\": \"1827-07-01T00:00:00\", \"Temperature\": 22.131, \"TemperatureUncertainty\": 1.449, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1827}, {\"Date\": \"1827-10-01T00:00:00\", \"Temperature\": 10.450999999999999, \"TemperatureUncertainty\": 2.101, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1827}, {\"Date\": \"1828-01-01T00:00:00\", \"Temperature\": -0.3149999999999999, \"TemperatureUncertainty\": 3.137, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1828}, {\"Date\": \"1828-04-01T00:00:00\", \"Temperature\": 6.682, \"TemperatureUncertainty\": 2.625, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1828}, {\"Date\": \"1828-07-01T00:00:00\", \"Temperature\": 21.875999999999998, \"TemperatureUncertainty\": 1.92, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1828}, {\"Date\": \"1828-10-01T00:00:00\", \"Temperature\": 9.308, \"TemperatureUncertainty\": 1.9580000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1828}, {\"Date\": \"1829-01-01T00:00:00\", \"Temperature\": -3.8480000000000003, \"TemperatureUncertainty\": 2.073, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1829}, {\"Date\": \"1829-04-01T00:00:00\", \"Temperature\": 9.064, \"TemperatureUncertainty\": 2.3209999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1829}, {\"Date\": \"1829-07-01T00:00:00\", \"Temperature\": 21.186, \"TemperatureUncertainty\": 1.8090000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1829}, {\"Date\": \"1829-10-01T00:00:00\", \"Temperature\": 9.866, \"TemperatureUncertainty\": 2.03, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1829}, {\"Date\": \"1830-01-01T00:00:00\", \"Temperature\": -3.484, \"TemperatureUncertainty\": 3.688, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1830}, {\"Date\": \"1830-04-01T00:00:00\", \"Temperature\": 10.872, \"TemperatureUncertainty\": 1.643, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1830}, {\"Date\": \"1830-07-01T00:00:00\", \"Temperature\": 23.642, \"TemperatureUncertainty\": 2.145, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1830}, {\"Date\": \"1830-10-01T00:00:00\", \"Temperature\": 11.284999999999998, \"TemperatureUncertainty\": 3.843, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1830}, {\"Date\": \"1831-01-01T00:00:00\", \"Temperature\": -5.731, \"TemperatureUncertainty\": 3.318, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1831}, {\"Date\": \"1831-04-01T00:00:00\", \"Temperature\": 9.4, \"TemperatureUncertainty\": 1.561, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1831}, {\"Date\": \"1831-07-01T00:00:00\", \"Temperature\": 22.197, \"TemperatureUncertainty\": 1.6130000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1831}, {\"Date\": \"1831-10-01T00:00:00\", \"Temperature\": 10.633, \"TemperatureUncertainty\": 1.618, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1831}, {\"Date\": \"1832-01-01T00:00:00\", \"Temperature\": -3.465, \"TemperatureUncertainty\": 1.7480000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1832}, {\"Date\": \"1832-04-01T00:00:00\", \"Temperature\": 7.499, \"TemperatureUncertainty\": 4.777, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1832}, {\"Date\": \"1832-07-01T00:00:00\", \"Temperature\": 21.203000000000007, \"TemperatureUncertainty\": 2.9589999999999996, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1832}, {\"Date\": \"1832-10-01T00:00:00\", \"Temperature\": 9.995, \"TemperatureUncertainty\": 2.5140000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1832}, {\"Date\": \"1833-01-01T00:00:00\", \"Temperature\": -0.8399999999999999, \"TemperatureUncertainty\": 3.42, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1833}, {\"Date\": \"1833-04-01T00:00:00\", \"Temperature\": 10.386, \"TemperatureUncertainty\": 2.009, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1833}, {\"Date\": \"1833-07-01T00:00:00\", \"Temperature\": 21.611, \"TemperatureUncertainty\": 1.67, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1833}, {\"Date\": \"1833-10-01T00:00:00\", \"Temperature\": 9.247, \"TemperatureUncertainty\": 1.435, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1833}, {\"Date\": \"1834-01-01T00:00:00\", \"Temperature\": -4.558, \"TemperatureUncertainty\": 2.0709999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1834}, {\"Date\": \"1834-04-01T00:00:00\", \"Temperature\": 9.318999999999999, \"TemperatureUncertainty\": 3.065, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1834}, {\"Date\": \"1834-07-01T00:00:00\", \"Temperature\": 23.326, \"TemperatureUncertainty\": 1.726, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1834}, {\"Date\": \"1834-10-01T00:00:00\", \"Temperature\": 8.427999999999999, \"TemperatureUncertainty\": 1.655, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1834}, {\"Date\": \"1835-01-01T00:00:00\", \"Temperature\": -3.81, \"TemperatureUncertainty\": 2.8310000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1835}, {\"Date\": \"1835-04-01T00:00:00\", \"Temperature\": 7.606, \"TemperatureUncertainty\": 2.948, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1835}, {\"Date\": \"1835-07-01T00:00:00\", \"Temperature\": 21.758000000000006, \"TemperatureUncertainty\": 2.372, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1835}, {\"Date\": \"1835-10-01T00:00:00\", \"Temperature\": 11.718, \"TemperatureUncertainty\": 1.848, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1835}, {\"Date\": \"1836-01-01T00:00:00\", \"Temperature\": -3.985, \"TemperatureUncertainty\": 1.0490000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1836}, {\"Date\": \"1836-04-01T00:00:00\", \"Temperature\": 7.091000000000001, \"TemperatureUncertainty\": 1.574, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1836}, {\"Date\": \"1836-07-01T00:00:00\", \"Temperature\": 21.836, \"TemperatureUncertainty\": 1.923, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1836}, {\"Date\": \"1836-10-01T00:00:00\", \"Temperature\": 6.387999999999999, \"TemperatureUncertainty\": 5.672999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1836}, {\"Date\": \"1837-01-01T00:00:00\", \"Temperature\": -6.13, \"TemperatureUncertainty\": 2.569, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1837}, {\"Date\": \"1837-04-01T00:00:00\", \"Temperature\": 6.8229999999999995, \"TemperatureUncertainty\": 1.5190000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1837}, {\"Date\": \"1837-07-01T00:00:00\", \"Temperature\": 20.317, \"TemperatureUncertainty\": 1.3130000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1837}, {\"Date\": \"1837-10-01T00:00:00\", \"Temperature\": 9.222000000000001, \"TemperatureUncertainty\": 3.0210000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1837}, {\"Date\": \"1838-01-01T00:00:00\", \"Temperature\": 0.0300000000000002, \"TemperatureUncertainty\": 3.3480000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1838}, {\"Date\": \"1838-04-01T00:00:00\", \"Temperature\": 5.819000000000001, \"TemperatureUncertainty\": 1.611, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1838}, {\"Date\": \"1838-07-01T00:00:00\", \"Temperature\": 23.811, \"TemperatureUncertainty\": 3.7560000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1838}, {\"Date\": \"1838-10-01T00:00:00\", \"Temperature\": 8.553999999999998, \"TemperatureUncertainty\": 3.758, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1838}, {\"Date\": \"1839-01-01T00:00:00\", \"Temperature\": -3.523, \"TemperatureUncertainty\": 1.3519999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1839}, {\"Date\": \"1839-04-01T00:00:00\", \"Temperature\": 9.949, \"TemperatureUncertainty\": 1.3219999999999998, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1839}, {\"Date\": \"1839-07-01T00:00:00\", \"Temperature\": 21.913, \"TemperatureUncertainty\": 3.73, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1839}, {\"Date\": \"1839-10-01T00:00:00\", \"Temperature\": 11.094000000000001, \"TemperatureUncertainty\": 2.3040000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1839}, {\"Date\": \"1840-01-01T00:00:00\", \"Temperature\": -6.987, \"TemperatureUncertainty\": 2.36, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1840}, {\"Date\": \"1840-04-01T00:00:00\", \"Temperature\": 10.104, \"TemperatureUncertainty\": 3.491, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1840}, {\"Date\": \"1840-07-01T00:00:00\", \"Temperature\": 21.936999999999998, \"TemperatureUncertainty\": 1.135, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1840}, {\"Date\": \"1840-10-01T00:00:00\", \"Temperature\": 10.142000000000001, \"TemperatureUncertainty\": 1.9869999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1840}, {\"Date\": \"1841-01-01T00:00:00\", \"Temperature\": -2.384, \"TemperatureUncertainty\": 1.963, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1841}, {\"Date\": \"1841-04-01T00:00:00\", \"Temperature\": 6.6629999999999985, \"TemperatureUncertainty\": 1.767, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1841}, {\"Date\": \"1841-07-01T00:00:00\", \"Temperature\": 21.768, \"TemperatureUncertainty\": 1.702, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1841}, {\"Date\": \"1841-10-01T00:00:00\", \"Temperature\": 7.677999999999999, \"TemperatureUncertainty\": 1.8559999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1841}, {\"Date\": \"1842-01-01T00:00:00\", \"Temperature\": -1.2229999999999999, \"TemperatureUncertainty\": 2.2430000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1842}, {\"Date\": \"1842-04-01T00:00:00\", \"Temperature\": 9.697000000000001, \"TemperatureUncertainty\": 1.568, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1842}, {\"Date\": \"1842-07-01T00:00:00\", \"Temperature\": 22.087, \"TemperatureUncertainty\": 1.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1842}, {\"Date\": \"1842-10-01T00:00:00\", \"Temperature\": 8.968, \"TemperatureUncertainty\": 0.9740000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1842}, {\"Date\": \"1843-01-01T00:00:00\", \"Temperature\": -0.2989999999999999, \"TemperatureUncertainty\": 1.7369999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1843}, {\"Date\": \"1843-04-01T00:00:00\", \"Temperature\": 7.6880000000000015, \"TemperatureUncertainty\": 1.361, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1843}, {\"Date\": \"1843-07-01T00:00:00\", \"Temperature\": 21.662, \"TemperatureUncertainty\": 1.25, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1843}, {\"Date\": \"1843-10-01T00:00:00\", \"Temperature\": 8.443, \"TemperatureUncertainty\": 1.824, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1843}, {\"Date\": \"1844-01-01T00:00:00\", \"Temperature\": -6.5280000000000005, \"TemperatureUncertainty\": 1.146, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1844}, {\"Date\": \"1844-04-01T00:00:00\", \"Temperature\": 11.526, \"TemperatureUncertainty\": 0.77, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1844}, {\"Date\": \"1844-07-01T00:00:00\", \"Temperature\": 21.456999999999997, \"TemperatureUncertainty\": 1.068, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1844}, {\"Date\": \"1844-10-01T00:00:00\", \"Temperature\": 9.099, \"TemperatureUncertainty\": 0.735, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1844}, {\"Date\": \"1845-01-01T00:00:00\", \"Temperature\": -1.403, \"TemperatureUncertainty\": 2.12, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1845}, {\"Date\": \"1845-04-01T00:00:00\", \"Temperature\": 8.913, \"TemperatureUncertainty\": 1.4469999999999998, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1845}, {\"Date\": \"1845-07-01T00:00:00\", \"Temperature\": 22.461, \"TemperatureUncertainty\": 1.494, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1845}, {\"Date\": \"1845-10-01T00:00:00\", \"Temperature\": 10.335999999999999, \"TemperatureUncertainty\": 0.9079999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1845}, {\"Date\": \"1846-01-01T00:00:00\", \"Temperature\": -2.6639999999999997, \"TemperatureUncertainty\": 2.133, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1846}, {\"Date\": \"1846-04-01T00:00:00\", \"Temperature\": 9.825, \"TemperatureUncertainty\": 1.2409999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1846}, {\"Date\": \"1846-07-01T00:00:00\", \"Temperature\": 21.291999999999998, \"TemperatureUncertainty\": 2.237, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1846}, {\"Date\": \"1846-10-01T00:00:00\", \"Temperature\": 9.424, \"TemperatureUncertainty\": 0.982, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1846}, {\"Date\": \"1847-01-01T00:00:00\", \"Temperature\": -2.556, \"TemperatureUncertainty\": 6.13, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1847}, {\"Date\": \"1847-04-01T00:00:00\", \"Temperature\": 7.8320000000000025, \"TemperatureUncertainty\": 1.4580000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1847}, {\"Date\": \"1847-07-01T00:00:00\", \"Temperature\": 22.476, \"TemperatureUncertainty\": 1.858, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1847}, {\"Date\": \"1847-10-01T00:00:00\", \"Temperature\": 8.59, \"TemperatureUncertainty\": 0.748, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1847}, {\"Date\": \"1848-01-01T00:00:00\", \"Temperature\": -0.7890000000000001, \"TemperatureUncertainty\": 1.663, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1848}, {\"Date\": \"1848-04-01T00:00:00\", \"Temperature\": 8.943999999999997, \"TemperatureUncertainty\": 1.197, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1848}, {\"Date\": \"1848-07-01T00:00:00\", \"Temperature\": 21.164, \"TemperatureUncertainty\": 2.41, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1848}, {\"Date\": \"1848-10-01T00:00:00\", \"Temperature\": 9.847000000000001, \"TemperatureUncertainty\": 0.74, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1848}, {\"Date\": \"1849-01-01T00:00:00\", \"Temperature\": -4.96, \"TemperatureUncertainty\": 1.0270000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1849}, {\"Date\": \"1849-04-01T00:00:00\", \"Temperature\": 7.5710000000000015, \"TemperatureUncertainty\": 1.355, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1849}, {\"Date\": \"1849-07-01T00:00:00\", \"Temperature\": 21.545, \"TemperatureUncertainty\": 1.263, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1849}, {\"Date\": \"1849-10-01T00:00:00\", \"Temperature\": 9.337, \"TemperatureUncertainty\": 1.145, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1849}, {\"Date\": \"1850-01-01T00:00:00\", \"Temperature\": -1.301, \"TemperatureUncertainty\": 1.358, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1850}, {\"Date\": \"1850-04-01T00:00:00\", \"Temperature\": 6.1789999999999985, \"TemperatureUncertainty\": 1.9809999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1850}, {\"Date\": \"1850-07-01T00:00:00\", \"Temperature\": 22.421, \"TemperatureUncertainty\": 0.736, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1850}, {\"Date\": \"1850-10-01T00:00:00\", \"Temperature\": 9.806000000000001, \"TemperatureUncertainty\": 1.127, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1850}, {\"Date\": \"1851-01-01T00:00:00\", \"Temperature\": -1.8019999999999998, \"TemperatureUncertainty\": 0.65, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1851}, {\"Date\": \"1851-04-01T00:00:00\", \"Temperature\": 8.265, \"TemperatureUncertainty\": 1.672, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1851}, {\"Date\": \"1851-07-01T00:00:00\", \"Temperature\": 21.932, \"TemperatureUncertainty\": 1.7080000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1851}, {\"Date\": \"1851-10-01T00:00:00\", \"Temperature\": 11.102, \"TemperatureUncertainty\": 2.5380000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1851}, {\"Date\": \"1852-01-01T00:00:00\", \"Temperature\": -5.9209999999999985, \"TemperatureUncertainty\": 2.5610000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1852}, {\"Date\": \"1852-04-01T00:00:00\", \"Temperature\": 5.6270000000000024, \"TemperatureUncertainty\": 1.699, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1852}, {\"Date\": \"1852-07-01T00:00:00\", \"Temperature\": 22.329, \"TemperatureUncertainty\": 1.537, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1852}, {\"Date\": \"1852-10-01T00:00:00\", \"Temperature\": 11.17, \"TemperatureUncertainty\": 0.946, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1852}, {\"Date\": \"1853-01-01T00:00:00\", \"Temperature\": -2.6639999999999997, \"TemperatureUncertainty\": 1.3430000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1853}, {\"Date\": \"1853-04-01T00:00:00\", \"Temperature\": 8.349, \"TemperatureUncertainty\": 1.012, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1853}, {\"Date\": \"1853-07-01T00:00:00\", \"Temperature\": 21.35, \"TemperatureUncertainty\": 0.537, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1853}, {\"Date\": \"1853-10-01T00:00:00\", \"Temperature\": 8.879999999999997, \"TemperatureUncertainty\": 0.866, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1853}, {\"Date\": \"1854-01-01T00:00:00\", \"Temperature\": -3.0669999999999997, \"TemperatureUncertainty\": 1.919, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1854}, {\"Date\": \"1854-04-01T00:00:00\", \"Temperature\": 7.254, \"TemperatureUncertainty\": 1.129, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1854}, {\"Date\": \"1854-07-01T00:00:00\", \"Temperature\": 23.623, \"TemperatureUncertainty\": 1.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1854}, {\"Date\": \"1854-10-01T00:00:00\", \"Temperature\": 11.456, \"TemperatureUncertainty\": 1.015, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1854}, {\"Date\": \"1855-01-01T00:00:00\", \"Temperature\": -1.7469999999999999, \"TemperatureUncertainty\": 2.53, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1855}, {\"Date\": \"1855-04-01T00:00:00\", \"Temperature\": 8.022, \"TemperatureUncertainty\": 1.442, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1855}, {\"Date\": \"1855-07-01T00:00:00\", \"Temperature\": 22.712, \"TemperatureUncertainty\": 0.615, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1855}, {\"Date\": \"1855-10-01T00:00:00\", \"Temperature\": 9.844, \"TemperatureUncertainty\": 1.3030000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1855}, {\"Date\": \"1856-01-01T00:00:00\", \"Temperature\": -7.622000000000001, \"TemperatureUncertainty\": 1.1440000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1856}, {\"Date\": \"1856-04-01T00:00:00\", \"Temperature\": 9.125, \"TemperatureUncertainty\": 0.586, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1856}, {\"Date\": \"1856-07-01T00:00:00\", \"Temperature\": 23.301, \"TemperatureUncertainty\": 0.242, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1856}, {\"Date\": \"1856-10-01T00:00:00\", \"Temperature\": 9.693, \"TemperatureUncertainty\": 0.9570000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1856}, {\"Date\": \"1857-01-01T00:00:00\", \"Temperature\": -9.162, \"TemperatureUncertainty\": 1.22, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1857}, {\"Date\": \"1857-04-01T00:00:00\", \"Temperature\": 5.189, \"TemperatureUncertainty\": 0.561, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1857}, {\"Date\": \"1857-07-01T00:00:00\", \"Temperature\": 21.796999999999997, \"TemperatureUncertainty\": 1.18, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1857}, {\"Date\": \"1857-10-01T00:00:00\", \"Temperature\": 9.579, \"TemperatureUncertainty\": 1.082, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1857}, {\"Date\": \"1858-01-01T00:00:00\", \"Temperature\": 0.3359999999999998, \"TemperatureUncertainty\": 2.5869999999999997, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1858}, {\"Date\": \"1858-04-01T00:00:00\", \"Temperature\": 8.166, \"TemperatureUncertainty\": 1.325, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1858}, {\"Date\": \"1858-07-01T00:00:00\", \"Temperature\": 22.095, \"TemperatureUncertainty\": 1.2570000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1858}, {\"Date\": \"1858-10-01T00:00:00\", \"Temperature\": 11.454, \"TemperatureUncertainty\": 1.163, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1858}, {\"Date\": \"1859-01-01T00:00:00\", \"Temperature\": -2.83, \"TemperatureUncertainty\": 0.902, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1859}, {\"Date\": \"1859-04-01T00:00:00\", \"Temperature\": 7.4010000000000025, \"TemperatureUncertainty\": 1.16, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1859}, {\"Date\": \"1859-07-01T00:00:00\", \"Temperature\": 21.121, \"TemperatureUncertainty\": 0.941, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1859}, {\"Date\": \"1859-10-01T00:00:00\", \"Temperature\": 8.480999999999998, \"TemperatureUncertainty\": 0.725, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1859}, {\"Date\": \"1860-01-01T00:00:00\", \"Temperature\": -2.43, \"TemperatureUncertainty\": 1.226, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1860}, {\"Date\": \"1860-04-01T00:00:00\", \"Temperature\": 7.568, \"TemperatureUncertainty\": 1.013, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1860}, {\"Date\": \"1860-07-01T00:00:00\", \"Temperature\": 21.274, \"TemperatureUncertainty\": 1.3769999999999998, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1860}, {\"Date\": \"1860-10-01T00:00:00\", \"Temperature\": 10.345999999999998, \"TemperatureUncertainty\": 0.48, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1860}, {\"Date\": \"1861-01-01T00:00:00\", \"Temperature\": -4.296, \"TemperatureUncertainty\": 1.367, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1861}, {\"Date\": \"1861-04-01T00:00:00\", \"Temperature\": 8.676, \"TemperatureUncertainty\": 1.347, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1861}, {\"Date\": \"1861-07-01T00:00:00\", \"Temperature\": 21.603, \"TemperatureUncertainty\": 1.391, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1861}, {\"Date\": \"1861-10-01T00:00:00\", \"Temperature\": 12.23, \"TemperatureUncertainty\": 0.885, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1861}, {\"Date\": \"1862-01-01T00:00:00\", \"Temperature\": -3.489, \"TemperatureUncertainty\": 1.005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1862}, {\"Date\": \"1862-04-01T00:00:00\", \"Temperature\": 7.417999999999998, \"TemperatureUncertainty\": 1.837, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1862}, {\"Date\": \"1862-07-01T00:00:00\", \"Temperature\": 21.078000000000007, \"TemperatureUncertainty\": 1.169, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1862}, {\"Date\": \"1862-10-01T00:00:00\", \"Temperature\": 11.344000000000001, \"TemperatureUncertainty\": 1.87, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1862}, {\"Date\": \"1863-01-01T00:00:00\", \"Temperature\": -1.1309999999999998, \"TemperatureUncertainty\": 1.952, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1863}, {\"Date\": \"1863-04-01T00:00:00\", \"Temperature\": 7.6370000000000005, \"TemperatureUncertainty\": 2.283, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1863}, {\"Date\": \"1863-07-01T00:00:00\", \"Temperature\": 22.359, \"TemperatureUncertainty\": 1.405, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1863}, {\"Date\": \"1863-10-01T00:00:00\", \"Temperature\": 9.646999999999998, \"TemperatureUncertainty\": 1.0590000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1863}, {\"Date\": \"1864-01-01T00:00:00\", \"Temperature\": -3.1069999999999998, \"TemperatureUncertainty\": 1.022, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1864}, {\"Date\": \"1864-04-01T00:00:00\", \"Temperature\": 7.024000000000001, \"TemperatureUncertainty\": 0.892, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1864}, {\"Date\": \"1864-07-01T00:00:00\", \"Temperature\": 22.217, \"TemperatureUncertainty\": 0.48700000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1864}, {\"Date\": \"1864-10-01T00:00:00\", \"Temperature\": 9.216000000000001, \"TemperatureUncertainty\": 0.49700000000000005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1864}, {\"Date\": \"1865-01-01T00:00:00\", \"Temperature\": -6.48, \"TemperatureUncertainty\": 0.743, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1865}, {\"Date\": \"1865-04-01T00:00:00\", \"Temperature\": 9.6, \"TemperatureUncertainty\": 1.092, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1865}, {\"Date\": \"1865-07-01T00:00:00\", \"Temperature\": 21.535999999999998, \"TemperatureUncertainty\": 1.045, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1865}, {\"Date\": \"1865-10-01T00:00:00\", \"Temperature\": 9.368, \"TemperatureUncertainty\": 1.301, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1865}, {\"Date\": \"1866-01-01T00:00:00\", \"Temperature\": -4.809, \"TemperatureUncertainty\": 0.895, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1866}, {\"Date\": \"1866-04-01T00:00:00\", \"Temperature\": 9.617, \"TemperatureUncertainty\": 0.764, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1866}, {\"Date\": \"1866-07-01T00:00:00\", \"Temperature\": 23.508000000000006, \"TemperatureUncertainty\": 1.115, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1866}, {\"Date\": \"1866-10-01T00:00:00\", \"Temperature\": 10.608999999999998, \"TemperatureUncertainty\": 0.7759999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1866}, {\"Date\": \"1867-01-01T00:00:00\", \"Temperature\": -6.979, \"TemperatureUncertainty\": 1.455, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1867}, {\"Date\": \"1867-04-01T00:00:00\", \"Temperature\": 8.4, \"TemperatureUncertainty\": 0.965, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1867}, {\"Date\": \"1867-07-01T00:00:00\", \"Temperature\": 21.073, \"TemperatureUncertainty\": 0.912, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1867}, {\"Date\": \"1867-10-01T00:00:00\", \"Temperature\": 10.6, \"TemperatureUncertainty\": 0.545, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1867}, {\"Date\": \"1868-01-01T00:00:00\", \"Temperature\": -5.6160000000000005, \"TemperatureUncertainty\": 0.797, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1868}, {\"Date\": \"1868-04-01T00:00:00\", \"Temperature\": 5.7700000000000005, \"TemperatureUncertainty\": 1.095, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1868}, {\"Date\": \"1868-07-01T00:00:00\", \"Temperature\": 24.221, \"TemperatureUncertainty\": 0.503, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1868}, {\"Date\": \"1868-10-01T00:00:00\", \"Temperature\": 8.366999999999999, \"TemperatureUncertainty\": 0.768, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1868}, {\"Date\": \"1869-01-01T00:00:00\", \"Temperature\": -1.385, \"TemperatureUncertainty\": 1.469, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1869}, {\"Date\": \"1869-04-01T00:00:00\", \"Temperature\": 8.383000000000001, \"TemperatureUncertainty\": 1.105, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1869}, {\"Date\": \"1869-07-01T00:00:00\", \"Temperature\": 21.261, \"TemperatureUncertainty\": 0.7020000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1869}, {\"Date\": \"1869-10-01T00:00:00\", \"Temperature\": 7.812999999999999, \"TemperatureUncertainty\": 0.778, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1869}, {\"Date\": \"1870-01-01T00:00:00\", \"Temperature\": 0.685, \"TemperatureUncertainty\": 1.1179999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1870}, {\"Date\": \"1870-04-01T00:00:00\", \"Temperature\": 8.939, \"TemperatureUncertainty\": 1.1440000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1870}, {\"Date\": \"1870-07-01T00:00:00\", \"Temperature\": 23.281999999999996, \"TemperatureUncertainty\": 0.7509999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1870}, {\"Date\": \"1870-10-01T00:00:00\", \"Temperature\": 11.363, \"TemperatureUncertainty\": 0.812, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1870}, {\"Date\": \"1871-01-01T00:00:00\", \"Temperature\": -4.312, \"TemperatureUncertainty\": 1.598, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1871}, {\"Date\": \"1871-04-01T00:00:00\", \"Temperature\": 9.73, \"TemperatureUncertainty\": 0.68, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1871}, {\"Date\": \"1871-07-01T00:00:00\", \"Temperature\": 20.934, \"TemperatureUncertainty\": 0.54, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1871}, {\"Date\": \"1871-10-01T00:00:00\", \"Temperature\": 11.145, \"TemperatureUncertainty\": 0.3779999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1871}, {\"Date\": \"1872-01-01T00:00:00\", \"Temperature\": -4.27, \"TemperatureUncertainty\": 1.817, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1872}, {\"Date\": \"1872-04-01T00:00:00\", \"Temperature\": 8.34, \"TemperatureUncertainty\": 1.525, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1872}, {\"Date\": \"1872-07-01T00:00:00\", \"Temperature\": 23.505, \"TemperatureUncertainty\": 1.089, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1872}, {\"Date\": \"1872-10-01T00:00:00\", \"Temperature\": 9.652000000000001, \"TemperatureUncertainty\": 0.67, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1872}, {\"Date\": \"1873-01-01T00:00:00\", \"Temperature\": -5.29, \"TemperatureUncertainty\": 1.2919999999999998, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1873}, {\"Date\": \"1873-04-01T00:00:00\", \"Temperature\": 6.8770000000000024, \"TemperatureUncertainty\": 1.128, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1873}, {\"Date\": \"1873-07-01T00:00:00\", \"Temperature\": 22.633000000000006, \"TemperatureUncertainty\": 0.726, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1873}, {\"Date\": \"1873-10-01T00:00:00\", \"Temperature\": 10.133, \"TemperatureUncertainty\": 0.77, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1873}, {\"Date\": \"1874-01-01T00:00:00\", \"Temperature\": -0.8999999999999999, \"TemperatureUncertainty\": 1.4980000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1874}, {\"Date\": \"1874-04-01T00:00:00\", \"Temperature\": 3.95, \"TemperatureUncertainty\": 0.7809999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1874}, {\"Date\": \"1874-07-01T00:00:00\", \"Temperature\": 22.0, \"TemperatureUncertainty\": 0.6, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1874}, {\"Date\": \"1874-10-01T00:00:00\", \"Temperature\": 10.28, \"TemperatureUncertainty\": 0.63, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1874}, {\"Date\": \"1875-01-01T00:00:00\", \"Temperature\": -6.7970000000000015, \"TemperatureUncertainty\": 0.7120000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1875}, {\"Date\": \"1875-04-01T00:00:00\", \"Temperature\": 5.2280000000000015, \"TemperatureUncertainty\": 0.491, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1875}, {\"Date\": \"1875-07-01T00:00:00\", \"Temperature\": 21.869, \"TemperatureUncertainty\": 0.601, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1875}, {\"Date\": \"1875-10-01T00:00:00\", \"Temperature\": 9.411, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1875}, {\"Date\": \"1876-01-01T00:00:00\", \"Temperature\": 0.0470000000000001, \"TemperatureUncertainty\": 0.65, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1876}, {\"Date\": \"1876-04-01T00:00:00\", \"Temperature\": 7.355, \"TemperatureUncertainty\": 1.0, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1876}, {\"Date\": \"1876-07-01T00:00:00\", \"Temperature\": 24.349, \"TemperatureUncertainty\": 0.4429999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1876}, {\"Date\": \"1876-10-01T00:00:00\", \"Temperature\": 8.055, \"TemperatureUncertainty\": 0.91, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1876}, {\"Date\": \"1877-01-01T00:00:00\", \"Temperature\": -5.207999999999998, \"TemperatureUncertainty\": 1.475, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1877}, {\"Date\": \"1877-04-01T00:00:00\", \"Temperature\": 8.440000000000001, \"TemperatureUncertainty\": 1.349, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1877}, {\"Date\": \"1877-07-01T00:00:00\", \"Temperature\": 22.857, \"TemperatureUncertainty\": 0.659, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1877}, {\"Date\": \"1877-10-01T00:00:00\", \"Temperature\": 11.652000000000001, \"TemperatureUncertainty\": 0.8809999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1877}, {\"Date\": \"1878-01-01T00:00:00\", \"Temperature\": -2.657, \"TemperatureUncertainty\": 1.435, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1878}, {\"Date\": \"1878-04-01T00:00:00\", \"Temperature\": 11.43, \"TemperatureUncertainty\": 0.922, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1878}, {\"Date\": \"1878-07-01T00:00:00\", \"Temperature\": 23.71, \"TemperatureUncertainty\": 0.6729999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1878}, {\"Date\": \"1878-10-01T00:00:00\", \"Temperature\": 12.183, \"TemperatureUncertainty\": 0.496, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1878}, {\"Date\": \"1879-01-01T00:00:00\", \"Temperature\": -5.456, \"TemperatureUncertainty\": 0.866, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1879}, {\"Date\": \"1879-04-01T00:00:00\", \"Temperature\": 6.9929999999999986, \"TemperatureUncertainty\": 1.087, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1879}, {\"Date\": \"1879-07-01T00:00:00\", \"Temperature\": 22.548000000000002, \"TemperatureUncertainty\": 0.8059999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1879}, {\"Date\": \"1879-10-01T00:00:00\", \"Temperature\": 13.725, \"TemperatureUncertainty\": 0.5770000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1879}, {\"Date\": \"1880-01-01T00:00:00\", \"Temperature\": 1.3379999999999996, \"TemperatureUncertainty\": 0.9940000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1880}, {\"Date\": \"1880-04-01T00:00:00\", \"Temperature\": 8.866, \"TemperatureUncertainty\": 0.578, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1880}, {\"Date\": \"1880-07-01T00:00:00\", \"Temperature\": 22.743000000000002, \"TemperatureUncertainty\": 0.6779999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1880}, {\"Date\": \"1880-10-01T00:00:00\", \"Temperature\": 9.829, \"TemperatureUncertainty\": 0.8340000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1880}, {\"Date\": \"1881-01-01T00:00:00\", \"Temperature\": -6.525, \"TemperatureUncertainty\": 0.6409999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1881}, {\"Date\": \"1881-04-01T00:00:00\", \"Temperature\": 6.747000000000001, \"TemperatureUncertainty\": 0.684, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1881}, {\"Date\": \"1881-07-01T00:00:00\", \"Temperature\": 22.059, \"TemperatureUncertainty\": 0.475, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1881}, {\"Date\": \"1881-10-01T00:00:00\", \"Temperature\": 12.7, \"TemperatureUncertainty\": 0.498, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1881}, {\"Date\": \"1882-01-01T00:00:00\", \"Temperature\": -3.54, \"TemperatureUncertainty\": 0.846, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1882}, {\"Date\": \"1882-04-01T00:00:00\", \"Temperature\": 7.0089999999999995, \"TemperatureUncertainty\": 0.552, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1882}, {\"Date\": \"1882-07-01T00:00:00\", \"Temperature\": 22.183000000000003, \"TemperatureUncertainty\": 0.501, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1882}, {\"Date\": \"1882-10-01T00:00:00\", \"Temperature\": 12.380999999999998, \"TemperatureUncertainty\": 0.5489999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1882}, {\"Date\": \"1883-01-01T00:00:00\", \"Temperature\": -5.568, \"TemperatureUncertainty\": 