UI Customization

Dive Into PyShiny by Appsilon

By Piotr Pasza Storożenko, with Pavel Demin support

Goals

  • So far we’ve learned:
    • How to build an app
    • How Shiny renders things
  • This session is all about how they look
  • We’re going to cover a lot of UI elements quickly
    • Just know that these exist
    • Don’t worry too much about remembering how they work

Why care about UI design?

  • It’s what your stakeholders care about!
  • Good UI design simplifies your application code
  • Intuitive UIs mean fewer questions

Where we’re headed

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 500
from shiny import ui, render, reactive, App
import pandas as pd
from pathlib import Path
from plots import temp_distirbution, daily_error

infile = Path(__file__).parent / "weather.csv"
weather = pd.read_csv(infile)
weather["error"] = weather["observed_temp"] - weather["forecast_temp"]

data_tab = ui.nav("Data", ui.output_data_frame("data"))
error_tab = ui.nav(
    "Error",
    ui.row(
        ui.column(
            4, ui.value_box("Hotter than forecast", ui.output_text("hot_days"))
        ),
        ui.column(
            4, ui.value_box("Colder than forecast", ui.output_text("cold_days"))
        ),
        ui.column(4, ui.value_box("Mean Error", ui.output_text("mean_error"))),
    ),
    ui.row(
        ui.column(
            6,
            ui.card(
                ui.card_header("Distribution"),
                ui.output_plot("error_distribution"),
            ),
        ),
        ui.column(
            6,
            ui.card(
                ui.card_header("Error by day"),
                ui.output_plot("error_by_day"),
                ui.input_slider("alpha", "Plot Alpha", value=0.5, min=0, max=1),
            ),
        ),
    ),
)

app_ui = ui.page_fluid(
    ui.panel_title("Weather error"),
    ui.layout_sidebar(
        ui.panel_sidebar(
            ui.input_date_range("dates", "Date", start="2022-01-01", end="2022-01-30"),
            ui.input_selectize(
                "states",
                "Select States",
                weather["state"].unique().tolist(),
                selected="CO",
                multiple=True,
            ),
            ui.output_ui("cities_ui"),
            ui.panel_conditional(
                "input.tabs === 'Data'",
                ui.input_selectize(
                    "columns",
                    "Display Columns",
                    choices=weather.columns.tolist(),
                    selected=weather.columns.tolist(),
                    multiple=True,
                ),
            ),
            width=3,
        ),
        ui.panel_main(ui.navset_tab(error_tab, data_tab, id="tabs")),
    ),
)


def server(input, output, session):
    @render.ui
    def cities_ui():
        df = weather.copy()
        df = df[df["state"].isin(input.states())]
        city_options = df["city"].unique().tolist()
        return ui.input_selectize(
            "cities",
            "Select Cities",
            choices=city_options,
            selected=city_options[0],
            multiple=True,
        )

    @reactive.Calc
    def filtered_data() -> pd.DataFrame:
        df = weather.copy()
        df = df[df["city"].isin(input.cities())]
        df["date"] = pd.to_datetime(df["date"])
        dates = pd.to_datetime(input.dates())
        df = df[(df["date"] > dates[0]) & (df["date"] <= dates[1])]
        return df

    @render.plot
    def error_distribution():
        return temp_distirbution(filtered_data())

    @render.plot
    def error_by_day():
        return daily_error(filtered_data(), input.alpha())

    @render.data_frame
    def data():
        return filtered_data().loc[:, input.columns()]

    @render.text
    def mean_error():
        mean_error = filtered_data()["error"].mean()
        return round(mean_error, 2)

    @render.text
    def hot_days():
        hot_days = filtered_data()["error"] > 0
        return sum(hot_days)

    @render.text
    def cold_days():
        hot_days = filtered_data()["error"] < 0
        return sum(hot_days)


app = App(app_ui, server)

## file: plots.py
import pandas as pd
from plotnine import (
    ggplot,
    aes,
    geom_density,
    theme_light,
    labs,
    geom_point,
    theme,
    element_text,
)


def temp_distirbution(plot_df: pd.DataFrame) -> ggplot:
    plot_df = plot_df[["observed_temp", "forecast_temp", "date"]]
    plot_df = pd.melt(
        plot_df, id_vars="date", value_vars=["observed_temp", "forecast_temp"]
    )
    out = (
        ggplot(plot_df, aes(x="value", group="variable", color="variable"))
        + geom_density()
        + theme_light()
    )
    return out


def daily_error(plot_df: pd.DataFrame, alpha: float) -> ggplot:
    out = (
        ggplot(plot_df, aes(x="date", y="error"))
        + geom_point(alpha=alpha)
        + theme_light()
        + theme(axis_text_x=element_text(rotation=45, hjust=1))
    )
    return out