0.5660000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1883}, {\"Date\": \"1883-04-01T00:00:00\", \"Temperature\": 7.1590000000000025, \"TemperatureUncertainty\": 0.424, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1883}, {\"Date\": \"1883-07-01T00:00:00\", \"Temperature\": 21.98, \"TemperatureUncertainty\": 0.79, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1883}, {\"Date\": \"1883-10-01T00:00:00\", \"Temperature\": 9.457, \"TemperatureUncertainty\": 0.19, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1883}, {\"Date\": \"1884-01-01T00:00:00\", \"Temperature\": -5.763, \"TemperatureUncertainty\": 0.465, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1884}, {\"Date\": \"1884-04-01T00:00:00\", \"Temperature\": 7.5790000000000015, \"TemperatureUncertainty\": 0.5579999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1884}, {\"Date\": \"1884-07-01T00:00:00\", \"Temperature\": 20.576999999999998, \"TemperatureUncertainty\": 0.321, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1884}, {\"Date\": \"1884-10-01T00:00:00\", \"Temperature\": 11.267999999999999, \"TemperatureUncertainty\": 0.6940000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1884}, {\"Date\": \"1885-01-01T00:00:00\", \"Temperature\": -3.833, \"TemperatureUncertainty\": 0.489, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1885}, {\"Date\": \"1885-04-01T00:00:00\", \"Temperature\": 7.87, \"TemperatureUncertainty\": 0.561, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1885}, {\"Date\": \"1885-07-01T00:00:00\", \"Temperature\": 22.916999999999998, \"TemperatureUncertainty\": 0.536, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1885}, {\"Date\": \"1885-10-01T00:00:00\", \"Temperature\": 10.185, \"TemperatureUncertainty\": 0.609, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1885}, {\"Date\": \"1886-01-01T00:00:00\", \"Temperature\": -5.007, \"TemperatureUncertainty\": 0.768, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1886}, {\"Date\": \"1886-04-01T00:00:00\", \"Temperature\": 9.828, \"TemperatureUncertainty\": 0.369, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1886}, {\"Date\": \"1886-07-01T00:00:00\", \"Temperature\": 21.623, \"TemperatureUncertainty\": 0.485, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1886}, {\"Date\": \"1886-10-01T00:00:00\", \"Temperature\": 11.127, \"TemperatureUncertainty\": 0.703, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1886}, {\"Date\": \"1887-01-01T00:00:00\", \"Temperature\": -4.5680000000000005, \"TemperatureUncertainty\": 0.978, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1887}, {\"Date\": \"1887-04-01T00:00:00\", \"Temperature\": 7.0390000000000015, \"TemperatureUncertainty\": 0.395, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1887}, {\"Date\": \"1887-07-01T00:00:00\", \"Temperature\": 24.494, \"TemperatureUncertainty\": 0.805, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1887}, {\"Date\": \"1887-10-01T00:00:00\", \"Temperature\": 9.800999999999998, \"TemperatureUncertainty\": 0.457, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1887}, {\"Date\": \"1888-01-01T00:00:00\", \"Temperature\": -6.6979999999999995, \"TemperatureUncertainty\": 1.073, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1888}, {\"Date\": \"1888-04-01T00:00:00\", \"Temperature\": 7.2189999999999985, \"TemperatureUncertainty\": 0.58, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1888}, {\"Date\": \"1888-07-01T00:00:00\", \"Temperature\": 20.565, \"TemperatureUncertainty\": 0.49, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1888}, {\"Date\": \"1888-10-01T00:00:00\", \"Temperature\": 7.5699999999999985, \"TemperatureUncertainty\": 0.622, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1888}, {\"Date\": \"1889-01-01T00:00:00\", \"Temperature\": -0.1059999999999998, \"TemperatureUncertainty\": 0.703, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1889}, {\"Date\": \"1889-04-01T00:00:00\", \"Temperature\": 9.16, \"TemperatureUncertainty\": 0.49200000000000005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1889}, {\"Date\": \"1889-07-01T00:00:00\", \"Temperature\": 21.693, \"TemperatureUncertainty\": 0.397, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1889}, {\"Date\": \"1889-10-01T00:00:00\", \"Temperature\": 8.419999999999998, \"TemperatureUncertainty\": 0.385, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1889}, {\"Date\": \"1890-01-01T00:00:00\", \"Temperature\": 1.69, \"TemperatureUncertainty\": 0.5870000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1890}, {\"Date\": \"1890-04-01T00:00:00\", \"Temperature\": 8.266, \"TemperatureUncertainty\": 0.877, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1890}, {\"Date\": \"1890-07-01T00:00:00\", \"Temperature\": 21.094, \"TemperatureUncertainty\": 0.69, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1890}, {\"Date\": \"1890-10-01T00:00:00\", \"Temperature\": 9.829999999999998, \"TemperatureUncertainty\": 0.429, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1890}, {\"Date\": \"1891-01-01T00:00:00\", \"Temperature\": -1.767, \"TemperatureUncertainty\": 0.5479999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1891}, {\"Date\": \"1891-04-01T00:00:00\", \"Temperature\": 9.531, \"TemperatureUncertainty\": 0.201, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1891}, {\"Date\": \"1891-07-01T00:00:00\", \"Temperature\": 20.070999999999998, \"TemperatureUncertainty\": 0.49, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1891}, {\"Date\": \"1891-10-01T00:00:00\", \"Temperature\": 9.917, \"TemperatureUncertainty\": 0.42200000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1891}, {\"Date\": \"1892-01-01T00:00:00\", \"Temperature\": -3.6319999999999997, \"TemperatureUncertainty\": 0.637, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1892}, {\"Date\": \"1892-04-01T00:00:00\", \"Temperature\": 8.099, \"TemperatureUncertainty\": 0.203, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1892}, {\"Date\": \"1892-07-01T00:00:00\", \"Temperature\": 22.373, \"TemperatureUncertainty\": 0.41700000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1892}, {\"Date\": \"1892-10-01T00:00:00\", \"Temperature\": 10.015, \"TemperatureUncertainty\": 0.326, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1892}, {\"Date\": \"1893-01-01T00:00:00\", \"Temperature\": -7.7029999999999985, \"TemperatureUncertainty\": 0.59, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1893}, {\"Date\": \"1893-04-01T00:00:00\", \"Temperature\": 7.586, \"TemperatureUncertainty\": 0.35200000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1893}, {\"Date\": \"1893-07-01T00:00:00\", \"Temperature\": 21.89, \"TemperatureUncertainty\": 0.44, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1893}, {\"Date\": \"1893-10-01T00:00:00\", \"Temperature\": 11.350999999999999, \"TemperatureUncertainty\": 0.452, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1893}, {\"Date\": \"1894-01-01T00:00:00\", \"Temperature\": -1.153, \"TemperatureUncertainty\": 0.695, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1894}, {\"Date\": \"1894-04-01T00:00:00\", \"Temperature\": 8.264000000000001, \"TemperatureUncertainty\": 0.442, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1894}, {\"Date\": \"1894-07-01T00:00:00\", \"Temperature\": 23.328000000000007, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1894}, {\"Date\": \"1894-10-01T00:00:00\", \"Temperature\": 11.148, \"TemperatureUncertainty\": 0.298, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1894}, {\"Date\": \"1895-01-01T00:00:00\", \"Temperature\": -4.477, \"TemperatureUncertainty\": 0.695, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1895}, {\"Date\": \"1895-04-01T00:00:00\", \"Temperature\": 8.174, \"TemperatureUncertainty\": 0.47100000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1895}, {\"Date\": \"1895-07-01T00:00:00\", \"Temperature\": 20.517, \"TemperatureUncertainty\": 0.429, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1895}, {\"Date\": \"1895-10-01T00:00:00\", \"Temperature\": 7.8809999999999985, \"TemperatureUncertainty\": 0.321, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1895}, {\"Date\": \"1896-01-01T00:00:00\", \"Temperature\": -4.416, \"TemperatureUncertainty\": 0.475, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1896}, {\"Date\": \"1896-04-01T00:00:00\", \"Temperature\": 10.307, \"TemperatureUncertainty\": 0.6, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1896}, {\"Date\": \"1896-07-01T00:00:00\", \"Temperature\": 22.74, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1896}, {\"Date\": \"1896-10-01T00:00:00\", \"Temperature\": 9.082, \"TemperatureUncertainty\": 0.3339999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1896}, {\"Date\": \"1897-01-01T00:00:00\", \"Temperature\": -3.377, \"TemperatureUncertainty\": 0.9009999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1897}, {\"Date\": \"1897-04-01T00:00:00\", \"Temperature\": 9.128, \"TemperatureUncertainty\": 0.299, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1897}, {\"Date\": \"1897-07-01T00:00:00\", \"Temperature\": 22.668000000000006, \"TemperatureUncertainty\": 0.297, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1897}, {\"Date\": \"1897-10-01T00:00:00\", \"Temperature\": 11.418, \"TemperatureUncertainty\": 0.304, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1897}, {\"Date\": \"1898-01-01T00:00:00\", \"Temperature\": -1.905, \"TemperatureUncertainty\": 0.841, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1898}, {\"Date\": \"1898-04-01T00:00:00\", \"Temperature\": 7.278, \"TemperatureUncertainty\": 0.302, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1898}, {\"Date\": \"1898-07-01T00:00:00\", \"Temperature\": 23.2, \"TemperatureUncertainty\": 0.371, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1898}, {\"Date\": \"1898-10-01T00:00:00\", \"Temperature\": 11.655, \"TemperatureUncertainty\": 0.303, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1898}, {\"Date\": \"1899-01-01T00:00:00\", \"Temperature\": -3.674, \"TemperatureUncertainty\": 0.685, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1899}, {\"Date\": \"1899-04-01T00:00:00\", \"Temperature\": 8.718, \"TemperatureUncertainty\": 0.455, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1899}, {\"Date\": \"1899-07-01T00:00:00\", \"Temperature\": 22.123, \"TemperatureUncertainty\": 0.583, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1899}, {\"Date\": \"1899-10-01T00:00:00\", \"Temperature\": 11.843, \"TemperatureUncertainty\": 0.336, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1899}, {\"Date\": \"1900-01-01T00:00:00\", \"Temperature\": -2.214, \"TemperatureUncertainty\": 0.45, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1900}, {\"Date\": \"1900-04-01T00:00:00\", \"Temperature\": 9.068999999999999, \"TemperatureUncertainty\": 0.377, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1900}, {\"Date\": \"1900-07-01T00:00:00\", \"Temperature\": 23.409000000000002, \"TemperatureUncertainty\": 0.515, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1900}, {\"Date\": \"1900-10-01T00:00:00\", \"Temperature\": 13.779000000000002, \"TemperatureUncertainty\": 0.446, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1900}, {\"Date\": \"1901-01-01T00:00:00\", \"Temperature\": -2.6069999999999998, \"TemperatureUncertainty\": 0.485, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1901}, {\"Date\": \"1901-04-01T00:00:00\", \"Temperature\": 8.276, \"TemperatureUncertainty\": 0.467, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1901}, {\"Date\": \"1901-07-01T00:00:00\", \"Temperature\": 24.42, \"TemperatureUncertainty\": 0.313, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1901}, {\"Date\": \"1901-10-01T00:00:00\", \"Temperature\": 10.636, \"TemperatureUncertainty\": 0.3289999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1901}, {\"Date\": \"1902-01-01T00:00:00\", \"Temperature\": -4.177, \"TemperatureUncertainty\": 0.68, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1902}, {\"Date\": \"1902-04-01T00:00:00\", \"Temperature\": 8.937999999999997, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1902}, {\"Date\": \"1902-07-01T00:00:00\", \"Temperature\": 21.605, \"TemperatureUncertainty\": 0.29, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1902}, {\"Date\": \"1902-10-01T00:00:00\", \"Temperature\": 11.261, \"TemperatureUncertainty\": 0.374, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1902}, {\"Date\": \"1903-01-01T00:00:00\", \"Temperature\": -3.261, \"TemperatureUncertainty\": 0.615, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1903}, {\"Date\": \"1903-04-01T00:00:00\", \"Temperature\": 9.015, \"TemperatureUncertainty\": 0.389, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1903}, {\"Date\": \"1903-07-01T00:00:00\", \"Temperature\": 21.719, \"TemperatureUncertainty\": 0.441, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1903}, {\"Date\": \"1903-10-01T00:00:00\", \"Temperature\": 11.368, \"TemperatureUncertainty\": 0.389, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1903}, {\"Date\": \"1904-01-01T00:00:00\", \"Temperature\": -7.506, \"TemperatureUncertainty\": 0.747, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1904}, {\"Date\": \"1904-04-01T00:00:00\", \"Temperature\": 6.769, \"TemperatureUncertainty\": 0.248, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1904}, {\"Date\": \"1904-07-01T00:00:00\", \"Temperature\": 21.380000000000013, \"TemperatureUncertainty\": 0.439, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1904}, {\"Date\": \"1904-10-01T00:00:00\", \"Temperature\": 9.015, \"TemperatureUncertainty\": 0.19, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1904}, {\"Date\": \"1905-01-01T00:00:00\", \"Temperature\": -5.011, \"TemperatureUncertainty\": 0.5529999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1905}, {\"Date\": \"1905-04-01T00:00:00\", \"Temperature\": 8.683, \"TemperatureUncertainty\": 0.298, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1905}, {\"Date\": \"1905-07-01T00:00:00\", \"Temperature\": 22.877, \"TemperatureUncertainty\": 0.294, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1905}, {\"Date\": \"1905-10-01T00:00:00\", \"Temperature\": 11.040999999999999, \"TemperatureUncertainty\": 0.265, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1905}, {\"Date\": \"1906-01-01T00:00:00\", \"Temperature\": 0.3810000000000002, \"TemperatureUncertainty\": 0.475, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1906}, {\"Date\": \"1906-04-01T00:00:00\", \"Temperature\": 9.197000000000001, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1906}, {\"Date\": \"1906-07-01T00:00:00\", \"Temperature\": 22.101, \"TemperatureUncertainty\": 0.337, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1906}, {\"Date\": \"1906-10-01T00:00:00\", \"Temperature\": 10.940999999999999, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1906}, {\"Date\": \"1907-01-01T00:00:00\", \"Temperature\": -2.736, \"TemperatureUncertainty\": 0.402, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1907}, {\"Date\": \"1907-04-01T00:00:00\", \"Temperature\": 5.912000000000001, \"TemperatureUncertainty\": 0.228, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1907}, {\"Date\": \"1907-07-01T00:00:00\", \"Temperature\": 22.125999999999998, \"TemperatureUncertainty\": 0.223, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1907}, {\"Date\": \"1907-10-01T00:00:00\", \"Temperature\": 8.366, \"TemperatureUncertainty\": 0.257, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1907}, {\"Date\": \"1908-01-01T00:00:00\", \"Temperature\": -2.37, \"TemperatureUncertainty\": 0.514, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1908}, {\"Date\": \"1908-04-01T00:00:00\", \"Temperature\": 8.894, \"TemperatureUncertainty\": 0.248, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1908}, {\"Date\": \"1908-07-01T00:00:00\", \"Temperature\": 23.476, \"TemperatureUncertainty\": 0.19, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1908}, {\"Date\": \"1908-10-01T00:00:00\", \"Temperature\": 12.114, \"TemperatureUncertainty\": 0.235, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1908}, {\"Date\": \"1909-01-01T00:00:00\", \"Temperature\": -1.883, \"TemperatureUncertainty\": 0.336, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1909}, {\"Date\": \"1909-04-01T00:00:00\", \"Temperature\": 8.427, \"TemperatureUncertainty\": 0.415, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1909}, {\"Date\": \"1909-07-01T00:00:00\", \"Temperature\": 21.006999999999998, \"TemperatureUncertainty\": 0.139, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1909}, {\"Date\": \"1909-10-01T00:00:00\", \"Temperature\": 9.011000000000001, \"TemperatureUncertainty\": 0.366, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1909}, {\"Date\": \"1910-01-01T00:00:00\", \"Temperature\": -3.25, \"TemperatureUncertainty\": 0.491, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1910}, {\"Date\": \"1910-04-01T00:00:00\", \"Temperature\": 10.898, \"TemperatureUncertainty\": 0.299, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1910}, {\"Date\": \"1910-07-01T00:00:00\", \"Temperature\": 23.063000000000002, \"TemperatureUncertainty\": 0.127, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1910}, {\"Date\": \"1910-10-01T00:00:00\", \"Temperature\": 12.27, \"TemperatureUncertainty\": 0.3389999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1910}, {\"Date\": \"1911-01-01T00:00:00\", \"Temperature\": -1.34, \"TemperatureUncertainty\": 0.3979999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1911}, {\"Date\": \"1911-04-01T00:00:00\", \"Temperature\": 7.295, \"TemperatureUncertainty\": 0.28600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1911}, {\"Date\": \"1911-07-01T00:00:00\", \"Temperature\": 23.482, \"TemperatureUncertainty\": 0.161, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1911}, {\"Date\": \"1911-10-01T00:00:00\", \"Temperature\": 10.339, \"TemperatureUncertainty\": 0.138, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1911}, {\"Date\": \"1912-01-01T00:00:00\", \"Temperature\": -7.67, \"TemperatureUncertainty\": 0.619, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1912}, {\"Date\": \"1912-04-01T00:00:00\", \"Temperature\": 8.802999999999997, \"TemperatureUncertainty\": 0.198, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1912}, {\"Date\": \"1912-07-01T00:00:00\", \"Temperature\": 22.483, \"TemperatureUncertainty\": 0.12, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1912}, {\"Date\": \"1912-10-01T00:00:00\", \"Temperature\": 12.184000000000001, \"TemperatureUncertainty\": 0.332, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1912}, {\"Date\": \"1913-01-01T00:00:00\", \"Temperature\": 2.011, \"TemperatureUncertainty\": 0.385, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1913}, {\"Date\": \"1913-04-01T00:00:00\", \"Temperature\": 9.991, \"TemperatureUncertainty\": 0.233, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1913}, {\"Date\": \"1913-07-01T00:00:00\", \"Temperature\": 22.471, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1913}, {\"Date\": \"1913-10-01T00:00:00\", \"Temperature\": 12.960999999999999, \"TemperatureUncertainty\": 0.361, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1913}, {\"Date\": \"1914-01-01T00:00:00\", \"Temperature\": -2.846, \"TemperatureUncertainty\": 0.606, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1914}, {\"Date\": \"1914-04-01T00:00:00\", \"Temperature\": 7.525, \"TemperatureUncertainty\": 0.39, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1914}, {\"Date\": \"1914-07-01T00:00:00\", \"Temperature\": 21.145, \"TemperatureUncertainty\": 0.29600000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1914}, {\"Date\": \"1914-10-01T00:00:00\", \"Temperature\": 12.847000000000001, \"TemperatureUncertainty\": 0.38, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1914}, {\"Date\": \"1915-01-01T00:00:00\", \"Temperature\": -1.3719999999999999, \"TemperatureUncertainty\": 0.374, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1915}, {\"Date\": \"1915-04-01T00:00:00\", \"Temperature\": 11.45, \"TemperatureUncertainty\": 0.314, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1915}, {\"Date\": \"1915-07-01T00:00:00\", \"Temperature\": 21.609, \"TemperatureUncertainty\": 0.308, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1915}, {\"Date\": \"1915-10-01T00:00:00\", \"Temperature\": 11.619000000000002, \"TemperatureUncertainty\": 0.087, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1915}, {\"Date\": \"1916-01-01T00:00:00\", \"Temperature\": -0.4300000000000001, \"TemperatureUncertainty\": 0.479, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1916}, {\"Date\": \"1916-04-01T00:00:00\", \"Temperature\": 7.86, \"TemperatureUncertainty\": 0.4029999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1916}, {\"Date\": \"1916-07-01T00:00:00\", \"Temperature\": 22.861, \"TemperatureUncertainty\": 0.136, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1916}, {\"Date\": \"1916-10-01T00:00:00\", \"Temperature\": 11.133, \"TemperatureUncertainty\": 0.267, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1916}, {\"Date\": \"1917-01-01T00:00:00\", \"Temperature\": -2.5540000000000003, \"TemperatureUncertainty\": 0.589, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1917}, {\"Date\": \"1917-04-01T00:00:00\", \"Temperature\": 8.044, \"TemperatureUncertainty\": 0.278, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1917}, {\"Date\": \"1917-07-01T00:00:00\", \"Temperature\": 22.505, \"TemperatureUncertainty\": 0.435, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1917}, {\"Date\": \"1917-10-01T00:00:00\", \"Temperature\": 8.875, \"TemperatureUncertainty\": 0.163, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1917}, {\"Date\": \"1918-01-01T00:00:00\", \"Temperature\": -8.596, \"TemperatureUncertainty\": 0.36, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1918}, {\"Date\": \"1918-04-01T00:00:00\", \"Temperature\": 8.775, \"TemperatureUncertainty\": 0.249, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1918}, {\"Date\": \"1918-07-01T00:00:00\", \"Temperature\": 21.589000000000002, \"TemperatureUncertainty\": 0.247, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1918}, {\"Date\": \"1918-10-01T00:00:00\", \"Temperature\": 12.262, \"TemperatureUncertainty\": 0.191, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1918}, {\"Date\": \"1919-01-01T00:00:00\", \"Temperature\": -0.7549999999999999, \"TemperatureUncertainty\": 0.392, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1919}, {\"Date\": \"1919-04-01T00:00:00\", \"Temperature\": 8.327, \"TemperatureUncertainty\": 0.485, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1919}, {\"Date\": \"1919-07-01T00:00:00\", \"Temperature\": 22.201999999999998, \"TemperatureUncertainty\": 0.226, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1919}, {\"Date\": \"1919-10-01T00:00:00\", \"Temperature\": 13.03, \"TemperatureUncertainty\": 0.106, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1919}, {\"Date\": \"1920-01-01T00:00:00\", \"Temperature\": -7.051, \"TemperatureUncertainty\": 0.43, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1920}, {\"Date\": \"1920-04-01T00:00:00\", \"Temperature\": 7.336, \"TemperatureUncertainty\": 0.519, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1920}, {\"Date\": \"1920-07-01T00:00:00\", \"Temperature\": 20.997, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1920}, {\"Date\": \"1920-10-01T00:00:00\", \"Temperature\": 13.742, \"TemperatureUncertainty\": 0.235, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1920}, {\"Date\": \"1921-01-01T00:00:00\", \"Temperature\": -1.422, \"TemperatureUncertainty\": 0.4629999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1921}, {\"Date\": \"1921-04-01T00:00:00\", \"Temperature\": 12.415, \"TemperatureUncertainty\": 0.382, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1921}, {\"Date\": \"1921-07-01T00:00:00\", \"Temperature\": 23.956999999999997, \"TemperatureUncertainty\": 0.35700000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1921}, {\"Date\": \"1921-10-01T00:00:00\", \"Temperature\": 10.807, \"TemperatureUncertainty\": 0.289, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1921}, {\"Date\": \"1922-01-01T00:00:00\", \"Temperature\": -4.633, \"TemperatureUncertainty\": 0.368, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1922}, {\"Date\": \"1922-04-01T00:00:00\", \"Temperature\": 9.192, \"TemperatureUncertainty\": 0.325, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1922}, {\"Date\": \"1922-07-01T00:00:00\", \"Temperature\": 21.88, \"TemperatureUncertainty\": 0.24, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1922}, {\"Date\": \"1922-10-01T00:00:00\", \"Temperature\": 12.073, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1922}, {\"Date\": \"1923-01-01T00:00:00\", \"Temperature\": -3.7289999999999996, \"TemperatureUncertainty\": 0.37200000000000005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1923}, {\"Date\": \"1923-04-01T00:00:00\", \"Temperature\": 8.841000000000003, \"TemperatureUncertainty\": 0.295, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1923}, {\"Date\": \"1923-07-01T00:00:00\", \"Temperature\": 21.243000000000002, \"TemperatureUncertainty\": 0.151, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1923}, {\"Date\": \"1923-10-01T00:00:00\", \"Temperature\": 10.572000000000001, \"TemperatureUncertainty\": 0.146, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1923}, {\"Date\": \"1924-01-01T00:00:00\", \"Temperature\": -1.8869999999999998, \"TemperatureUncertainty\": 0.39, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1924}, {\"Date\": \"1924-04-01T00:00:00\", \"Temperature\": 7.5520000000000005, \"TemperatureUncertainty\": 0.47700000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1924}, {\"Date\": \"1924-07-01T00:00:00\", \"Temperature\": 21.399, \"TemperatureUncertainty\": 0.201, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1924}, {\"Date\": \"1924-10-01T00:00:00\", \"Temperature\": 10.956, \"TemperatureUncertainty\": 0.231, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1924}, {\"Date\": \"1925-01-01T00:00:00\", \"Temperature\": -5.131, \"TemperatureUncertainty\": 0.608, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1925}, {\"Date\": \"1925-04-01T00:00:00\", \"Temperature\": 9.562999999999999, \"TemperatureUncertainty\": 0.237, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1925}, {\"Date\": \"1925-07-01T00:00:00\", \"Temperature\": 21.223000000000006, \"TemperatureUncertainty\": 0.198, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1925}, {\"Date\": \"1925-10-01T00:00:00\", \"Temperature\": 7.6469999999999985, \"TemperatureUncertainty\": 0.29, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1925}, {\"Date\": \"1926-01-01T00:00:00\", \"Temperature\": -2.63, \"TemperatureUncertainty\": 0.255, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1926}, {\"Date\": \"1926-04-01T00:00:00\", \"Temperature\": 6.487, \"TemperatureUncertainty\": 0.273, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1926}, {\"Date\": \"1926-07-01T00:00:00\", \"Temperature\": 22.073, \"TemperatureUncertainty\": 0.354, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1926}, {\"Date\": \"1926-10-01T00:00:00\", \"Temperature\": 9.896, \"TemperatureUncertainty\": 0.18100000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1926}, {\"Date\": \"1927-01-01T00:00:00\", \"Temperature\": -3.511, \"TemperatureUncertainty\": 0.146, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1927}, {\"Date\": \"1927-04-01T00:00:00\", \"Temperature\": 7.4670000000000005, \"TemperatureUncertainty\": 0.2689999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1927}, {\"Date\": \"1927-07-01T00:00:00\", \"Temperature\": 21.659000000000002, \"TemperatureUncertainty\": 0.14800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1927}, {\"Date\": \"1927-10-01T00:00:00\", \"Temperature\": 12.409, \"TemperatureUncertainty\": 0.235, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1927}, {\"Date\": \"1928-01-01T00:00:00\", \"Temperature\": -1.456, \"TemperatureUncertainty\": 0.255, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1928}, {\"Date\": \"1928-04-01T00:00:00\", \"Temperature\": 7.317, \"TemperatureUncertainty\": 0.276, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1928}, {\"Date\": \"1928-07-01T00:00:00\", \"Temperature\": 22.829, \"TemperatureUncertainty\": 0.14400000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1928}, {\"Date\": \"1928-10-01T00:00:00\", \"Temperature\": 11.899000000000001, \"TemperatureUncertainty\": 0.249, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1928}, {\"Date\": \"1929-01-01T00:00:00\", \"Temperature\": -2.641, \"TemperatureUncertainty\": 0.28, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1929}, {\"Date\": \"1929-04-01T00:00:00\", \"Temperature\": 9.32, \"TemperatureUncertainty\": 0.20600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1929}, {\"Date\": \"1929-07-01T00:00:00\", \"Temperature\": 22.1, \"TemperatureUncertainty\": 0.292, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1929}, {\"Date\": \"1929-10-01T00:00:00\", \"Temperature\": 9.812000000000001, \"TemperatureUncertainty\": 0.235, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1929}, {\"Date\": \"1930-01-01T00:00:00\", \"Temperature\": -2.358, \"TemperatureUncertainty\": 0.461, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1930}, {\"Date\": \"1930-04-01T00:00:00\", \"Temperature\": 7.602, \"TemperatureUncertainty\": 0.303, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1930}, {\"Date\": \"1930-07-01T00:00:00\", \"Temperature\": 22.524, \"TemperatureUncertainty\": 0.243, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1930}, {\"Date\": \"1930-10-01T00:00:00\", \"Temperature\": 10.174, \"TemperatureUncertainty\": 0.14800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1930}, {\"Date\": \"1931-01-01T00:00:00\", \"Temperature\": -2.447, \"TemperatureUncertainty\": 0.35200000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1931}, {\"Date\": \"1931-04-01T00:00:00\", \"Temperature\": 8.907, \"TemperatureUncertainty\": 0.309, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1931}, {\"Date\": \"1931-07-01T00:00:00\", \"Temperature\": 23.715, \"TemperatureUncertainty\": 0.155, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1931}, {\"Date\": \"1931-10-01T00:00:00\", \"Temperature\": 12.931, \"TemperatureUncertainty\": 0.307, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1931}, {\"Date\": \"1932-01-01T00:00:00\", \"Temperature\": 3.61, \"TemperatureUncertainty\": 0.433, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1932}, {\"Date\": \"1932-04-01T00:00:00\", \"Temperature\": 7.66, \"TemperatureUncertainty\": 0.248, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1932}, {\"Date\": \"1932-07-01T00:00:00\", \"Temperature\": 22.038, \"TemperatureUncertainty\": 0.386, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1932}, {\"Date\": \"1932-10-01T00:00:00\", \"Temperature\": 11.908, \"TemperatureUncertainty\": 0.287, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1932}, {\"Date\": \"1933-01-01T00:00:00\", \"Temperature\": 1.709, \"TemperatureUncertainty\": 0.355, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1933}, {\"Date\": \"1933-04-01T00:00:00\", \"Temperature\": 9.094, \"TemperatureUncertainty\": 0.249, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1933}, {\"Date\": \"1933-07-01T00:00:00\", \"Temperature\": 22.375, \"TemperatureUncertainty\": 0.21600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1933}, {\"Date\": \"1933-10-01T00:00:00\", \"Temperature\": 10.392000000000001, \"TemperatureUncertainty\": 0.33, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1933}, {\"Date\": \"1934-01-01T00:00:00\", \"Temperature\": -1.209, \"TemperatureUncertainty\": 0.3429999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1934}, {\"Date\": \"1934-04-01T00:00:00\", \"Temperature\": 8.571, \"TemperatureUncertainty\": 0.217, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1934}, {\"Date\": \"1934-07-01T00:00:00\", \"Temperature\": 23.386999999999997, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1934}, {\"Date\": \"1934-10-01T00:00:00\", \"Temperature\": 9.84, \"TemperatureUncertainty\": 0.287, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1934}, {\"Date\": \"1935-01-01T00:00:00\", \"Temperature\": -4.282, \"TemperatureUncertainty\": 0.3779999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1935}, {\"Date\": \"1935-04-01T00:00:00\", \"Temperature\": 8.047, \"TemperatureUncertainty\": 0.168, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1935}, {\"Date\": \"1935-07-01T00:00:00\", \"Temperature\": 23.554000000000002, \"TemperatureUncertainty\": 0.287, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1935}, {\"Date\": \"1935-10-01T00:00:00\", \"Temperature\": 11.222999999999999, \"TemperatureUncertainty\": 0.209, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1935}, {\"Date\": \"1936-01-01T00:00:00\", \"Temperature\": -4.673, \"TemperatureUncertainty\": 0.583, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1936}, {\"Date\": \"1936-04-01T00:00:00\", \"Temperature\": 7.519, \"TemperatureUncertainty\": 0.187, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1936}, {\"Date\": \"1936-07-01T00:00:00\", \"Temperature\": 22.750999999999998, \"TemperatureUncertainty\": 0.191, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1936}, {\"Date\": \"1936-10-01T00:00:00\", \"Temperature\": 11.195, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1936}, {\"Date\": \"1937-01-01T00:00:00\", \"Temperature\": 1.7420000000000004, \"TemperatureUncertainty\": 0.302, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1937}, {\"Date\": \"1937-04-01T00:00:00\", \"Temperature\": 8.092, \"TemperatureUncertainty\": 0.245, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1937}, {\"Date\": \"1937-07-01T00:00:00\", \"Temperature\": 22.587, \"TemperatureUncertainty\": 0.18, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1937}, {\"Date\": \"1937-10-01T00:00:00\", \"Temperature\": 10.206, \"TemperatureUncertainty\": 0.156, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1937}, {\"Date\": \"1938-01-01T00:00:00\", \"Temperature\": -2.99, \"TemperatureUncertainty\": 0.271, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1938}, {\"Date\": \"1938-04-01T00:00:00\", \"Temperature\": 10.312999999999999, \"TemperatureUncertainty\": 0.354, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1938}, {\"Date\": \"1938-07-01T00:00:00\", \"Temperature\": 22.764, \"TemperatureUncertainty\": 0.209, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1938}, {\"Date\": \"1938-10-01T00:00:00\", \"Temperature\": 12.130999999999998, \"TemperatureUncertainty\": 0.263, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1938}, {\"Date\": \"1939-01-01T00:00:00\", \"Temperature\": -2.719, \"TemperatureUncertainty\": 0.2269999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1939}, {\"Date\": \"1939-04-01T00:00:00\", \"Temperature\": 7.338999999999999, \"TemperatureUncertainty\": 0.355, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1939}, {\"Date\": \"1939-07-01T00:00:00\", \"Temperature\": 22.234, \"TemperatureUncertainty\": 0.191, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1939}, {\"Date\": \"1939-10-01T00:00:00\", \"Temperature\": 10.915, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1939}, {\"Date\": \"1940-01-01T00:00:00\", \"Temperature\": -6.9030000000000005, \"TemperatureUncertainty\": 0.3829999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1940}, {\"Date\": \"1940-04-01T00:00:00\", \"Temperature\": 6.28, \"TemperatureUncertainty\": 0.22, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1940}, {\"Date\": \"1940-07-01T00:00:00\", \"Temperature\": 22.261, \"TemperatureUncertainty\": 0.29, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1940}, {\"Date\": \"1940-10-01T00:00:00\", \"Temperature\": 8.802, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1940}, {\"Date\": \"1941-01-01T00:00:00\", \"Temperature\": -3.7760000000000002, \"TemperatureUncertainty\": 0.159, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1941}, {\"Date\": \"1941-04-01T00:00:00\", \"Temperature\": 12.038, \"TemperatureUncertainty\": 0.1889999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1941}, {\"Date\": \"1941-07-01T00:00:00\", \"Temperature\": 22.474, \"TemperatureUncertainty\": 0.319, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1941}, {\"Date\": \"1941-10-01T00:00:00\", \"Temperature\": 13.012, \"TemperatureUncertainty\": 0.29, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1941}, {\"Date\": \"1942-01-01T00:00:00\", \"Temperature\": -3.786, \"TemperatureUncertainty\": 0.245, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1942}, {\"Date\": \"1942-04-01T00:00:00\", \"Temperature\": 10.662, \"TemperatureUncertainty\": 0.196, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1942}, {\"Date\": \"1942-07-01T00:00:00\", \"Temperature\": 22.526999999999997, \"TemperatureUncertainty\": 0.263, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1942}, {\"Date\": \"1942-10-01T00:00:00\", \"Temperature\": 11.68, \"TemperatureUncertainty\": 0.22, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1942}, {\"Date\": \"1943-01-01T00:00:00\", \"Temperature\": -3.2710000000000004, \"TemperatureUncertainty\": 0.2269999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1943}, {\"Date\": \"1943-04-01T00:00:00\", \"Temperature\": 5.956, \"TemperatureUncertainty\": 0.22, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1943}, {\"Date\": \"1943-07-01T00:00:00\", \"Temperature\": 22.791999999999998, \"TemperatureUncertainty\": 0.22, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1943}, {\"Date\": \"1943-10-01T00:00:00\", \"Temperature\": 10.536, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1943}, {\"Date\": \"1944-01-01T00:00:00\", \"Temperature\": -1.6569999999999998, \"TemperatureUncertainty\": 0.188, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1944}, {\"Date\": \"1944-04-01T00:00:00\", \"Temperature\": 7.291, \"TemperatureUncertainty\": 0.3, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1944}, {\"Date\": \"1944-07-01T00:00:00\", \"Temperature\": 23.416999999999998, \"TemperatureUncertainty\": 0.319, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1944}, {\"Date\": \"1944-10-01T00:00:00\", \"Temperature\": 10.436, \"TemperatureUncertainty\": 0.282, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1944}, {\"Date\": \"1945-01-01T00:00:00\", \"Temperature\": -6.6229999999999976, \"TemperatureUncertainty\": 0.267, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1945}, {\"Date\": \"1945-04-01T00:00:00\", \"Temperature\": 11.401, \"TemperatureUncertainty\": 0.282, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1945}, {\"Date\": \"1945-07-01T00:00:00\", \"Temperature\": 22.026999999999997, \"TemperatureUncertainty\": 0.20600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1945}, {\"Date\": \"1945-10-01T00:00:00\", \"Temperature\": 10.520999999999999, \"TemperatureUncertainty\": 0.20600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1945}, {\"Date\": \"1946-01-01T00:00:00\", \"Temperature\": -1.855, \"TemperatureUncertainty\": 0.155, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1946}, {\"Date\": \"1946-04-01T00:00:00\", \"Temperature\": 8.626000000000001, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1946}, {\"Date\": \"1946-07-01T00:00:00\", \"Temperature\": 22.165, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1946}, {\"Date\": \"1946-10-01T00:00:00\", \"Temperature\": 13.431, \"TemperatureUncertainty\": 0.214, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1946}, {\"Date\": \"1947-01-01T00:00:00\", \"Temperature\": 0.129, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1947}, {\"Date\": \"1947-04-01T00:00:00\", \"Temperature\": 8.677999999999999, \"TemperatureUncertainty\": 0.239, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1947}, {\"Date\": \"1947-07-01T00:00:00\", \"Temperature\": 22.191999999999997, \"TemperatureUncertainty\": 0.20800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1947}, {\"Date\": \"1947-10-01T00:00:00\", \"Temperature\": 14.251, \"TemperatureUncertainty\": 0.18100000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1947}, {\"Date\": \"1948-01-01T00:00:00\", \"Temperature\": -6.651, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1948}, {\"Date\": \"1948-04-01T00:00:00\", \"Temperature\": 9.259, \"TemperatureUncertainty\": 0.184, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1948}, {\"Date\": \"1948-07-01T00:00:00\", \"Temperature\": 22.816999999999997, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1948}, {\"Date\": \"1948-10-01T00:00:00\", \"Temperature\": 10.575, \"TemperatureUncertainty\": 0.16, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1948}, {\"Date\": \"1949-01-01T00:00:00\", \"Temperature\": 1.073, \"TemperatureUncertainty\": 0.195, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1949}, {\"Date\": \"1949-04-01T00:00:00\", \"Temperature\": 9.836, \"TemperatureUncertainty\": 0.302, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1949}, {\"Date\": \"1949-07-01T00:00:00\", \"Temperature\": 24.623, \"TemperatureUncertainty\": 0.258, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1949}, {\"Date\": \"1949-10-01T00:00:00\", \"Temperature\": 13.978, \"TemperatureUncertainty\": 0.257, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1949}, {\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": 2.32, \"TemperatureUncertainty\": 0.253, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 7.336, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", \"Temperature\": 21.613000000000003, \"TemperatureUncertainty\": 0.133, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1950}, {\"Date\": \"1950-10-01T00:00:00\", \"Temperature\": 12.633, \"TemperatureUncertainty\": 0.21100000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1950}, {\"Date\": \"1951-01-01T00:00:00\", \"Temperature\": -0.7229999999999999, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1951}, {\"Date\": \"1951-04-01T00:00:00\", \"Temperature\": 9.576, \"TemperatureUncertainty\": 0.265, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1951}, {\"Date\": \"1951-07-01T00:00:00\", \"Temperature\": 22.364, \"TemperatureUncertainty\": 0.26, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 12.236999999999998, \"TemperatureUncertainty\": 0.20800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": -0.5659999999999998, \"TemperatureUncertainty\": 0.162, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 10.661, \"TemperatureUncertainty\": 0.18600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 23.964000000000002, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 9.439, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": 0.1139999999999998, \"TemperatureUncertainty\": 0.2019999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 9.141, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 22.746, \"TemperatureUncertainty\": 0.196, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 12.341, \"TemperatureUncertainty\": 0.205, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": -3.727, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 10.454, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 22.163, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 13.401, \"TemperatureUncertainty\": 0.149, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": -3.4419999999999997, \"TemperatureUncertainty\": 0.276, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 10.825999999999999, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 25.313000000000002, \"TemperatureUncertainty\": 0.184, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 12.69, \"TemperatureUncertainty\": 0.243, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": -2.2030000000000003, \"TemperatureUncertainty\": 0.218, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 7.2189999999999985, \"TemperatureUncertainty\": 0.267, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 20.976999999999997, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 11.646999999999998, \"TemperatureUncertainty\": 0.23, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": -4.863, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 10.322000000000001, \"TemperatureUncertainty\": 0.433, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 22.495, \"TemperatureUncertainty\": 0.41100000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 10.342, \"TemperatureUncertainty\": 0.402, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": -2.858, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 9.897, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 22.996, \"TemperatureUncertainty\": 0.435, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 10.384, \"TemperatureUncertainty\": 0.207, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": -3.023, \"TemperatureUncertainty\": 0.3929999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 10.352, \"TemperatureUncertainty\": 0.374, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 23.06600000000001, \"TemperatureUncertainty\": 0.29100000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 12.914000000000001, \"TemperatureUncertainty\": 0.295, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": -1.5930000000000002, \"TemperatureUncertainty\": 0.155, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 11.24, \"TemperatureUncertainty\": 0.271, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 21.430999999999997, \"TemperatureUncertainty\": 0.185, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 10.972999999999999, \"TemperatureUncertainty\": 0.151, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1960}, {\"Date\": \"1961-01-01T00:00:00\", \"Temperature\": -6.479, \"TemperatureUncertainty\": 0.297, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1961}, {\"Date\": \"1961-04-01T00:00:00\", \"Temperature\": 7.254, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1961}, {\"Date\": \"1961-07-01T00:00:00\", \"Temperature\": 22.715, \"TemperatureUncertainty\": 0.1969999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1961}, {\"Date\": \"1961-10-01T00:00:00\", \"Temperature\": 12.697000000000001, \"TemperatureUncertainty\": 0.294, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1961}, {\"Date\": \"1962-01-01T00:00:00\", \"Temperature\": -3.125, \"TemperatureUncertainty\": 0.262, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1962}, {\"Date\": \"1962-04-01T00:00:00\", \"Temperature\": 9.411, \"TemperatureUncertainty\": 0.376, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1962}, {\"Date\": \"1962-07-01T00:00:00\", \"Temperature\": 21.095, \"TemperatureUncertainty\": 0.257, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1962}, {\"Date\": \"1962-10-01T00:00:00\", \"Temperature\": 11.388, \"TemperatureUncertainty\": 0.345, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1962}, {\"Date\": \"1963-01-01T00:00:00\", \"Temperature\": -4.5440000000000005, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1963}, {\"Date\": \"1963-04-01T00:00:00\", \"Temperature\": 9.27, \"TemperatureUncertainty\": 0.311, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1963}, {\"Date\": \"1963-07-01T00:00:00\", \"Temperature\": 22.529, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1963}, {\"Date\": \"1963-10-01T00:00:00\", \"Temperature\": 13.454999999999998, \"TemperatureUncertainty\": 0.18, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1963}, {\"Date\": \"1964-01-01T00:00:00\", \"Temperature\": -1.993, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1964}, {\"Date\": \"1964-04-01T00:00:00\", \"Temperature\": 7.99, \"TemperatureUncertainty\": 0.136, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1964}, {\"Date\": \"1964-07-01T00:00:00\", \"Temperature\": 22.791, \"TemperatureUncertainty\": 0.223, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1964}, {\"Date\": \"1964-10-01T00:00:00\", \"Temperature\": 9.976, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1964}, {\"Date\": \"1965-01-01T00:00:00\", \"Temperature\": -4.65, \"TemperatureUncertainty\": 0.259, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1965}, {\"Date\": \"1965-04-01T00:00:00\", \"Temperature\": 7.5470000000000015, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1965}, {\"Date\": \"1965-07-01T00:00:00\", \"Temperature\": 21.523000000000003, \"TemperatureUncertainty\": 0.355, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1965}, {\"Date\": \"1965-10-01T00:00:00\", \"Temperature\": 9.998, \"TemperatureUncertainty\": 0.303, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1965}, {\"Date\": \"1966-01-01T00:00:00\", \"Temperature\": -3.432, \"TemperatureUncertainty\": 0.396, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1966}, {\"Date\": \"1966-04-01T00:00:00\", \"Temperature\": 7.099, \"TemperatureUncertainty\": 0.149, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1966}, {\"Date\": \"1966-07-01T00:00:00\", \"Temperature\": 23.615, \"TemperatureUncertainty\": 0.32, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1966}, {\"Date\": \"1966-10-01T00:00:00\", \"Temperature\": 10.211, \"TemperatureUncertainty\": 0.282, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1966}, {\"Date\": \"1967-01-01T00:00:00\", \"Temperature\": -0.3119999999999998, \"TemperatureUncertainty\": 0.1669999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1967}, {\"Date\": \"1967-04-01T00:00:00\", \"Temperature\": 8.633000000000001, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1967}, {\"Date\": \"1967-07-01T00:00:00\", \"Temperature\": 22.208000000000002, \"TemperatureUncertainty\": 0.405, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1967}, {\"Date\": \"1967-10-01T00:00:00\", \"Temperature\": 10.885, \"TemperatureUncertainty\": 0.1, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1967}, {\"Date\": \"1968-01-01T00:00:00\", \"Temperature\": -5.834, \"TemperatureUncertainty\": 0.2339999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1968}, {\"Date\": \"1968-04-01T00:00:00\", \"Temperature\": 10.699000000000002, \"TemperatureUncertainty\": 0.42100000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1968}, {\"Date\": \"1968-07-01T00:00:00\", \"Temperature\": 23.149, \"TemperatureUncertainty\": 0.353, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1968}, {\"Date\": \"1968-10-01T00:00:00\", \"Temperature\": 12.466, \"TemperatureUncertainty\": 0.174, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1968}, {\"Date\": \"1969-01-01T00:00:00\", \"Temperature\": -3.38, \"TemperatureUncertainty\": 0.2689999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1969}, {\"Date\": \"1969-04-01T00:00:00\", \"Temperature\": 10.335999999999999, \"TemperatureUncertainty\": 0.4, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1969}, {\"Date\": \"1969-07-01T00:00:00\", \"Temperature\": 21.624000000000002, \"TemperatureUncertainty\": 0.278, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1969}, {\"Date\": \"1969-10-01T00:00:00\", \"Temperature\": 10.79, \"TemperatureUncertainty\": 0.1889999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1969}, {\"Date\": \"1970-01-01T00:00:00\", \"Temperature\": -7.058, \"TemperatureUncertainty\": 0.263, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1970}, {\"Date\": \"1970-04-01T00:00:00\", \"Temperature\": 8.67, \"TemperatureUncertainty\": 0.257, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1970}, {\"Date\": \"1970-07-01T00:00:00\", \"Temperature\": 22.783, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1970}, {\"Date\": \"1970-10-01T00:00:00\", \"Temperature\": 12.277000000000001, \"TemperatureUncertainty\": 0.177, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1970}, {\"Date\": \"1971-01-01T00:00:00\", \"Temperature\": -5.494, \"TemperatureUncertainty\": 0.298, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1971}, {\"Date\": \"1971-04-01T00:00:00\", \"Temperature\": 7.83, \"TemperatureUncertainty\": 0.41200000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1971}, {\"Date\": \"1971-07-01T00:00:00\", \"Temperature\": 22.019000000000002, \"TemperatureUncertainty\": 0.297, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1971}, {\"Date\": \"1971-10-01T00:00:00\", \"Temperature\": 14.26, \"TemperatureUncertainty\": 0.166, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1971}, {\"Date\": \"1972-01-01T00:00:00\", \"Temperature\": -1.365, \"TemperatureUncertainty\": 0.222, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1972}, {\"Date\": \"1972-04-01T00:00:00\", \"Temperature\": 7.1590000000000025, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1972}, {\"Date\": \"1972-07-01T00:00:00\", \"Temperature\": 22.986, \"TemperatureUncertainty\": 0.284, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1972}, {\"Date\": \"1972-10-01T00:00:00\", \"Temperature\": 8.725, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1972}, {\"Date\": \"1973-01-01T00:00:00\", \"Temperature\": -0.8140000000000001, \"TemperatureUncertainty\": 0.4029999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1973}, {\"Date\": \"1973-04-01T00:00:00\", \"Temperature\": 9.853, \"TemperatureUncertainty\": 0.226, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1973}, {\"Date\": \"1973-07-01T00:00:00\", \"Temperature\": 22.991, \"TemperatureUncertainty\": 0.24100000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1973}, {\"Date\": \"1973-10-01T00:00:00\", \"Temperature\": 12.402999999999999, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1973}, {\"Date\": \"1974-01-01T00:00:00\", \"Temperature\": -1.3319999999999999, \"TemperatureUncertainty\": 0.318, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1974}, {\"Date\": \"1974-04-01T00:00:00\", \"Temperature\": 10.602, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1974}, {\"Date\": \"1974-07-01T00:00:00\", \"Temperature\": 22.439, \"TemperatureUncertainty\": 0.175, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1974}, {\"Date\": \"1974-10-01T00:00:00\", \"Temperature\": 9.095, \"TemperatureUncertainty\": 0.136, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1974}, {\"Date\": \"1975-01-01T00:00:00\", \"Temperature\": -0.2999999999999998, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1975}, {\"Date\": \"1975-04-01T00:00:00\", \"Temperature\": 6.5820000000000025, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1975}, {\"Date\": \"1975-07-01T00:00:00\", \"Temperature\": 22.781, \"TemperatureUncertainty\": 0.426, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1975}, {\"Date\": \"1975-10-01T00:00:00\", \"Temperature\": 12.991, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1975}, {\"Date\": \"1976-01-01T00:00:00\", \"Temperature\": -5.3420000000000005, \"TemperatureUncertainty\": 0.2289999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1976}, {\"Date\": \"1976-04-01T00:00:00\", \"Temperature\": 10.814, \"TemperatureUncertainty\": 0.33, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1976}, {\"Date\": \"1976-07-01T00:00:00\", \"Temperature\": 21.363000000000003, \"TemperatureUncertainty\": 0.322, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1976}, {\"Date\": \"1976-10-01T00:00:00\", \"Temperature\": 9.067, \"TemperatureUncertainty\": 0.384, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1976}, {\"Date\": \"1977-01-01T00:00:00\", \"Temperature\": -8.046, \"TemperatureUncertainty\": 0.271, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1977}, {\"Date\": \"1977-04-01T00:00:00\", \"Temperature\": 10.156, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1977}, {\"Date\": \"1977-07-01T00:00:00\", \"Temperature\": 22.967, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1977}, {\"Date\": \"1977-10-01T00:00:00\", \"Temperature\": 10.312999999999999, \"TemperatureUncertainty\": 0.252, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1977}, {\"Date\": \"1978-01-01T00:00:00\", \"Temperature\": -4.666, \"TemperatureUncertainty\": 0.396, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1978}, {\"Date\": \"1978-04-01T00:00:00\", \"Temperature\": 8.471, \"TemperatureUncertainty\": 0.41, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1978}, {\"Date\": \"1978-07-01T00:00:00\", \"Temperature\": 21.578000000000007, \"TemperatureUncertainty\": 0.281, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1978}, {\"Date\": \"1978-10-01T00:00:00\", \"Temperature\": 10.517000000000001, \"TemperatureUncertainty\": 0.184, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1978}, {\"Date\": \"1979-01-01T00:00:00\", \"Temperature\": -2.603, \"TemperatureUncertainty\": 0.376, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1979}, {\"Date\": \"1979-04-01T00:00:00\", \"Temperature\": 8.913, \"TemperatureUncertainty\": 0.456, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1979}, {\"Date\": \"1979-07-01T00:00:00\", \"Temperature\": 22.35, \"TemperatureUncertainty\": 0.177, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1979}, {\"Date\": \"1979-10-01T00:00:00\", \"Temperature\": 10.71, \"TemperatureUncertainty\": 0.171, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1979}, {\"Date\": \"1980-01-01T00:00:00\", \"Temperature\": -2.0469999999999997, \"TemperatureUncertainty\": 0.385, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1980}, {\"Date\": \"1980-04-01T00:00:00\", \"Temperature\": 9.922, \"TemperatureUncertainty\": 0.331, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1980}, {\"Date\": \"1980-07-01T00:00:00\", \"Temperature\": 23.48, \"TemperatureUncertainty\": 0.284, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1980}, {\"Date\": \"1980-10-01T00:00:00\", \"Temperature\": 10.107000000000001, \"TemperatureUncertainty\": 0.205, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1980}, {\"Date\": \"1981-01-01T00:00:00\", \"Temperature\": -6.772, \"TemperatureUncertainty\": 0.233, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1981}, {\"Date\": \"1981-04-01T00:00:00\", \"Temperature\": 10.675, \"TemperatureUncertainty\": 0.262, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1981}, {\"Date\": \"1981-07-01T00:00:00\", \"Temperature\": 23.299, \"TemperatureUncertainty\": 0.255, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1981}, {\"Date\": \"1981-10-01T00:00:00\", \"Temperature\": 9.195, \"TemperatureUncertainty\": 0.26, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1981}, {\"Date\": \"1982-01-01T00:00:00\", \"Temperature\": -7.2860000000000005, \"TemperatureUncertainty\": 0.276, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1982}, {\"Date\": \"1982-04-01T00:00:00\", \"Temperature\": 7.846, \"TemperatureUncertainty\": 0.17800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1982}, {\"Date\": \"1982-07-01T00:00:00\", \"Temperature\": 22.631, \"TemperatureUncertainty\": 0.314, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1982}, {\"Date\": \"1982-10-01T00:00:00\", \"Temperature\": 11.280999999999999, \"TemperatureUncertainty\": 0.14400000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1982}, {\"Date\": \"1983-01-01T00:00:00\", \"Temperature\": -1.9380000000000002, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1983}, {\"Date\": \"1983-04-01T00:00:00\", \"Temperature\": 8.607000000000001, \"TemperatureUncertainty\": 0.23600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1983}, {\"Date\": \"1983-07-01T00:00:00\", \"Temperature\": 23.596999999999998, \"TemperatureUncertainty\": 0.17600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1983}, {\"Date\": \"1983-10-01T00:00:00\", \"Temperature\": 11.332999999999998, \"TemperatureUncertainty\": 0.252, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1983}, {\"Date\": \"1984-01-01T00:00:00\", \"Temperature\": -4.966, \"TemperatureUncertainty\": 0.258, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1984}, {\"Date\": \"1984-04-01T00:00:00\", \"Temperature\": 8.717, \"TemperatureUncertainty\": 0.183, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1984}, {\"Date\": \"1984-07-01T00:00:00\", \"Temperature\": 21.865, \"TemperatureUncertainty\": 0.345, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1984}, {\"Date\": \"1984-10-01T00:00:00\", \"Temperature\": 13.492, \"TemperatureUncertainty\": 0.2339999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1984}, {\"Date\": \"1985-01-01T00:00:00\", \"Temperature\": -5.061, \"TemperatureUncertainty\": 0.162, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1985}, {\"Date\": \"1985-04-01T00:00:00\", \"Temperature\": 10.594000000000001, \"TemperatureUncertainty\": 0.376, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1985}, {\"Date\": \"1985-07-01T00:00:00\", \"Temperature\": 22.275, \"TemperatureUncertainty\": 0.36200000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1985}, {\"Date\": \"1985-10-01T00:00:00\", \"Temperature\": 11.882, \"TemperatureUncertainty\": 0.359, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1985}, {\"Date\": \"1986-01-01T00:00:00\", \"Temperature\": -2.227, \"TemperatureUncertainty\": 0.322, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1986}, {\"Date\": \"1986-04-01T00:00:00\", \"Temperature\": 9.854, \"TemperatureUncertainty\": 0.33, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1986}, {\"Date\": \"1986-07-01T00:00:00\", \"Temperature\": 22.469, \"TemperatureUncertainty\": 0.24, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1986}, {\"Date\": \"1986-10-01T00:00:00\", \"Temperature\": 11.512, \"TemperatureUncertainty\": 0.226, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1986}, {\"Date\": \"1987-01-01T00:00:00\", \"Temperature\": -3.116, \"TemperatureUncertainty\": 0.342, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1987}, {\"Date\": \"1987-04-01T00:00:00\", \"Temperature\": 10.15, \"TemperatureUncertainty\": 0.37200000000000005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1987}, {\"Date\": \"1987-07-01T00:00:00\", \"Temperature\": 23.603, \"TemperatureUncertainty\": 0.20600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1987}, {\"Date\": \"1987-10-01T00:00:00\", \"Temperature\": 8.965, \"TemperatureUncertainty\": 0.195, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1987}, {\"Date\": \"1988-01-01T00:00:00\", \"Temperature\": -5.329, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1988}, {\"Date\": \"1988-04-01T00:00:00\", \"Temperature\": 8.562000000000001, \"TemperatureUncertainty\": 0.237, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1988}, {\"Date\": \"1988-07-01T00:00:00\", \"Temperature\": 24.287, \"TemperatureUncertainty\": 0.2019999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1988}, {\"Date\": \"1988-10-01T00:00:00\", \"Temperature\": 8.605999999999998, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1988}, {\"Date\": \"1989-01-01T00:00:00\", \"Temperature\": -0.4289999999999998, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1989}, {\"Date\": \"1989-04-01T00:00:00\", \"Temperature\": 8.201, \"TemperatureUncertainty\": 0.295, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1989}, {\"Date\": \"1989-07-01T00:00:00\", \"Temperature\": 22.201, \"TemperatureUncertainty\": 0.266, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1989}, {\"Date\": \"1989-10-01T00:00:00\", \"Temperature\": 11.707999999999998, \"TemperatureUncertainty\": 0.302, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1989}, {\"Date\": \"1990-01-01T00:00:00\", \"Temperature\": 1.536, \"TemperatureUncertainty\": 0.332, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1990}, {\"Date\": \"1990-04-01T00:00:00\", \"Temperature\": 9.562999999999999, \"TemperatureUncertainty\": 0.213, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1990}, {\"Date\": \"1990-07-01T00:00:00\", \"Temperature\": 22.712, \"TemperatureUncertainty\": 0.28600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1990}, {\"Date\": \"1990-10-01T00:00:00\", \"Temperature\": 13.575999999999999, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1990}, {\"Date\": \"1991-01-01T00:00:00\", \"Temperature\": -2.313, \"TemperatureUncertainty\": 0.23600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1991}, {\"Date\": \"1991-04-01T00:00:00\", \"Temperature\": 10.879000000000001, \"TemperatureUncertainty\": 0.213, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1991}, {\"Date\": \"1991-07-01T00:00:00\", \"Temperature\": 23.118000000000002, \"TemperatureUncertainty\": 0.192, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1991}, {\"Date\": \"1991-10-01T00:00:00\", \"Temperature\": 11.690999999999999, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1991}, {\"Date\": \"1992-01-01T00:00:00\", \"Temperature\": -1.217, \"TemperatureUncertainty\": 0.3379999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1992}, {\"Date\": \"1992-04-01T00:00:00\", \"Temperature\": 8.044, \"TemperatureUncertainty\": 0.294, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1992}, {\"Date\": \"1992-07-01T00:00:00\", \"Temperature\": 21.506, \"TemperatureUncertainty\": 0.314, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1992}, {\"Date\": \"1992-10-01T00:00:00\", \"Temperature\": 9.204, \"TemperatureUncertainty\": 0.223, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1992}, {\"Date\": \"1993-01-01T00:00:00\", \"Temperature\": -0.4029999999999999, \"TemperatureUncertainty\": 0.12300000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1993}, {\"Date\": \"1993-04-01T00:00:00\", \"Temperature\": 9.457, \"TemperatureUncertainty\": 0.146, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1993}, {\"Date\": \"1993-07-01T00:00:00\", \"Temperature\": 23.93, \"TemperatureUncertainty\": 0.122, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1993}, {\"Date\": \"1993-10-01T00:00:00\", \"Temperature\": 9.943999999999999, \"TemperatureUncertainty\": 0.249, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1993}, {\"Date\": \"1994-01-01T00:00:00\", \"Temperature\": -7.184, \"TemperatureUncertainty\": 0.3329999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1994}, {\"Date\": \"1994-04-01T00:00:00\", \"Temperature\": 10.698, \"TemperatureUncertainty\": 0.316, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1994}, {\"Date\": \"1994-07-01T00:00:00\", \"Temperature\": 24.182, \"TemperatureUncertainty\": 0.212, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1994}, {\"Date\": \"1994-10-01T00:00:00\", \"Temperature\": 10.669, \"TemperatureUncertainty\": 0.157, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1994}, {\"Date\": \"1995-01-01T00:00:00\", \"Temperature\": 0.214, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1995}, {\"Date\": \"1995-04-01T00:00:00\", \"Temperature\": 8.455, \"TemperatureUncertainty\": 0.242, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1995}, {\"Date\": \"1995-07-01T00:00:00\", \"Temperature\": 23.823, \"TemperatureUncertainty\": 0.309, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1995}, {\"Date\": \"1995-10-01T00:00:00\", \"Temperature\": 13.247, \"TemperatureUncertainty\": 0.235, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1995}, {\"Date\": \"1996-01-01T00:00:00\", \"Temperature\": -3.877, \"TemperatureUncertainty\": 0.259, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1996}, {\"Date\": \"1996-04-01T00:00:00\", \"Temperature\": 9.26, \"TemperatureUncertainty\": 0.2, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1996}, {\"Date\": \"1996-07-01T00:00:00\", \"Temperature\": 21.471, \"TemperatureUncertainty\": 0.42700000000000005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1996}, {\"Date\": \"1996-10-01T00:00:00\", \"Temperature\": 11.114, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1996}, {\"Date\": \"1997-01-01T00:00:00\", \"Temperature\": -3.037, \"TemperatureUncertainty\": 0.228, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1997}, {\"Date\": \"1997-04-01T00:00:00\", \"Temperature\": 8.371, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1997}, {\"Date\": \"1997-07-01T00:00:00\", \"Temperature\": 22.546999999999997, \"TemperatureUncertainty\": 0.305, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1997}, {\"Date\": \"1997-10-01T00:00:00\", \"Temperature\": 10.994000000000002, \"TemperatureUncertainty\": 0.318, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1997}, {\"Date\": \"1998-01-01T00:00:00\", \"Temperature\": 1.7109999999999999, \"TemperatureUncertainty\": 0.301, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1998}, {\"Date\": \"1998-04-01T00:00:00\", \"Temperature\": 10.401, \"TemperatureUncertainty\": 0.177, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1998}, {\"Date\": \"1998-07-01T00:00:00\", \"Temperature\": 22.706, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1998}, {\"Date\": \"1998-10-01T00:00:00\", \"Temperature\": 11.855, \"TemperatureUncertainty\": 0.138, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1998}, {\"Date\": \"1999-01-01T00:00:00\", \"Temperature\": -1.952, \"TemperatureUncertainty\": 0.3329999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1999}, {\"Date\": \"1999-04-01T00:00:00\", \"Temperature\": 9.661, \"TemperatureUncertainty\": 0.3779999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1999}, {\"Date\": \"1999-07-01T00:00:00\", \"Temperature\": 25.065, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1999}, {\"Date\": \"1999-10-01T00:00:00\", \"Temperature\": 10.437999999999999, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1999}, {\"Date\": \"2000-01-01T00:00:00\", \"Temperature\": -3.168, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 2000}, {\"Date\": \"2000-04-01T00:00:00\", \"Temperature\": 8.897, \"TemperatureUncertainty\": 0.19, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 2000}, {\"Date\": \"2000-07-01T00:00:00\", \"Temperature\": 20.726999999999997, \"TemperatureUncertainty\": 0.40700000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 2000}, {\"Date\": \"2000-10-01T00:00:00\", \"Temperature\": 11.323, \"TemperatureUncertainty\": 0.273, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 2000}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 129
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a295a29b"
      },
      "source": [
        "## Advanced: GroupBys"
      ],
      "id": "a295a29b"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b6f6ca04"
      },
      "source": [
        "Last week we covered group-bys which are one of the more important\n",
        "concepts in Pandas. Here are a couple more examples that you might find\n",
        "useful for the group work."