## file: README
Use `ui.conditional_panel` to show or hide a column selector based on whether the "Data" tab is visible. Note that you'll need to use a JavaScript logical test for conditional panel which should be `input.tabs === 'Data'`.
## file: weather.csv
date,city,state,observed_temp,forecast_temp
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,35,40
2022-01-02,ALBANY,NY,35,37
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,18,19
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,16
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,27
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,12,16
2022-01-02,BUFFALO,NY,12,10
2022-01-02,BUFFALO,NY,12,13
2022-01-02,BUFFALO,NY,12,10
2022-01-02,COLORADO_SPGS,CO,44,43
2022-01-02,COLORADO_SPGS,CO,44,42
2022-01-02,COLORADO_SPGS,CO,44,39
2022-01-02,COLORADO_SPGS,CO,44,37
2022-01-02,COLORADO_SPGS,CO,20,18
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,COLORADO_SPGS,CO,20,17
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,44,37
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,40
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,12
2022-01-02,DENVER,CO,21,12
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,28
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,13
2022-01-02,DETROIT,MI,11,9
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,48
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,41
2022-01-02,EUGENE,OR,47,42
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,8
2022-01-02,FLINT,MI,-2,4
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,10,15
2022-01-03,ALBANY,NY,10,13
2022-01-03,ALBANY,NY,10,12
2022-01-03,ALBANY,NY,10,9
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,23
2022-01-03,BUFFALO,NY,21,22
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,20
2022-01-03,BUFFALO,NY,14,14
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,25
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,29
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,37
2022-01-03,MEDFORD,OR,40,38
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,48
2022-01-03,DENVER,CO,30,22
2022-01-03,DENVER,CO,30,20
2022-01-03,DENVER,CO,30,21
2022-01-03,DENVER,CO,30,26
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,EUGENE,OR,43,47
2022-01-03,EUGENE,OR,43,46
2022-01-03,EUGENE,OR,43,44
2022-01-03,EUGENE,OR,43,47
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,FLINT,MI,25,28
2022-01-03,FLINT,MI,25,28
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-04,ALBANY,NY,29,35
2022-01-04,ALBANY,NY,29,33
2022-01-04,ALBANY,NY,29,32
2022-01-04,ALBANY,NY,29,30
2022-01-04,ALBANY,NY,28,24
2022-01-04,ALBANY,NY,28,22
2022-01-04,ALBANY,NY,28,26
2022-01-04,ALBANY,NY,28,23
2022-01-04,BUFFALO,NY,34,38
2022-01-04,BUFFALO,NY,34,33
2022-01-04,BUFFALO,NY,34,37
2022-01-04,BUFFALO,NY,34,37
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,30
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,52
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,50
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,17
2022-01-04,COLORADO_SPGS,CO,23,20
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,41,40
2022-01-04,MEDFORD,OR,41,43
2022-01-04,MEDFORD,OR,41,42
2022-01-04,MEDFORD,OR,41,43
2022-01-04,DENVER,CO,47,48
2022-01-04,DENVER,CO,47,46
2022-01-04,DENVER,CO,47,46
2022-01-04,DENVER,CO,47,47
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,20
2022-01-04,DENVER,CO,14,18
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,35
2022-01-04,DETROIT,MI,33,30
2022-01-04,DETROIT,MI,33,29
2022-01-04,DETROIT,MI,33,30
2022-01-04,DETROIT,MI,33,30
2022-01-04,EUGENE,OR,46,47
2022-01-04,EUGENE,OR,46,46
2022-01-04,EUGENE,OR,46,46
2022-01-04,EUGENE,OR,46,47
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,31,29
2022-01-04,FLINT,MI,31,28
2022-01-04,FLINT,MI,31,28
2022-01-04,FLINT,MI,31,28
2022-01-05,ALBANY,NY,38,43
2022-01-05,ALBANY,NY,38,42
2022-01-05,ALBANY,NY,38,42
2022-01-05,ALBANY,NY,38,41
2022-01-05,ALBANY,NY,29,27
2022-01-05,ALBANY,NY,29,28
2022-01-05,ALBANY,NY,29,29
2022-01-05,ALBANY,NY,29,28
2022-01-05,BUFFALO,NY,42,39
2022-01-05,BUFFALO,NY,42,41
2022-01-05,BUFFALO,NY,42,42
2022-01-05,BUFFALO,NY,42,43
2022-01-05,BUFFALO,NY,22,24
2022-01-05,BUFFALO,NY,22,26
2022-01-05,BUFFALO,NY,22,23
2022-01-05,BUFFALO,NY,22,25
2022-01-05,COLORADO_SPGS,CO,55,47
2022-01-05,COLORADO_SPGS,CO,55,47
2022-01-05,COLORADO_SPGS,CO,55,46
2022-01-05,COLORADO_SPGS,CO,55,46
2022-01-05,COLORADO_SPGS,CO,7,5
2022-01-05,COLORADO_SPGS,CO,7,4
2022-01-05,COLORADO_SPGS,CO,7,5
2022-01-05,COLORADO_SPGS,CO,7,4
2022-01-05,MEDFORD,OR,51,47
2022-01-05,MEDFORD,OR,51,47
2022-01-05,MEDFORD,OR,51,49
2022-01-05,MEDFORD,OR,51,50
2022-01-05,MEDFORD,OR,46,43
2022-01-05,MEDFORD,OR,46,45
2022-01-05,MEDFORD,OR,46,44
2022-01-05,MEDFORD,OR,46,44
2022-01-05,DENVER,CO,34,40
2022-01-05,DENVER,CO,34,41
2022-01-05,DENVER,CO,34,38
2022-01-05,DENVER,CO,34,38
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DETROIT,MI,36,36
2022-01-05,DETROIT,MI,36,34
2022-01-05,DETROIT,MI,36,34
2022-01-05,DETROIT,MI,36,35
2022-01-05,DETROIT,MI,14,15
2022-01-05,DETROIT,MI,14,15
2022-01-05,DETROIT,MI,14,16
2022-01-05,DETROIT,MI,14,16
2022-01-05,EUGENE,OR,47,47
2022-01-05,EUGENE,OR,47,49
2022-01-05,EUGENE,OR,47,49
2022-01-05,EUGENE,OR,47,51
2022-01-05,EUGENE,OR,47,45
2022-01-05,EUGENE,OR,47,45
2022-01-05,EUGENE,OR,47,46
2022-01-05,EUGENE,OR,47,47
2022-01-05,FLINT,MI,35,33
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-06,ALBANY,NY,33,36
2022-01-06,ALBANY,NY,33,36
2022-01-06,ALBANY,NY,33,35
2022-01-06,ALBANY,NY,33,34
2022-01-06,ALBANY,NY,25,22
2022-01-06,ALBANY,NY,25,24
2022-01-06,ALBANY,NY,25,23
2022-01-06,ALBANY,NY,25,25
2022-01-06,BUFFALO,NY,28,28
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,22,19
2022-01-06,BUFFALO,NY,22,20
2022-01-06,BUFFALO,NY,22,21
2022-01-06,BUFFALO,NY,22,20
2022-01-06,COLORADO_SPGS,CO,21,33
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,16,19
2022-01-06,COLORADO_SPGS,CO,16,20
2022-01-06,COLORADO_SPGS,CO,16,20
2022-01-06,COLORADO_SPGS,CO,16,17
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,28
2022-01-06,DENVER,CO,7,15
2022-01-06,DENVER,CO,7,14
2022-01-06,DENVER,CO,7,12
2022-01-06,DENVER,CO,7,9
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,25
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,EUGENE,OR,57,55
2022-01-06,EUGENE,OR,57,53
2022-01-06,EUGENE,OR,57,54
2022-01-06,EUGENE,OR,57,55
2022-01-06,EUGENE,OR,50,46
2022-01-06,EUGENE,OR,50,44
2022-01-06,EUGENE,OR,50,45
2022-01-06,EUGENE,OR,50,45
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,2,8
2022-01-06,FLINT,MI,2,8
2022-01-06,FLINT,MI,2,9
2022-01-06,FLINT,MI,2,9
2022-01-07,ALBANY,NY,31,31
2022-01-07,ALBANY,NY,31,32
2022-01-07,ALBANY,NY,31,33
2022-01-07,ALBANY,NY,31,31
2022-01-07,ALBANY,NY,9,12
2022-01-07,ALBANY,NY,9,12
2022-01-07,ALBANY,NY,9,13
2022-01-07,ALBANY,NY,9,13
2022-01-07,BUFFALO,NY,23,23
2022-01-07,BUFFALO,NY,23,24
2022-01-07,BUFFALO,NY,23,25
2022-01-07,BUFFALO,NY,23,23
2022-01-07,BUFFALO,NY,7,13
2022-01-07,BUFFALO,NY,7,10
2022-01-07,BUFFALO,NY,7,10
2022-01-07,BUFFALO,NY,7,10
2022-01-07,COLORADO_SPGS,CO,68,59
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,61
2022-01-07,COLORADO_SPGS,CO,39,36
2022-01-07,COLORADO_SPGS,CO,39,31
2022-01-07,COLORADO_SPGS,CO,39,35
2022-01-07,COLORADO_SPGS,CO,39,35
2022-01-07,MEDFORD,OR,52,47
2022-01-07,MEDFORD,OR,52,47
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,39,35
2022-01-07,MEDFORD,OR,39,34
2022-01-07,MEDFORD,OR,39,34
2022-01-07,MEDFORD,OR,39,35
2022-01-07,DENVER,CO,57,52
2022-01-07,DENVER,CO,57,52
2022-01-07,DENVER,CO,57,45
2022-01-07,DENVER,CO,57,51
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,24
2022-01-07,DENVER,CO,35,25
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,22
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,12
2022-01-07,DETROIT,MI,8,10
2022-01-07,EUGENE,OR,49,50
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,-6,8
2022-01-07,FLINT,MI,-6,8
2022-01-07,FLINT,MI,-6,7
2022-01-07,FLINT,MI,-6,3
2022-01-08,ALBANY,NY,24,26
2022-01-08,ALBANY,NY,24,26
2022-01-08,ALBANY,NY,24,25
2022-01-08,ALBANY,NY,24,24
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,BUFFALO,NY,32,36
2022-01-08,BUFFALO,NY,32,35
2022-01-08,BUFFALO,NY,32,33
2022-01-08,BUFFALO,NY,32,36
2022-01-08,BUFFALO,NY,28,29
2022-01-08,BUFFALO,NY,28,26
2022-01-08,BUFFALO,NY,28,28
2022-01-08,BUFFALO,NY,28,26
2022-01-08,COLORADO_SPGS,CO,57,52
2022-01-08,COLORADO_SPGS,CO,57,51
2022-01-08,COLORADO_SPGS,CO,57,52
2022-01-08,COLORADO_SPGS,CO,57,48
2022-01-08,COLORADO_SPGS,CO,26,23
2022-01-08,COLORADO_SPGS,CO,26,21
2022-01-08,COLORADO_SPGS,CO,26,24
2022-01-08,COLORADO_SPGS,CO,26,22
2022-01-08,MEDFORD,OR,51,45
2022-01-08,MEDFORD,OR,51,45
2022-01-08,MEDFORD,OR,51,46
2022-01-08,MEDFORD,OR,51,48
2022-01-08,MEDFORD,OR,29,31
2022-01-08,MEDFORD,OR,29,31
2022-01-08,MEDFORD,OR,29,32
2022-01-08,MEDFORD,OR,29,30
2022-01-08,DENVER,CO,41,45
2022-01-08,DENVER,CO,41,45
2022-01-08,DENVER,CO,41,43
2022-01-08,DENVER,CO,41,42
2022-01-08,DENVER,CO,20,16
2022-01-08,DENVER,CO,20,16
2022-01-08,DENVER,CO,20,18
2022-01-08,DENVER,CO,20,13
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,33
2022-01-08,DETROIT,MI,31,31
2022-01-08,DETROIT,MI,31,30
2022-01-08,DETROIT,MI,31,29
2022-01-08,DETROIT,MI,31,30
2022-01-08,EUGENE,OR,53,49
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,31,30
2022-01-08,EUGENE,OR,31,29
2022-01-08,EUGENE,OR,31,30
2022-01-08,EUGENE,OR,31,30
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,30
2022-01-08,FLINT,MI,29,28
2022-01-08,FLINT,MI,29,27
2022-01-08,FLINT,MI,29,26
2022-01-08,FLINT,MI,29,28
2022-01-09,ALBANY,NY,NA,36
2022-01-09,ALBANY,NY,NA,35
2022-01-09,ALBANY,NY,NA,37
2022-01-09,ALBANY,NY,NA,34
2022-01-09,ALBANY,NY,NA,21
2022-01-09,ALBANY,NY,NA,24
2022-01-09,ALBANY,NY,NA,22
2022-01-09,ALBANY,NY,NA,23
2022-01-09,BUFFALO,NY,NA,40
2022-01-09,BUFFALO,NY,NA,39
2022-01-09,BUFFALO,NY,NA,41
2022-01-09,BUFFALO,NY,NA,41
2022-01-09,BUFFALO,NY,NA,17
2022-01-09,BUFFALO,NY,NA,15
2022-01-09,BUFFALO,NY,NA,15
2022-01-09,BUFFALO,NY,NA,14
2022-01-09,COLORADO_SPGS,CO,NA,37
2022-01-09,COLORADO_SPGS,CO,NA,39
2022-01-09,COLORADO_SPGS,CO,NA,36
2022-01-09,COLORADO_SPGS,CO,NA,37
2022-01-09,COLORADO_SPGS,CO,NA,19
2022-01-09,COLORADO_SPGS,CO,NA,20
2022-01-09,COLORADO_SPGS,CO,NA,21
2022-01-09,COLORADO_SPGS,CO,NA,16
2022-01-09,MEDFORD,OR,NA,48
2022-01-09,MEDFORD,OR,NA,52
2022-01-09,MEDFORD,OR,NA,50
2022-01-09,MEDFORD,OR,NA,51
2022-01-09,MEDFORD,OR,NA,37
2022-01-09,MEDFORD,OR,NA,35
2022-01-09,MEDFORD,OR,NA,35
2022-01-09,MEDFORD,OR,NA,31
2022-01-09,DENVER,CO,NA,38
2022-01-09,DENVER,CO,NA,39
2022-01-09,DENVER,CO,NA,38
2022-01-09,DENVER,CO,NA,37
2022-01-09,DENVER,CO,NA,14
2022-01-09,DENVER,CO,NA,14
2022-01-09,DENVER,CO,NA,15
2022-01-09,DENVER,CO,NA,16
2022-01-09,DETROIT,MI,NA,38
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,15
2022-01-09,DETROIT,MI,NA,15
2022-01-09,DETROIT,MI,NA,14
2022-01-09,DETROIT,MI,NA,13
2022-01-09,EUGENE,OR,NA,47
2022-01-09,EUGENE,OR,NA,46
2022-01-09,EUGENE,OR,NA,46
2022-01-09,EUGENE,OR,NA,44
2022-01-09,EUGENE,OR,NA,33
2022-01-09,EUGENE,OR,NA,33
2022-01-09,EUGENE,OR,NA,34
2022-01-09,EUGENE,OR,NA,34
2022-01-09,FLINT,MI,NA,34
2022-01-09,FLINT,MI,NA,33
2022-01-09,FLINT,MI,NA,32
2022-01-09,FLINT,MI,NA,35
2022-01-09,FLINT,MI,NA,10
2022-01-09,FLINT,MI,NA,8
2022-01-09,FLINT,MI,NA,8
2022-01-09,FLINT,MI,NA,8
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,2
2022-01-10,ALBANY,NY,NA,3
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,19
2022-01-10,BUFFALO,NY,NA,19
2022-01-10,BUFFALO,NY,NA,20
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,2
2022-01-10,BUFFALO,NY,NA,4
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,48
2022-01-10,COLORADO_SPGS,CO,NA,50
2022-01-10,COLORADO_SPGS,CO,NA,48
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,MEDFORD,OR,NA,49
2022-01-10,MEDFORD,OR,NA,50
2022-01-10,MEDFORD,OR,NA,51
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,36
2022-01-10,MEDFORD,OR,NA,32
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,47
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,21
2022-01-10,DENVER,CO,NA,22
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,21
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,EUGENE,OR,NA,48
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,FLINT,MI,NA,15
2022-01-10,FLINT,MI,NA,16
2022-01-10,FLINT,MI,NA,14
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,-4
2022-01-10,FLINT,MI,NA,-5
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,NA
2022-01-11,ALBANY,NY,9,9
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,3
2022-01-11,BUFFALO,NY,19,18
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,17
2022-01-11,COLORADO_SPGS,CO,61,57
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,23
2022-01-11,MEDFORD,OR,54,51
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,35
2022-01-11,DENVER,CO,57,49