      ],
      "id": "b6f6ca04"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "lines_to_next_cell": 2,
        "id": "a2e31101"
      },
      "source": [
        "GroupBys\n",
        "\n",
        "1) Filter - Figure out the data to start with\n",
        "2) GroupBy - Determine the subset of data to use\n",
        "3) Aggregation - Compute a property over the group"
      ],
      "id": "a2e31101"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.841524Z",
          "iopub.status.busy": "2021-06-28T19:06:51.840706Z",
          "iopub.status.idle": "2021-06-28T19:06:51.843272Z",
          "shell.execute_reply": "2021-06-28T19:06:51.842508Z"
        },
        "id": "c8b158e2"
      },
      "source": [
        "# 1) Filter\n",
        "filter = ((df[\"Country\"] == \"United States\") &\n",
        "          (df[\"Year\"] == 1950))"
      ],
      "id": "c8b158e2",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.848377Z",
          "iopub.status.busy": "2021-06-28T19:06:51.847519Z",
          "iopub.status.idle": "2021-06-28T19:06:51.850034Z",
          "shell.execute_reply": "2021-06-28T19:06:51.849338Z"
        },
        "id": "cd3cfa02"
      },
      "source": [
        "# 2) Group By\n",
        "grouped = df.loc[filter].groupby([\"Country\"],  as_index=False)"
      ],
      "id": "cd3cfa02",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.860287Z",
          "iopub.status.busy": "2021-06-28T19:06:51.859533Z",
          "iopub.status.idle": "2021-06-28T19:06:51.863253Z",
          "shell.execute_reply": "2021-06-28T19:06:51.862468Z"
        },
        "lines_to_next_cell": 2,
        "id": "ac0ce91e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "outputId": "01d5bc2e-f9c0-4401-db84-80249d95c21e"
      },
      "source": [
        "# 3) Aggregated\n",
        "temperature = grouped[\"Temperature\"].mean()\n",
        "temperature"
      ],
      "id": "ac0ce91e",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Country</th>\n",
              "      <th>Temperature</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>United States</td>\n",
              "      <td>14.842221</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Country  Temperature\n",
              "0  United States    14.842221"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 132
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.868367Z",
          "iopub.status.busy": "2021-06-28T19:06:51.867505Z",
          "iopub.status.idle": "2021-06-28T19:06:51.870099Z",
          "shell.execute_reply": "2021-06-28T19:06:51.869247Z"
        },
        "id": "d0eb19b9"
      },
      "source": [
        "# 2) Group By\n",
        "grouped = df[filter].groupby([\"City\"], as_index=False)"
      ],
      "id": "d0eb19b9",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.884490Z",
          "iopub.status.busy": "2021-06-28T19:06:51.883621Z",
          "iopub.status.idle": "2021-06-28T19:06:51.886910Z",
          "shell.execute_reply": "2021-06-28T19:06:51.887644Z"
        },
        "lines_to_next_cell": 2,
        "id": "1be34864",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e50d6519-ae7a-4595-e848-9f61b8c77930"
      },
      "source": [
        "# 3) Aggregated\n",
        "temperature = grouped[\"Temperature\"].mean()\n",
        "temperature"
      ],
      "id": "1be34864",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>City</th>\n",
              "      <th>Temperature</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Albuquerque</td>\n",
              "      <td>12.502500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Austin</td>\n",
              "      <td>21.285500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Baltimore</td>\n",
              "      <td>13.297500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Boston</td>\n",
              "      <td>8.814500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Charlotte</td>\n",
              "      <td>17.554000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Chicago</td>\n",
              "      <td>10.525750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Columbus</td>\n",
              "      <td>15.435625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Dallas</td>\n",
              "      <td>18.635750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Denver</td>\n",
              "      <td>9.713500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Detroit</td>\n",
              "      <td>9.283500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>El Paso</td>\n",
              "      <td>17.171250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Fort Worth</td>\n",
              "      <td>18.635750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Fresno</td>\n",
              "      <td>16.296000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Houston</td>\n",
              "      <td>21.661250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Indianapolis</td>\n",
              "      <td>12.365250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Jacksonville</td>\n",
              "      <td>21.905750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Las Vegas</td>\n",
              "      <td>18.022000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Los Angeles</td>\n",
              "      <td>16.081250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Louisville</td>\n",
              "      <td>14.193250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Memphis</td>\n",
              "      <td>17.405750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Milwaukee</td>\n",
              "      <td>10.525750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Nashville</td>\n",
              "      <td>15.522000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>New York</td>\n",
              "      <td>10.975500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Oklahoma City</td>\n",
              "      <td>15.255250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Philadelphia</td>\n",
              "      <td>13.473000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Phoenix</td>\n",
              "      <td>22.015000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Portland</td>\n",
              "      <td>7.862000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>San Antonio</td>\n",
              "      <td>21.285500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>San Diego</td>\n",
              "      <td>15.967750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>San Francisco</td>\n",
              "      <td>14.283750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>San Jose</td>\n",
              "      <td>14.283750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Seattle</td>\n",
              "      <td>5.200250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Tucson</td>\n",
              "      <td>18.745000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Vancouver</td>\n",
              "      <td>7.862000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             City  Temperature\n",
              "0     Albuquerque    12.502500\n",
              "1          Austin    21.285500\n",
              "2       Baltimore    13.297500\n",
              "3          Boston     8.814500\n",
              "4       Charlotte    17.554000\n",
              "5         Chicago    10.525750\n",
              "6        Columbus    15.435625\n",
              "7          Dallas    18.635750\n",
              "8          Denver     9.713500\n",
              "9         Detroit     9.283500\n",
              "10        El Paso    17.171250\n",
              "11     Fort Worth    18.635750\n",
              "12         Fresno    16.296000\n",
              "13        Houston    21.661250\n",
              "14   Indianapolis    12.365250\n",
              "15   Jacksonville    21.905750\n",
              "16      Las Vegas    18.022000\n",
              "17    Los Angeles    16.081250\n",
              "18     Louisville    14.193250\n",
              "19        Memphis    17.405750\n",
              "20      Milwaukee    10.525750\n",
              "21      Nashville    15.522000\n",
              "22       New York    10.975500\n",
              "23  Oklahoma City    15.255250\n",
              "24   Philadelphia    13.473000\n",
              "25        Phoenix    22.015000\n",
              "26       Portland     7.862000\n",
              "27    San Antonio    21.285500\n",
              "28      San Diego    15.967750\n",
              "29  San Francisco    14.283750\n",
              "30       San Jose    14.283750\n",
              "31        Seattle     5.200250\n",
              "32         Tucson    18.745000\n",
              "33      Vancouver     7.862000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 135
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a08f7f44"
      },
      "source": [
        "We can also check how much the temperature changes during the year.\n",
        "This is known as standard deviation."
      ],
      "id": "a08f7f44"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.898927Z",
          "iopub.status.busy": "2021-06-28T19:06:51.898062Z",
          "iopub.status.idle": "2021-06-28T19:06:51.901397Z",
          "shell.execute_reply": "2021-06-28T19:06:51.902116Z"
        },
        "lines_to_next_cell": 2,
        "id": "5c333c4f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "b65439e4-77bf-4e2d-e181-7a0701b84274"
      },
      "source": [
        "temperature = grouped[\"Temperature\"].std()\n",
        "temperature"
      ],
      "id": "5c333c4f",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>City</th>\n",
              "      <th>Temperature</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Albuquerque</td>\n",
              "      <td>8.883084</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Austin</td>\n",
              "      <td>6.081165</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Baltimore</td>\n",
              "      <td>7.238089</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Boston</td>\n",
              "      <td>9.201313</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Charlotte</td>\n",
              "      <td>5.603463</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Chicago</td>\n",
              "      <td>8.712053</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Columbus</td>\n",
              "      <td>6.617580</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Dallas</td>\n",
              "      <td>7.482523</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Denver</td>\n",
              "      <td>9.561042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Detroit</td>\n",
              "      <td>9.428264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>El Paso</td>\n",
              "      <td>6.935269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Fort Worth</td>\n",
              "      <td>7.482523</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Fresno</td>\n",
              "      <td>9.282034</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Houston</td>\n",
              "      <td>5.185932</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Indianapolis</td>\n",
              "      <td>7.979386</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Jacksonville</td>\n",
              "      <td>3.773897</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Las Vegas</td>\n",
              "      <td>10.559327</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Los Angeles</td>\n",
              "      <td>7.396636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Louisville</td>\n",
              "      <td>7.022436</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Memphis</td>\n",
              "      <td>6.125333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Milwaukee</td>\n",
              "      <td>8.712053</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Nashville</td>\n",
              "      <td>6.543020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>New York</td>\n",
              "      <td>8.247572</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Oklahoma City</td>\n",
              "      <td>9.523612</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Philadelphia</td>\n",
              "      <td>7.342021</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Phoenix</td>\n",
              "      <td>9.030969</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Portland</td>\n",
              "      <td>7.399868</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>San Antonio</td>\n",
              "      <td>6.081165</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>San Diego</td>\n",
              "      <td>4.061404</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>San Francisco</td>\n",
              "      <td>5.719923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>San Jose</td>\n",
              "      <td>5.719923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Seattle</td>\n",
              "      <td>8.870324</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Tucson</td>\n",
              "      <td>7.155808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Vancouver</td>\n",
              "      <td>7.399868</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             City  Temperature\n",
              "0     Albuquerque     8.883084\n",
              "1          Austin     6.081165\n",
              "2       Baltimore     7.238089\n",
              "3          Boston     9.201313\n",
              "4       Charlotte     5.603463\n",
              "5         Chicago     8.712053\n",
              "6        Columbus     6.617580\n",
              "7          Dallas     7.482523\n",
              "8          Denver     9.561042\n",
              "9         Detroit     9.428264\n",
              "10        El Paso     6.935269\n",
              "11     Fort Worth     7.482523\n",
              "12         Fresno     9.282034\n",
              "13        Houston     5.185932\n",
              "14   Indianapolis     7.979386\n",
              "15   Jacksonville     3.773897\n",
              "16      Las Vegas    10.559327\n",
              "17    Los Angeles     7.396636\n",
              "18     Louisville     7.022436\n",
              "19        Memphis     6.125333\n",
              "20      Milwaukee     8.712053\n",
              "21      Nashville     6.543020\n",
              "22       New York     8.247572\n",
              "23  Oklahoma City     9.523612\n",
              "24   Philadelphia     7.342021\n",
              "25        Phoenix     9.030969\n",
              "26       Portland     7.399868\n",
              "27    San Antonio     6.081165\n",
              "28      San Diego     4.061404\n",
              "29  San Francisco     5.719923\n",
              "30       San Jose     5.719923\n",
              "31        Seattle     8.870324\n",
              "32         Tucson     7.155808\n",
              "33      Vancouver     7.399868"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 136
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.907504Z",
          "iopub.status.busy": "2021-06-28T19:06:51.906544Z",
          "iopub.status.idle": "2021-06-28T19:06:51.908458Z",
          "shell.execute_reply": "2021-06-28T19:06:51.909159Z"
        },
        "id": "cb4e5eca"
      },
      "source": [
        "# 2) Group By\n",
        "grouped = df[filter].groupby([\"Year\", \"Country\"], as_index=False)"
      ],
      "id": "cb4e5eca",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.921190Z",
          "iopub.status.busy": "2021-06-28T19:06:51.920326Z",
          "iopub.status.idle": "2021-06-28T19:06:51.923501Z",
          "shell.execute_reply": "2021-06-28T19:06:51.924221Z"
        },
        "lines_to_next_cell": 2,
        "id": "059fa8b8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "outputId": "7cfdfc89-1787-4c30-a78f-44675030fbfa"
      },
      "source": [
        "# 3) Aggregated\n",
        "temperature = grouped[\"Temperature\"].mean()\n",
        "temperature"
      ],
      "id": "059fa8b8",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Year</th>\n",
              "      <th>Country</th>\n",
              "      <th>Temperature</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1950</td>\n",
              "      <td>United States</td>\n",
              "      <td>14.842221</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Year        Country  Temperature\n",
              "0  1950  United States    14.842221"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "093e362e"
      },
      "source": [
        "## Group Exercise A"
      ],
      "id": "093e362e"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "67add24d"
      },
      "source": [
        "### Question 1"
      ],
      "id": "67add24d"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d370418c"
      },
      "source": [
        "Make a single graph that shows a comparison of the cities Detroit, Los Angeles, New York, and Miami\n",
        "in temperature from 1950 to 2000. What patterns do you notice? "
      ],
      "id": "d370418c"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.928787Z",
          "iopub.status.busy": "2021-06-28T19:06:51.927910Z",
          "iopub.status.idle": "2021-06-28T19:06:51.929950Z",
          "shell.execute_reply": "2021-06-28T19:06:51.930659Z"
        },
        "lines_to_next_cell": 2,
        "id": "1fa4fc54",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "outputId": "2424bb46-6664-4205-b9b3-3e73d5ad23bc"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "filter = ((df[\"City\"] == \"Detroit\") | (df[\"City\"] == \"Los Angeles\") | (df[\"City\"] == \"New York\") | (df[\"City\"] == \"Austin\")) & (df[\"Year\"] >= 1950 ) & (df[\"Year\"] <=2000 )\n",
        "grouped = df.loc[filter]\n",
        "chart = (alt.Chart(grouped)\n",
        "            .mark_line()\n",
        "            .encode(x = \"Year:O\",\n",
        "                    y = \"Temperature:Q\",\n",
        "                    facet = \"City:N\"))\n",
        "chart\n",
        "\n"
      ],
      "id": "1fa4fc54",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-0f9ed6f463274888a8a823d790a9f2e6\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-0f9ed6f463274888a8a823d790a9f2e6\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-0f9ed6f463274888a8a823d790a9f2e6\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-7d3516e978ec71e114c8d24a507d42fe\"}, \"mark\": \"line\", \"encoding\": {\"facet\": {\"type\": \"nominal\", \"field\": \"City\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"Year\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Temperature\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-7d3516e978ec71e114c8d24a507d42fe\": [{\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": 14.425, \"TemperatureUncertainty\": 0.413, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 19.089000000000002, \"TemperatureUncertainty\": 0.3779999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", \"Temperature\": 28.816999999999997, \"TemperatureUncertainty\": 0.20600000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1950}, {\"Date\": \"1950-10-01T00:00:00\", \"Temperature\": 22.811, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1950}, {\"Date\": \"1951-01-01T00:00:00\", \"Temperature\": 10.672, \"TemperatureUncertainty\": 0.426, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1951}, {\"Date\": \"1951-04-01T00:00:00\", \"Temperature\": 20.046, \"TemperatureUncertainty\": 0.23, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1951}, {\"Date\": \"1951-07-01T00:00:00\", \"Temperature\": 30.272, \"TemperatureUncertainty\": 0.191, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 22.396, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": 15.02, \"TemperatureUncertainty\": 0.2289999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 18.125, \"TemperatureUncertainty\": 0.106, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 28.63300000000001, \"TemperatureUncertainty\": 0.18100000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 18.023, \"TemperatureUncertainty\": 0.306, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": 13.224, \"TemperatureUncertainty\": 0.314, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 19.680999999999997, \"TemperatureUncertainty\": 0.179, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 29.684, \"TemperatureUncertainty\": 0.10400000000000001, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 21.336, \"TemperatureUncertainty\": 0.237, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": 12.039000000000001, \"TemperatureUncertainty\": 0.523, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 22.183000000000003, \"TemperatureUncertainty\": 0.278, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 30.18, \"TemperatureUncertainty\": 0.165, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 22.354, \"TemperatureUncertainty\": 0.171, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": 11.117, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 22.303, \"TemperatureUncertainty\": 0.268, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 28.965999999999998, \"TemperatureUncertainty\": 0.168, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 21.178, \"TemperatureUncertainty\": 0.142, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": 10.640999999999998, \"TemperatureUncertainty\": 0.122, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 20.346, \"TemperatureUncertainty\": 0.149, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 29.628, \"TemperatureUncertainty\": 0.172, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 22.662, \"TemperatureUncertainty\": 0.064, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": 11.308, \"TemperatureUncertainty\": 0.2269999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 18.828000000000007, \"TemperatureUncertainty\": 0.3429999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 29.796, \"TemperatureUncertainty\": 0.429, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 18.813, \"TemperatureUncertainty\": 0.369, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": 9.227, \"TemperatureUncertainty\": 0.263, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 19.397000000000002, \"TemperatureUncertainty\": 0.29100000000000004, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 29.18, \"TemperatureUncertainty\": 0.258, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 19.532, \"TemperatureUncertainty\": 0.285, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": 8.921, \"TemperatureUncertainty\": 0.23, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 18.102999999999998, \"TemperatureUncertainty\": 0.32, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 28.281999999999996, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 20.95, \"TemperatureUncertainty\": 0.16, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": 9.677999999999999, \"TemperatureUncertainty\": 0.292, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 20.675, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 28.714000000000002, \"TemperatureUncertainty\": 0.18100000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 22.14, \"TemperatureUncertainty\": 0.209, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1960}, {\"Date\": \"1961-01-01T00:00:00\", \"Temperature\": 7.901999999999999, \"TemperatureUncertainty\": 0.217, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1961}, {\"Date\": \"1961-04-01T00:00:00\", \"Temperature\": 19.177, \"TemperatureUncertainty\": 0.24, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1961}, {\"Date\": \"1961-07-01T00:00:00\", \"Temperature\": 27.445999999999998, \"TemperatureUncertainty\": 0.251, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1961}, {\"Date\": \"1961-10-01T00:00:00\", \"Temperature\": 20.689, \"TemperatureUncertainty\": 0.251, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1961}, {\"Date\": \"1962-01-01T00:00:00\", \"Temperature\": 7.010999999999999, \"TemperatureUncertainty\": 0.494, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1962}, {\"Date\": \"1962-04-01T00:00:00\", \"Temperature\": 19.823, \"TemperatureUncertainty\": 0.271, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1962}, {\"Date\": \"1962-07-01T00:00:00\", \"Temperature\": 29.85400000000001, \"TemperatureUncertainty\": 0.258, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1962}, {\"Date\": \"1962-10-01T00:00:00\", \"Temperature\": 23.614, \"TemperatureUncertainty\": 0.29, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1962}, {\"Date\": \"1963-01-01T00:00:00\", \"Temperature\": 6.7319999999999975, \"TemperatureUncertainty\": 0.522, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1963}, {\"Date\": \"1963-04-01T00:00:00\", \"Temperature\": 22.888, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1963}, {\"Date\": \"1963-07-01T00:00:00\", \"Temperature\": 29.590999999999998, \"TemperatureUncertainty\": 0.325, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1963}, {\"Date\": \"1963-10-01T00:00:00\", \"Temperature\": 23.058000000000003, \"TemperatureUncertainty\": 0.2269999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1963}, {\"Date\": \"1964-01-01T00:00:00\", \"Temperature\": 9.977, \"TemperatureUncertainty\": 0.315, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1964}, {\"Date\": \"1964-04-01T00:00:00\", \"Temperature\": 20.909000000000002, \"TemperatureUncertainty\": 0.308, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1964}, {\"Date\": \"1964-07-01T00:00:00\", \"Temperature\": 29.705, \"TemperatureUncertainty\": 0.1889999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1964}, {\"Date\": \"1964-10-01T00:00:00\", \"Temperature\": 19.243, \"TemperatureUncertainty\": 0.284, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1964}, {\"Date\": \"1965-01-01T00:00:00\", \"Temperature\": 12.315, \"TemperatureUncertainty\": 0.168, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1965}, {\"Date\": \"1965-04-01T00:00:00\", \"Temperature\": 21.744, \"TemperatureUncertainty\": 0.23600000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1965}, {\"Date\": \"1965-07-01T00:00:00\", \"Temperature\": 28.941999999999997, \"TemperatureUncertainty\": 0.321, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1965}, {\"Date\": \"1965-10-01T00:00:00\", \"Temperature\": 19.316, \"TemperatureUncertainty\": 0.3, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1965}, {\"Date\": \"1966-01-01T00:00:00\", \"Temperature\": 7.512999999999999, \"TemperatureUncertainty\": 0.264, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1966}, {\"Date\": \"1966-04-01T00:00:00\", \"Temperature\": 20.623, \"TemperatureUncertainty\": 0.226, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1966}, {\"Date\": \"1966-07-01T00:00:00\", \"Temperature\": 28.99, \"TemperatureUncertainty\": 0.462, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1966}, {\"Date\": \"1966-10-01T00:00:00\", \"Temperature\": 19.965, \"TemperatureUncertainty\": 0.217, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1966}, {\"Date\": \"1967-01-01T00:00:00\", \"Temperature\": 10.465, \"TemperatureUncertainty\": 0.287, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1967}, {\"Date\": \"1967-04-01T00:00:00\", \"Temperature\": 24.035999999999998, \"TemperatureUncertainty\": 0.154, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1967}, {\"Date\": \"1967-07-01T00:00:00\", \"Temperature\": 29.121, \"TemperatureUncertainty\": 0.363, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1967}, {\"Date\": \"1967-10-01T00:00:00\", \"Temperature\": 19.709, \"TemperatureUncertainty\": 0.29600000000000004, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1967}, {\"Date\": \"1968-01-01T00:00:00\", \"Temperature\": 9.01, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1968}, {\"Date\": \"1968-04-01T00:00:00\", \"Temperature\": 19.939, \"TemperatureUncertainty\": 0.3329999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1968}, {\"Date\": \"1968-07-01T00:00:00\", \"Temperature\": 27.63900000000001, \"TemperatureUncertainty\": 0.33, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1968}, {\"Date\": \"1968-10-01T00:00:00\", \"Temperature\": 21.834, \"TemperatureUncertainty\": 0.263, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1968}, {\"Date\": \"1969-01-01T00:00:00\", \"Temperature\": 11.475999999999999, \"TemperatureUncertainty\": 0.1889999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1969}, {\"Date\": \"1969-04-01T00:00:00\", \"Temperature\": 20.178, \"TemperatureUncertainty\": 0.239, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1969}, {\"Date\": \"1969-07-01T00:00:00\", \"Temperature\": 30.171999999999997, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1969}, {\"Date\": \"1969-10-01T00:00:00\", \"Temperature\": 20.588, \"TemperatureUncertainty\": 0.155, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1969}, {\"Date\": \"1970-01-01T00:00:00\", \"Temperature\": 7.277999999999999, \"TemperatureUncertainty\": 0.233, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1970}, {\"Date\": \"1970-04-01T00:00:00\", \"Temperature\": 20.685, \"TemperatureUncertainty\": 0.17800000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1970}, {\"Date\": \"1970-07-01T00:00:00\", \"Temperature\": 28.421, \"TemperatureUncertainty\": 0.239, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1970}, {\"Date\": \"1970-10-01T00:00:00\", \"Temperature\": 19.351, \"TemperatureUncertainty\": 0.239, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1970}, {\"Date\": \"1971-01-01T00:00:00\", \"Temperature\": 13.129000000000001, \"TemperatureUncertainty\": 0.354, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1971}, {\"Date\": \"1971-04-01T00:00:00\", \"Temperature\": 19.74, \"TemperatureUncertainty\": 0.281, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1971}, {\"Date\": \"1971-07-01T00:00:00\", \"Temperature\": 29.539, \"TemperatureUncertainty\": 0.255, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1971}, {\"Date\": \"1971-10-01T00:00:00\", \"Temperature\": 21.909000000000002, \"TemperatureUncertainty\": 0.28600000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1971}, {\"Date\": \"1972-01-01T00:00:00\", \"Temperature\": 11.239999999999998, \"TemperatureUncertainty\": 0.303, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1972}, {\"Date\": \"1972-04-01T00:00:00\", \"Temperature\": 22.498, \"TemperatureUncertainty\": 0.242, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1972}, {\"Date\": \"1972-07-01T00:00:00\", \"Temperature\": 27.820999999999998, \"TemperatureUncertainty\": 0.3429999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1972}, {\"Date\": \"1972-10-01T00:00:00\", \"Temperature\": 21.254, \"TemperatureUncertainty\": 0.29600000000000004, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1972}, {\"Date\": \"1973-01-01T00:00:00\", \"Temperature\": 7.580999999999999, \"TemperatureUncertainty\": 0.298, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1973}, {\"Date\": \"1973-04-01T00:00:00\", \"Temperature\": 17.563000000000002, \"TemperatureUncertainty\": 0.212, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1973}, {\"Date\": \"1973-07-01T00:00:00\", \"Temperature\": 28.221, \"TemperatureUncertainty\": 0.384, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1973}, {\"Date\": \"1973-10-01T00:00:00\", \"Temperature\": 21.793000000000006, \"TemperatureUncertainty\": 0.217, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1973}, {\"Date\": \"1974-01-01T00:00:00\", \"Temperature\": 9.745, \"TemperatureUncertainty\": 0.24100000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1974}, {\"Date\": \"1974-04-01T00:00:00\", \"Temperature\": 20.401, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1974}, {\"Date\": \"1974-07-01T00:00:00\", \"Temperature\": 28.745, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1974}, {\"Date\": \"1974-10-01T00:00:00\", \"Temperature\": 20.595, \"TemperatureUncertainty\": 0.2289999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1974}, {\"Date\": \"1975-01-01T00:00:00\", \"Temperature\": 12.239, \"TemperatureUncertainty\": 0.248, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1975}, {\"Date\": \"1975-04-01T00:00:00\", \"Temperature\": 19.811, \"TemperatureUncertainty\": 0.28, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1975}, {\"Date\": \"1975-07-01T00:00:00\", \"Temperature\": 27.701999999999998, \"TemperatureUncertainty\": 0.3279999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1975}, {\"Date\": \"1975-10-01T00:00:00\", \"Temperature\": 21.026, \"TemperatureUncertainty\": 0.233, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1975}, {\"Date\": \"1976-01-01T00:00:00\", \"Temperature\": 9.711, \"TemperatureUncertainty\": 0.3229999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1976}, {\"Date\": \"1976-04-01T00:00:00\", \"Temperature\": 20.076, \"TemperatureUncertainty\": 0.1369999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1976}, {\"Date\": \"1976-07-01T00:00:00\", \"Temperature\": 26.83, \"TemperatureUncertainty\": 0.386, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1976}, {\"Date\": \"1976-10-01T00:00:00\", \"Temperature\": 16.293, \"TemperatureUncertainty\": 0.28800000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1976}, {\"Date\": \"1977-01-01T00:00:00\", \"Temperature\": 5.922999999999999, \"TemperatureUncertainty\": 0.087, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1977}, {\"Date\": \"1977-04-01T00:00:00\", \"Temperature\": 19.227, \"TemperatureUncertainty\": 0.1119999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1977}, {\"Date\": \"1977-07-01T00:00:00\", \"Temperature\": 29.296999999999997, \"TemperatureUncertainty\": 0.244, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1977}, {\"Date\": \"1977-10-01T00:00:00\", \"Temperature\": 21.881999999999998, \"TemperatureUncertainty\": 0.162, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1977}, {\"Date\": \"1978-01-01T00:00:00\", \"Temperature\": 5.895999999999999, \"TemperatureUncertainty\": 0.298, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1978}, {\"Date\": \"1978-04-01T00:00:00\", \"Temperature\": 20.643, \"TemperatureUncertainty\": 0.161, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1978}, {\"Date\": \"1978-07-01T00:00:00\", \"Temperature\": 30.206, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1978}, {\"Date\": \"1978-10-01T00:00:00\", \"Temperature\": 20.614, \"TemperatureUncertainty\": 0.11800000000000001, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1978}, {\"Date\": \"1979-01-01T00:00:00\", \"Temperature\": 5.602999999999999, \"TemperatureUncertainty\": 0.247, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1979}, {\"Date\": \"1979-04-01T00:00:00\", \"Temperature\": 20.033, \"TemperatureUncertainty\": 0.307, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1979}, {\"Date\": \"1979-07-01T00:00:00\", \"Temperature\": 28.493000000000002, \"TemperatureUncertainty\": 0.18, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1979}, {\"Date\": \"1979-10-01T00:00:00\", \"Temperature\": 22.578000000000007, \"TemperatureUncertainty\": 0.28, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1979}, {\"Date\": \"1980-01-01T00:00:00\", \"Temperature\": 11.106, \"TemperatureUncertainty\": 0.233, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1980}, {\"Date\": \"1980-04-01T00:00:00\", \"Temperature\": 18.718, \"TemperatureUncertainty\": 0.264, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1980}, {\"Date\": \"1980-07-01T00:00:00\", \"Temperature\": 30.829, \"TemperatureUncertainty\": 0.336, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1980}, {\"Date\": \"1980-10-01T00:00:00\", \"Temperature\": 19.905, \"TemperatureUncertainty\": 0.2769999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1980}, {\"Date\": \"1981-01-01T00:00:00\", \"Temperature\": 10.45, \"TemperatureUncertainty\": 0.335, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1981}, {\"Date\": \"1981-04-01T00:00:00\", \"Temperature\": 22.20300000000001, \"TemperatureUncertainty\": 0.225, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1981}, {\"Date\": \"1981-07-01T00:00:00\", \"Temperature\": 28.581999999999997, \"TemperatureUncertainty\": 0.276, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1981}, {\"Date\": \"1981-10-01T00:00:00\", \"Temperature\": 21.635, \"TemperatureUncertainty\": 0.27, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1981}, {\"Date\": \"1982-01-01T00:00:00\", \"Temperature\": 10.440999999999999, \"TemperatureUncertainty\": 0.317, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1982}, {\"Date\": \"1982-04-01T00:00:00\", \"Temperature\": 19.833, \"TemperatureUncertainty\": 0.285, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1982}, {\"Date\": \"1982-07-01T00:00:00\", \"Temperature\": 30.20000000000001, \"TemperatureUncertainty\": 0.188, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1982}, {\"Date\": \"1982-10-01T00:00:00\", \"Temperature\": 20.55, \"TemperatureUncertainty\": 0.166, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1982}, {\"Date\": \"1983-01-01T00:00:00\", \"Temperature\": 9.033, \"TemperatureUncertainty\": 0.303, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1983}, {\"Date\": \"1983-04-01T00:00:00\", \"Temperature\": 18.247, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1983}, {\"Date\": \"1983-07-01T00:00:00\", \"Temperature\": 28.245, \"TemperatureUncertainty\": 0.14300000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1983}, {\"Date\": \"1983-10-01T00:00:00\", \"Temperature\": 21.296999999999997, \"TemperatureUncertainty\": 0.1669999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1983}, {\"Date\": \"1984-01-01T00:00:00\", \"Temperature\": 7.938999999999999, \"TemperatureUncertainty\": 0.177, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1984}, {\"Date\": \"1984-04-01T00:00:00\", \"Temperature\": 20.969, \"TemperatureUncertainty\": 0.196, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1984}, {\"Date\": \"1984-07-01T00:00:00\", \"Temperature\": 29.296, \"TemperatureUncertainty\": 0.299, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1984}, {\"Date\": \"1984-10-01T00:00:00\", \"Temperature\": 21.645, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1984}, {\"Date\": \"1985-01-01T00:00:00\", \"Temperature\": 6.5299999999999985, \"TemperatureUncertainty\": 0.322, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1985}, {\"Date\": \"1985-04-01T00:00:00\", \"Temperature\": 20.828000000000007, \"TemperatureUncertainty\": 0.289, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1985}, {\"Date\": \"1985-07-01T00:00:00\", \"Temperature\": 28.265, \"TemperatureUncertainty\": 0.203, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1985}, {\"Date\": \"1985-10-01T00:00:00\", \"Temperature\": 21.738000000000003, \"TemperatureUncertainty\": 0.213, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1985}, {\"Date\": \"1986-01-01T00:00:00\", \"Temperature\": 11.451999999999998, \"TemperatureUncertainty\": 0.478, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1986}, {\"Date\": \"1986-04-01T00:00:00\", \"Temperature\": 21.97300000000001, \"TemperatureUncertainty\": 0.182, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1986}, {\"Date\": \"1986-07-01T00:00:00\", \"Temperature\": 29.47, \"TemperatureUncertainty\": 0.175, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1986}, {\"Date\": \"1986-10-01T00:00:00\", \"Temperature\": 20.179000000000002, \"TemperatureUncertainty\": 0.15, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1986}, {\"Date\": \"1987-01-01T00:00:00\", \"Temperature\": 9.668, \"TemperatureUncertainty\": 0.278, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1987}, {\"Date\": \"1987-04-01T00:00:00\", \"Temperature\": 18.639000000000006, \"TemperatureUncertainty\": 0.284, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1987}, {\"Date\": \"1987-07-01T00:00:00\", \"Temperature\": 28.295, \"TemperatureUncertainty\": 0.192, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1987}, {\"Date\": \"1987-10-01T00:00:00\", \"Temperature\": 20.51, \"TemperatureUncertainty\": 0.24, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1987}, {\"Date\": \"1988-01-01T00:00:00\", \"Temperature\": 7.8969999999999985, \"TemperatureUncertainty\": 0.276, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1988}, {\"Date\": \"1988-04-01T00:00:00\", \"Temperature\": 19.75, \"TemperatureUncertainty\": 0.365, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1988}, {\"Date\": \"1988-07-01T00:00:00\", \"Temperature\": 29.026, \"TemperatureUncertainty\": 0.4629999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1988}, {\"Date\": \"1988-10-01T00:00:00\", \"Temperature\": 21.936, \"TemperatureUncertainty\": 0.192, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1988}, {\"Date\": \"1989-01-01T00:00:00\", \"Temperature\": 12.715, \"TemperatureUncertainty\": 0.316, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1989}, {\"Date\": \"1989-04-01T00:00:00\", \"Temperature\": 20.301, \"TemperatureUncertainty\": 0.235, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1989}, {\"Date\": \"1989-07-01T00:00:00\", \"Temperature\": 29.26400000000001, \"TemperatureUncertainty\": 0.243, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1989}, {\"Date\": \"1989-10-01T00:00:00\", \"Temperature\": 21.293000000000006, \"TemperatureUncertainty\": 0.264, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1989}, {\"Date\": \"1990-01-01T00:00:00\", \"Temperature\": 13.198, \"TemperatureUncertainty\": 0.254, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1990}, {\"Date\": \"1990-04-01T00:00:00\", \"Temperature\": 20.132, \"TemperatureUncertainty\": 0.24, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1990}, {\"Date\": \"1990-07-01T00:00:00\", \"Temperature\": 28.19100000000001, \"TemperatureUncertainty\": 0.207, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1990}, {\"Date\": \"1990-10-01T00:00:00\", \"Temperature\": 20.011, \"TemperatureUncertainty\": 0.262, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1990}, {\"Date\": \"1991-01-01T00:00:00\", \"Temperature\": 8.491999999999999, \"TemperatureUncertainty\": 0.21600000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1991}, {\"Date\": \"1991-04-01T00:00:00\", \"Temperature\": 21.576, \"TemperatureUncertainty\": 0.179, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1991}, {\"Date\": \"1991-07-01T00:00:00\", \"Temperature\": 28.413, \"TemperatureUncertainty\": 0.287, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1991}, {\"Date\": \"1991-10-01T00:00:00\", \"Temperature\": 22.095, \"TemperatureUncertainty\": 0.147, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1991}, {\"Date\": \"1992-01-01T00:00:00\", \"Temperature\": 9.793, \"TemperatureUncertainty\": 0.182, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1992}, {\"Date\": \"1992-04-01T00:00:00\", \"Temperature\": 19.517, \"TemperatureUncertainty\": 0.25, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1992}, {\"Date\": \"1992-07-01T00:00:00\", \"Temperature\": 28.72900000000001, \"TemperatureUncertainty\": 0.25, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1992}, {\"Date\": \"1992-10-01T00:00:00\", \"Temperature\": 21.613000000000003, \"TemperatureUncertainty\": 0.461, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1992}, {\"Date\": \"1993-01-01T00:00:00\", \"Temperature\": 9.95, \"TemperatureUncertainty\": 0.109, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1993}, {\"Date\": \"1993-04-01T00:00:00\", \"Temperature\": 18.579, \"TemperatureUncertainty\": 0.22, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1993}, {\"Date\": \"1993-07-01T00:00:00\", \"Temperature\": 29.281999999999996, \"TemperatureUncertainty\": 0.2689999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1993}, {\"Date\": \"1993-10-01T00:00:00\", \"Temperature\": 20.624000000000002, \"TemperatureUncertainty\": 0.175, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1993}, {\"Date\": \"1994-01-01T00:00:00\", \"Temperature\": 10.783, \"TemperatureUncertainty\": 0.161, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1994}, {\"Date\": \"1994-04-01T00:00:00\", \"Temperature\": 19.9, \"TemperatureUncertainty\": 0.262, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1994}, {\"Date\": \"1994-07-01T00:00:00\", \"Temperature\": 29.997, \"TemperatureUncertainty\": 0.375, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1994}, {\"Date\": \"1994-10-01T00:00:00\", \"Temperature\": 21.494, \"TemperatureUncertainty\": 0.188, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1994}, {\"Date\": \"1995-01-01T00:00:00\", \"Temperature\": 11.257, \"TemperatureUncertainty\": 0.17600000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1995}, {\"Date\": \"1995-04-01T00:00:00\", \"Temperature\": 19.569000000000013, \"TemperatureUncertainty\": 0.355, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1995}, {\"Date\": \"1995-07-01T00:00:00\", \"Temperature\": 29.388, \"TemperatureUncertainty\": 0.36200000000000004, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1995}, {\"Date\": \"1995-10-01T00:00:00\", \"Temperature\": 21.031999999999996, \"TemperatureUncertainty\": 0.281, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1995}, {\"Date\": \"1996-01-01T00:00:00\", \"Temperature\": 10.254000000000001, \"TemperatureUncertainty\": 0.171, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1996}, {\"Date\": \"1996-04-01T00:00:00\", \"Temperature\": 20.279, \"TemperatureUncertainty\": 0.28800000000000003, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1996}, {\"Date\": \"1996-07-01T00:00:00\", \"Temperature\": 30.526999999999997, \"TemperatureUncertainty\": 0.413, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1996}, {\"Date\": \"1996-10-01T00:00:00\", \"Temperature\": 21.236, \"TemperatureUncertainty\": 0.237, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1996}, {\"Date\": \"1997-01-01T00:00:00\", \"Temperature\": 9.43, \"TemperatureUncertainty\": 0.203, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1997}, {\"Date\": \"1997-04-01T00:00:00\", \"Temperature\": 17.322000000000006, \"TemperatureUncertainty\": 0.171, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1997}, {\"Date\": \"1997-07-01T00:00:00\", \"Temperature\": 29.336, \"TemperatureUncertainty\": 0.311, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1997}, {\"Date\": \"1997-10-01T00:00:00\", \"Temperature\": 21.015, \"TemperatureUncertainty\": 0.292, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1997}, {\"Date\": \"1998-01-01T00:00:00\", \"Temperature\": 13.618, \"TemperatureUncertainty\": 0.251, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1998}, {\"Date\": \"1998-04-01T00:00:00\", \"Temperature\": 19.146, \"TemperatureUncertainty\": 0.251, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1998}, {\"Date\": \"1998-07-01T00:00:00\", \"Temperature\": 31.104, \"TemperatureUncertainty\": 0.171, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1998}, {\"Date\": \"1998-10-01T00:00:00\", \"Temperature\": 21.793000000000006, \"TemperatureUncertainty\": 0.146, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1998}, {\"Date\": \"1999-01-01T00:00:00\", \"Temperature\": 13.030999999999999, \"TemperatureUncertainty\": 0.245, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 1999}, {\"Date\": \"1999-04-01T00:00:00\", \"Temperature\": 21.805999999999997, \"TemperatureUncertainty\": 0.2269999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 1999}, {\"Date\": \"1999-07-01T00:00:00\", \"Temperature\": 28.295, \"TemperatureUncertainty\": 0.255, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 1999}, {\"Date\": \"1999-10-01T00:00:00\", \"Temperature\": 20.823, \"TemperatureUncertainty\": 0.2289999999999999, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 1999}, {\"Date\": \"2000-01-01T00:00:00\", \"Temperature\": 12.972999999999999, \"TemperatureUncertainty\": 0.213, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 1, \"Year\": 2000}, {\"Date\": \"2000-04-01T00:00:00\", \"Temperature\": 20.549, \"TemperatureUncertainty\": 0.23600000000000002, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 4, \"Year\": 2000}, {\"Date\": \"2000-07-01T00:00:00\", \"Temperature\": 30.105, \"TemperatureUncertainty\": 0.203, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 7, \"Year\": 2000}, {\"Date\": \"2000-10-01T00:00:00\", \"Temperature\": 21.545, \"TemperatureUncertainty\": 0.301, \"City\": \"Austin\", \"Country\": \"United States\", \"Latitude\": 29.74, \"Longitude\": -97.85, \"Month\": 10, \"Year\": 2000}, {\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": -0.6100000000000003, \"TemperatureUncertainty\": 0.152, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 4.416, \"TemperatureUncertainty\": 0.204, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", \"Temperature\": 20.916, \"TemperatureUncertainty\": 0.1969999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1950}, {\"Date\": \"1950-10-01T00:00:00\", \"Temperature\": 12.412, \"TemperatureUncertainty\": 0.14400000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1950}, {\"Date\": \"1951-01-01T00:00:00\", \"Temperature\": -3.665, \"TemperatureUncertainty\": 0.382, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1951}, {\"Date\": \"1951-04-01T00:00:00\", \"Temperature\": 7.025, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1951}, {\"Date\": \"1951-07-01T00:00:00\", \"Temperature\": 21.778000000000002, \"TemperatureUncertainty\": 0.231, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 11.890999999999998, \"TemperatureUncertainty\": 0.175, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": -2.637, \"TemperatureUncertainty\": 0.248, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 8.772, \"TemperatureUncertainty\": 0.198, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 23.87, \"TemperatureUncertainty\": 0.135, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 7.964999999999999, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": -2.017, \"TemperatureUncertainty\": 0.17600000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 6.135, \"TemperatureUncertainty\": 0.20600000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 22.36000000000001, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 12.479000000000001, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": -4.564, \"TemperatureUncertainty\": 0.253, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 9.249, \"TemperatureUncertainty\": 0.316, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 21.384, \"TemperatureUncertainty\": 0.221, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 11.488, \"TemperatureUncertainty\": 0.157, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": -4.4110000000000005, \"TemperatureUncertainty\": 0.21, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 11.389000000000001, \"TemperatureUncertainty\": 0.18600000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 25.081999999999997, \"TemperatureUncertainty\": 0.129, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 11.937999999999999, \"TemperatureUncertainty\": 0.251, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": -4.327, \"TemperatureUncertainty\": 0.129, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 6.4380000000000015, \"TemperatureUncertainty\": 0.214, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 21.164, \"TemperatureUncertainty\": 0.242, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 13.033, \"TemperatureUncertainty\": 0.245, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": -7.383999999999999, \"TemperatureUncertainty\": 0.319, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 8.578, \"TemperatureUncertainty\": 0.524, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 21.921999999999997, \"TemperatureUncertainty\": 0.436, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 9.533999999999999, \"TemperatureUncertainty\": 0.405, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": -4.123, \"TemperatureUncertainty\": 0.31, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 8.722000000000001, \"TemperatureUncertainty\": 0.305, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 21.926, \"TemperatureUncertainty\": 0.368, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 11.534999999999998, \"TemperatureUncertainty\": 0.187, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": -7.285, \"TemperatureUncertainty\": 0.305, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 8.293000000000001, \"TemperatureUncertainty\": 0.353, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 22.503, \"TemperatureUncertainty\": 0.41700000000000004, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 10.185, \"TemperatureUncertainty\": 0.221, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": -3.128, \"TemperatureUncertainty\": 0.254, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 9.086, \"TemperatureUncertainty\": 0.133, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 20.896, \"TemperatureUncertainty\": 0.205, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 10.645999999999999, \"TemperatureUncertainty\": 0.298, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1960}, {\"Date\": \"1961-01-01T00:00:00\", \"Temperature\": -6.478, \"TemperatureUncertainty\": 0.303, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1961}, {\"Date\": \"1961-04-01T00:00:00\", \"Temperature\": 5.426, \"TemperatureUncertainty\": 0.324, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1961}, {\"Date\": \"1961-07-01T00:00:00\", \"Temperature\": 22.065, \"TemperatureUncertainty\": 0.322, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1961}, {\"Date\": \"1961-10-01T00:00:00\", \"Temperature\": 12.290999999999999, \"TemperatureUncertainty\": 0.294, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1961}, {\"Date\": \"1962-01-01T00:00:00\", \"Temperature\": -6.702000000000001, \"TemperatureUncertainty\": 0.252, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1962}, {\"Date\": \"1962-04-01T00:00:00\", \"Temperature\": 8.198, \"TemperatureUncertainty\": 0.258, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1962}, {\"Date\": \"1962-07-01T00:00:00\", \"Temperature\": 20.859, \"TemperatureUncertainty\": 0.29600000000000004, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1962}, {\"Date\": \"1962-10-01T00:00:00\", \"Temperature\": 11.588, \"TemperatureUncertainty\": 0.266, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1962}, {\"Date\": \"1963-01-01T00:00:00\", \"Temperature\": -9.327, \"TemperatureUncertainty\": 0.1989999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1963}, {\"Date\": \"1963-04-01T00:00:00\", \"Temperature\": 8.257, \"TemperatureUncertainty\": 0.23, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1963}, {\"Date\": \"1963-07-01T00:00:00\", \"Temperature\": 22.44100000000001, \"TemperatureUncertainty\": 0.327, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1963}, {\"Date\": \"1963-10-01T00:00:00\", \"Temperature\": 14.773, \"TemperatureUncertainty\": 0.127, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1963}, {\"Date\": \"1964-01-01T00:00:00\", \"Temperature\": -2.71, \"TemperatureUncertainty\": 0.264, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1964}, {\"Date\": \"1964-04-01T00:00:00\", \"Temperature\": 8.311, \"TemperatureUncertainty\": 0.42100000000000004, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1964}, {\"Date\": \"1964-07-01T00:00:00\", \"Temperature\": 23.01, \"TemperatureUncertainty\": 0.255, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1964}, {\"Date\": \"1964-10-01T00:00:00\", \"Temperature\": 8.978, \"TemperatureUncertainty\": 0.212, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1964}, {\"Date\": \"1965-01-01T00:00:00\", \"Temperature\": -5.15, \"TemperatureUncertainty\": 0.29100000000000004, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1965}, {\"Date\": \"1965-04-01T00:00:00\", \"Temperature\": 5.6129999999999995, \"TemperatureUncertainty\": 0.307, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1965}, {\"Date\": \"1965-07-01T00:00:00\", \"Temperature\": 20.230999999999998, \"TemperatureUncertainty\": 0.34, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1965}, {\"Date\": \"1965-10-01T00:00:00\", \"Temperature\": 9.494, \"TemperatureUncertainty\": 0.297, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1965}, {\"Date\": \"1966-01-01T00:00:00\", \"Temperature\": -7.015, \"TemperatureUncertainty\": 0.184, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1966}, {\"Date\": \"1966-04-01T00:00:00\", \"Temperature\": 6.3980000000000015, \"TemperatureUncertainty\": 0.268, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1966}, {\"Date\": \"1966-07-01T00:00:00\", \"Temperature\": 23.253, \"TemperatureUncertainty\": 0.2339999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1966}, {\"Date\": \"1966-10-01T00:00:00\", \"Temperature\": 9.793, \"TemperatureUncertainty\": 0.157, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1966}, {\"Date\": \"1967-01-01T00:00:00\", \"Temperature\": -2.356, \"TemperatureUncertainty\": 0.188, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1967}, {\"Date\": \"1967-04-01T00:00:00\", \"Temperature\": 8.323, \"TemperatureUncertainty\": 0.141, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1967}, {\"Date\": \"1967-07-01T00:00:00\", \"Temperature\": 20.892000000000003, \"TemperatureUncertainty\": 0.41700000000000004, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1967}, {\"Date\": \"1967-10-01T00:00:00\", \"Temperature\": 10.354000000000001, \"TemperatureUncertainty\": 0.165, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1967}, {\"Date\": \"1968-01-01T00:00:00\", \"Temperature\": -6.308, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1968}, {\"Date\": \"1968-04-01T00:00:00\", \"Temperature\": 9.546, \"TemperatureUncertainty\": 0.364, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1968}, {\"Date\": \"1968-07-01T00:00:00\", \"Temperature\": 21.677000000000003, \"TemperatureUncertainty\": 0.37, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1968}, {\"Date\": \"1968-10-01T00:00:00\", \"Temperature\": 11.517000000000001, \"TemperatureUncertainty\": 0.263, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1968}, {\"Date\": \"1969-01-01T00:00:00\", \"Temperature\": -5.039, \"TemperatureUncertainty\": 0.243, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1969}, {\"Date\": \"1969-04-01T00:00:00\", \"Temperature\": 8.571, \"TemperatureUncertainty\": 0.248, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1969}, {\"Date\": \"1969-07-01T00:00:00\", \"Temperature\": 22.103, \"TemperatureUncertainty\": 0.449, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1969}, {\"Date\": \"1969-10-01T00:00:00\", \"Temperature\": 10.248, \"TemperatureUncertainty\": 0.248, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1969}, {\"Date\": \"1970-01-01T00:00:00\", \"Temperature\": -8.718, \"TemperatureUncertainty\": 0.361, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1970}, {\"Date\": \"1970-04-01T00:00:00\", \"Temperature\": 8.461, \"TemperatureUncertainty\": 0.203, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1970}, {\"Date\": \"1970-07-01T00:00:00\", \"Temperature\": 22.377, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1970}, {\"Date\": \"1970-10-01T00:00:00\", \"Temperature\": 12.094000000000001, \"TemperatureUncertainty\": 0.18600000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1970}, {\"Date\": \"1971-01-01T00:00:00\", \"Temperature\": -7.001, \"TemperatureUncertainty\": 0.175, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1971}, {\"Date\": \"1971-04-01T00:00:00\", \"Temperature\": 6.335, \"TemperatureUncertainty\": 0.221, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1971}, {\"Date\": \"1971-07-01T00:00:00\", \"Temperature\": 21.39, \"TemperatureUncertainty\": 0.235, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1971}, {\"Date\": \"1971-10-01T00:00:00\", \"Temperature\": 14.692, \"TemperatureUncertainty\": 0.331, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1971}, {\"Date\": \"1972-01-01T00:00:00\", \"Temperature\": -5.269, \"TemperatureUncertainty\": 0.198, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1972}, {\"Date\": \"1972-04-01T00:00:00\", \"Temperature\": 5.735, \"TemperatureUncertainty\": 0.42700000000000005, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1972}, {\"Date\": \"1972-07-01T00:00:00\", \"Temperature\": 21.894000000000002, \"TemperatureUncertainty\": 0.298, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1972}, {\"Date\": \"1972-10-01T00:00:00\", \"Temperature\": 8.312999999999999, \"TemperatureUncertainty\": 0.278, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1972}, {\"Date\": \"1973-01-01T00:00:00\", \"Temperature\": -2.364, \"TemperatureUncertainty\": 0.3279999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1973}, {\"Date\": \"1973-04-01T00:00:00\", \"Temperature\": 8.475, \"TemperatureUncertainty\": 0.166, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1973}, {\"Date\": \"1973-07-01T00:00:00\", \"Temperature\": 22.509, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1973}, {\"Date\": \"1973-10-01T00:00:00\", \"Temperature\": 12.948999999999998, \"TemperatureUncertainty\": 0.301, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1973}, {\"Date\": \"1974-01-01T00:00:00\", \"Temperature\": -3.54, \"TemperatureUncertainty\": 0.312, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1974}, {\"Date\": \"1974-04-01T00:00:00\", \"Temperature\": 8.968, \"TemperatureUncertainty\": 0.162, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1974}, {\"Date\": \"1974-07-01T00:00:00\", \"Temperature\": 22.435, \"TemperatureUncertainty\": 0.375, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1974}, {\"Date\": \"1974-10-01T00:00:00\", \"Temperature\": 9.402000000000001, \"TemperatureUncertainty\": 0.294, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1974}, {\"Date\": \"1975-01-01T00:00:00\", \"Temperature\": -2.253, \"TemperatureUncertainty\": 0.237, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1975}, {\"Date\": \"1975-04-01T00:00:00\", \"Temperature\": 4.287000000000001, \"TemperatureUncertainty\": 0.139, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1975}, {\"Date\": \"1975-07-01T00:00:00\", \"Temperature\": 22.551, \"TemperatureUncertainty\": 0.335, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1975}, {\"Date\": \"1975-10-01T00:00:00\", \"Temperature\": 11.497, \"TemperatureUncertainty\": 0.307, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1975}, {\"Date\": \"1976-01-01T00:00:00\", \"Temperature\": -7.313, \"TemperatureUncertainty\": 0.157, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1976}, {\"Date\": \"1976-04-01T00:00:00\", \"Temperature\": 8.842, \"TemperatureUncertainty\": 0.309, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1976}, {\"Date\": \"1976-07-01T00:00:00\", \"Temperature\": 21.881, \"TemperatureUncertainty\": 0.319, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1976}, {\"Date\": \"1976-10-01T00:00:00\", \"Temperature\": 7.9460000000000015, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1976}, {\"Date\": \"1977-01-01T00:00:00\", \"Temperature\": -11.277999999999999, \"TemperatureUncertainty\": 0.247, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1977}, {\"Date\": \"1977-04-01T00:00:00\", \"Temperature\": 9.833, \"TemperatureUncertainty\": 0.1369999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1977}, {\"Date\": \"1977-07-01T00:00:00\", \"Temperature\": 23.38300000000001, \"TemperatureUncertainty\": 0.213, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1977}, {\"Date\": \"1977-10-01T00:00:00\", \"Temperature\": 9.453, \"TemperatureUncertainty\": 0.2269999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1977}, {\"Date\": \"1978-01-01T00:00:00\", \"Temperature\": -7.7810000000000015, \"TemperatureUncertainty\": 0.242, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1978}, {\"Date\": \"1978-04-01T00:00:00\", \"Temperature\": 6.502999999999999, \"TemperatureUncertainty\": 0.299, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1978}, {\"Date\": \"1978-07-01T00:00:00\", \"Temperature\": 21.447000000000006, \"TemperatureUncertainty\": 0.253, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1978}, {\"Date\": \"1978-10-01T00:00:00\", \"Temperature\": 9.621, \"TemperatureUncertainty\": 0.243, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1978}, {\"Date\": \"1979-01-01T00:00:00\", \"Temperature\": -7.8900000000000015, \"TemperatureUncertainty\": 0.29, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1979}, {\"Date\": \"1979-04-01T00:00:00\", \"Temperature\": 6.331, \"TemperatureUncertainty\": 0.325, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1979}, {\"Date\": \"1979-07-01T00:00:00\", \"Temperature\": 21.296000000000006, \"TemperatureUncertainty\": 0.285, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1979}, {\"Date\": \"1979-10-01T00:00:00\", \"Temperature\": 10.014, \"TemperatureUncertainty\": 0.209, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1979}, {\"Date\": \"1980-01-01T00:00:00\", \"Temperature\": -4.566, \"TemperatureUncertainty\": 0.325, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1980}, {\"Date\": \"1980-04-01T00:00:00\", \"Temperature\": 7.3000000000000025, \"TemperatureUncertainty\": 0.21100000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1980}, {\"Date\": \"1980-07-01T00:00:00\", \"Temperature\": 22.423000000000002, \"TemperatureUncertainty\": 0.3379999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1980}, {\"Date\": \"1980-10-01T00:00:00\", \"Temperature\": 7.988999999999999, \"TemperatureUncertainty\": 0.2739999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1980}, {\"Date\": \"1981-01-01T00:00:00\", \"Temperature\": -7.662000000000001, \"TemperatureUncertainty\": 0.29600000000000004, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1981}, {\"Date\": \"1981-04-01T00:00:00\", \"Temperature\": 9.207, \"TemperatureUncertainty\": 0.185, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1981}, {\"Date\": \"1981-07-01T00:00:00\", \"Temperature\": 22.32800000000001, \"TemperatureUncertainty\": 0.235, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1981}, {\"Date\": \"1981-10-01T00:00:00\", \"Temperature\": 8.286999999999999, \"TemperatureUncertainty\": 0.204, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1981}, {\"Date\": \"1982-01-01T00:00:00\", \"Temperature\": -8.616, \"TemperatureUncertainty\": 0.278, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1982}, {\"Date\": \"1982-04-01T00:00:00\", \"Temperature\": 5.7879999999999985, \"TemperatureUncertainty\": 0.293, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1982}, {\"Date\": \"1982-07-01T00:00:00\", \"Temperature\": 22.384, \"TemperatureUncertainty\": 0.293, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1982}, {\"Date\": \"1982-10-01T00:00:00\", \"Temperature\": 11.48, \"TemperatureUncertainty\": 0.11800000000000001, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1982}, {\"Date\": \"1983-01-01T00:00:00\", \"Temperature\": -2.85, \"TemperatureUncertainty\": 0.21, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1983}, {\"Date\": \"1983-04-01T00:00:00\", \"Temperature\": 6.25, \"TemperatureUncertainty\": 0.3329999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1983}, {\"Date\": \"1983-07-01T00:00:00\", \"Temperature\": 23.791999999999998, \"TemperatureUncertainty\": 0.2339999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1983}, {\"Date\": \"1983-10-01T00:00:00\", \"Temperature\": 10.912, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1983}, {\"Date\": \"1984-01-01T00:00:00\", \"Temperature\": -8.186, \"TemperatureUncertainty\": 0.182, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1984}, {\"Date\": \"1984-04-01T00:00:00\", \"Temperature\": 7.891, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1984}, {\"Date\": \"1984-07-01T00:00:00\", \"Temperature\": 21.545, \"TemperatureUncertainty\": 0.3979999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1984}, {\"Date\": \"1984-10-01T00:00:00\", \"Temperature\": 12.482999999999999, \"TemperatureUncertainty\": 0.252, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1984}, {\"Date\": \"1985-01-01T00:00:00\", \"Temperature\": -6.803, \"TemperatureUncertainty\": 0.254, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1985}, {\"Date\": \"1985-04-01T00:00:00\", \"Temperature\": 10.765999999999998, \"TemperatureUncertainty\": 0.3339999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1985}, {\"Date\": \"1985-07-01T00:00:00\", \"Temperature\": 21.833000000000002, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1985}, {\"Date\": \"1985-10-01T00:00:00\", \"Temperature\": 11.431, \"TemperatureUncertainty\": 0.312, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1985}, {\"Date\": \"1986-01-01T00:00:00\", \"Temperature\": -4.686, \"TemperatureUncertainty\": 0.387, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1986}, {\"Date\": \"1986-04-01T00:00:00\", \"Temperature\": 9.328, \"TemperatureUncertainty\": 0.257, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1986}, {\"Date\": \"1986-07-01T00:00:00\", \"Temperature\": 22.886999999999997, \"TemperatureUncertainty\": 0.35600000000000004, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1986}, {\"Date\": \"1986-10-01T00:00:00\", \"Temperature\": 10.888, \"TemperatureUncertainty\": 0.261, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1986}, {\"Date\": \"1987-01-01T00:00:00\", \"Temperature\": -3.827, \"TemperatureUncertainty\": 0.267, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1987}, {\"Date\": \"1987-04-01T00:00:00\", \"Temperature\": 9.425, \"TemperatureUncertainty\": 0.311, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1987}, {\"Date\": \"1987-07-01T00:00:00\", \"Temperature\": 24.154, \"TemperatureUncertainty\": 0.303, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1987}, {\"Date\": \"1987-10-01T00:00:00\", \"Temperature\": 7.915999999999999, \"TemperatureUncertainty\": 0.184, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1987}, {\"Date\": \"1988-01-01T00:00:00\", \"Temperature\": -5.103, \"TemperatureUncertainty\": 0.212, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1988}, {\"Date\": \"1988-04-01T00:00:00\", \"Temperature\": 7.862, \"TemperatureUncertainty\": 0.2019999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1988}, {\"Date\": \"1988-07-01T00:00:00\", \"Temperature\": 24.41200000000001, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1988}, {\"Date\": \"1988-10-01T00:00:00\", \"Temperature\": 7.544999999999999, \"TemperatureUncertainty\": 0.222, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1988}, {\"Date\": \"1989-01-01T00:00:00\", \"Temperature\": -0.7610000000000001, \"TemperatureUncertainty\": 0.237, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1989}, {\"Date\": \"1989-04-01T00:00:00\", \"Temperature\": 6.364000000000001, \"TemperatureUncertainty\": 0.252, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1989}, {\"Date\": \"1989-07-01T00:00:00\", \"Temperature\": 22.656, \"TemperatureUncertainty\": 0.3779999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1989}, {\"Date\": \"1989-10-01T00:00:00\", \"Temperature\": 10.933, \"TemperatureUncertainty\": 0.251, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1989}, {\"Date\": \"1990-01-01T00:00:00\", \"Temperature\": 0.0890000000000004, \"TemperatureUncertainty\": 0.35100000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1990}, {\"Date\": \"1990-04-01T00:00:00\", \"Temperature\": 9.042, \"TemperatureUncertainty\": 0.134, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1990}, {\"Date\": \"1990-07-01T00:00:00\", \"Temperature\": 21.881999999999998, \"TemperatureUncertainty\": 0.332, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1990}, {\"Date\": \"1990-10-01T00:00:00\", \"Temperature\": 10.533, \"TemperatureUncertainty\": 0.25, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1990}, {\"Date\": \"1991-01-01T00:00:00\", \"Temperature\": -4.937, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1991}, {\"Date\": \"1991-04-01T00:00:00\", \"Temperature\": 10.002, \"TemperatureUncertainty\": 0.158, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1991}, {\"Date\": \"1991-07-01T00:00:00\", \"Temperature\": 23.10700000000001, \"TemperatureUncertainty\": 0.248, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1991}, {\"Date\": \"1991-10-01T00:00:00\", \"Temperature\": 11.850999999999999, \"TemperatureUncertainty\": 0.218, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1991}, {\"Date\": \"1992-01-01T00:00:00\", \"Temperature\": -3.0060000000000002, \"TemperatureUncertainty\": 0.313, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1992}, {\"Date\": \"1992-04-01T00:00:00\", \"Temperature\": 6.6880000000000015, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1992}, {\"Date\": \"1992-07-01T00:00:00\", \"Temperature\": 20.177, \"TemperatureUncertainty\": 0.331, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1992}, {\"Date\": \"1992-10-01T00:00:00\", \"Temperature\": 9.172, \"TemperatureUncertainty\": 0.163, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1992}, {\"Date\": \"1993-01-01T00:00:00\", \"Temperature\": -2.738, \"TemperatureUncertainty\": 0.17300000000000001, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1993}, {\"Date\": \"1993-04-01T00:00:00\", \"Temperature\": 7.35, \"TemperatureUncertainty\": 