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,22
2022-01-11,DETROIT,MI,25,26
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,22
2022-01-11,EUGENE,OR,55,55
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,42
2022-01-11,FLINT,MI,24,24
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,19
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,30,NA
2022-01-12,ALBANY,NY,30,25
2022-01-12,ALBANY,NY,30,26
2022-01-12,ALBANY,NY,30,26
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,36
2022-01-12,BUFFALO,NY,37,37
2022-01-12,BUFFALO,NY,33,NA
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,34,NA
2022-01-12,COLORADO_SPGS,CO,34,29
2022-01-12,COLORADO_SPGS,CO,34,28
2022-01-12,COLORADO_SPGS,CO,34,27
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,53
2022-01-12,MEDFORD,OR,55,56
2022-01-12,MEDFORD,OR,33,NA
2022-01-12,MEDFORD,OR,33,38
2022-01-12,MEDFORD,OR,33,39
2022-01-12,MEDFORD,OR,33,38
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,53
2022-01-12,DENVER,CO,58,57
2022-01-12,DENVER,CO,34,NA
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,29
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,36
2022-01-12,DETROIT,MI,39,37
2022-01-12,DETROIT,MI,24,NA
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,30
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,50
2022-01-12,EUGENE,OR,58,57
2022-01-12,EUGENE,OR,44,NA
2022-01-12,EUGENE,OR,44,43
2022-01-12,EUGENE,OR,44,42
2022-01-12,EUGENE,OR,44,43
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,31,NA
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,27
2022-01-13,ALBANY,NY,39,37
2022-01-13,ALBANY,NY,39,38
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,26
2022-01-13,ALBANY,NY,23,26
2022-01-13,BUFFALO,NY,40,36
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,29,18
2022-01-13,BUFFALO,NY,29,17
2022-01-13,BUFFALO,NY,29,20
2022-01-13,BUFFALO,NY,29,21
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,61
2022-01-13,COLORADO_SPGS,CO,37,32
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,35
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,51
2022-01-13,MEDFORD,OR,56,50
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,34
2022-01-13,MEDFORD,OR,33,33
2022-01-13,DENVER,CO,62,56
2022-01-13,DENVER,CO,62,59
2022-01-13,DENVER,CO,62,60
2022-01-13,DENVER,CO,62,62
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,31
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,35
2022-01-13,DETROIT,MI,37,36
2022-01-13,DETROIT,MI,27,21
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,24
2022-01-13,EUGENE,OR,52,54
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,52,51
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,41
2022-01-13,EUGENE,OR,36,40
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,33
2022-01-13,FLINT,MI,33,34
2022-01-13,FLINT,MI,25,15
2022-01-13,FLINT,MI,25,17
2022-01-13,FLINT,MI,25,18
2022-01-13,FLINT,MI,25,20
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,32,29
2022-01-14,ALBANY,NY,32,30
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,BUFFALO,NY,29,19
2022-01-14,BUFFALO,NY,29,23
2022-01-14,BUFFALO,NY,29,24
2022-01-14,BUFFALO,NY,29,28
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,5
2022-01-14,COLORADO_SPGS,CO,45,47
2022-01-14,COLORADO_SPGS,CO,45,46
2022-01-14,COLORADO_SPGS,CO,45,45
2022-01-14,COLORADO_SPGS,CO,45,43
2022-01-14,COLORADO_SPGS,CO,20,17
2022-01-14,COLORADO_SPGS,CO,20,13
2022-01-14,COLORADO_SPGS,CO,20,15
2022-01-14,COLORADO_SPGS,CO,20,14
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,30,33
2022-01-14,MEDFORD,OR,30,30
2022-01-14,MEDFORD,OR,30,31
2022-01-14,MEDFORD,OR,30,32
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,39
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,16
2022-01-14,DENVER,CO,19,15
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,28
2022-01-14,DETROIT,MI,30,30
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,10
2022-01-14,DETROIT,MI,11,11
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,51
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,35
2022-01-14,EUGENE,OR,43,35
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,23
2022-01-14,FLINT,MI,25,28
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,8
2022-01-14,FLINT,MI,11,10
2022-01-15,ALBANY,NY,8,9
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,-3,-4
2022-01-15,ALBANY,NY,-3,-5
2022-01-15,ALBANY,NY,-3,-10
2022-01-15,ALBANY,NY,-3,-6
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,0
2022-01-15,BUFFALO,NY,3,1
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,24
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,27
2022-01-15,MEDFORD,OR,56,52
2022-01-15,MEDFORD,OR,56,57
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,31
2022-01-15,MEDFORD,OR,30,31
2022-01-15,DENVER,CO,50,41
2022-01-15,DENVER,CO,50,42
2022-01-15,DENVER,CO,50,44
2022-01-15,DENVER,CO,50,45
2022-01-15,DENVER,CO,34,24
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,24
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,9,7
2022-01-15,DETROIT,MI,9,9
2022-01-15,DETROIT,MI,9,10
2022-01-15,DETROIT,MI,9,9
2022-01-15,EUGENE,OR,46,48
2022-01-15,EUGENE,OR,46,47
2022-01-15,EUGENE,OR,46,46
2022-01-15,EUGENE,OR,46,45
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,36
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,2
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,1
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,18,19
2022-01-16,ALBANY,NY,18,18
2022-01-16,ALBANY,NY,18,23
2022-01-16,ALBANY,NY,18,18
2022-01-16,BUFFALO,NY,35,27
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,30
2022-01-16,BUFFALO,NY,24,21
2022-01-16,BUFFALO,NY,24,22
2022-01-16,BUFFALO,NY,24,23
2022-01-16,BUFFALO,NY,24,24
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,56
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,30
2022-01-16,DENVER,CO,57,49
2022-01-16,DENVER,CO,57,48
2022-01-16,DENVER,CO,57,50
2022-01-16,DENVER,CO,57,51
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,24
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,17
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,38,45
2022-01-16,EUGENE,OR,38,44
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,37
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,15,14
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,10
2022-01-17,ALBANY,NY,40,37
2022-01-17,ALBANY,NY,40,39
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,15
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,19
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,29
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,17
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,19
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,30,28
2022-01-17,COLORADO_SPGS,CO,30,26
2022-01-17,COLORADO_SPGS,CO,30,29
2022-01-17,COLORADO_SPGS,CO,30,29
2022-01-17,MEDFORD,OR,52,55
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,30,37
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,32
2022-01-17,DENVER,CO,62,57
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DETROIT,MI,30,31
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,28,21
2022-01-17,DETROIT,MI,28,21
2022-01-17,DETROIT,MI,28,22
2022-01-17,DETROIT,MI,28,24
2022-01-17,EUGENE,OR,50,52
2022-01-17,EUGENE,OR,50,52
2022-01-17,EUGENE,OR,50,41
2022-01-17,EUGENE,OR,50,45
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,26,17
2022-01-17,FLINT,MI,26,17
2022-01-17,FLINT,MI,26,18
2022-01-17,FLINT,MI,26,22
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,25
2022-01-18,ALBANY,NY,5,8
2022-01-18,ALBANY,NY,5,7
2022-01-18,ALBANY,NY,5,8
2022-01-18,ALBANY,NY,5,11
2022-01-18,BUFFALO,NY,25,23
2022-01-18,BUFFALO,NY,25,25
2022-01-18,BUFFALO,NY,25,23
2022-01-18,BUFFALO,NY,25,27
2022-01-18,BUFFALO,NY,24,18
2022-01-18,BUFFALO,NY,24,22
2022-01-18,BUFFALO,NY,24,20
2022-01-18,BUFFALO,NY,24,21
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,56
2022-01-18,COLORADO_SPGS,CO,27,22
2022-01-18,COLORADO_SPGS,CO,27,23
2022-01-18,COLORADO_SPGS,CO,27,24
2022-01-18,COLORADO_SPGS,CO,27,24
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,44,38
2022-01-18,MEDFORD,OR,44,39
2022-01-18,MEDFORD,OR,44,39
2022-01-18,MEDFORD,OR,44,38
2022-01-18,DENVER,CO,58,52
2022-01-18,DENVER,CO,58,53
2022-01-18,DENVER,CO,58,53
2022-01-18,DENVER,CO,58,55
2022-01-18,DENVER,CO,21,22
2022-01-18,DENVER,CO,21,22
2022-01-18,DENVER,CO,21,21
2022-01-18,DENVER,CO,21,21
2022-01-18,DETROIT,MI,35,34
2022-01-18,DETROIT,MI,35,33
2022-01-18,DETROIT,MI,35,33
2022-01-18,DETROIT,MI,35,34
2022-01-18,DETROIT,MI,31,30
2022-01-18,DETROIT,MI,31,31
2022-01-18,DETROIT,MI,31,32
2022-01-18,DETROIT,MI,31,32
2022-01-18,EUGENE,OR,53,50
2022-01-18,EUGENE,OR,53,49
2022-01-18,EUGENE,OR,53,48
2022-01-18,EUGENE,OR,53,49
2022-01-18,EUGENE,OR,47,41
2022-01-18,EUGENE,OR,47,41
2022-01-18,EUGENE,OR,47,42
2022-01-18,EUGENE,OR,47,43
2022-01-18,FLINT,MI,33,34
2022-01-18,FLINT,MI,33,33
2022-01-18,FLINT,MI,33,33
2022-01-18,FLINT,MI,33,34
2022-01-18,FLINT,MI,32,28
2022-01-18,FLINT,MI,32,31
2022-01-18,FLINT,MI,32,30
2022-01-18,FLINT,MI,32,31
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,30,22
2022-01-19,ALBANY,NY,30,23
2022-01-19,ALBANY,NY,30,24
2022-01-19,ALBANY,NY,30,23
2022-01-19,BUFFALO,NY,41,38
2022-01-19,BUFFALO,NY,41,41
2022-01-19,BUFFALO,NY,41,39
2022-01-19,BUFFALO,NY,41,39
2022-01-19,BUFFALO,NY,13,10
2022-01-19,BUFFALO,NY,13,10
2022-01-19,BUFFALO,NY,13,12
2022-01-19,BUFFALO,NY,13,9
2022-01-19,COLORADO_SPGS,CO,25,30
2022-01-19,COLORADO_SPGS,CO,25,29
2022-01-19,COLORADO_SPGS,CO,25,29
2022-01-19,COLORADO_SPGS,CO,25,28
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,COLORADO_SPGS,CO,16,14
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,38,40
2022-01-19,MEDFORD,OR,38,39
2022-01-19,MEDFORD,OR,38,41
2022-01-19,MEDFORD,OR,38,41
2022-01-19,DENVER,CO,23,33
2022-01-19,DENVER,CO,23,29
2022-01-19,DENVER,CO,23,29
2022-01-19,DENVER,CO,23,28
2022-01-19,DENVER,CO,16,13
2022-01-19,DENVER,CO,16,13
2022-01-19,DENVER,CO,16,12
2022-01-19,DENVER,CO,16,12
2022-01-19,DETROIT,MI,44,38
2022-01-19,DETROIT,MI,44,37
2022-01-19,DETROIT,MI,44,36
2022-01-19,DETROIT,MI,44,40
2022-01-19,DETROIT,MI,18,13
2022-01-19,DETROIT,MI,18,11
2022-01-19,DETROIT,MI,18,12
2022-01-19,DETROIT,MI,18,13
2022-01-19,EUGENE,OR,52,48
2022-01-19,EUGENE,OR,52,49
2022-01-19,EUGENE,OR,52,49
2022-01-19,EUGENE,OR,52,50
2022-01-19,EUGENE,OR,51,44
2022-01-19,EUGENE,OR,51,47
2022-01-19,EUGENE,OR,51,46
2022-01-19,EUGENE,OR,51,48
2022-01-19,FLINT,MI,38,34
2022-01-19,FLINT,MI,38,36
2022-01-19,FLINT,MI,38,32
2022-01-19,FLINT,MI,38,39
2022-01-19,FLINT,MI,16,9
2022-01-19,FLINT,MI,16,9
2022-01-19,FLINT,MI,16,8
2022-01-19,FLINT,MI,16,9
2022-01-20,ALBANY,NY,30,26
2022-01-20,ALBANY,NY,30,24
2022-01-20,ALBANY,NY,30,25
2022-01-20,ALBANY,NY,30,25
2022-01-20,ALBANY,NY,-1,-2
2022-01-20,ALBANY,NY,-1,-1
2022-01-20,ALBANY,NY,-1,-1
2022-01-20,ALBANY,NY,-1,1
2022-01-20,BUFFALO,NY,15,15
2022-01-20,BUFFALO,NY,15,14
2022-01-20,BUFFALO,NY,15,14
2022-01-20,BUFFALO,NY,15,13
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,1
2022-01-20,COLORADO_SPGS,CO,27,35
2022-01-20,COLORADO_SPGS,CO,27,34
2022-01-20,COLORADO_SPGS,CO,27,38
2022-01-20,COLORADO_SPGS,CO,27,36
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,21
2022-01-20,MEDFORD,OR,56,57
2022-01-20,MEDFORD,OR,56,57
2022-01-20,MEDFORD,OR,56,60
2022-01-20,MEDFORD,OR,56,60
2022-01-20,MEDFORD,OR,35,38
2022-01-20,MEDFORD,OR,35,35
2022-01-20,MEDFORD,OR,35,35
2022-01-20,MEDFORD,OR,35,35
2022-01-20,DENVER,CO,39,39
2022-01-20,DENVER,CO,39,37
2022-01-20,DENVER,CO,39,40
2022-01-20,DENVER,CO,39,41
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,21
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,10,7
2022-01-20,DETROIT,MI,10,7
2022-01-20,DETROIT,MI,10,6
2022-01-20,DETROIT,MI,10,6
2022-01-20,EUGENE,OR,57,53
2022-01-20,EUGENE,OR,57,52
2022-01-20,EUGENE,OR,57,54
2022-01-20,EUGENE,OR,57,53
2022-01-20,EUGENE,OR,38,38
2022-01-20,EUGENE,OR,38,37
2022-01-20,EUGENE,OR,38,37
2022-01-20,EUGENE,OR,38,37
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,11,0
2022-01-20,FLINT,MI,11,0
2022-01-20,FLINT,MI,11,-2
2022-01-20,FLINT,MI,11,-2
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,14
2022-01-21,ALBANY,NY,-5,-7
2022-01-21,ALBANY,NY,-5,-5
2022-01-21,ALBANY,NY,-5,-5
2022-01-21,ALBANY,NY,-5,-3
2022-01-21,BUFFALO,NY,18,13
2022-01-21,BUFFALO,NY,18,13
2022-01-21,BUFFALO,NY,18,15
2022-01-21,BUFFALO,NY,18,14
2022-01-21,BUFFALO,NY,1,-4
2022-01-21,BUFFALO,NY,1,0
2022-01-21,BUFFALO,NY,1,-3
2022-01-21,BUFFALO,NY,1,-3
2022-01-21,COLORADO_SPGS,CO,45,43
2022-01-21,COLORADO_SPGS,CO,45,40
2022-01-21,COLORADO_SPGS,CO,45,38
2022-01-21,COLORADO_SPGS,CO,45,42
2022-01-21,COLORADO_SPGS,CO,26,17
2022-01-21,COLORADO_SPGS,CO,26,16
2022-01-21,COLORADO_SPGS,CO,26,16
2022-01-21,COLORADO_SPGS,CO,26,17
2022-01-21,MEDFORD,OR,52,51
2022-01-21,MEDFORD,OR,52,54
2022-01-21,MEDFORD,OR,52,53
2022-01-21,MEDFORD,OR,52,53