0.222, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1993}, {\"Date\": \"1993-07-01T00:00:00\", \"Temperature\": 23.35100000000001, \"TemperatureUncertainty\": 0.182, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1993}, {\"Date\": \"1993-10-01T00:00:00\", \"Temperature\": 9.356, \"TemperatureUncertainty\": 0.102, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1993}, {\"Date\": \"1994-01-01T00:00:00\", \"Temperature\": -9.488, \"TemperatureUncertainty\": 0.32, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1994}, {\"Date\": \"1994-04-01T00:00:00\", \"Temperature\": 9.05, \"TemperatureUncertainty\": 0.26, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1994}, {\"Date\": \"1994-07-01T00:00:00\", \"Temperature\": 22.419, \"TemperatureUncertainty\": 0.237, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1994}, {\"Date\": \"1994-10-01T00:00:00\", \"Temperature\": 11.482999999999999, \"TemperatureUncertainty\": 0.188, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1994}, {\"Date\": \"1995-01-01T00:00:00\", \"Temperature\": -2.9389999999999996, \"TemperatureUncertainty\": 0.19, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1995}, {\"Date\": \"1995-04-01T00:00:00\", \"Temperature\": 5.942, \"TemperatureUncertainty\": 0.204, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1995}, {\"Date\": \"1995-07-01T00:00:00\", \"Temperature\": 23.346, \"TemperatureUncertainty\": 0.315, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1995}, {\"Date\": \"1995-10-01T00:00:00\", \"Temperature\": 12.088, \"TemperatureUncertainty\": 0.258, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1995}, {\"Date\": \"1996-01-01T00:00:00\", \"Temperature\": -5.483, \"TemperatureUncertainty\": 0.271, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1996}, {\"Date\": \"1996-04-01T00:00:00\", \"Temperature\": 6.2700000000000005, \"TemperatureUncertainty\": 0.27, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1996}, {\"Date\": \"1996-07-01T00:00:00\", \"Temperature\": 21.171999999999997, \"TemperatureUncertainty\": 0.255, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1996}, {\"Date\": \"1996-10-01T00:00:00\", \"Temperature\": 10.908, \"TemperatureUncertainty\": 0.365, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1996}, {\"Date\": \"1997-01-01T00:00:00\", \"Temperature\": -5.51, \"TemperatureUncertainty\": 0.21100000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1997}, {\"Date\": \"1997-04-01T00:00:00\", \"Temperature\": 6.7170000000000005, \"TemperatureUncertainty\": 0.307, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1997}, {\"Date\": \"1997-07-01T00:00:00\", \"Temperature\": 22.105999999999998, \"TemperatureUncertainty\": 0.293, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1997}, {\"Date\": \"1997-10-01T00:00:00\", \"Temperature\": 10.659999999999998, \"TemperatureUncertainty\": 0.264, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1997}, {\"Date\": \"1998-01-01T00:00:00\", \"Temperature\": -0.6870000000000003, \"TemperatureUncertainty\": 0.314, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1998}, {\"Date\": \"1998-04-01T00:00:00\", \"Temperature\": 9.133, \"TemperatureUncertainty\": 0.152, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1998}, {\"Date\": \"1998-07-01T00:00:00\", \"Temperature\": 22.653000000000002, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1998}, {\"Date\": \"1998-10-01T00:00:00\", \"Temperature\": 11.72, \"TemperatureUncertainty\": 0.17300000000000001, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1998}, {\"Date\": \"1999-01-01T00:00:00\", \"Temperature\": -5.641, \"TemperatureUncertainty\": 0.147, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 1999}, {\"Date\": \"1999-04-01T00:00:00\", \"Temperature\": 9.208, \"TemperatureUncertainty\": 0.2, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 1999}, {\"Date\": \"1999-07-01T00:00:00\", \"Temperature\": 24.656999999999996, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 1999}, {\"Date\": \"1999-10-01T00:00:00\", \"Temperature\": 10.384, \"TemperatureUncertainty\": 0.2, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 1999}, {\"Date\": \"2000-01-01T00:00:00\", \"Temperature\": -4.6530000000000005, \"TemperatureUncertainty\": 0.226, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 1, \"Year\": 2000}, {\"Date\": \"2000-04-01T00:00:00\", \"Temperature\": 7.657999999999999, \"TemperatureUncertainty\": 0.17600000000000002, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 4, \"Year\": 2000}, {\"Date\": \"2000-07-01T00:00:00\", \"Temperature\": 20.693, \"TemperatureUncertainty\": 0.354, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 7, \"Year\": 2000}, {\"Date\": \"2000-10-01T00:00:00\", \"Temperature\": 12.261, \"TemperatureUncertainty\": 0.324, \"City\": \"Detroit\", \"Country\": \"United States\", \"Latitude\": 42.59, \"Longitude\": -82.91, \"Month\": 10, \"Year\": 2000}, {\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": 17.685000000000006, \"TemperatureUncertainty\": 1.044, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 12.18, \"TemperatureUncertainty\": 0.617, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", \"Temperature\": 8.322999999999999, \"TemperatureUncertainty\": 0.655, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1950}, {\"Date\": \"1950-10-01T00:00:00\", \"Temperature\": 11.466, \"TemperatureUncertainty\": 0.424, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1950}, {\"Date\": \"1951-01-01T00:00:00\", \"Temperature\": 16.897000000000002, \"TemperatureUncertainty\": 0.648, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1951}, {\"Date\": \"1951-04-01T00:00:00\", \"Temperature\": 13.187000000000001, \"TemperatureUncertainty\": 0.48, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1951}, {\"Date\": \"1951-07-01T00:00:00\", \"Temperature\": 9.951, \"TemperatureUncertainty\": 0.586, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 12.352, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": 18.525, \"TemperatureUncertainty\": 0.245, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 13.83, \"TemperatureUncertainty\": 0.6829999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 8.42, \"TemperatureUncertainty\": 0.41, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 12.277999999999999, \"TemperatureUncertainty\": 0.267, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": 17.156000000000002, \"TemperatureUncertainty\": 0.429, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 12.69, \"TemperatureUncertainty\": 0.354, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 7.853999999999999, \"TemperatureUncertainty\": 0.546, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 10.912999999999998, \"TemperatureUncertainty\": 0.635, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": 16.496000000000002, \"TemperatureUncertainty\": 0.523, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 12.794, \"TemperatureUncertainty\": 0.29100000000000004, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 7.661999999999999, \"TemperatureUncertainty\": 0.3989999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 11.498, \"TemperatureUncertainty\": 0.34600000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": 18.075, \"TemperatureUncertainty\": 0.589, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 12.377, \"TemperatureUncertainty\": 0.81, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 7.124, \"TemperatureUncertainty\": 0.7240000000000001, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 11.960999999999999, \"TemperatureUncertainty\": 0.34600000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": 15.667000000000002, \"TemperatureUncertainty\": 0.654, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 11.109000000000002, \"TemperatureUncertainty\": 0.213, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 9.041, \"TemperatureUncertainty\": 0.474, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 12.884, \"TemperatureUncertainty\": 0.49, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": 17.871000000000006, \"TemperatureUncertainty\": 0.289, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 12.7, \"TemperatureUncertainty\": 0.706, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 8.004, \"TemperatureUncertainty\": 0.391, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 10.947000000000001, \"TemperatureUncertainty\": 0.375, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": 17.361, \"TemperatureUncertainty\": 0.6629999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 12.831, \"TemperatureUncertainty\": 0.405, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 10.955, \"TemperatureUncertainty\": 0.46, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 12.967, \"TemperatureUncertainty\": 0.25, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": 16.972, \"TemperatureUncertainty\": 0.503, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 11.665999999999999, \"TemperatureUncertainty\": 0.547, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 9.138, \"TemperatureUncertainty\": 0.898, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 11.568, \"TemperatureUncertainty\": 0.344, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": 18.733, \"TemperatureUncertainty\": 0.664, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 13.588, \"TemperatureUncertainty\": 0.324, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 7.681999999999999, \"TemperatureUncertainty\": 0.498, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 11.687000000000001, \"TemperatureUncertainty\": 0.3379999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1960}, {\"Date\": \"1961-01-01T00:00:00\", \"Temperature\": 16.339000000000002, \"TemperatureUncertainty\": 0.573, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1961}, {\"Date\": \"1961-04-01T00:00:00\", \"Temperature\": 12.231, \"TemperatureUncertainty\": 0.47600000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1961}, {\"Date\": \"1961-07-01T00:00:00\", \"Temperature\": 9.289, \"TemperatureUncertainty\": 0.66, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1961}, {\"Date\": \"1961-10-01T00:00:00\", \"Temperature\": 12.526, \"TemperatureUncertainty\": 0.442, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1961}, {\"Date\": \"1962-01-01T00:00:00\", \"Temperature\": 17.317999999999998, \"TemperatureUncertainty\": 0.294, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1962}, {\"Date\": \"1962-04-01T00:00:00\", \"Temperature\": 12.085999999999999, \"TemperatureUncertainty\": 0.46, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1962}, {\"Date\": \"1962-07-01T00:00:00\", \"Temperature\": 7.478999999999999, \"TemperatureUncertainty\": 0.5589999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1962}, {\"Date\": \"1962-10-01T00:00:00\", \"Temperature\": 12.786, \"TemperatureUncertainty\": 0.342, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1962}, {\"Date\": \"1963-01-01T00:00:00\", \"Temperature\": 17.382, \"TemperatureUncertainty\": 0.289, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1963}, {\"Date\": \"1963-04-01T00:00:00\", \"Temperature\": 13.668, \"TemperatureUncertainty\": 0.3939999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1963}, {\"Date\": \"1963-07-01T00:00:00\", \"Temperature\": 9.044, \"TemperatureUncertainty\": 0.606, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1963}, {\"Date\": \"1963-10-01T00:00:00\", \"Temperature\": 12.182, \"TemperatureUncertainty\": 0.8440000000000001, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1963}, {\"Date\": \"1964-01-01T00:00:00\", \"Temperature\": 17.861, \"TemperatureUncertainty\": 0.531, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1964}, {\"Date\": \"1964-04-01T00:00:00\", \"Temperature\": 12.755999999999998, \"TemperatureUncertainty\": 0.46, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1964}, {\"Date\": \"1964-07-01T00:00:00\", \"Temperature\": 8.036999999999999, \"TemperatureUncertainty\": 0.42200000000000004, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1964}, {\"Date\": \"1964-10-01T00:00:00\", \"Temperature\": 13.475999999999999, \"TemperatureUncertainty\": 0.391, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1964}, {\"Date\": \"1965-01-01T00:00:00\", \"Temperature\": 18.117, \"TemperatureUncertainty\": 0.642, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1965}, {\"Date\": \"1965-04-01T00:00:00\", \"Temperature\": 12.587, \"TemperatureUncertainty\": 0.313, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1965}, {\"Date\": \"1965-07-01T00:00:00\", \"Temperature\": 8.822000000000003, \"TemperatureUncertainty\": 0.478, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1965}, {\"Date\": \"1965-10-01T00:00:00\", \"Temperature\": 11.809000000000001, \"TemperatureUncertainty\": 0.536, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1965}, {\"Date\": \"1966-01-01T00:00:00\", \"Temperature\": 16.695, \"TemperatureUncertainty\": 0.2339999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1966}, {\"Date\": \"1966-04-01T00:00:00\", \"Temperature\": 13.724, \"TemperatureUncertainty\": 0.2689999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1966}, {\"Date\": \"1966-07-01T00:00:00\", \"Temperature\": 8.492999999999999, \"TemperatureUncertainty\": 0.384, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1966}, {\"Date\": \"1966-10-01T00:00:00\", \"Temperature\": 11.231, \"TemperatureUncertainty\": 0.521, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1966}, {\"Date\": \"1967-01-01T00:00:00\", \"Temperature\": 17.429000000000002, \"TemperatureUncertainty\": 0.682, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1967}, {\"Date\": \"1967-04-01T00:00:00\", \"Temperature\": 13.194, \"TemperatureUncertainty\": 0.34, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1967}, {\"Date\": \"1967-07-01T00:00:00\", \"Temperature\": 7.3009999999999975, \"TemperatureUncertainty\": 0.395, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1967}, {\"Date\": \"1967-10-01T00:00:00\", \"Temperature\": 12.204, \"TemperatureUncertainty\": 0.214, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1967}, {\"Date\": \"1968-01-01T00:00:00\", \"Temperature\": 17.500999999999998, \"TemperatureUncertainty\": 0.84, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1968}, {\"Date\": \"1968-04-01T00:00:00\", \"Temperature\": 12.686, \"TemperatureUncertainty\": 0.483, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1968}, {\"Date\": \"1968-07-01T00:00:00\", \"Temperature\": 8.684999999999999, \"TemperatureUncertainty\": 0.309, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1968}, {\"Date\": \"1968-10-01T00:00:00\", \"Temperature\": 11.821, \"TemperatureUncertainty\": 0.8320000000000001, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1968}, {\"Date\": \"1969-01-01T00:00:00\", \"Temperature\": 17.28, \"TemperatureUncertainty\": 0.457, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1969}, {\"Date\": \"1969-04-01T00:00:00\", \"Temperature\": 12.978, \"TemperatureUncertainty\": 0.496, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1969}, {\"Date\": \"1969-07-01T00:00:00\", \"Temperature\": 9.537, \"TemperatureUncertainty\": 0.28600000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1969}, {\"Date\": \"1969-10-01T00:00:00\", \"Temperature\": 10.943, \"TemperatureUncertainty\": 0.38, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1969}, {\"Date\": \"1970-01-01T00:00:00\", \"Temperature\": 17.291, \"TemperatureUncertainty\": 0.6829999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1970}, {\"Date\": \"1970-04-01T00:00:00\", \"Temperature\": 13.707, \"TemperatureUncertainty\": 0.47200000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1970}, {\"Date\": \"1970-07-01T00:00:00\", \"Temperature\": 8.833, \"TemperatureUncertainty\": 0.738, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1970}, {\"Date\": \"1970-10-01T00:00:00\", \"Temperature\": 11.802, \"TemperatureUncertainty\": 0.3389999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1970}, {\"Date\": \"1971-01-01T00:00:00\", \"Temperature\": 16.070999999999998, \"TemperatureUncertainty\": 0.985, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1971}, {\"Date\": \"1971-04-01T00:00:00\", \"Temperature\": 11.795, \"TemperatureUncertainty\": 1.045, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1971}, {\"Date\": \"1971-07-01T00:00:00\", \"Temperature\": 9.595, \"TemperatureUncertainty\": 0.743, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1971}, {\"Date\": \"1971-10-01T00:00:00\", \"Temperature\": 12.72, \"TemperatureUncertainty\": 0.7090000000000001, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1971}, {\"Date\": \"1972-01-01T00:00:00\", \"Temperature\": 17.602, \"TemperatureUncertainty\": 0.542, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1972}, {\"Date\": \"1972-04-01T00:00:00\", \"Temperature\": 12.953, \"TemperatureUncertainty\": 0.442, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1972}, {\"Date\": \"1972-07-01T00:00:00\", \"Temperature\": 8.052999999999999, \"TemperatureUncertainty\": 0.261, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1972}, {\"Date\": \"1972-10-01T00:00:00\", \"Temperature\": 11.219000000000001, \"TemperatureUncertainty\": 0.51, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1972}, {\"Date\": \"1973-01-01T00:00:00\", \"Temperature\": 16.701, \"TemperatureUncertainty\": 0.508, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1973}, {\"Date\": \"1973-04-01T00:00:00\", \"Temperature\": 12.633, \"TemperatureUncertainty\": 0.282, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1973}, {\"Date\": \"1973-07-01T00:00:00\", \"Temperature\": 7.4529999999999985, \"TemperatureUncertainty\": 0.25, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1973}, {\"Date\": \"1973-10-01T00:00:00\", \"Temperature\": 11.665999999999999, \"TemperatureUncertainty\": 0.49700000000000005, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1973}, {\"Date\": \"1974-01-01T00:00:00\", \"Temperature\": 16.490000000000002, \"TemperatureUncertainty\": 0.419, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1974}, {\"Date\": \"1974-04-01T00:00:00\", \"Temperature\": 12.514000000000001, \"TemperatureUncertainty\": 0.574, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1974}, {\"Date\": \"1974-07-01T00:00:00\", \"Temperature\": 8.001, \"TemperatureUncertainty\": 0.401, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1974}, {\"Date\": \"1974-10-01T00:00:00\", \"Temperature\": 11.948, \"TemperatureUncertainty\": 0.56, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1974}, {\"Date\": \"1975-01-01T00:00:00\", \"Temperature\": 17.463, \"TemperatureUncertainty\": 0.61, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1975}, {\"Date\": \"1975-04-01T00:00:00\", \"Temperature\": 13.582, \"TemperatureUncertainty\": 0.523, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1975}, {\"Date\": \"1975-07-01T00:00:00\", \"Temperature\": 8.356, \"TemperatureUncertainty\": 0.527, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1975}, {\"Date\": \"1975-10-01T00:00:00\", \"Temperature\": 11.837, \"TemperatureUncertainty\": 0.6659999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1975}, {\"Date\": \"1976-01-01T00:00:00\", \"Temperature\": 16.52, \"TemperatureUncertainty\": 0.268, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1976}, {\"Date\": \"1976-04-01T00:00:00\", \"Temperature\": 12.06, \"TemperatureUncertainty\": 0.414, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1976}, {\"Date\": \"1976-07-01T00:00:00\", \"Temperature\": 7.712999999999999, \"TemperatureUncertainty\": 0.47100000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1976}, {\"Date\": \"1976-10-01T00:00:00\", \"Temperature\": 12.305, \"TemperatureUncertainty\": 0.285, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1976}, {\"Date\": \"1977-01-01T00:00:00\", \"Temperature\": 17.819000000000006, \"TemperatureUncertainty\": 0.313, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1977}, {\"Date\": \"1977-04-01T00:00:00\", \"Temperature\": 13.828, \"TemperatureUncertainty\": 0.493, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1977}, {\"Date\": \"1977-07-01T00:00:00\", \"Temperature\": 9.089, \"TemperatureUncertainty\": 0.344, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1977}, {\"Date\": \"1977-10-01T00:00:00\", \"Temperature\": 13.271999999999998, \"TemperatureUncertainty\": 0.3289999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1977}, {\"Date\": \"1978-01-01T00:00:00\", \"Temperature\": 17.098, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1978}, {\"Date\": \"1978-04-01T00:00:00\", \"Temperature\": 13.28, \"TemperatureUncertainty\": 0.322, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1978}, {\"Date\": \"1978-07-01T00:00:00\", \"Temperature\": 11.216, \"TemperatureUncertainty\": 0.5539999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1978}, {\"Date\": \"1978-10-01T00:00:00\", \"Temperature\": 12.185, \"TemperatureUncertainty\": 0.24100000000000002, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1978}, {\"Date\": \"1979-01-01T00:00:00\", \"Temperature\": 17.668, \"TemperatureUncertainty\": 0.287, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1979}, {\"Date\": \"1979-04-01T00:00:00\", \"Temperature\": 13.02, \"TemperatureUncertainty\": 0.4589999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1979}, {\"Date\": \"1979-07-01T00:00:00\", \"Temperature\": 8.78, \"TemperatureUncertainty\": 0.318, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1979}, {\"Date\": \"1979-10-01T00:00:00\", \"Temperature\": 12.02, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1979}, {\"Date\": \"1980-01-01T00:00:00\", \"Temperature\": 18.602999999999998, \"TemperatureUncertainty\": 0.3389999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1980}, {\"Date\": \"1980-04-01T00:00:00\", \"Temperature\": 12.245999999999999, \"TemperatureUncertainty\": 0.539, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1980}, {\"Date\": \"1980-07-01T00:00:00\", \"Temperature\": 8.692, \"TemperatureUncertainty\": 0.565, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1980}, {\"Date\": \"1980-10-01T00:00:00\", \"Temperature\": 12.19, \"TemperatureUncertainty\": 0.29, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1980}, {\"Date\": \"1981-01-01T00:00:00\", \"Temperature\": 17.322, \"TemperatureUncertainty\": 0.33, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1981}, {\"Date\": \"1981-04-01T00:00:00\", \"Temperature\": 14.44, \"TemperatureUncertainty\": 0.261, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1981}, {\"Date\": \"1981-07-01T00:00:00\", \"Temperature\": 9.171, \"TemperatureUncertainty\": 0.444, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1981}, {\"Date\": \"1981-10-01T00:00:00\", \"Temperature\": 12.347999999999999, \"TemperatureUncertainty\": 0.282, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1981}, {\"Date\": \"1982-01-01T00:00:00\", \"Temperature\": 18.102, \"TemperatureUncertainty\": 0.37200000000000005, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1982}, {\"Date\": \"1982-04-01T00:00:00\", \"Temperature\": 13.850999999999999, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1982}, {\"Date\": \"1982-07-01T00:00:00\", \"Temperature\": 9.646999999999998, \"TemperatureUncertainty\": 0.41, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1982}, {\"Date\": \"1982-10-01T00:00:00\", \"Temperature\": 12.184000000000001, \"TemperatureUncertainty\": 0.248, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1982}, {\"Date\": \"1983-01-01T00:00:00\", \"Temperature\": 18.643, \"TemperatureUncertainty\": 0.557, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1983}, {\"Date\": \"1983-04-01T00:00:00\", \"Temperature\": 13.298, \"TemperatureUncertainty\": 0.248, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1983}, {\"Date\": \"1983-07-01T00:00:00\", \"Temperature\": 7.5699999999999985, \"TemperatureUncertainty\": 0.429, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1983}, {\"Date\": \"1983-10-01T00:00:00\", \"Temperature\": 13.037999999999998, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1983}, {\"Date\": \"1984-01-01T00:00:00\", \"Temperature\": 18.094, \"TemperatureUncertainty\": 0.304, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1984}, {\"Date\": \"1984-04-01T00:00:00\", \"Temperature\": 12.120999999999999, \"TemperatureUncertainty\": 0.29, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1984}, {\"Date\": \"1984-07-01T00:00:00\", \"Temperature\": 7.904, \"TemperatureUncertainty\": 0.8170000000000001, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1984}, {\"Date\": \"1984-10-01T00:00:00\", \"Temperature\": 12.401, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1984}, {\"Date\": \"1985-01-01T00:00:00\", \"Temperature\": 17.672, \"TemperatureUncertainty\": 0.408, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1985}, {\"Date\": \"1985-04-01T00:00:00\", \"Temperature\": 12.168, \"TemperatureUncertainty\": 0.382, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1985}, {\"Date\": \"1985-07-01T00:00:00\", \"Temperature\": 8.769, \"TemperatureUncertainty\": 0.389, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1985}, {\"Date\": \"1985-10-01T00:00:00\", \"Temperature\": 12.157, \"TemperatureUncertainty\": 0.183, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1985}, {\"Date\": \"1986-01-01T00:00:00\", \"Temperature\": 16.942999999999998, \"TemperatureUncertainty\": 0.4629999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1986}, {\"Date\": \"1986-04-01T00:00:00\", \"Temperature\": 12.982999999999999, \"TemperatureUncertainty\": 0.44, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1986}, {\"Date\": \"1986-07-01T00:00:00\", \"Temperature\": 9.254, \"TemperatureUncertainty\": 0.287, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1986}, {\"Date\": \"1986-10-01T00:00:00\", \"Temperature\": 14.033, \"TemperatureUncertainty\": 0.168, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1986}, {\"Date\": \"1987-01-01T00:00:00\", \"Temperature\": 17.631, \"TemperatureUncertainty\": 0.3329999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1987}, {\"Date\": \"1987-04-01T00:00:00\", \"Temperature\": 13.515999999999998, \"TemperatureUncertainty\": 0.275, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1987}, {\"Date\": \"1987-07-01T00:00:00\", \"Temperature\": 10.216000000000001, \"TemperatureUncertainty\": 0.47200000000000003, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1987}, {\"Date\": \"1987-10-01T00:00:00\", \"Temperature\": 13.345999999999998, \"TemperatureUncertainty\": 0.261, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1987}, {\"Date\": \"1988-01-01T00:00:00\", \"Temperature\": 17.060000000000002, \"TemperatureUncertainty\": 0.243, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1988}, {\"Date\": \"1988-04-01T00:00:00\", \"Temperature\": 13.33, \"TemperatureUncertainty\": 0.322, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1988}, {\"Date\": \"1988-07-01T00:00:00\", \"Temperature\": 7.282999999999999, \"TemperatureUncertainty\": 0.575, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1988}, {\"Date\": \"1988-10-01T00:00:00\", \"Temperature\": 11.747, \"TemperatureUncertainty\": 0.29600000000000004, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1988}, {\"Date\": \"1989-01-01T00:00:00\", \"Temperature\": 18.107, \"TemperatureUncertainty\": 0.297, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1989}, {\"Date\": \"1989-04-01T00:00:00\", \"Temperature\": 13.011, \"TemperatureUncertainty\": 0.285, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1989}, {\"Date\": \"1989-07-01T00:00:00\", \"Temperature\": 8.780999999999999, \"TemperatureUncertainty\": 0.242, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1989}, {\"Date\": \"1989-10-01T00:00:00\", \"Temperature\": 12.629000000000001, \"TemperatureUncertainty\": 0.44, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1989}, {\"Date\": \"1990-01-01T00:00:00\", \"Temperature\": 17.804000000000006, \"TemperatureUncertainty\": 0.81, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1990}, {\"Date\": \"1990-04-01T00:00:00\", \"Temperature\": 12.645999999999999, \"TemperatureUncertainty\": 0.43700000000000006, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1990}, {\"Date\": \"1990-07-01T00:00:00\", \"Temperature\": 8.588, \"TemperatureUncertainty\": 0.37, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1990}, {\"Date\": \"1990-10-01T00:00:00\", \"Temperature\": 12.123, \"TemperatureUncertainty\": 0.491, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1990}, {\"Date\": \"1991-01-01T00:00:00\", \"Temperature\": 17.182000000000002, \"TemperatureUncertainty\": 0.414, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1991}, {\"Date\": \"1991-04-01T00:00:00\", \"Temperature\": 13.912, \"TemperatureUncertainty\": 0.423, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1991}, {\"Date\": \"1991-07-01T00:00:00\", \"Temperature\": 8.82, \"TemperatureUncertainty\": 0.455, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1991}, {\"Date\": \"1991-10-01T00:00:00\", \"Temperature\": 11.975, \"TemperatureUncertainty\": 0.271, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1991}, {\"Date\": \"1992-01-01T00:00:00\", \"Temperature\": 18.146, \"TemperatureUncertainty\": 0.456, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1992}, {\"Date\": \"1992-04-01T00:00:00\", \"Temperature\": 12.699000000000002, \"TemperatureUncertainty\": 0.6609999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1992}, {\"Date\": \"1992-07-01T00:00:00\", \"Temperature\": 7.311, \"TemperatureUncertainty\": 0.289, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1992}, {\"Date\": \"1992-10-01T00:00:00\", \"Temperature\": 11.839, \"TemperatureUncertainty\": 0.287, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1992}, {\"Date\": \"1993-01-01T00:00:00\", \"Temperature\": 17.684, \"TemperatureUncertainty\": 0.62, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1993}, {\"Date\": \"1993-04-01T00:00:00\", \"Temperature\": 13.658, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1993}, {\"Date\": \"1993-07-01T00:00:00\", \"Temperature\": 7.818, \"TemperatureUncertainty\": 0.47, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1993}, {\"Date\": \"1993-10-01T00:00:00\", \"Temperature\": 12.536, \"TemperatureUncertainty\": 0.254, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1993}, {\"Date\": \"1994-01-01T00:00:00\", \"Temperature\": 17.787, \"TemperatureUncertainty\": 0.484, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1994}, {\"Date\": \"1994-04-01T00:00:00\", \"Temperature\": 13.100999999999999, \"TemperatureUncertainty\": 0.414, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1994}, {\"Date\": \"1994-07-01T00:00:00\", \"Temperature\": 8.66, \"TemperatureUncertainty\": 0.313, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1994}, {\"Date\": \"1994-10-01T00:00:00\", \"Temperature\": 13.194, \"TemperatureUncertainty\": 0.22, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1994}, {\"Date\": \"1995-01-01T00:00:00\", \"Temperature\": 17.310000000000002, \"TemperatureUncertainty\": 0.449, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1995}, {\"Date\": \"1995-04-01T00:00:00\", \"Temperature\": 14.203, \"TemperatureUncertainty\": 0.275, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1995}, {\"Date\": \"1995-07-01T00:00:00\", \"Temperature\": 7.260999999999999, \"TemperatureUncertainty\": 0.244, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1995}, {\"Date\": \"1995-10-01T00:00:00\", \"Temperature\": 12.489, \"TemperatureUncertainty\": 0.24, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1995}, {\"Date\": \"1996-01-01T00:00:00\", \"Temperature\": 17.054000000000002, \"TemperatureUncertainty\": 0.775, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1996}, {\"Date\": \"1996-04-01T00:00:00\", \"Temperature\": 12.54, \"TemperatureUncertainty\": 0.318, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1996}, {\"Date\": \"1996-07-01T00:00:00\", \"Temperature\": 9.343, \"TemperatureUncertainty\": 0.282, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1996}, {\"Date\": \"1996-10-01T00:00:00\", \"Temperature\": 12.792, \"TemperatureUncertainty\": 0.524, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1996}, {\"Date\": \"1997-01-01T00:00:00\", \"Temperature\": 18.633, \"TemperatureUncertainty\": 0.462, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1997}, {\"Date\": \"1997-04-01T00:00:00\", \"Temperature\": 15.15, \"TemperatureUncertainty\": 0.5760000000000001, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1997}, {\"Date\": \"1997-07-01T00:00:00\", \"Temperature\": 9.522, \"TemperatureUncertainty\": 0.278, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1997}, {\"Date\": \"1997-10-01T00:00:00\", \"Temperature\": 12.284999999999998, \"TemperatureUncertainty\": 0.4, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1997}, {\"Date\": \"1998-01-01T00:00:00\", \"Temperature\": 17.198, \"TemperatureUncertainty\": 0.722, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1998}, {\"Date\": \"1998-04-01T00:00:00\", \"Temperature\": 13.408, \"TemperatureUncertainty\": 0.461, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1998}, {\"Date\": \"1998-07-01T00:00:00\", \"Temperature\": 8.738, \"TemperatureUncertainty\": 0.526, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1998}, {\"Date\": \"1998-10-01T00:00:00\", \"Temperature\": 13.177, \"TemperatureUncertainty\": 0.727, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1998}, {\"Date\": \"1999-01-01T00:00:00\", \"Temperature\": 17.984, \"TemperatureUncertainty\": 0.664, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 1999}, {\"Date\": \"1999-04-01T00:00:00\", \"Temperature\": 12.665999999999999, \"TemperatureUncertainty\": 1.0, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 1999}, {\"Date\": \"1999-07-01T00:00:00\", \"Temperature\": 7.760999999999999, \"TemperatureUncertainty\": 0.401, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 1999}, {\"Date\": \"1999-10-01T00:00:00\", \"Temperature\": 13.322000000000001, \"TemperatureUncertainty\": 0.3989999999999999, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 1999}, {\"Date\": \"2000-01-01T00:00:00\", \"Temperature\": 17.519000000000002, \"TemperatureUncertainty\": 0.586, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 1, \"Year\": 2000}, {\"Date\": \"2000-04-01T00:00:00\", \"Temperature\": 12.907, \"TemperatureUncertainty\": 0.275, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 4, \"Year\": 2000}, {\"Date\": \"2000-07-01T00:00:00\", \"Temperature\": 7.760999999999999, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 7, \"Year\": 2000}, {\"Date\": \"2000-10-01T00:00:00\", \"Temperature\": 13.119000000000002, \"TemperatureUncertainty\": 0.815, \"City\": \"Los Angeles\", \"Country\": \"Chile\", \"Latitude\": -37.78, \"Longitude\": -73.22, \"Month\": 10, \"Year\": 2000}, {\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": 6.462999999999999, \"TemperatureUncertainty\": 0.616, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 15.341, \"TemperatureUncertainty\": 0.41700000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", \"Temperature\": 24.212, \"TemperatureUncertainty\": 0.505, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1950}, {\"Date\": \"1950-10-01T00:00:00\", \"Temperature\": 18.309, \"TemperatureUncertainty\": 0.297, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1950}, {\"Date\": \"1951-01-01T00:00:00\", \"Temperature\": 8.987, \"TemperatureUncertainty\": 0.3779999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1951}, {\"Date\": \"1951-04-01T00:00:00\", \"Temperature\": 14.022, \"TemperatureUncertainty\": 0.37, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1951}, {\"Date\": \"1951-07-01T00:00:00\", \"Temperature\": 24.072, \"TemperatureUncertainty\": 0.355, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 17.147000000000002, \"TemperatureUncertainty\": 0.48, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": 7.125, \"TemperatureUncertainty\": 0.268, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 13.69, \"TemperatureUncertainty\": 0.313, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 23.502, \"TemperatureUncertainty\": 0.589, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 18.471, \"TemperatureUncertainty\": 0.6829999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": 11.592, \"TemperatureUncertainty\": 0.3929999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 12.7, \"TemperatureUncertainty\": 0.42700000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 24.853, \"TemperatureUncertainty\": 0.298, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 16.987000000000002, \"TemperatureUncertainty\": 