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,32
2022-01-21,DENVER,CO,36,42
2022-01-21,DENVER,CO,36,41
2022-01-21,DENVER,CO,36,40
2022-01-21,DENVER,CO,36,38
2022-01-21,DENVER,CO,22,19
2022-01-21,DENVER,CO,22,19
2022-01-21,DENVER,CO,22,18
2022-01-21,DENVER,CO,22,18
2022-01-21,DETROIT,MI,23,23
2022-01-21,DETROIT,MI,23,24
2022-01-21,DETROIT,MI,23,22
2022-01-21,DETROIT,MI,23,23
2022-01-21,DETROIT,MI,11,13
2022-01-21,DETROIT,MI,11,11
2022-01-21,DETROIT,MI,11,12
2022-01-21,DETROIT,MI,11,11
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,41,34
2022-01-21,EUGENE,OR,41,34
2022-01-21,EUGENE,OR,41,33
2022-01-21,EUGENE,OR,41,34
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,21,22
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,13,10
2022-01-21,FLINT,MI,13,9
2022-01-21,FLINT,MI,13,10
2022-01-21,FLINT,MI,13,9
2022-01-22,ALBANY,NY,20,18
2022-01-22,ALBANY,NY,20,19
2022-01-22,ALBANY,NY,20,19
2022-01-22,ALBANY,NY,20,23
2022-01-22,ALBANY,NY,11,12
2022-01-22,ALBANY,NY,11,14
2022-01-22,ALBANY,NY,11,12
2022-01-22,ALBANY,NY,11,7
2022-01-22,BUFFALO,NY,28,25
2022-01-22,BUFFALO,NY,28,24
2022-01-22,BUFFALO,NY,28,24
2022-01-22,BUFFALO,NY,28,25
2022-01-22,BUFFALO,NY,23,18
2022-01-22,BUFFALO,NY,23,18
2022-01-22,BUFFALO,NY,23,19
2022-01-22,BUFFALO,NY,23,18
2022-01-22,COLORADO_SPGS,CO,44,40
2022-01-22,COLORADO_SPGS,CO,44,39
2022-01-22,COLORADO_SPGS,CO,44,39
2022-01-22,COLORADO_SPGS,CO,44,40
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,28,31
2022-01-22,MEDFORD,OR,28,33
2022-01-22,MEDFORD,OR,28,33
2022-01-22,MEDFORD,OR,28,33
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,44,44
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,21,18
2022-01-22,DETROIT,MI,21,18
2022-01-22,DETROIT,MI,21,19
2022-01-22,DETROIT,MI,21,19
2022-01-22,EUGENE,OR,43,46
2022-01-22,EUGENE,OR,43,47
2022-01-22,EUGENE,OR,43,47
2022-01-22,EUGENE,OR,43,44
2022-01-22,EUGENE,OR,31,32
2022-01-22,EUGENE,OR,31,31
2022-01-22,EUGENE,OR,31,31
2022-01-22,EUGENE,OR,31,31
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,15
2022-01-23,ALBANY,NY,29,25
2022-01-23,ALBANY,NY,29,28
2022-01-23,ALBANY,NY,29,27
2022-01-23,ALBANY,NY,29,29
2022-01-23,ALBANY,NY,14,5
2022-01-23,ALBANY,NY,14,4
2022-01-23,ALBANY,NY,14,6
2022-01-23,ALBANY,NY,14,7
2022-01-23,BUFFALO,NY,24,23
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,4,6
2022-01-23,BUFFALO,NY,4,5
2022-01-23,BUFFALO,NY,4,6
2022-01-23,BUFFALO,NY,4,3
2022-01-23,COLORADO_SPGS,CO,48,49
2022-01-23,COLORADO_SPGS,CO,48,49
2022-01-23,COLORADO_SPGS,CO,48,48
2022-01-23,COLORADO_SPGS,CO,48,50
2022-01-23,COLORADO_SPGS,CO,27,23
2022-01-23,COLORADO_SPGS,CO,27,24
2022-01-23,COLORADO_SPGS,CO,27,23
2022-01-23,COLORADO_SPGS,CO,27,25
2022-01-23,MEDFORD,OR,NA,61
2022-01-23,MEDFORD,OR,NA,61
2022-01-23,MEDFORD,OR,NA,62
2022-01-23,MEDFORD,OR,NA,58
2022-01-23,MEDFORD,OR,NA,33
2022-01-23,MEDFORD,OR,NA,33
2022-01-23,MEDFORD,OR,NA,25
2022-01-23,MEDFORD,OR,NA,25
2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,53
2022-01-23,DENVER,CO,NA,54
2022-01-23,DENVER,CO,NA,24
2022-01-23,DENVER,CO,NA,28
2022-01-23,DENVER,CO,NA,27
2022-01-23,DENVER,CO,NA,25
2022-01-23,DETROIT,MI,NA,23
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,13
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,49
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,31
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,10
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,12
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,24
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,21
2022-01-24,ALBANY,NY,NA,21
2022-01-24,BUFFALO,NY,NA,27
2022-01-24,BUFFALO,NY,NA,25
2022-01-24,BUFFALO,NY,NA,26
2022-01-24,BUFFALO,NY,NA,23
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,COLORADO_SPGS,CO,NA,50
2022-01-24,COLORADO_SPGS,CO,NA,48
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,21
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,59
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,28
2022-01-24,DENVER,CO,NA,49
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,23
2022-01-24,DENVER,CO,NA,22
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,25
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,27
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,9
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,52
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,32
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,24
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,5
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,34
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,NA
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,NA
2022-01-25,ALBANY,NY,11,9
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,22
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,NA
2022-01-25,BUFFALO,NY,13,2
2022-01-25,BUFFALO,NY,13,4
2022-01-25,BUFFALO,NY,13,NA
2022-01-25,BUFFALO,NY,13,4
2022-01-25,COLORADO_SPGS,CO,36,31
2022-01-25,COLORADO_SPGS,CO,36,33
2022-01-25,COLORADO_SPGS,CO,36,34
2022-01-25,COLORADO_SPGS,CO,36,NA
2022-01-25,COLORADO_SPGS,CO,15,11
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,COLORADO_SPGS,CO,15,NA
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,MEDFORD,OR,60,59
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,60,58
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,27
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,20
2022-01-25,DENVER,CO,28,29
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,28,31
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,11
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,9
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,3
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,5
2022-01-25,EUGENE,OR,45,50
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,45,45
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,30
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,27
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,1
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,-4
2022-01-26,ALBANY,NY,21,15
2022-01-26,ALBANY,NY,21,NA
2022-01-26,ALBANY,NY,21,17
2022-01-26,ALBANY,NY,21,20
2022-01-26,ALBANY,NY,-5,NA
2022-01-26,ALBANY,NY,-5,-3
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,BUFFALO,NY,22,13
2022-01-26,BUFFALO,NY,22,NA
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,9,NA
2022-01-26,BUFFALO,NY,9,7
2022-01-26,BUFFALO,NY,9,8
2022-01-26,BUFFALO,NY,9,7
2022-01-26,COLORADO_SPGS,CO,45,42
2022-01-26,COLORADO_SPGS,CO,45,NA
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,24,NA
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,NA
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,24,NA
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,22
2022-01-26,DENVER,CO,35,42
2022-01-26,DENVER,CO,35,NA
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,24,NA
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,20
2022-01-26,DETROIT,MI,19,17
2022-01-26,DETROIT,MI,19,NA
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,0,NA
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,EUGENE,OR,42,50
2022-01-26,EUGENE,OR,42,NA
2022-01-26,EUGENE,OR,42,46
2022-01-26,EUGENE,OR,42,45
2022-01-26,EUGENE,OR,26,NA
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,30
2022-01-26,FLINT,MI,17,17
2022-01-26,FLINT,MI,17,NA
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,8,NA
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,9
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,20
2022-01-27,ALBANY,NY,25,18
2022-01-27,BUFFALO,NY,29,30
2022-01-27,BUFFALO,NY,29,28
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,19,18
2022-01-27,BUFFALO,NY,19,14
2022-01-27,BUFFALO,NY,19,15
2022-01-27,BUFFALO,NY,19,14
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,9,9
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,8
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,30,26
2022-01-27,MEDFORD,OR,30,23
2022-01-27,MEDFORD,OR,30,24
2022-01-27,MEDFORD,OR,30,21
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,31
2022-01-27,DENVER,CO,28,28
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,10
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,13
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,10
2022-01-27,EUGENE,OR,46,48
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,25,31
2022-01-27,EUGENE,OR,25,30
2022-01-27,EUGENE,OR,25,29
2022-01-27,EUGENE,OR,25,29
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,28
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,7,6
2022-01-27,FLINT,MI,7,7
2022-01-27,FLINT,MI,7,5
2022-01-27,FLINT,MI,7,5
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,30,28
2022-01-28,ALBANY,NY,30,30
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,5,5
2022-01-28,ALBANY,NY,5,3
2022-01-28,ALBANY,NY,5,6
2022-01-28,ALBANY,NY,5,7
2022-01-28,BUFFALO,NY,19,18
2022-01-28,BUFFALO,NY,19,16
2022-01-28,BUFFALO,NY,19,15
2022-01-28,BUFFALO,NY,19,21
2022-01-28,BUFFALO,NY,8,2
2022-01-28,BUFFALO,NY,8,1
2022-01-28,BUFFALO,NY,8,3
2022-01-28,BUFFALO,NY,8,3
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,21,19
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,21
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,61
2022-01-28,MEDFORD,OR,26,28
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,43
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,-1,1
2022-01-28,DETROIT,MI,-1,2
2022-01-28,DETROIT,MI,-1,3
2022-01-28,DETROIT,MI,-1,3
2022-01-28,EUGENE,OR,48,53
2022-01-28,EUGENE,OR,48,52
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,30
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,0
2022-01-28,FLINT,MI,-14,-2
2022-01-29,ALBANY,NY,10,16
2022-01-29,ALBANY,NY,10,15
2022-01-29,ALBANY,NY,10,13
2022-01-29,ALBANY,NY,10,14
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,4
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,-1
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,15
2022-01-29,BUFFALO,NY,15,13
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,MEDFORD,OR,58,57
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,28
2022-01-29,MEDFORD,OR,28,23
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,54
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,23
2022-01-29,DENVER,CO,15,23
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,8,9
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,11
2022-01-29,EUGENE,OR,53,52
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,53,51
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,35
2022-01-29,EUGENE,OR,29,32
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,20
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,11,10
2022-01-29,FLINT,MI,11,11
2022-01-29,FLINT,MI,11,9
2022-01-29,FLINT,MI,11,10
2022-01-30,ALBANY,NY,21,21
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,19
2022-01-30,ALBANY,NY,-1,9
2022-01-30,ALBANY,NY,-1,7
2022-01-30,ALBANY,NY,-1,6
2022-01-30,ALBANY,NY,-1,1
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,24
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,21
2022-01-30,BUFFALO,NY,12,13
2022-01-30,BUFFALO,NY,12,14
2022-01-30,BUFFALO,NY,12,9
2022-01-30,BUFFALO,NY,12,6
2022-01-30,COLORADO_SPGS,CO,57,54
2022-01-30,COLORADO_SPGS,CO,57,56
2022-01-30,COLORADO_SPGS,CO,57,58
2022-01-30,COLORADO_SPGS,CO,57,55
2022-01-30,COLORADO_SPGS,CO,22,23
2022-01-30,COLORADO_SPGS,CO,22,24
2022-01-30,COLORADO_SPGS,CO,22,27
2022-01-30,COLORADO_SPGS,CO,22,25
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,38,36
2022-01-30,MEDFORD,OR,38,37
2022-01-30,MEDFORD,OR,38,34
2022-01-30,MEDFORD,OR,38,34
2022-01-30,DENVER,CO,53,51
2022-01-30,DENVER,CO,53,55
2022-01-30,DENVER,CO,53,58
2022-01-30,DENVER,CO,53,56
2022-01-30,DENVER,CO,24,22
2022-01-30,DENVER,CO,24,24
2022-01-30,DENVER,CO,24,25
2022-01-30,DENVER,CO,24,23
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,52
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,36
2022-01-30,EUGENE,OR,36,36
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,12
2022-01-31,ALBANY,NY,29,29
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,26
2022-01-31,ALBANY,NY,2,9
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,3
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,20,20
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,15
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,63,57
2022-01-31,COLORADO_SPGS,CO,63,61
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,MEDFORD,OR,49,51
2022-01-31,MEDFORD,OR,49,47
2022-01-31,MEDFORD,OR,49,49
2022-01-31,MEDFORD,OR,49,46
2022-01-31,MEDFORD,OR,24,25
2022-01-31,MEDFORD,OR,24,28
2022-01-31,MEDFORD,OR,24,29
2022-01-31,MEDFORD,OR,24,28
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,60,54
2022-01-31,DENVER,CO,60,57
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,22,20
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,20
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,20

Anatomy of Shiny’s UI

app_ui = ui.page_fluid(
    ui.panel_title("Hello Penguins!"),
    ui.layout_sidebar(
        ui.panel_sidebar(
            ui.input_slider("mass", "Mass"
            ),
            ui.input_action_button("reset", "Reset Slider"),
        ),
        ui.panel_main(
            ui.output_data_frame("table"),
        ),
    ),
)
  • The UI is separate from the server
  • UI is made up of pure functions
    • You can break them into objects
    • You can create them with functions
  • Opinionated
    • Your inputs get labels
    • Reasonable look and feel
  • Customizable
    • Everything can be styled with CSS
    • If you know JavaScript, you can use JavaScript

Some nomenclature

  • Container functions: organize child elements
  • Element functions: generate a UI object like input and outputs
  • Child: elements contained by a container function
  • Parent: the container one level up from a particular element or container

Element functions

app_ui = ui.page_fluid(
    ui.panel_title("Hello Penguins!"),
    ui.layout_sidebar(
        ui.panel_sidebar(
            ui.input_slider("mass", "Mass"
            ),
            ui.input_action_button("reset", "Reset Slider"),
        ),
        ui.panel_main(
            ui.output_data_frame("table"),
        ),
    ),
)

Container functions

app_ui = ui.page_fluid(
    ui.panel_title("Hello Penguins!"),
    ui.layout_sidebar(
        ui.panel_sidebar(
            ui.input_slider("mass", "Mass"
            ),
            ui.input_action_button("reset", "Reset Slider"),
        ),
        ui.panel_main(
            ui.output_data_frame("table"),
        ),
    ),
)

Container functions

  • Some layout functions take any child elements and lay them out in order
    • ui.page_fluid
    • ui.panel_sidebar
    • ui.panel_main
  • Some, like layout_sidebar, take specific children
    • panel_sidebar defines the sidebar
    • panel_main defines the main panel

Navsets

  • It’s common to put apps in tabs
  • We have a navset_tab function which organizes ui.nav containers into tabs
  • ui.nav is itself a container and allows you lay out the things on the tab

Navsets

  • It’s common to put apps in tabs
  • We have a set of navset functions which organize ui.nav containers in tabs
  • ui.nav is itself a container and allows you lay out the things on the tab
ui.navset_tab(
    ui.nav(
        "Tab1",
        ui.input_slider("slider", "Slider", 0, 100, 20),
    ),
    ui.nav("Tab2", ui.input_action_button("button", "Button")),
    ui.nav("Tab3", ui.input_action_button("button2", "Button 2")),
)

Navset example

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 500
from shiny import Inputs, Outputs, Session, App, reactive, render, req, ui

app_ui = ui.page_fluid(
    ui.navset_tab(
        ui.nav(
            "Tab1",
            ui.input_slider("slider", "Slider", 0, 100, 20),
        ),
        ui.nav("Tab2", ui.input_action_button("button", "Button")),
        ui.nav("Tab3", ui.input_action_button("button2", "Button 2")),
    )
)

app = App(app_ui, None)

Cards

  • Cards are just small boxes which contain other elements
  • Useful for grouping inputs and outputs
  • “Dashboards” are just web apps in boxes
  • Called with ui.card

Cards

app_ui = ui.page_fluid(
    ui.card(
        ui.card_header("Slider card"),
        ui.input_slider("n", "N", 0, 100, 20),
        ui.output_text_verbatim("txt"),
    )
)

Cards example

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 500
from shiny import Inputs, Outputs, Session, App, reactive, render, req, ui

app_ui = ui.page_fluid(
    ui.column(
        3,
        ui.card(
            ui.card_header("Slider card"),
            ui.input_slider("n", "N", 0, 100, 20),
            ui.output_text_verbatim("txt"),
            fill=False,
        ),
    )
)


def server(input: Inputs, output: Outputs, session: Session):
    @render.text
    def txt():
        return f"n*2 is {input.n() * 2}"


app = App(app_ui, server)

Rows and columns

  • Sidebars, navsets and cards are all special purpose containers
  • What if you want to customize your layout more generally?
  • What about?
    • Different screen sizes?
    • Mobile browsers?
    • Different zoom levels?
    • Nested UI containers?
  • What we need is a responsive way to specify the size of things
  • Enter the bootstrap grid