0.364, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": 8.716000000000001, \"TemperatureUncertainty\": 0.61, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 15.095, \"TemperatureUncertainty\": 0.813, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 25.316999999999997, \"TemperatureUncertainty\": 0.48700000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 16.548000000000002, \"TemperatureUncertainty\": 0.429, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": 6.942, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 12.527000000000001, \"TemperatureUncertainty\": 0.43200000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 22.145, \"TemperatureUncertainty\": 0.273, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 17.137, \"TemperatureUncertainty\": 0.9470000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": 9.755, \"TemperatureUncertainty\": 1.2830000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 12.969000000000001, \"TemperatureUncertainty\": 0.302, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 23.055999999999997, \"TemperatureUncertainty\": 0.387, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 15.725, \"TemperatureUncertainty\": 0.419, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": 7.027, \"TemperatureUncertainty\": 0.674, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 13.402000000000001, \"TemperatureUncertainty\": 0.485, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 24.303, \"TemperatureUncertainty\": 0.907, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 15.515, \"TemperatureUncertainty\": 0.932, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": 10.225, \"TemperatureUncertainty\": 0.4589999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 14.208, \"TemperatureUncertainty\": 0.862, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 22.968000000000004, \"TemperatureUncertainty\": 0.516, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 19.81, \"TemperatureUncertainty\": 0.221, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": 10.934000000000001, \"TemperatureUncertainty\": 0.599, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 16.689999999999998, \"TemperatureUncertainty\": 0.7879999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 26.086, \"TemperatureUncertainty\": 0.758, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 18.677, \"TemperatureUncertainty\": 0.307, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": 7.532999999999999, \"TemperatureUncertainty\": 0.7979999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 14.932, \"TemperatureUncertainty\": 0.485, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 25.351999999999997, \"TemperatureUncertainty\": 0.6559999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 16.885, \"TemperatureUncertainty\": 0.3289999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1960}, {\"Date\": \"1961-01-01T00:00:00\", \"Temperature\": 10.845999999999998, \"TemperatureUncertainty\": 0.912, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1961}, {\"Date\": \"1961-04-01T00:00:00\", \"Temperature\": 14.992, \"TemperatureUncertainty\": 0.526, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1961}, {\"Date\": \"1961-07-01T00:00:00\", \"Temperature\": 25.041999999999998, \"TemperatureUncertainty\": 0.8190000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1961}, {\"Date\": \"1961-10-01T00:00:00\", \"Temperature\": 17.055999999999994, \"TemperatureUncertainty\": 0.4379999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1961}, {\"Date\": \"1962-01-01T00:00:00\", \"Temperature\": 9.274, \"TemperatureUncertainty\": 0.922, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1962}, {\"Date\": \"1962-04-01T00:00:00\", \"Temperature\": 15.995, \"TemperatureUncertainty\": 0.516, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1962}, {\"Date\": \"1962-07-01T00:00:00\", \"Temperature\": 22.697, \"TemperatureUncertainty\": 1.03, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1962}, {\"Date\": \"1962-10-01T00:00:00\", \"Temperature\": 17.109, \"TemperatureUncertainty\": 0.537, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1962}, {\"Date\": \"1963-01-01T00:00:00\", \"Temperature\": 8.111, \"TemperatureUncertainty\": 0.529, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1963}, {\"Date\": \"1963-04-01T00:00:00\", \"Temperature\": 11.427, \"TemperatureUncertainty\": 0.478, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1963}, {\"Date\": \"1963-07-01T00:00:00\", \"Temperature\": 22.694000000000006, \"TemperatureUncertainty\": 0.45, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1963}, {\"Date\": \"1963-10-01T00:00:00\", \"Temperature\": 17.732, \"TemperatureUncertainty\": 0.301, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1963}, {\"Date\": \"1964-01-01T00:00:00\", \"Temperature\": 8.293000000000001, \"TemperatureUncertainty\": 0.44, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1964}, {\"Date\": \"1964-04-01T00:00:00\", \"Temperature\": 12.94, \"TemperatureUncertainty\": 0.41200000000000003, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1964}, {\"Date\": \"1964-07-01T00:00:00\", \"Temperature\": 23.715, \"TemperatureUncertainty\": 0.7340000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1964}, {\"Date\": \"1964-10-01T00:00:00\", \"Temperature\": 19.471, \"TemperatureUncertainty\": 0.659, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1964}, {\"Date\": \"1965-01-01T00:00:00\", \"Temperature\": 9.838, \"TemperatureUncertainty\": 0.6829999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1965}, {\"Date\": \"1965-04-01T00:00:00\", \"Temperature\": 13.057, \"TemperatureUncertainty\": 0.34600000000000003, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1965}, {\"Date\": \"1965-07-01T00:00:00\", \"Temperature\": 22.52, \"TemperatureUncertainty\": 0.636, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1965}, {\"Date\": \"1965-10-01T00:00:00\", \"Temperature\": 19.363, \"TemperatureUncertainty\": 0.363, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1965}, {\"Date\": \"1966-01-01T00:00:00\", \"Temperature\": 7.919, \"TemperatureUncertainty\": 0.523, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1966}, {\"Date\": \"1966-04-01T00:00:00\", \"Temperature\": 15.849, \"TemperatureUncertainty\": 0.604, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1966}, {\"Date\": \"1966-07-01T00:00:00\", \"Temperature\": 22.956, \"TemperatureUncertainty\": 0.583, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1966}, {\"Date\": \"1966-10-01T00:00:00\", \"Temperature\": 17.735, \"TemperatureUncertainty\": 0.505, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1966}, {\"Date\": \"1967-01-01T00:00:00\", \"Temperature\": 9.493, \"TemperatureUncertainty\": 0.439, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1967}, {\"Date\": \"1967-04-01T00:00:00\", \"Temperature\": 8.95, \"TemperatureUncertainty\": 0.43200000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1967}, {\"Date\": \"1967-07-01T00:00:00\", \"Temperature\": 24.94, \"TemperatureUncertainty\": 0.917, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1967}, {\"Date\": \"1967-10-01T00:00:00\", \"Temperature\": 18.662000000000013, \"TemperatureUncertainty\": 0.1639999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1967}, {\"Date\": \"1968-01-01T00:00:00\", \"Temperature\": 8.795, \"TemperatureUncertainty\": 0.379, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1968}, {\"Date\": \"1968-04-01T00:00:00\", \"Temperature\": 14.132, \"TemperatureUncertainty\": 0.245, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1968}, {\"Date\": \"1968-07-01T00:00:00\", \"Temperature\": 24.083000000000002, \"TemperatureUncertainty\": 0.593, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1968}, {\"Date\": \"1968-10-01T00:00:00\", \"Temperature\": 17.023, \"TemperatureUncertainty\": 0.5589999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1968}, {\"Date\": \"1969-01-01T00:00:00\", \"Temperature\": 9.637, \"TemperatureUncertainty\": 0.8440000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1969}, {\"Date\": \"1969-04-01T00:00:00\", \"Temperature\": 13.695, \"TemperatureUncertainty\": 0.35200000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1969}, {\"Date\": \"1969-07-01T00:00:00\", \"Temperature\": 23.886, \"TemperatureUncertainty\": 0.428, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1969}, {\"Date\": \"1969-10-01T00:00:00\", \"Temperature\": 15.655, \"TemperatureUncertainty\": 0.5529999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1969}, {\"Date\": \"1970-01-01T00:00:00\", \"Temperature\": 9.581, \"TemperatureUncertainty\": 0.622, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1970}, {\"Date\": \"1970-04-01T00:00:00\", \"Temperature\": 12.277999999999999, \"TemperatureUncertainty\": 0.285, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1970}, {\"Date\": \"1970-07-01T00:00:00\", \"Temperature\": 24.813000000000002, \"TemperatureUncertainty\": 0.5720000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1970}, {\"Date\": \"1970-10-01T00:00:00\", \"Temperature\": 16.537000000000006, \"TemperatureUncertainty\": 0.284, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1970}, {\"Date\": \"1971-01-01T00:00:00\", \"Temperature\": 8.99, \"TemperatureUncertainty\": 0.52, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1971}, {\"Date\": \"1971-04-01T00:00:00\", \"Temperature\": 12.530999999999999, \"TemperatureUncertainty\": 0.263, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1971}, {\"Date\": \"1971-07-01T00:00:00\", \"Temperature\": 24.233, \"TemperatureUncertainty\": 0.442, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1971}, {\"Date\": \"1971-10-01T00:00:00\", \"Temperature\": 15.670000000000002, \"TemperatureUncertainty\": 0.489, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1971}, {\"Date\": \"1972-01-01T00:00:00\", \"Temperature\": 7.915, \"TemperatureUncertainty\": 0.47700000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1972}, {\"Date\": \"1972-04-01T00:00:00\", \"Temperature\": 14.224, \"TemperatureUncertainty\": 0.325, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1972}, {\"Date\": \"1972-07-01T00:00:00\", \"Temperature\": 24.788, \"TemperatureUncertainty\": 0.562, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1972}, {\"Date\": \"1972-10-01T00:00:00\", \"Temperature\": 15.809000000000001, \"TemperatureUncertainty\": 0.6559999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1972}, {\"Date\": \"1973-01-01T00:00:00\", \"Temperature\": 7.562, \"TemperatureUncertainty\": 0.7190000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1973}, {\"Date\": \"1973-04-01T00:00:00\", \"Temperature\": 13.673, \"TemperatureUncertainty\": 0.188, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1973}, {\"Date\": \"1973-07-01T00:00:00\", \"Temperature\": 23.406, \"TemperatureUncertainty\": 0.53, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1973}, {\"Date\": \"1973-10-01T00:00:00\", \"Temperature\": 16.999000000000002, \"TemperatureUncertainty\": 0.505, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1973}, {\"Date\": \"1974-01-01T00:00:00\", \"Temperature\": 8.081, \"TemperatureUncertainty\": 0.563, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1974}, {\"Date\": \"1974-04-01T00:00:00\", \"Temperature\": 13.597999999999999, \"TemperatureUncertainty\": 0.49200000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1974}, {\"Date\": \"1974-07-01T00:00:00\", \"Temperature\": 24.011, \"TemperatureUncertainty\": 0.499, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1974}, {\"Date\": \"1974-10-01T00:00:00\", \"Temperature\": 16.805, \"TemperatureUncertainty\": 0.195, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1974}, {\"Date\": \"1975-01-01T00:00:00\", \"Temperature\": 9.222999999999999, \"TemperatureUncertainty\": 0.42700000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1975}, {\"Date\": \"1975-04-01T00:00:00\", \"Temperature\": 10.166, \"TemperatureUncertainty\": 0.503, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1975}, {\"Date\": \"1975-07-01T00:00:00\", \"Temperature\": 23.218000000000004, \"TemperatureUncertainty\": 0.616, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1975}, {\"Date\": \"1975-10-01T00:00:00\", \"Temperature\": 15.891000000000002, \"TemperatureUncertainty\": 0.354, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1975}, {\"Date\": \"1976-01-01T00:00:00\", \"Temperature\": 10.462, \"TemperatureUncertainty\": 0.682, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1976}, {\"Date\": \"1976-04-01T00:00:00\", \"Temperature\": 12.02, \"TemperatureUncertainty\": 0.243, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1976}, {\"Date\": \"1976-07-01T00:00:00\", \"Temperature\": 23.914, \"TemperatureUncertainty\": 0.491, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1976}, {\"Date\": \"1976-10-01T00:00:00\", \"Temperature\": 18.076, \"TemperatureUncertainty\": 0.514, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1976}, {\"Date\": \"1977-01-01T00:00:00\", \"Temperature\": 8.988999999999997, \"TemperatureUncertainty\": 0.337, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1977}, {\"Date\": \"1977-04-01T00:00:00\", \"Temperature\": 15.212, \"TemperatureUncertainty\": 0.42200000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1977}, {\"Date\": \"1977-07-01T00:00:00\", \"Temperature\": 23.999000000000002, \"TemperatureUncertainty\": 0.5, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1977}, {\"Date\": \"1977-10-01T00:00:00\", \"Temperature\": 18.024, \"TemperatureUncertainty\": 0.314, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1977}, {\"Date\": \"1978-01-01T00:00:00\", \"Temperature\": 9.901, \"TemperatureUncertainty\": 0.515, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1978}, {\"Date\": \"1978-04-01T00:00:00\", \"Temperature\": 12.474, \"TemperatureUncertainty\": 0.3929999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1978}, {\"Date\": \"1978-07-01T00:00:00\", \"Temperature\": 23.811, \"TemperatureUncertainty\": 0.461, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1978}, {\"Date\": \"1978-10-01T00:00:00\", \"Temperature\": 19.378, \"TemperatureUncertainty\": 0.413, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1978}, {\"Date\": \"1979-01-01T00:00:00\", \"Temperature\": 7.271, \"TemperatureUncertainty\": 0.4679999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1979}, {\"Date\": \"1979-04-01T00:00:00\", \"Temperature\": 13.908, \"TemperatureUncertainty\": 0.168, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1979}, {\"Date\": \"1979-07-01T00:00:00\", \"Temperature\": 23.6, \"TemperatureUncertainty\": 0.484, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1979}, {\"Date\": \"1979-10-01T00:00:00\", \"Temperature\": 16.958000000000002, \"TemperatureUncertainty\": 0.65, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1979}, {\"Date\": \"1980-01-01T00:00:00\", \"Temperature\": 10.684000000000001, \"TemperatureUncertainty\": 0.223, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1980}, {\"Date\": \"1980-04-01T00:00:00\", \"Temperature\": 14.244000000000002, \"TemperatureUncertainty\": 0.341, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1980}, {\"Date\": \"1980-07-01T00:00:00\", \"Temperature\": 24.52, \"TemperatureUncertainty\": 0.5329999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1980}, {\"Date\": \"1980-10-01T00:00:00\", \"Temperature\": 18.243, \"TemperatureUncertainty\": 0.73, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1980}, {\"Date\": \"1981-01-01T00:00:00\", \"Temperature\": 10.788, \"TemperatureUncertainty\": 0.445, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1981}, {\"Date\": \"1981-04-01T00:00:00\", \"Temperature\": 14.968, \"TemperatureUncertainty\": 0.425, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1981}, {\"Date\": \"1981-07-01T00:00:00\", \"Temperature\": 24.656999999999996, \"TemperatureUncertainty\": 0.866, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1981}, {\"Date\": \"1981-10-01T00:00:00\", \"Temperature\": 15.472000000000001, \"TemperatureUncertainty\": 0.465, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1981}, {\"Date\": \"1982-01-01T00:00:00\", \"Temperature\": 7.891, \"TemperatureUncertainty\": 0.445, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1982}, {\"Date\": \"1982-04-01T00:00:00\", \"Temperature\": 13.3, \"TemperatureUncertainty\": 0.41700000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1982}, {\"Date\": \"1982-07-01T00:00:00\", \"Temperature\": 23.553, \"TemperatureUncertainty\": 0.7859999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1982}, {\"Date\": \"1982-10-01T00:00:00\", \"Temperature\": 17.248, \"TemperatureUncertainty\": 0.8059999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1982}, {\"Date\": \"1983-01-01T00:00:00\", \"Temperature\": 10.333, \"TemperatureUncertainty\": 0.9209999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1983}, {\"Date\": \"1983-04-01T00:00:00\", \"Temperature\": 11.880999999999998, \"TemperatureUncertainty\": 0.627, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1983}, {\"Date\": \"1983-07-01T00:00:00\", \"Temperature\": 23.01, \"TemperatureUncertainty\": 0.78, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1983}, {\"Date\": \"1983-10-01T00:00:00\", \"Temperature\": 18.394000000000002, \"TemperatureUncertainty\": 0.758, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1983}, {\"Date\": \"1984-01-01T00:00:00\", \"Temperature\": 10.850999999999999, \"TemperatureUncertainty\": 0.66, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1984}, {\"Date\": \"1984-04-01T00:00:00\", \"Temperature\": 14.114, \"TemperatureUncertainty\": 0.5710000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1984}, {\"Date\": \"1984-07-01T00:00:00\", \"Temperature\": 25.752, \"TemperatureUncertainty\": 0.515, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1984}, {\"Date\": \"1984-10-01T00:00:00\", \"Temperature\": 15.885000000000002, \"TemperatureUncertainty\": 0.493, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1984}, {\"Date\": \"1985-01-01T00:00:00\", \"Temperature\": 8.371, \"TemperatureUncertainty\": 0.539, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1985}, {\"Date\": \"1985-04-01T00:00:00\", \"Temperature\": 15.966, \"TemperatureUncertainty\": 0.6940000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1985}, {\"Date\": \"1985-07-01T00:00:00\", \"Temperature\": 25.691999999999997, \"TemperatureUncertainty\": 0.512, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1985}, {\"Date\": \"1985-10-01T00:00:00\", \"Temperature\": 17.03, \"TemperatureUncertainty\": 0.278, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1985}, {\"Date\": \"1986-01-01T00:00:00\", \"Temperature\": 12.113, \"TemperatureUncertainty\": 0.485, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1986}, {\"Date\": \"1986-04-01T00:00:00\", \"Temperature\": 14.222999999999999, \"TemperatureUncertainty\": 0.36700000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1986}, {\"Date\": \"1986-07-01T00:00:00\", \"Temperature\": 23.065, \"TemperatureUncertainty\": 0.371, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1986}, {\"Date\": \"1986-10-01T00:00:00\", \"Temperature\": 16.828, \"TemperatureUncertainty\": 0.496, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1986}, {\"Date\": \"1987-01-01T00:00:00\", \"Temperature\": 7.9570000000000025, \"TemperatureUncertainty\": 0.81, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1987}, {\"Date\": \"1987-04-01T00:00:00\", \"Temperature\": 16.855999999999998, \"TemperatureUncertainty\": 0.679, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1987}, {\"Date\": \"1987-07-01T00:00:00\", \"Temperature\": 21.64, \"TemperatureUncertainty\": 0.46, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1987}, {\"Date\": \"1987-10-01T00:00:00\", \"Temperature\": 19.305, \"TemperatureUncertainty\": 0.307, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1987}, {\"Date\": \"1988-01-01T00:00:00\", \"Temperature\": 8.97, \"TemperatureUncertainty\": 0.68, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1988}, {\"Date\": \"1988-04-01T00:00:00\", \"Temperature\": 14.599, \"TemperatureUncertainty\": 0.3, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1988}, {\"Date\": \"1988-07-01T00:00:00\", \"Temperature\": 25.166999999999998, \"TemperatureUncertainty\": 0.684, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1988}, {\"Date\": \"1988-10-01T00:00:00\", \"Temperature\": 18.762, \"TemperatureUncertainty\": 0.6970000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1988}, {\"Date\": \"1989-01-01T00:00:00\", \"Temperature\": 8.158, \"TemperatureUncertainty\": 0.7090000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1989}, {\"Date\": \"1989-04-01T00:00:00\", \"Temperature\": 17.421, \"TemperatureUncertainty\": 0.557, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1989}, {\"Date\": \"1989-07-01T00:00:00\", \"Temperature\": 24.789, \"TemperatureUncertainty\": 0.563, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1989}, {\"Date\": \"1989-10-01T00:00:00\", \"Temperature\": 16.724, \"TemperatureUncertainty\": 0.623, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1989}, {\"Date\": \"1990-01-01T00:00:00\", \"Temperature\": 9.464, \"TemperatureUncertainty\": 0.568, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1990}, {\"Date\": \"1990-04-01T00:00:00\", \"Temperature\": 15.715, \"TemperatureUncertainty\": 0.408, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1990}, {\"Date\": \"1990-07-01T00:00:00\", \"Temperature\": 25.410999999999998, \"TemperatureUncertainty\": 0.4479999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1990}, {\"Date\": \"1990-10-01T00:00:00\", \"Temperature\": 18.791, \"TemperatureUncertainty\": 0.183, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1990}, {\"Date\": \"1991-01-01T00:00:00\", \"Temperature\": 9.281, \"TemperatureUncertainty\": 0.42700000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1991}, {\"Date\": \"1991-04-01T00:00:00\", \"Temperature\": 13.677, \"TemperatureUncertainty\": 0.489, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1991}, {\"Date\": \"1991-07-01T00:00:00\", \"Temperature\": 23.483, \"TemperatureUncertainty\": 0.9890000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1991}, {\"Date\": \"1991-10-01T00:00:00\", \"Temperature\": 19.147000000000002, \"TemperatureUncertainty\": 0.7829999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1991}, {\"Date\": \"1992-01-01T00:00:00\", \"Temperature\": 9.292, \"TemperatureUncertainty\": 0.968, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1992}, {\"Date\": \"1992-04-01T00:00:00\", \"Temperature\": 16.933, \"TemperatureUncertainty\": 0.311, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1992}, {\"Date\": \"1992-07-01T00:00:00\", \"Temperature\": 24.023000000000003, \"TemperatureUncertainty\": 0.735, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1992}, {\"Date\": \"1992-10-01T00:00:00\", \"Temperature\": 18.246, \"TemperatureUncertainty\": 0.14800000000000002, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1992}, {\"Date\": \"1993-01-01T00:00:00\", \"Temperature\": 8.568, \"TemperatureUncertainty\": 0.5589999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1993}, {\"Date\": \"1993-04-01T00:00:00\", \"Temperature\": 15.573, \"TemperatureUncertainty\": 0.674, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1993}, {\"Date\": \"1993-07-01T00:00:00\", \"Temperature\": 22.868000000000002, \"TemperatureUncertainty\": 0.9740000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1993}, {\"Date\": \"1993-10-01T00:00:00\", \"Temperature\": 17.999000000000006, \"TemperatureUncertainty\": 0.35600000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1993}, {\"Date\": \"1994-01-01T00:00:00\", \"Temperature\": 10.552999999999999, \"TemperatureUncertainty\": 0.608, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1994}, {\"Date\": \"1994-04-01T00:00:00\", \"Temperature\": 14.8, \"TemperatureUncertainty\": 0.647, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1994}, {\"Date\": \"1994-07-01T00:00:00\", \"Temperature\": 24.445, \"TemperatureUncertainty\": 0.873, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1994}, {\"Date\": \"1994-10-01T00:00:00\", \"Temperature\": 16.609, \"TemperatureUncertainty\": 0.3939999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1994}, {\"Date\": \"1995-01-01T00:00:00\", \"Temperature\": 9.119, \"TemperatureUncertainty\": 0.585, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1995}, {\"Date\": \"1995-04-01T00:00:00\", \"Temperature\": 13.519, \"TemperatureUncertainty\": 0.537, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1995}, {\"Date\": \"1995-07-01T00:00:00\", \"Temperature\": 24.241999999999997, \"TemperatureUncertainty\": 0.575, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1995}, {\"Date\": \"1995-10-01T00:00:00\", \"Temperature\": 18.444000000000013, \"TemperatureUncertainty\": 0.489, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1995}, {\"Date\": \"1996-01-01T00:00:00\", \"Temperature\": 10.328, \"TemperatureUncertainty\": 0.691, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1996}, {\"Date\": \"1996-04-01T00:00:00\", \"Temperature\": 16.298, \"TemperatureUncertainty\": 0.37, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1996}, {\"Date\": \"1996-07-01T00:00:00\", \"Temperature\": 25.601, \"TemperatureUncertainty\": 0.9440000000000001, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1996}, {\"Date\": \"1996-10-01T00:00:00\", \"Temperature\": 16.996000000000002, \"TemperatureUncertainty\": 0.41700000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1996}, {\"Date\": \"1997-01-01T00:00:00\", \"Temperature\": 9.437000000000001, \"TemperatureUncertainty\": 0.579, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1997}, {\"Date\": \"1997-04-01T00:00:00\", \"Temperature\": 15.129000000000001, \"TemperatureUncertainty\": 0.203, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1997}, {\"Date\": \"1997-07-01T00:00:00\", \"Temperature\": 23.381, \"TemperatureUncertainty\": 0.4429999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1997}, {\"Date\": \"1997-10-01T00:00:00\", \"Temperature\": 17.387999999999998, \"TemperatureUncertainty\": 0.626, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1997}, {\"Date\": \"1998-01-01T00:00:00\", \"Temperature\": 9.699, \"TemperatureUncertainty\": 0.943, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1998}, {\"Date\": \"1998-04-01T00:00:00\", \"Temperature\": 12.064, \"TemperatureUncertainty\": 0.573, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1998}, {\"Date\": \"1998-07-01T00:00:00\", \"Temperature\": 24.621, \"TemperatureUncertainty\": 0.644, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1998}, {\"Date\": \"1998-10-01T00:00:00\", \"Temperature\": 16.382, \"TemperatureUncertainty\": 0.42700000000000005, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1998}, {\"Date\": \"1999-01-01T00:00:00\", \"Temperature\": 10.527000000000001, \"TemperatureUncertainty\": 0.49, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 1999}, {\"Date\": \"1999-04-01T00:00:00\", \"Temperature\": 12.037, \"TemperatureUncertainty\": 0.366, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 1999}, {\"Date\": \"1999-07-01T00:00:00\", \"Temperature\": 23.745, \"TemperatureUncertainty\": 0.415, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 1999}, {\"Date\": \"1999-10-01T00:00:00\", \"Temperature\": 19.895, \"TemperatureUncertainty\": 0.638, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 1999}, {\"Date\": \"2000-01-01T00:00:00\", \"Temperature\": 10.772, \"TemperatureUncertainty\": 0.455, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 1, \"Year\": 2000}, {\"Date\": \"2000-04-01T00:00:00\", \"Temperature\": 15.684000000000001, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 4, \"Year\": 2000}, {\"Date\": \"2000-07-01T00:00:00\", \"Temperature\": 23.573, \"TemperatureUncertainty\": 0.47700000000000004, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 7, \"Year\": 2000}, {\"Date\": \"2000-10-01T00:00:00\", \"Temperature\": 15.902999999999999, \"TemperatureUncertainty\": 0.5489999999999999, \"City\": \"Los Angeles\", \"Country\": \"United States\", \"Latitude\": 34.56, \"Longitude\": -118.7, \"Month\": 10, \"Year\": 2000}, {\"Date\": \"1950-01-01T00:00:00\", \"Temperature\": 2.32, \"TemperatureUncertainty\": 0.253, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1950}, {\"Date\": \"1950-04-01T00:00:00\", \"Temperature\": 7.336, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1950}, {\"Date\": \"1950-07-01T00:00:00\", \"Temperature\": 21.613000000000003, \"TemperatureUncertainty\": 0.133, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1950}, {\"Date\": \"1950-10-01T00:00:00\", \"Temperature\": 12.633, \"TemperatureUncertainty\": 0.21100000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1950}, {\"Date\": \"1951-01-01T00:00:00\", \"Temperature\": -0.7229999999999999, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1951}, {\"Date\": \"1951-04-01T00:00:00\", \"Temperature\": 9.576, \"TemperatureUncertainty\": 0.265, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1951}, {\"Date\": \"1951-07-01T00:00:00\", \"Temperature\": 22.364, \"TemperatureUncertainty\": 0.26, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1951}, {\"Date\": \"1951-10-01T00:00:00\", \"Temperature\": 12.236999999999998, \"TemperatureUncertainty\": 0.20800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1951}, {\"Date\": \"1952-01-01T00:00:00\", \"Temperature\": -0.5659999999999998, \"TemperatureUncertainty\": 0.162, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1952}, {\"Date\": \"1952-04-01T00:00:00\", \"Temperature\": 10.661, \"TemperatureUncertainty\": 0.18600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1952}, {\"Date\": \"1952-07-01T00:00:00\", \"Temperature\": 23.964000000000002, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1952}, {\"Date\": \"1952-10-01T00:00:00\", \"Temperature\": 9.439, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1952}, {\"Date\": \"1953-01-01T00:00:00\", \"Temperature\": 0.1139999999999998, \"TemperatureUncertainty\": 0.2019999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1953}, {\"Date\": \"1953-04-01T00:00:00\", \"Temperature\": 9.141, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1953}, {\"Date\": \"1953-07-01T00:00:00\", \"Temperature\": 22.746, \"TemperatureUncertainty\": 0.196, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1953}, {\"Date\": \"1953-10-01T00:00:00\", \"Temperature\": 12.341, \"TemperatureUncertainty\": 0.205, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1953}, {\"Date\": \"1954-01-01T00:00:00\", \"Temperature\": -3.727, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1954}, {\"Date\": \"1954-04-01T00:00:00\", \"Temperature\": 10.454, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1954}, {\"Date\": \"1954-07-01T00:00:00\", \"Temperature\": 22.163, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1954}, {\"Date\": \"1954-10-01T00:00:00\", \"Temperature\": 13.401, \"TemperatureUncertainty\": 0.149, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1954}, {\"Date\": \"1955-01-01T00:00:00\", \"Temperature\": -3.4419999999999997, \"TemperatureUncertainty\": 0.276, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1955}, {\"Date\": \"1955-04-01T00:00:00\", \"Temperature\": 10.825999999999999, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1955}, {\"Date\": \"1955-07-01T00:00:00\", \"Temperature\": 25.313000000000002, \"TemperatureUncertainty\": 0.184, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1955}, {\"Date\": \"1955-10-01T00:00:00\", \"Temperature\": 12.69, \"TemperatureUncertainty\": 0.243, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1955}, {\"Date\": \"1956-01-01T00:00:00\", \"Temperature\": -2.2030000000000003, \"TemperatureUncertainty\": 0.218, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1956}, {\"Date\": \"1956-04-01T00:00:00\", \"Temperature\": 7.2189999999999985, \"TemperatureUncertainty\": 0.267, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1956}, {\"Date\": \"1956-07-01T00:00:00\", \"Temperature\": 20.976999999999997, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1956}, {\"Date\": \"1956-10-01T00:00:00\", \"Temperature\": 11.646999999999998, \"TemperatureUncertainty\": 0.23, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1956}, {\"Date\": \"1957-01-01T00:00:00\", \"Temperature\": -4.863, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1957}, {\"Date\": \"1957-04-01T00:00:00\", \"Temperature\": 10.322000000000001, \"TemperatureUncertainty\": 0.433, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1957}, {\"Date\": \"1957-07-01T00:00:00\", \"Temperature\": 22.495, \"TemperatureUncertainty\": 0.41100000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1957}, {\"Date\": \"1957-10-01T00:00:00\", \"Temperature\": 10.342, \"TemperatureUncertainty\": 0.402, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1957}, {\"Date\": \"1958-01-01T00:00:00\", \"Temperature\": -2.858, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1958}, {\"Date\": \"1958-04-01T00:00:00\", \"Temperature\": 9.897, \"TemperatureUncertainty\": 0.254, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1958}, {\"Date\": \"1958-07-01T00:00:00\", \"Temperature\": 22.996, \"TemperatureUncertainty\": 0.435, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1958}, {\"Date\": \"1958-10-01T00:00:00\", \"Temperature\": 10.384, \"TemperatureUncertainty\": 0.207, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1958}, {\"Date\": \"1959-01-01T00:00:00\", \"Temperature\": -3.023, \"TemperatureUncertainty\": 0.3929999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1959}, {\"Date\": \"1959-04-01T00:00:00\", \"Temperature\": 10.352, \"TemperatureUncertainty\": 0.374, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1959}, {\"Date\": \"1959-07-01T00:00:00\", \"Temperature\": 23.06600000000001, \"TemperatureUncertainty\": 0.29100000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1959}, {\"Date\": \"1959-10-01T00:00:00\", \"Temperature\": 12.914000000000001, \"TemperatureUncertainty\": 0.295, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1959}, {\"Date\": \"1960-01-01T00:00:00\", \"Temperature\": -1.5930000000000002, \"TemperatureUncertainty\": 0.155, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1960}, {\"Date\": \"1960-04-01T00:00:00\", \"Temperature\": 11.24, \"TemperatureUncertainty\": 0.271, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1960}, {\"Date\": \"1960-07-01T00:00:00\", \"Temperature\": 21.430999999999997, \"TemperatureUncertainty\": 0.185, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1960}, {\"Date\": \"1960-10-01T00:00:00\", \"Temperature\": 10.972999999999999, \"TemperatureUncertainty\": 0.151, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1960}, {\"Date\": \"1961-01-01T00:00:00\", \"Temperature\": -6.479, \"TemperatureUncertainty\": 0.297, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1961}, {\"Date\": \"1961-04-01T00:00:00\", \"Temperature\": 7.254, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1961}, {\"Date\": \"1961-07-01T00:00:00\", \"Temperature\": 22.715, \"TemperatureUncertainty\": 0.1969999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1961}, {\"Date\": \"1961-10-01T00:00:00\", \"Temperature\": 12.697000000000001, \"TemperatureUncertainty\": 0.294, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1961}, {\"Date\": \"1962-01-01T00:00:00\", \"Temperature\": -3.125, \"TemperatureUncertainty\": 0.262, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1962}, {\"Date\": \"1962-04-01T00:00:00\", \"Temperature\": 9.411, \"TemperatureUncertainty\": 0.376, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1962}, {\"Date\": \"1962-07-01T00:00:00\", \"Temperature\": 21.095, \"TemperatureUncertainty\": 0.257, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1962}, {\"Date\": \"1962-10-01T00:00:00\", \"Temperature\": 11.388, \"TemperatureUncertainty\": 0.345, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1962}, {\"Date\": \"1963-01-01T00:00:00\", \"Temperature\": -4.5440000000000005, \"TemperatureUncertainty\": 0.2789999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1963}, {\"Date\": \"1963-04-01T00:00:00\", \"Temperature\": 9.27, \"TemperatureUncertainty\": 0.311, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1963}, {\"Date\": \"1963-07-01T00:00:00\", \"Temperature\": 22.529, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1963}, {\"Date\": \"1963-10-01T00:00:00\", \"Temperature\": 13.454999999999998, \"TemperatureUncertainty\": 0.18, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1963}, {\"Date\": \"1964-01-01T00:00:00\", \"Temperature\": -1.993, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1964}, {\"Date\": \"1964-04-01T00:00:00\", \"Temperature\": 7.99, \"TemperatureUncertainty\": 0.136, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1964}, {\"Date\": \"1964-07-01T00:00:00\", \"Temperature\": 22.791, \"TemperatureUncertainty\": 0.223, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1964}, {\"Date\": \"1964-10-01T00:00:00\", \"Temperature\": 9.976, \"TemperatureUncertainty\": 0.24600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1964}, {\"Date\": \"1965-01-01T00:00:00\", \"Temperature\": -4.65, \"TemperatureUncertainty\": 0.259, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1965}, {\"Date\": \"1965-04-01T00:00:00\", \"Temperature\": 7.5470000000000015, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1965}, {\"Date\": \"1965-07-01T00:00:00\", \"Temperature\": 21.523000000000003, \"TemperatureUncertainty\": 0.355, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1965}, {\"Date\": \"1965-10-01T00:00:00\", \"Temperature\": 9.998, \"TemperatureUncertainty\": 0.303, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1965}, {\"Date\": \"1966-01-01T00:00:00\", \"Temperature\": -3.432, \"TemperatureUncertainty\": 0.396, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1966}, {\"Date\": \"1966-04-01T00:00:00\", \"Temperature\": 7.099, \"TemperatureUncertainty\": 0.149, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1966}, {\"Date\": \"1966-07-01T00:00:00\", \"Temperature\": 23.615, \"TemperatureUncertainty\": 0.32, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1966}, {\"Date\": \"1966-10-01T00:00:00\", \"Temperature\": 10.211, \"TemperatureUncertainty\": 0.282, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1966}, {\"Date\": \"1967-01-01T00:00:00\", \"Temperature\": -0.3119999999999998, \"TemperatureUncertainty\": 0.1669999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1967}, {\"Date\": \"1967-04-01T00:00:00\", \"Temperature\": 8.633000000000001, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1967}, {\"Date\": \"1967-07-01T00:00:00\", \"Temperature\": 22.208000000000002, \"TemperatureUncertainty\": 0.405, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1967}, {\"Date\": \"1967-10-01T00:00:00\", \"Temperature\": 10.885, \"TemperatureUncertainty\": 0.1, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1967}, {\"Date\": \"1968-01-01T00:00:00\", \"Temperature\": -5.834, \"TemperatureUncertainty\": 0.2339999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1968}, {\"Date\": \"1968-04-01T00:00:00\", \"Temperature\": 10.699000000000002, \"TemperatureUncertainty\": 0.42100000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1968}, {\"Date\": \"1968-07-01T00:00:00\", \"Temperature\": 23.149, \"TemperatureUncertainty\": 0.353, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1968}, {\"Date\": \"1968-10-01T00:00:00\", \"Temperature\": 12.466, \"TemperatureUncertainty\": 0.174, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1968}, {\"Date\": \"1969-01-01T00:00:00\", \"Temperature\": -3.38, \"TemperatureUncertainty\": 0.2689999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1969}, {\"Date\": \"1969-04-01T00:00:00\", \"Temperature\": 10.335999999999999, \"TemperatureUncertainty\": 0.4, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1969}, {\"Date\": \"1969-07-01T00:00:00\", \"Temperature\": 21.624000000000002, \"TemperatureUncertainty\": 0.278, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1969}, {\"Date\": \"1969-10-01T00:00:00\", \"Temperature\": 10.79, \"TemperatureUncertainty\": 0.1889999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1969}, {\"Date\": \"1970-01-01T00:00:00\", \"Temperature\": -7.058, \"TemperatureUncertainty\": 0.263, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1970}, {\"Date\": \"1970-04-01T00:00:00\", \"Temperature\": 8.67, \"TemperatureUncertainty\": 0.257, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1970}, {\"Date\": \"1970-07-01T00:00:00\", \"Temperature\": 22.783, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1970}, {\"Date\": \"1970-10-01T00:00:00\", \"Temperature\": 12.277000000000001, \"TemperatureUncertainty\": 0.177, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1970}, {\"Date\": \"1971-01-01T00:00:00\", \"Temperature\": -5.494, \"TemperatureUncertainty\": 0.298, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1971}, {\"Date\": \"1971-04-01T00:00:00\", \"Temperature\": 7.83, \"TemperatureUncertainty\": 0.41200000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1971}, {\"Date\": \"1971-07-01T00:00:00\", \"Temperature\": 22.019000000000002, \"TemperatureUncertainty\": 0.297, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1971}, {\"Date\": \"1971-10-01T00:00:00\", \"Temperature\": 14.26, \"TemperatureUncertainty\": 0.166, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1971}, {\"Date\": \"1972-01-01T00:00:00\", \"Temperature\": -1.365, \"TemperatureUncertainty\": 0.222, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1972}, {\"Date\": \"1972-04-01T00:00:00\", \"Temperature\": 7.1590000000000025, \"TemperatureUncertainty\": 0.34700000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1972}, {\"Date\": \"1972-07-01T00:00:00\", \"Temperature\": 22.986, \"TemperatureUncertainty\": 0.284, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1972}, {\"Date\": \"1972-10-01T00:00:00\", \"Temperature\": 8.725, \"TemperatureUncertainty\": 0.244, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1972}, {\"Date\": \"1973-01-01T00:00:00\", \"Temperature\": -0.8140000000000001, \"TemperatureUncertainty\": 0.4029999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1973}, {\"Date\": \"1973-04-01T00:00:00\", \"Temperature\": 9.853, \"TemperatureUncertainty\": 0.226, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1973}, {\"Date\": \"1973-07-01T00:00:00\", \"Temperature\": 22.991, \"TemperatureUncertainty\": 0.24100000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1973}, {\"Date\": \"1973-10-01T00:00:00\", \"Temperature\": 12.402999999999999, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1973}, {\"Date\": \"1974-01-01T00:00:00\", \"Temperature\": -1.3319999999999999, \"TemperatureUncertainty\": 0.318, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1974}, {\"Date\": \"1974-04-01T00:00:00\", \"Temperature\": 10.602, \"TemperatureUncertainty\": 0.204, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1974}, {\"Date\": \"1974-07-01T00:00:00\", \"Temperature\": 22.439, \"TemperatureUncertainty\": 0.175, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1974}, {\"Date\": \"1974-10-01T00:00:00\", \"Temperature\": 9.095, \"TemperatureUncertainty\": 0.136, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1974}, {\"Date\": \"1975-01-01T00:00:00\", \"Temperature\": -0.2999999999999998, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1975}, {\"Date\": \"1975-04-01T00:00:00\", \"Temperature\": 6.5820000000000025, \"TemperatureUncertainty\": 0.225, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1975}, {\"Date\": \"1975-07-01T00:00:00\", \"Temperature\": 22.781, \"TemperatureUncertainty\": 0.426, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1975}, {\"Date\": \"1975-10-01T00:00:00\", \"Temperature\": 12.991, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1975}, {\"Date\": \"1976-01-01T00:00:00\", \"Temperature\": -5.3420000000000005, \"TemperatureUncertainty\": 0.2289999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1976}, {\"Date\": \"1976-04-01T00:00:00\", \"Temperature\": 10.814, \"TemperatureUncertainty\": 0.33, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1976}, {\"Date\": \"1976-07-01T00:00:00\", \"Temperature\": 21.363000000000003, \"TemperatureUncertainty\": 0.322, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1976}, {\"Date\": \"1976-10-01T00:00:00\", \"Temperature\": 9.067, \"TemperatureUncertainty\": 0.384, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1976}, {\"Date\": \"1977-01-01T00:00:00\", \"Temperature\": -8.046, \"TemperatureUncertainty\": 0.271, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1977}, {\"Date\": \"1977-04-01T00:00:00\", \"Temperature\": 10.156, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1977}, {\"Date\": \"1977-07-01T00:00:00\", \"Temperature\": 22.967, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1977}, {\"Date\": \"1977-10-01T00:00:00\", \"Temperature\": 10.312999999999999, \"TemperatureUncertainty\": 0.252, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1977}, {\"Date\": \"1978-01-01T00:00:00\", \"Temperature\": -4.666, \"TemperatureUncertainty\": 0.396, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1978}, {\"Date\": \"1978-04-01T00:00:00\", \"Temperature\": 8.471, \"TemperatureUncertainty\": 0.41, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1978}, {\"Date\": \"1978-07-01T00:00:00\", \"Temperature\": 21.578000000000007, \"TemperatureUncertainty\": 0.281, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1978}, {\"Date\": \"1978-10-01T00:00:00\", \"Temperature\": 10.517000000000001, \"TemperatureUncertainty\": 0.184, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1978}, {\"Date\": \"1979-01-01T00:00:00\", \"Temperature\": -2.603, \"TemperatureUncertainty\": 0.376, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1979}, {\"Date\": \"1979-04-01T00:00:00\", \"Temperature\": 8.913, \"TemperatureUncertainty\": 0.456, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1979}, {\"Date\": \"1979-07-01T00:00:00\", \"Temperature\": 22.35, \"TemperatureUncertainty\": 0.177, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1979}, {\"Date\": \"1979-10-01T00:00:00\", \"Temperature\": 10.71, \"TemperatureUncertainty\": 0.171, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1979}, {\"Date\": \"1980-01-01T00:00:00\", \"Temperature\": -2.0469999999999997, \"TemperatureUncertainty\": 0.385, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1980}, {\"Date\": \"1980-04-01T00:00:00\", \"Temperature\": 9.922, \"TemperatureUncertainty\": 0.331, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1980}, {\"Date\": \"1980-07-01T00:00:00\", \"Temperature\": 23.48, \"TemperatureUncertainty\": 0.284, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1980}, {\"Date\": \"1980-10-01T00:00:00\", \"Temperature\": 10.107000000000001, \"TemperatureUncertainty\": 0.205, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1980}, {\"Date\": \"1981-01-01T00:00:00\", \"Temperature\": -6.772, \"TemperatureUncertainty\": 0.233, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1981}, {\"Date\": \"1981-04-01T00:00:00\", \"Temperature\": 10.675, \"TemperatureUncertainty\": 0.262, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1981}, {\"Date\": \"1981-07-01T00:00:00\", \"Temperature\": 23.299, \"TemperatureUncertainty\": 0.255, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1981}, {\"Date\": \"1981-10-01T00:00:00\", \"Temperature\": 9.195, \"TemperatureUncertainty\": 0.26, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1981}, {\"Date\": \"1982-01-01T00:00:00\", \"Temperature\": -7.2860000000000005, \"TemperatureUncertainty\": 0.276, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1982}, {\"Date\": \"1982-04-01T00:00:00\", \"Temperature\": 7.846, \"TemperatureUncertainty\": 0.17800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1982}, {\"Date\": \"1982-07-01T00:00:00\", \"Temperature\": 22.631, \"TemperatureUncertainty\": 0.314, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1982}, {\"Date\": \"1982-10-01T00:00:00\", \"Temperature\": 11.280999999999999, \"TemperatureUncertainty\": 0.14400000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1982}, {\"Date\": \"1983-01-01T00:00:00\", \"Temperature\": -1.9380000000000002, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1983}, {\"Date\": \"1983-04-01T00:00:00\", \"Temperature\": 8.607000000000001, \"TemperatureUncertainty\": 0.23600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1983}, {\"Date\": \"1983-07-01T00:00:00\", \"Temperature\": 23.596999999999998, \"TemperatureUncertainty\": 0.17600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1983}, {\"Date\": \"1983-10-01T00:00:00\", \"Temperature\": 11.332999999999998, \"TemperatureUncertainty\": 0.252, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1983}, {\"Date\": \"1984-01-01T00:00:00\", \"Temperature\": -4.966, \"TemperatureUncertainty\": 0.258, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1984}, {\"Date\": \"1984-04-01T00:00:00\", \"Temperature\": 8.717, \"TemperatureUncertainty\": 0.183, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1984}, {\"Date\": \"1984-07-01T00:00:00\", \"Temperature\": 21.865, \"TemperatureUncertainty\": 0.345, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1984}, {\"Date\": \"1984-10-01T00:00:00\", \"Temperature\": 13.492, \"TemperatureUncertainty\": 0.2339999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1984}, {\"Date\": \"1985-01-01T00:00:00\", \"Temperature\": -5.061, \"TemperatureUncertainty\": 0.162, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1985}, {\"Date\": \"1985-04-01T00:00:00\", \"Temperature\": 10.594000000000001, \"TemperatureUncertainty\": 0.376, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1985}, {\"Date\": \"1985-07-01T00:00:00\", \"Temperature\": 22.275, \"TemperatureUncertainty\": 0.36200000000000004, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1985}, {\"Date\": \"1985-10-01T00:00:00\", \"Temperature\": 11.882, \"TemperatureUncertainty\": 0.359, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1985}, {\"Date\": \"1986-01-01T00:00:00\", \"Temperature\": -2.227, \"TemperatureUncertainty\": 0.322, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1986}, {\"Date\": \"1986-04-01T00:00:00\", \"Temperature\": 9.854, \"TemperatureUncertainty\": 0.33, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1986}, {\"Date\": \"1986-07-01T00:00:00\", \"Temperature\": 22.469, \"TemperatureUncertainty\": 0.24, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1986}, {\"Date\": \"1986-10-01T00:00:00\", \"Temperature\": 11.512, \"TemperatureUncertainty\": 0.226, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1986}, {\"Date\": \"1987-01-01T00:00:00\", \"Temperature\": -3.116, \"TemperatureUncertainty\": 0.342, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1987}, {\"Date\": \"1987-04-01T00:00:00\", \"Temperature\": 10.15, \"TemperatureUncertainty\": 0.37200000000000005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1987}, {\"Date\": \"1987-07-01T00:00:00\", \"Temperature\": 23.603, \"TemperatureUncertainty\": 0.20600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1987}, {\"Date\": \"1987-10-01T00:00:00\", \"Temperature\": 8.965, \"TemperatureUncertainty\": 0.195, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1987}, {\"Date\": \"1988-01-01T00:00:00\", \"Temperature\": -5.329, \"TemperatureUncertainty\": 0.251, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1988}, {\"Date\": \"1988-04-01T00:00:00\", \"Temperature\": 8.562000000000001, \"TemperatureUncertainty\": 0.237, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1988}, {\"Date\": \"1988-07-01T00:00:00\", \"Temperature\": 24.287, \"TemperatureUncertainty\": 0.2019999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1988}, {\"Date\": \"1988-10-01T00:00:00\", \"Temperature\": 8.605999999999998, \"TemperatureUncertainty\": 0.261, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1988}, {\"Date\": \"1989-01-01T00:00:00\", \"Temperature\": -0.4289999999999998, \"TemperatureUncertainty\": 0.28300000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1989}, {\"Date\": \"1989-04-01T00:00:00\", \"Temperature\": 8.201, \"TemperatureUncertainty\": 0.295, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1989}, {\"Date\": \"1989-07-01T00:00:00\", \"Temperature\": 22.201, \"TemperatureUncertainty\": 0.266, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1989}, {\"Date\": \"1989-10-01T00:00:00\", \"Temperature\": 11.707999999999998, \"TemperatureUncertainty\": 0.302, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1989}, {\"Date\": \"1990-01-01T00:00:00\", \"Temperature\": 1.536, \"TemperatureUncertainty\": 0.332, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1990}, {\"Date\": \"1990-04-01T00:00:00\", \"Temperature\": 9.562999999999999, \"TemperatureUncertainty\": 0.213, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1990}, {\"Date\": \"1990-07-01T00:00:00\", \"Temperature\": 22.712, \"TemperatureUncertainty\": 0.28600000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1990}, {\"Date\": \"1990-10-01T00:00:00\", \"Temperature\": 13.575999999999999, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1990}, {\"Date\": \"1991-01-01T00:00:00\", \"Temperature\": -2.313, \"TemperatureUncertainty\": 0.23600000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1991}, {\"Date\": \"1991-04-01T00:00:00\", \"Temperature\": 10.879000000000001, \"TemperatureUncertainty\": 0.213, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1991}, {\"Date\": \"1991-07-01T00:00:00\", \"Temperature\": 23.118000000000002, \"TemperatureUncertainty\": 0.192, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1991}, {\"Date\": \"1991-10-01T00:00:00\", \"Temperature\": 11.690999999999999, \"TemperatureUncertainty\": 0.27, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1991}, {\"Date\": \"1992-01-01T00:00:00\", \"Temperature\": -1.217, \"TemperatureUncertainty\": 0.3379999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1992}, {\"Date\": \"1992-04-01T00:00:00\", \"Temperature\": 8.044, \"TemperatureUncertainty\": 0.294, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1992}, {\"Date\": \"1992-07-01T00:00:00\", \"Temperature\": 21.506, \"TemperatureUncertainty\": 0.314, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1992}, {\"Date\": \"1992-10-01T00:00:00\", \"Temperature\": 9.204, \"TemperatureUncertainty\": 0.223, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1992}, {\"Date\": \"1993-01-01T00:00:00\", \"Temperature\": -0.4029999999999999, \"TemperatureUncertainty\": 0.12300000000000001, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1993}, {\"Date\": \"1993-04-01T00:00:00\", \"Temperature\": 9.457, \"TemperatureUncertainty\": 0.146, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1993}, {\"Date\": \"1993-07-01T00:00:00\", \"Temperature\": 23.93, \"TemperatureUncertainty\": 0.122, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1993}, {\"Date\": \"1993-10-01T00:00:00\", \"Temperature\": 9.943999999999999, \"TemperatureUncertainty\": 0.249, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1993}, {\"Date\": \"1994-01-01T00:00:00\", \"Temperature\": -7.184, \"TemperatureUncertainty\": 0.3329999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1994}, {\"Date\": \"1994-04-01T00:00:00\", \"Temperature\": 10.698, \"TemperatureUncertainty\": 0.316, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1994}, {\"Date\": \"1994-07-01T00:00:00\", \"Temperature\": 24.182, \"TemperatureUncertainty\": 0.212, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1994}, {\"Date\": \"1994-10-01T00:00:00\", \"Temperature\": 10.669, \"TemperatureUncertainty\": 0.157, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1994}, {\"Date\": \"1995-01-01T00:00:00\", \"Temperature\": 0.214, \"TemperatureUncertainty\": 0.264, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1995}, {\"Date\": \"1995-04-01T00:00:00\", \"Temperature\": 8.455, \"TemperatureUncertainty\": 0.242, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1995}, {\"Date\": \"1995-07-01T00:00:00\", \"Temperature\": 23.823, \"TemperatureUncertainty\": 0.309, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1995}, {\"Date\": \"1995-10-01T00:00:00\", \"Temperature\": 13.247, \"TemperatureUncertainty\": 0.235, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1995}, {\"Date\": \"1996-01-01T00:00:00\", \"Temperature\": -3.877, \"TemperatureUncertainty\": 0.259, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1996}, {\"Date\": \"1996-04-01T00:00:00\", \"Temperature\": 9.26, \"TemperatureUncertainty\": 0.2, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1996}, {\"Date\": \"1996-07-01T00:00:00\", \"Temperature\": 21.471, \"TemperatureUncertainty\": 0.42700000000000005, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1996}, {\"Date\": \"1996-10-01T00:00:00\", \"Temperature\": 11.114, \"TemperatureUncertainty\": 0.2189999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1996}, {\"Date\": \"1997-01-01T00:00:00\", \"Temperature\": -3.037, \"TemperatureUncertainty\": 0.228, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1997}, {\"Date\": \"1997-04-01T00:00:00\", \"Temperature\": 8.371, \"TemperatureUncertainty\": 0.2239999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1997}, {\"Date\": \"1997-07-01T00:00:00\", \"Temperature\": 22.546999999999997, \"TemperatureUncertainty\": 0.305, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1997}, {\"Date\": \"1997-10-01T00:00:00\", \"Temperature\": 10.994000000000002, \"TemperatureUncertainty\": 0.318, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1997}, {\"Date\": \"1998-01-01T00:00:00\", \"Temperature\": 1.7109999999999999, \"TemperatureUncertainty\": 0.301, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1998}, {\"Date\": \"1998-04-01T00:00:00\", \"Temperature\": 10.401, \"TemperatureUncertainty\": 0.177, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1998}, {\"Date\": \"1998-07-01T00:00:00\", \"Temperature\": 22.706, \"TemperatureUncertainty\": 0.2319999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1998}, {\"Date\": \"1998-10-01T00:00:00\", \"Temperature\": 11.855, \"TemperatureUncertainty\": 0.138, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1998}, {\"Date\": \"1999-01-01T00:00:00\", \"Temperature\": -1.952, \"TemperatureUncertainty\": 0.3329999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 1999}, {\"Date\": \"1999-04-01T00:00:00\", \"Temperature\": 9.661, \"TemperatureUncertainty\": 0.3779999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 1999}, {\"Date\": \"1999-07-01T00:00:00\", \"Temperature\": 25.065, \"TemperatureUncertainty\": 0.256, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 1999}, {\"Date\": \"1999-10-01T00:00:00\", \"Temperature\": 10.437999999999999, \"TemperatureUncertainty\": 0.1939999999999999, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 1999}, {\"Date\": \"2000-01-01T00:00:00\", \"Temperature\": -3.168, \"TemperatureUncertainty\": 0.23800000000000002, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 1, \"Year\": 2000}, {\"Date\": \"2000-04-01T00:00:00\", \"Temperature\": 8.897, \"TemperatureUncertainty\": 0.19, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 4, \"Year\": 2000}, {\"Date\": \"2000-07-01T00:00:00\", \"Temperature\": 20.726999999999997, \"TemperatureUncertainty\": 0.40700000000000003, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 7, \"Year\": 2000}, {\"Date\": \"2000-10-01T00:00:00\", \"Temperature\": 11.323, \"TemperatureUncertainty\": 0.273, \"City\": \"New York\", \"Country\": \"United States\", \"Latitude\": 40.99, \"Longitude\": -74.56, \"Month\": 10, \"Year\": 2000}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 139
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f11e1d88"
      },
      "source": [
        "### Question 2"
      ],
      "id": "f11e1d88"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e4d44351"
      },
      "source": [
        "Make a bar graph that compares the temperature of all US cities based on their average (mean) temperature in the year 2000."
      ],
      "id": "e4d44351"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.935856Z",
          "iopub.status.busy": "2021-06-28T19:06:51.935124Z",
          "iopub.status.idle": "2021-06-28T19:06:51.937576Z",
          "shell.execute_reply": "2021-06-28T19:06:51.938143Z"
        },
        "id": "6ef1e007",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 440
        },
        "outputId": "70c811c9-01d1-411a-bdba-1949445ca45c"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "filter = (df[\"Year\"] == 2000) & (df[\"Country\"] == \"United States\")\n",
        "grouped = df[filter].groupby([\"City\"], as_index=False)\n",
        "temp = grouped[\"Temperature\"].mean()\n",
        "chart = (alt.Chart(temp)\n",
        "            .mark_bar()\n",
        "            .encode(x = \"City:O\",\n",
        "                    y = \"Temperature:Q\",\n",
        "                    color = \"City:N\"))\n",
        "chart"
      ],
      "id": "6ef1e007",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-a676e01f158f4af7aacf29012e39e52f\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-a676e01f158f4af7aacf29012e39e52f\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-a676e01f158f4af7aacf29012e39e52f\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-e5c469225d4f188b522226a616e36178\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"City\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"City\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Temperature\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-e5c469225d4f188b522226a616e36178\": [{\"City\": \"Albuquerque\", \"Temperature\": 12.4675}, {\"City\": \"Austin\", \"Temperature\": 21.293}, {\"City\": \"Baltimore\", \"Temperature\": 11.954749999999999}, {\"City\": \"Boston\", \"Temperature\": 7.32825}, {\"City\": \"Charlotte\", \"Temperature\": 16.113500000000002}, {\"City\": \"Chicago\", \"Temperature\": 10.98725}, {\"City\": \"Columbus\", \"Temperature\": 14.359999999999998}, {\"City\": \"Dallas\", \"Temperature\": 19.131749999999997}, {\"City\": \"Denver\", \"Temperature\": 10.630749999999999}, {\"City\": \"Detroit\", \"Temperature\": 8.98975}, {\"City\": \"El Paso\", \"Temperature\": 17.20475}, {\"City\": \"Fort Worth\", \"Temperature\": 19.131749999999997}, {\"City\": \"Fresno\", \"Temperature\": 16.406000000000002}, {\"City\": \"Houston\", \"Temperature\": 21.540750000000003}, {\"City\": \"Indianapolis\", \"Temperature\": 11.504999999999999}, {\"City\": \"Jacksonville\", \"Temperature\": 20.9445}, {\"City\": \"Las Vegas\", \"Temperature\": 18.8425}, {\"City\": \"Los Angeles\", \"Temperature\": 16.483}, {\"City\": \"Louisville\", \"Temperature\": 13.36}, {\"City\": \"Memphis\", \"Temperature\": 16.85875}, {\"City\": \"Milwaukee\", \"Temperature\": 10.98725}, {\"City\": \"Nashville\", \"Temperature\": 14.926}, {\"City\": \"New York\", \"Temperature\": 9.444749999999999}, {\"City\": \"Oklahoma City\", \"Temperature\": 16.17525}, {\"City\": \"Philadelphia\", \"Temperature\": 11.82}, {\"City\": \"Phoenix\", \"Temperature\": 22.298000000000002}, {\"City\": \"Portland\", \"Temperature\": 10.259999999999998}, {\"City\": \"San Antonio\", \"Temperature\": 21.293}, {\"City\": \"San Diego\", \"Temperature\": 16.76325}, {\"City\": \"San Francisco\", \"Temperature\": 14.860999999999999}, {\"City\": \"San Jose\", \"Temperature\": 14.860999999999999}, {\"City\": \"Seattle\", \"Temperature\": 7.96625}, {\"City\": \"Tucson\", \"Temperature\": 18.892999999999997}, {\"City\": \"Vancouver\", \"Temperature\": 10.259999999999998}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 145
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6d2227a1"
      },
      "source": [
        "Make a point graph that compares the temperature of all US cities based on their average (mean) temperature in the year 2000 with their latitude (north/south) position."
      ],
      "id": "6d2227a1"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.943293Z",
          "iopub.status.busy": "2021-06-28T19:06:51.942391Z",
          "iopub.status.idle": "2021-06-28T19:06:51.945981Z",
          "shell.execute_reply": "2021-06-28T19:06:51.945092Z"
        },
        "id": "fe33317f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 529
        },
        "outputId": "4e85e643-29b3-4328-cc43-a8027a8190a1"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "filter = (df[\"Year\"] == 2000) & (df[\"Country\"] == \"United States\")\n",
        "grouped = df[filter].groupby([\"City\"], as_index=False)\n",
        "temp = grouped[\"Temperature\"].mean()\n",
        "chart = (alt.Chart(temp)\n",
        "            .mark_point()\n",
        "            .encode(x = \"City:O\",\n",
        "                    y = \"Temperature:Q\",\n",
        "                    color = \"City:N\"))\n",
        "chart"
      ],
      "id": "fe33317f",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-1a1d3253f50845fba036916d6ae700eb\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-1a1d3253f50845fba036916d6ae700eb\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-1a1d3253f50845fba036916d6ae700eb\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-e5c469225d4f188b522226a616e36178\"}, \"mark\": \"point\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"City\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"City\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Temperature\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-e5c469225d4f188b522226a616e36178\": [{\"City\": \"Albuquerque\", \"Temperature\": 12.4675}, {\"City\": \"Austin\", \"Temperature\": 21.293}, {\"City\": \"Baltimore\", \"Temperature\": 11.954749999999999}, {\"City\": \"Boston\", \"Temperature\": 7.32825}, {\"City\": \"Charlotte\", \"Temperature\": 16.113500000000002}, {\"City\": \"Chicago\", \"Temperature\": 10.98725}, {\"City\": \"Columbus\", \"Temperature\": 14.359999999999998}, {\"City\": \"Dallas\", \"Temperature\": 19.131749999999997}, {\"City\": \"Denver\", \"Temperature\": 10.630749999999999}, {\"City\": \"Detroit\", \"Temperature\": 8.98975}, {\"City\": \"El Paso\", \"Temperature\": 17.20475}, {\"City\": \"Fort Worth\", \"Temperature\": 19.131749999999997}, {\"City\": \"Fresno\", \"Temperature\": 16.406000000000002}, {\"City\": \"Houston\", \"Temperature\": 21.540750000000003}, {\"City\": \"Indianapolis\", \"Temperature\": 11.504999999999999}, {\"City\": \"Jacksonville\", \"Temperature\": 20.9445}, {\"City\": \"Las Vegas\", \"Temperature\": 18.8425}, {\"City\": \"Los Angeles\", \"Temperature\": 16.483}, {\"City\": \"Louisville\", \"Temperature\": 13.36}, {\"City\": \"Memphis\", \"Temperature\": 16.85875}, {\"City\": \"Milwaukee\", \"Temperature\": 10.98725}, {\"City\": \"Nashville\", \"Temperature\": 14.926}, {\"City\": \"New York\", \"Temperature\": 9.444749999999999}, {\"City\": \"Oklahoma City\", \"Temperature\": 16.17525}, {\"City\": \"Philadelphia\", \"Temperature\": 11.82}, {\"City\": \"Phoenix\", \"Temperature\": 22.298000000000002}, {\"City\": \"Portland\", \"Temperature\": 10.259999999999998}, {\"City\": \"San Antonio\", \"Temperature\": 21.293}, {\"City\": \"San Diego\", \"Temperature\": 16.76325}, {\"City\": \"San Francisco\", \"Temperature\": 14.860999999999999}, {\"City\": \"San Jose\", \"Temperature\": 14.860999999999999}, {\"City\": \"Seattle\", \"Temperature\": 7.96625}, {\"City\": \"Tucson\", \"Temperature\": 18.892999999999997}, {\"City\": \"Vancouver\", \"Temperature\": 10.259999999999998}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 150
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "20e2c1ff"
      },
      "source": [
        "Make the same graph, but now with Longitude (east / west) position. How does it compare?"
      ],
      "id": "20e2c1ff"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.951488Z",
          "iopub.status.busy": "2021-06-28T19:06:51.950585Z",
          "iopub.status.idle": "2021-06-28T19:06:51.953739Z",
          "shell.execute_reply": "2021-06-28T19:06:51.952866Z"
        },
        "lines_to_next_cell": 2,
        "id": "26fef367",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 529
        },
        "outputId": "94007f3c-fe73-44ca-c953-b45158f9d261"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "filter = (df[\"Year\"] == 2000) & (df[\"Country\"] == \"United States\")\n",
        "grouped = df[filter].groupby([\"City\"], as_index=False)\n",
        "temp = grouped[\"Temperature\"].mean()\n",
        "chart = (alt.Chart(temp)\n",
        "            .mark_point()\n",
        "            .encode(x = \"City:O\",\n",
        "                    y = \"Temperature:Q\",\n",
        "                    color = \"City:N\"\n",
        "                    ))\n",
        "chart"
      ],
      "id": "26fef367",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-3324db1024f646a3917c65faf3d1bf98\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-3324db1024f646a3917c65faf3d1bf98\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-3324db1024f646a3917c65faf3d1bf98\");\n",
              "    }\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-e5c469225d4f188b522226a616e36178\"}, \"mark\": \"point\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"City\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"City\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Temperature\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-e5c469225d4f188b522226a616e36178\": [{\"City\": \"Albuquerque\", \"Temperature\": 12.4675}, {\"City\": \"Austin\", \"Temperature\": 21.293}, {\"City\": \"Baltimore\", \"Temperature\": 11.954749999999999}, {\"City\": \"Boston\", \"Temperature\": 7.32825}, {\"City\": \"Charlotte\", \"Temperature\": 16.113500000000002}, {\"City\": \"Chicago\", \"Temperature\": 10.98725}, {\"City\": \"Columbus\", \"Temperature\": 14.359999999999998}, {\"City\": \"Dallas\", \"Temperature\": 19.131749999999997}, {\"City\": \"Denver\", \"Temperature\": 10.630749999999999}, {\"City\": \"Detroit\", \"Temperature\": 8.98975}, {\"City\": \"El Paso\", \"Temperature\": 17.20475}, {\"City\": \"Fort Worth\", \"Temperature\": 19.131749999999997}, {\"City\": \"Fresno\", \"Temperature\": 16.406000000000002}, {\"City\": \"Houston\", \"Temperature\": 21.540750000000003}, {\"City\": \"Indianapolis\", \"Temperature\": 11.504999999999999}, {\"City\": \"Jacksonville\", \"Temperature\": 20.9445}, {\"City\": \"Las Vegas\", \"Temperature\": 18.8425}, {\"City\": \"Los Angeles\", \"Temperature\": 16.483}, {\"City\": \"Louisville\", \"Temperature\": 13.36}, {\"City\": \"Memphis\", \"Temperature\": 16.85875}, {\"City\": \"Milwaukee\", \"Temperature\": 10.98725}, {\"City\": \"Nashville\", \"Temperature\": 14.926}, {\"City\": \"New York\", \"Temperature\": 9.444749999999999}, {\"City\": \"Oklahoma City\", \"Temperature\": 16.17525}, {\"City\": \"Philadelphia\", \"Temperature\": 11.82}, {\"City\": \"Phoenix\", \"Temperature\": 22.298000000000002}, {\"City\": \"Portland\", \"Temperature\": 10.259999999999998}, {\"City\": \"San Antonio\", \"Temperature\": 21.293}, {\"City\": \"San Diego\", \"Temperature\": 16.76325}, {\"City\": \"San Francisco\", \"Temperature\": 14.860999999999999}, {\"City\": \"San Jose\", \"Temperature\": 14.860999999999999}, {\"City\": \"Seattle\", \"Temperature\": 7.96625}, {\"City\": \"Tucson\", \"Temperature\": 18.892999999999997}, {\"City\": \"Vancouver\", \"Temperature\": 10.259999999999998}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 164
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "09366f43"
      },
      "source": [
        "### Question 3"
      ],
      "id": "09366f43"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "56c69147"
      },
      "source": [
        "Standard deviation (.std()) tells us how much the temperature changes over the course of the year.\n",
        "Plot the stardard deviation of the temperature of New York over the 20th century (1900-2000).\n",
        "Which year had the largest change over the year?"
      ],
      "id": "56c69147"
    },
    {
      "cell_type": "code",
      "metadata": {
        "execution": {
          "iopub.execute_input": "2021-06-28T19:06:51.959559Z",
          "iopub.status.busy": "2021-06-28T19:06:51.958631Z",
          "iopub.status.idle": "2021-06-28T19:06:51.961469Z",
          "shell.execute_reply": "2021-06-28T19:06:51.962175Z"
        },
        "lines_to_next_cell": 2,
        "id": "8794f174",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "14956c06-0b29-4a21-8002-dd1148219c6a"
      },
      "source": [
        "#📝📝📝📝 FILLME\n",
        "filter = (df[\"Year\"] == 2000) & (df[\"Country\"] == \"United States\")\n",
        "grouped = df[filter].groupby([\"City\"], as_index=False)\n",
        "temp = grouped[\"Temperature\"].mean()\n",
        "chart = (alt.Chart(temp)\n",
        "            .mark_point()\n",
        "            .encode(x = \"City:O\",\n",
        "                    y = \"Temperature:Q\",\n",
        "                    color = \"City:N\"))\n",
        "chart\n",
        "plot.std()"
      ],
      "id": "8794f174",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-166-3308606d72d6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m                     color = \"City:N\"))\n\u001b[1;32m     10\u001b[0m \u001b[0mchart\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'plot' is not defined"
          ]
        }
      ]
    }
  ]
}