Bootstap grid

  • Divide the screen into rows and columns
  • Row height expands to fit its children
  • Column width is relative to its parent

Bootstrap grid

Rows

  • The shiny ui.row container breaks your app into rows
  • Rows always contain ui.column

Columns

  • Imagine breaking up the parent container into 12 vertical sections
  • Each column gets an integer width from 1-12
  • This defines how much of the parent the column occupies
  • Reacts to screen size

Rows and columns

ui.row(
    ui.column(
        6,
        ui.output_text("txt"),
    ),
    ui.column(
        6,
        ui.output_plot("my_plot"),
    ),
),

This is getting a bit complicated

  • UIs can start to get complicated
  • You can end up with deeply nested function calls
  • Too many brackets
  • Too many indents
  • Luckily You can break UIs into variables and compose them

UI functions are composable

ui.navset_tab(
    ui.nav(
        "Tab1",
        ui.card(ui.output_plot("Plot")),
        ui.output_text("some_text"),
    ),
    ui.nav("Tab2", ui.output_data_frame("data")),
    ui.nav("Tab3", ui.output_image("image")),
)

UI functions are composable

card1 = ui.card(ui.output_plot("Plot"))
tab1 = ui.nav(
    "Tab1",
    card1,
    ui.output_text("some_text"),
)
tab2 = ui.nav("Tab2", ui.output_data_frame("data"))
tab3 = ui.nav("Tab3", ui.output_image("image"))

ui = ui.fluid_page(ui.navset_tab(tab1, tab2, tab3))

Review: Value boxes

  • Value boxes are another experimental layout container
  • Just like ui.card()
  • Called with ui.value_box()
  • Useful for visually highlighting important numbers or text
  • Usually contain ui.output_text() as a child element

Dynamic user interfaces

  • Guide the user along a happy path
  • If you don’t want them to click on something, don’t show it to them
  • Much better to prevent errors than to handle them

Dynamic UI

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny import App, render, ui

app_ui = ui.page_fluid(
    ui.input_checkbox("show_checkbox", "Show Checkbox"),
    ui.panel_conditional(
        "input.show_checkbox",
        ui.input_checkbox("show_slider", "Show Slider"),
    ),
    ui.output_ui("dynamic_slider"),
)


def server(input, output, session):
    @render.ui
    def dynamic_slider():
        print(input.show_slider())
        if input.show_slider():
            return ui.input_slider("n", "N", 0, 100, 20)


app = App(app_ui, server)

## file: weather.csv
date,city,state,observed_temp,forecast_temp
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,35,40
2022-01-02,ALBANY,NY,35,37
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,18,19
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,16
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,27
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,12,16
2022-01-02,BUFFALO,NY,12,10
2022-01-02,BUFFALO,NY,12,13
2022-01-02,BUFFALO,NY,12,10
2022-01-02,COLORADO_SPGS,CO,44,43
2022-01-02,COLORADO_SPGS,CO,44,42
2022-01-02,COLORADO_SPGS,CO,44,39
2022-01-02,COLORADO_SPGS,CO,44,37
2022-01-02,COLORADO_SPGS,CO,20,18
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,COLORADO_SPGS,CO,20,17
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,44,37
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,40
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,12
2022-01-02,DENVER,CO,21,12
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,28
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,13
2022-01-02,DETROIT,MI,11,9
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,48
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,41
2022-01-02,EUGENE,OR,47,42
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,8
2022-01-02,FLINT,MI,-2,4
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,10,15
2022-01-03,ALBANY,NY,10,13
2022-01-03,ALBANY,NY,10,12
2022-01-03,ALBANY,NY,10,9
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,23
2022-01-03,BUFFALO,NY,21,22
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,20
2022-01-03,BUFFALO,NY,14,14
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,25
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,29
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,37
2022-01-03,MEDFORD,OR,40,38
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,48
2022-01-03,DENVER,CO,30,22
2022-01-03,DENVER,CO,30,20
2022-01-03,DENVER,CO,30,21
2022-01-03,DENVER,CO,30,26
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,EUGENE,OR,43,47
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2022-01-03,EUGENE,OR,43,44
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2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
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2022-01-03,FLINT,MI,25,28
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
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2022-01-04,ALBANY,NY,29,33
2022-01-04,ALBANY,NY,29,32
2022-01-04,ALBANY,NY,29,30
2022-01-04,ALBANY,NY,28,24
2022-01-04,ALBANY,NY,28,22
2022-01-04,ALBANY,NY,28,26
2022-01-04,ALBANY,NY,28,23
2022-01-04,BUFFALO,NY,34,38
2022-01-04,BUFFALO,NY,34,33
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2022-01-04,BUFFALO,NY,34,37
2022-01-04,BUFFALO,NY,31,31
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2022-01-04,BUFFALO,NY,31,30
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,52
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,50
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,17
2022-01-04,COLORADO_SPGS,CO,23,20
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2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,41,40
2022-01-04,MEDFORD,OR,41,43
2022-01-04,MEDFORD,OR,41,42
2022-01-04,MEDFORD,OR,41,43
2022-01-04,DENVER,CO,47,48
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2022-01-04,DENVER,CO,47,46
2022-01-04,DENVER,CO,47,47
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,20
2022-01-04,DENVER,CO,14,18
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2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,35
2022-01-04,DETROIT,MI,33,30
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2022-01-04,EUGENE,OR,46,47
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2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,31,29
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2022-01-05,BUFFALO,NY,42,39
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2022-01-05,BUFFALO,NY,22,24
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2022-01-05,BUFFALO,NY,22,23
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2022-01-05,COLORADO_SPGS,CO,7,5
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2022-01-05,DENVER,CO,34,38
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2022-01-05,DETROIT,MI,36,35
2022-01-05,DETROIT,MI,14,15
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2022-01-05,FLINT,MI,14,18
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2022-01-06,DENVER,CO,7,14
2022-01-06,DENVER,CO,7,12
2022-01-06,DENVER,CO,7,9
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2022-01-06,DETROIT,MI,11,13
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2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,2,8
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2022-01-06,FLINT,MI,2,9
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2022-01-07,BUFFALO,NY,7,13
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2022-01-07,COLORADO_SPGS,CO,68,59
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,61
2022-01-07,COLORADO_SPGS,CO,39,36
2022-01-07,COLORADO_SPGS,CO,39,31
2022-01-07,COLORADO_SPGS,CO,39,35
2022-01-07,COLORADO_SPGS,CO,39,35
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2022-01-07,MEDFORD,OR,52,47
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,39,35
2022-01-07,MEDFORD,OR,39,34
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2022-01-07,DENVER,CO,57,52
2022-01-07,DENVER,CO,57,45
2022-01-07,DENVER,CO,57,51
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,24
2022-01-07,DENVER,CO,35,25
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2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,22
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,12
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2022-01-07,EUGENE,OR,37,36
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2022-01-07,FLINT,MI,16,19
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2022-01-07,FLINT,MI,16,19
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2022-01-08,ALBANY,NY,24,25
2022-01-08,ALBANY,NY,24,24
2022-01-08,ALBANY,NY,14,18
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2022-01-08,COLORADO_SPGS,CO,26,23
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2022-01-09,ALBANY,NY,NA,22
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2022-01-09,FLINT,MI,NA,8
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2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,2
2022-01-10,ALBANY,NY,NA,3
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,NA
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2022-01-10,BUFFALO,NY,NA,19
2022-01-10,BUFFALO,NY,NA,20
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,2
2022-01-10,BUFFALO,NY,NA,4
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,48
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2022-01-10,COLORADO_SPGS,CO,NA,48
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,MEDFORD,OR,NA,49
2022-01-10,MEDFORD,OR,NA,50
2022-01-10,MEDFORD,OR,NA,51
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,36
2022-01-10,MEDFORD,OR,NA,32
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,47
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,21
2022-01-10,DENVER,CO,NA,22
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,21
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,EUGENE,OR,NA,48
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,FLINT,MI,NA,15
2022-01-10,FLINT,MI,NA,16
2022-01-10,FLINT,MI,NA,14
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,-4
2022-01-10,FLINT,MI,NA,-5
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,NA
2022-01-11,ALBANY,NY,9,9
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,3
2022-01-11,BUFFALO,NY,19,18
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,17
2022-01-11,COLORADO_SPGS,CO,61,57
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,23
2022-01-11,MEDFORD,OR,54,51
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,35
2022-01-11,DENVER,CO,57,49
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,22
2022-01-11,DETROIT,MI,25,26
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,22
2022-01-11,EUGENE,OR,55,55
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,42
2022-01-11,FLINT,MI,24,24
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,19
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,30,NA
2022-01-12,ALBANY,NY,30,25
2022-01-12,ALBANY,NY,30,26
2022-01-12,ALBANY,NY,30,26
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,36
2022-01-12,BUFFALO,NY,37,37
2022-01-12,BUFFALO,NY,33,NA
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,34,NA
2022-01-12,COLORADO_SPGS,CO,34,29
2022-01-12,COLORADO_SPGS,CO,34,28
2022-01-12,COLORADO_SPGS,CO,34,27
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,53
2022-01-12,MEDFORD,OR,55,56
2022-01-12,MEDFORD,OR,33,NA
2022-01-12,MEDFORD,OR,33,38
2022-01-12,MEDFORD,OR,33,39
2022-01-12,MEDFORD,OR,33,38
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,53
2022-01-12,DENVER,CO,58,57
2022-01-12,DENVER,CO,34,NA
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,29
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,36
2022-01-12,DETROIT,MI,39,37
2022-01-12,DETROIT,MI,24,NA
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,30
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,50
2022-01-12,EUGENE,OR,58,57
2022-01-12,EUGENE,OR,44,NA
2022-01-12,EUGENE,OR,44,43
2022-01-12,EUGENE,OR,44,42
2022-01-12,EUGENE,OR,44,43
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,31,NA
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,27
2022-01-13,ALBANY,NY,39,37
2022-01-13,ALBANY,NY,39,38
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,26
2022-01-13,ALBANY,NY,23,26
2022-01-13,BUFFALO,NY,40,36
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,29,18
2022-01-13,BUFFALO,NY,29,17
2022-01-13,BUFFALO,NY,29,20
2022-01-13,BUFFALO,NY,29,21
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,61
2022-01-13,COLORADO_SPGS,CO,37,32
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,35
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,51
2022-01-13,MEDFORD,OR,56,50
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,34
2022-01-13,MEDFORD,OR,33,33
2022-01-13,DENVER,CO,62,56
2022-01-13,DENVER,CO,62,59
2022-01-13,DENVER,CO,62,60
2022-01-13,DENVER,CO,62,62
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,31
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,35
2022-01-13,DETROIT,MI,37,36
2022-01-13,DETROIT,MI,27,21
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,24
2022-01-13,EUGENE,OR,52,54
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,52,51
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,41
2022-01-13,EUGENE,OR,36,40
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,33
2022-01-13,FLINT,MI,33,34
2022-01-13,FLINT,MI,25,15
2022-01-13,FLINT,MI,25,17
2022-01-13,FLINT,MI,25,18
2022-01-13,FLINT,MI,25,20
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,32,29
2022-01-14,ALBANY,NY,32,30
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,BUFFALO,NY,29,19
2022-01-14,BUFFALO,NY,29,23
2022-01-14,BUFFALO,NY,29,24
2022-01-14,BUFFALO,NY,29,28
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,5
2022-01-14,COLORADO_SPGS,CO,45,47
2022-01-14,COLORADO_SPGS,CO,45,46
2022-01-14,COLORADO_SPGS,CO,45,45
2022-01-14,COLORADO_SPGS,CO,45,43
2022-01-14,COLORADO_SPGS,CO,20,17
2022-01-14,COLORADO_SPGS,CO,20,13
2022-01-14,COLORADO_SPGS,CO,20,15
2022-01-14,COLORADO_SPGS,CO,20,14
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,30,33
2022-01-14,MEDFORD,OR,30,30
2022-01-14,MEDFORD,OR,30,31
2022-01-14,MEDFORD,OR,30,32
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,39
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,16
2022-01-14,DENVER,CO,19,15
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,28
2022-01-14,DETROIT,MI,30,30
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,10
2022-01-14,DETROIT,MI,11,11
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,51
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,35
2022-01-14,EUGENE,OR,43,35
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,23
2022-01-14,FLINT,MI,25,28
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,8
2022-01-14,FLINT,MI,11,10
2022-01-15,ALBANY,NY,8,9
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,-3,-4
2022-01-15,ALBANY,NY,-3,-5
2022-01-15,ALBANY,NY,-3,-10
2022-01-15,ALBANY,NY,-3,-6
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,0
2022-01-15,BUFFALO,NY,3,1
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,24
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,27
2022-01-15,MEDFORD,OR,56,52
2022-01-15,MEDFORD,OR,56,57
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,31
2022-01-15,MEDFORD,OR,30,31
2022-01-15,DENVER,CO,50,41
2022-01-15,DENVER,CO,50,42
2022-01-15,DENVER,CO,50,44
2022-01-15,DENVER,CO,50,45
2022-01-15,DENVER,CO,34,24
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,24
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,9,7
2022-01-15,DETROIT,MI,9,9
2022-01-15,DETROIT,MI,9,10
2022-01-15,DETROIT,MI,9,9
2022-01-15,EUGENE,OR,46,48
2022-01-15,EUGENE,OR,46,47
2022-01-15,EUGENE,OR,46,46
2022-01-15,EUGENE,OR,46,45
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,36
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,2
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,1
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,18,19
2022-01-16,ALBANY,NY,18,18
2022-01-16,ALBANY,NY,18,23
2022-01-16,ALBANY,NY,18,18
2022-01-16,BUFFALO,NY,35,27
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,30
2022-01-16,BUFFALO,NY,24,21
2022-01-16,BUFFALO,NY,24,22
2022-01-16,BUFFALO,NY,24,23
2022-01-16,BUFFALO,NY,24,24
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,56
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,30
2022-01-16,DENVER,CO,57,49
2022-01-16,DENVER,CO,57,48
2022-01-16,DENVER,CO,57,50
2022-01-16,DENVER,CO,57,51
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,24
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,17
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,38,45
2022-01-16,EUGENE,OR,38,44
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,37
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,15,14
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,10
2022-01-17,ALBANY,NY,40,37
2022-01-17,ALBANY,NY,40,39
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,15
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,19
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,29
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,17
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,19
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,30,28
2022-01-17,COLORADO_SPGS,CO,30,26
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2022-01-17,MEDFORD,OR,52,55
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2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,30,37
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,32
2022-01-17,DENVER,CO,62,57
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
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2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
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2022-01-17,DETROIT,MI,28,21
2022-01-17,DETROIT,MI,28,22
2022-01-17,DETROIT,MI,28,24
2022-01-17,EUGENE,OR,50,52
2022-01-17,EUGENE,OR,50,52
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2022-01-17,FLINT,MI,30,29
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2022-01-17,FLINT,MI,30,29
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2022-01-17,FLINT,MI,26,18
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2022-01-18,ALBANY,NY,5,7
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2022-01-18,BUFFALO,NY,24,20
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2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,56
2022-01-18,COLORADO_SPGS,CO,27,22
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2022-01-18,MEDFORD,OR,53,52
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2022-01-18,DENVER,CO,58,52
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2022-01-18,DENVER,CO,21,22
2022-01-18,DENVER,CO,21,22
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2022-01-18,FLINT,MI,33,34
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2022-01-22,FLINT,MI,19,13
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2022-01-23,ALBANY,NY,14,4
2022-01-23,ALBANY,NY,14,6
2022-01-23,ALBANY,NY,14,7
2022-01-23,BUFFALO,NY,24,23
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2022-01-23,BUFFALO,NY,24,21
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2022-01-23,BUFFALO,NY,4,6
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2022-01-23,MEDFORD,OR,NA,61
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2022-01-23,MEDFORD,OR,NA,62
2022-01-23,MEDFORD,OR,NA,58
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2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,53
2022-01-23,DENVER,CO,NA,54
2022-01-23,DENVER,CO,NA,24
2022-01-23,DENVER,CO,NA,28
2022-01-23,DENVER,CO,NA,27
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2022-01-23,DETROIT,MI,NA,24
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2022-01-23,DETROIT,MI,NA,12
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2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,10
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,12
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,24
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,21
2022-01-24,ALBANY,NY,NA,21
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2022-01-24,BUFFALO,NY,NA,23
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2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,COLORADO_SPGS,CO,NA,50
2022-01-24,COLORADO_SPGS,CO,NA,48
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,21
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,59
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,28
2022-01-24,DENVER,CO,NA,49
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,23
2022-01-24,DENVER,CO,NA,22
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,25
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,27
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,9
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,52
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,32
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,24
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,5
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,34
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,NA
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,NA
2022-01-25,ALBANY,NY,11,9
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,22
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,NA
2022-01-25,BUFFALO,NY,13,2
2022-01-25,BUFFALO,NY,13,4
2022-01-25,BUFFALO,NY,13,NA
2022-01-25,BUFFALO,NY,13,4
2022-01-25,COLORADO_SPGS,CO,36,31
2022-01-25,COLORADO_SPGS,CO,36,33
2022-01-25,COLORADO_SPGS,CO,36,34
2022-01-25,COLORADO_SPGS,CO,36,NA
2022-01-25,COLORADO_SPGS,CO,15,11
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,COLORADO_SPGS,CO,15,NA
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,MEDFORD,OR,60,59
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,60,58
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,27
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,20
2022-01-25,DENVER,CO,28,29
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,28,31
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,11
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,9
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,3
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,5
2022-01-25,EUGENE,OR,45,50
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,45,45
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,30
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,27
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,1
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,-4
2022-01-26,ALBANY,NY,21,15
2022-01-26,ALBANY,NY,21,NA
2022-01-26,ALBANY,NY,21,17
2022-01-26,ALBANY,NY,21,20
2022-01-26,ALBANY,NY,-5,NA
2022-01-26,ALBANY,NY,-5,-3
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,BUFFALO,NY,22,13
2022-01-26,BUFFALO,NY,22,NA
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,9,NA
2022-01-26,BUFFALO,NY,9,7
2022-01-26,BUFFALO,NY,9,8
2022-01-26,BUFFALO,NY,9,7
2022-01-26,COLORADO_SPGS,CO,45,42
2022-01-26,COLORADO_SPGS,CO,45,NA
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,24,NA
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,NA
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,24,NA
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,22
2022-01-26,DENVER,CO,35,42
2022-01-26,DENVER,CO,35,NA
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,24,NA
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,20
2022-01-26,DETROIT,MI,19,17
2022-01-26,DETROIT,MI,19,NA
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,0,NA
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,EUGENE,OR,42,50
2022-01-26,EUGENE,OR,42,NA
2022-01-26,EUGENE,OR,42,46
2022-01-26,EUGENE,OR,42,45
2022-01-26,EUGENE,OR,26,NA
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,30
2022-01-26,FLINT,MI,17,17
2022-01-26,FLINT,MI,17,NA
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,8,NA
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,9
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,20
2022-01-27,ALBANY,NY,25,18
2022-01-27,BUFFALO,NY,29,30
2022-01-27,BUFFALO,NY,29,28
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,19,18
2022-01-27,BUFFALO,NY,19,14
2022-01-27,BUFFALO,NY,19,15
2022-01-27,BUFFALO,NY,19,14
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,9,9
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,8
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,30,26
2022-01-27,MEDFORD,OR,30,23
2022-01-27,MEDFORD,OR,30,24
2022-01-27,MEDFORD,OR,30,21
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,31
2022-01-27,DENVER,CO,28,28
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,10
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,13
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,10
2022-01-27,EUGENE,OR,46,48
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,25,31
2022-01-27,EUGENE,OR,25,30
2022-01-27,EUGENE,OR,25,29
2022-01-27,EUGENE,OR,25,29
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,28
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,7,6
2022-01-27,FLINT,MI,7,7
2022-01-27,FLINT,MI,7,5
2022-01-27,FLINT,MI,7,5
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,30,28
2022-01-28,ALBANY,NY,30,30
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,5,5
2022-01-28,ALBANY,NY,5,3
2022-01-28,ALBANY,NY,5,6
2022-01-28,ALBANY,NY,5,7
2022-01-28,BUFFALO,NY,19,18
2022-01-28,BUFFALO,NY,19,16
2022-01-28,BUFFALO,NY,19,15
2022-01-28,BUFFALO,NY,19,21
2022-01-28,BUFFALO,NY,8,2
2022-01-28,BUFFALO,NY,8,1
2022-01-28,BUFFALO,NY,8,3
2022-01-28,BUFFALO,NY,8,3
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,21,19
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,21
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,61
2022-01-28,MEDFORD,OR,26,28
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,43
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,-1,1
2022-01-28,DETROIT,MI,-1,2
2022-01-28,DETROIT,MI,-1,3
2022-01-28,DETROIT,MI,-1,3
2022-01-28,EUGENE,OR,48,53
2022-01-28,EUGENE,OR,48,52
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,30
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,0
2022-01-28,FLINT,MI,-14,-2
2022-01-29,ALBANY,NY,10,16
2022-01-29,ALBANY,NY,10,15
2022-01-29,ALBANY,NY,10,13
2022-01-29,ALBANY,NY,10,14
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,4
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,-1
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,15
2022-01-29,BUFFALO,NY,15,13
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,MEDFORD,OR,58,57
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,28
2022-01-29,MEDFORD,OR,28,23
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,54
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,23
2022-01-29,DENVER,CO,15,23
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,8,9
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,11
2022-01-29,EUGENE,OR,53,52
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,53,51
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,35
2022-01-29,EUGENE,OR,29,32
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,20
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,11,10
2022-01-29,FLINT,MI,11,11
2022-01-29,FLINT,MI,11,9
2022-01-29,FLINT,MI,11,10
2022-01-30,ALBANY,NY,21,21
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,19
2022-01-30,ALBANY,NY,-1,9
2022-01-30,ALBANY,NY,-1,7
2022-01-30,ALBANY,NY,-1,6
2022-01-30,ALBANY,NY,-1,1
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,24
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,21
2022-01-30,BUFFALO,NY,12,13
2022-01-30,BUFFALO,NY,12,14
2022-01-30,BUFFALO,NY,12,9
2022-01-30,BUFFALO,NY,12,6
2022-01-30,COLORADO_SPGS,CO,57,54
2022-01-30,COLORADO_SPGS,CO,57,56
2022-01-30,COLORADO_SPGS,CO,57,58
2022-01-30,COLORADO_SPGS,CO,57,55
2022-01-30,COLORADO_SPGS,CO,22,23
2022-01-30,COLORADO_SPGS,CO,22,24
2022-01-30,COLORADO_SPGS,CO,22,27
2022-01-30,COLORADO_SPGS,CO,22,25
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,38,36
2022-01-30,MEDFORD,OR,38,37
2022-01-30,MEDFORD,OR,38,34
2022-01-30,MEDFORD,OR,38,34
2022-01-30,DENVER,CO,53,51
2022-01-30,DENVER,CO,53,55
2022-01-30,DENVER,CO,53,58
2022-01-30,DENVER,CO,53,56
2022-01-30,DENVER,CO,24,22
2022-01-30,DENVER,CO,24,24
2022-01-30,DENVER,CO,24,25
2022-01-30,DENVER,CO,24,23
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,52
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,36
2022-01-30,EUGENE,OR,36,36
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,12
2022-01-31,ALBANY,NY,29,29
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,26
2022-01-31,ALBANY,NY,2,9
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,3
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,20,20
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,15
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,63,57
2022-01-31,COLORADO_SPGS,CO,63,61
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,MEDFORD,OR,49,51
2022-01-31,MEDFORD,OR,49,47
2022-01-31,MEDFORD,OR,49,49
2022-01-31,MEDFORD,OR,49,46
2022-01-31,MEDFORD,OR,24,25
2022-01-31,MEDFORD,OR,24,28
2022-01-31,MEDFORD,OR,24,29
2022-01-31,MEDFORD,OR,24,28
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,60,54
2022-01-31,DENVER,CO,60,57
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,22,20
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,20
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,20

Shiny Dynamic UI

  1. render.ui: Generate UI elements on the server
  2. ui.conditional_panel: Hide things on the browser
  3. ui.update_*: Modify existing UI elements

Dynamic UI

  • UI elements can be generated like any other element
  • Use ui.ui_ouput() in the UI object
  • Use @render.ui on the server
  • Function returns any ui element
  • Referred to like a regular ui element

Dynamic UI

app_ui = ui.page_fluid(
    ui.input_checkbox("show_checkbox", "Show Checkbox"),
    ui.panel_conditional(
        "input.show_checkbox",
        ui.input_checkbox("show_slider", "Show Slider"),
    ),
    ui.output_ui("dynamic_slider"),
)


def server(input, output, session):
    @render.ui
    def dynamic_slider():
        if input.show_slider():
            return ui.input_slider("n", "N", 0, 100, 20)


app = App(app_ui, server)

Dynamic UI

app_ui = ui.page_fluid(
    ui.input_checkbox("show_checkbox", "Show Checkbox"),
    ui.panel_conditional(
        "input.show_checkbox",
        ui.input_checkbox("show_slider", "Show Slider"),
    ),
    ui.output_ui("dynamic_slider"),
)


def server(input, output, session):
    @render.ui
    def dynamic_slider():
        print(input.show_slider())
        if input.show_slider():
            return ui.input_slider("n", "N", 0, 100, 20)


app = App(app_ui, server)

Dynamic UI

  • Dynamic UIs can be intimidating, but they follow a familiar pattern:
    • Insert a UI element with ui.output_ui
    • Create a rendering function which returns a UI chunk
    • Decorate the function with @output and render.ui
  • Very powerful, but
    • Round trip to the server
    • You start to mix the ui and server code

Dynamic UI

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny import App, render, ui

app_ui = ui.page_fluid(
    ui.input_checkbox("show_checkbox", "Show Checkbox"),
    ui.panel_conditional(
        "input.show_checkbox",
        ui.input_checkbox("show_slider", "Show Slider"),
    ),
    ui.output_ui("dynamic_slider"),
)


def server(input, output, session):
    @render.ui
    def dynamic_slider():
        print(input.show_slider())
        if input.show_slider():
            return ui.input_slider("n", "N", 0, 100, 20)


app = App(app_ui, server)

## file: weather.csv
date,city,state,observed_temp,forecast_temp
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,35,40
2022-01-02,ALBANY,NY,35,37
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,18,19
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,16
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,27
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,12,16
2022-01-02,BUFFALO,NY,12,10
2022-01-02,BUFFALO,NY,12,13
2022-01-02,BUFFALO,NY,12,10
2022-01-02,COLORADO_SPGS,CO,44,43
2022-01-02,COLORADO_SPGS,CO,44,42
2022-01-02,COLORADO_SPGS,CO,44,39
2022-01-02,COLORADO_SPGS,CO,44,37
2022-01-02,COLORADO_SPGS,CO,20,18
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,COLORADO_SPGS,CO,20,17
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,44,37
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,40
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,12
2022-01-02,DENVER,CO,21,12
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,28
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,13
2022-01-02,DETROIT,MI,11,9
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,48
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,41
2022-01-02,EUGENE,OR,47,42
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,8
2022-01-02,FLINT,MI,-2,4
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,10,15
2022-01-03,ALBANY,NY,10,13
2022-01-03,ALBANY,NY,10,12
2022-01-03,ALBANY,NY,10,9
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,23
2022-01-03,BUFFALO,NY,21,22
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,20
2022-01-03,BUFFALO,NY,14,14
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,25
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,29
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,37
2022-01-03,MEDFORD,OR,40,38
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,48
2022-01-03,DENVER,CO,30,22
2022-01-03,DENVER,CO,30,20
2022-01-03,DENVER,CO,30,21
2022-01-03,DENVER,CO,30,26
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,EUGENE,OR,43,47
2022-01-03,EUGENE,OR,43,46
2022-01-03,EUGENE,OR,43,44
2022-01-03,EUGENE,OR,43,47
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,FLINT,MI,25,28
2022-01-03,FLINT,MI,25,28
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-04,ALBANY,NY,29,35
2022-01-04,ALBANY,NY,29,33
2022-01-04,ALBANY,NY,29,32
2022-01-04,ALBANY,NY,29,30
2022-01-04,ALBANY,NY,28,24
2022-01-04,ALBANY,NY,28,22
2022-01-04,ALBANY,NY,28,26
2022-01-04,ALBANY,NY,28,23
2022-01-04,BUFFALO,NY,34,38
2022-01-04,BUFFALO,NY,34,33
2022-01-04,BUFFALO,NY,34,37
2022-01-04,BUFFALO,NY,34,37
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,30
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,52
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,50
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,17
2022-01-04,COLORADO_SPGS,CO,23,20
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,41,40
2022-01-04,MEDFORD,OR,41,43
2022-01-04,MEDFORD,OR,41,42
2022-01-04,MEDFORD,OR,41,43
2022-01-04,DENVER,CO,47,48
2022-01-04,DENVER,CO,47,46
2022-01-04,DENVER,CO,47,46
2022-01-04,DENVER,CO,47,47
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,20
2022-01-04,DENVER,CO,14,18
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,35
2022-01-04,DETROIT,MI,33,30
2022-01-04,DETROIT,MI,33,29
2022-01-04,DETROIT,MI,33,30
2022-01-04,DETROIT,MI,33,30
2022-01-04,EUGENE,OR,46,47
2022-01-04,EUGENE,OR,46,46
2022-01-04,EUGENE,OR,46,46
2022-01-04,EUGENE,OR,46,47
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,31,29
2022-01-04,FLINT,MI,31,28
2022-01-04,FLINT,MI,31,28
2022-01-04,FLINT,MI,31,28
2022-01-05,ALBANY,NY,38,43
2022-01-05,ALBANY,NY,38,42
2022-01-05,ALBANY,NY,38,42
2022-01-05,ALBANY,NY,38,41
2022-01-05,ALBANY,NY,29,27
2022-01-05,ALBANY,NY,29,28
2022-01-05,ALBANY,NY,29,29
2022-01-05,ALBANY,NY,29,28
2022-01-05,BUFFALO,NY,42,39
2022-01-05,BUFFALO,NY,42,41
2022-01-05,BUFFALO,NY,42,42
2022-01-05,BUFFALO,NY,42,43
2022-01-05,BUFFALO,NY,22,24
2022-01-05,BUFFALO,NY,22,26
2022-01-05,BUFFALO,NY,22,23
2022-01-05,BUFFALO,NY,22,25
2022-01-05,COLORADO_SPGS,CO,55,47
2022-01-05,COLORADO_SPGS,CO,55,47
2022-01-05,COLORADO_SPGS,CO,55,46
2022-01-05,COLORADO_SPGS,CO,55,46
2022-01-05,COLORADO_SPGS,CO,7,5
2022-01-05,COLORADO_SPGS,CO,7,4
2022-01-05,COLORADO_SPGS,CO,7,5
2022-01-05,COLORADO_SPGS,CO,7,4
2022-01-05,MEDFORD,OR,51,47
2022-01-05,MEDFORD,OR,51,47
2022-01-05,MEDFORD,OR,51,49
2022-01-05,MEDFORD,OR,51,50
2022-01-05,MEDFORD,OR,46,43
2022-01-05,MEDFORD,OR,46,45
2022-01-05,MEDFORD,OR,46,44
2022-01-05,MEDFORD,OR,46,44
2022-01-05,DENVER,CO,34,40
2022-01-05,DENVER,CO,34,41
2022-01-05,DENVER,CO,34,38
2022-01-05,DENVER,CO,34,38
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DETROIT,MI,36,36
2022-01-05,DETROIT,MI,36,34
2022-01-05,DETROIT,MI,36,34
2022-01-05,DETROIT,MI,36,35
2022-01-05,DETROIT,MI,14,15
2022-01-05,DETROIT,MI,14,15
2022-01-05,DETROIT,MI,14,16
2022-01-05,DETROIT,MI,14,16
2022-01-05,EUGENE,OR,47,47
2022-01-05,EUGENE,OR,47,49
2022-01-05,EUGENE,OR,47,49
2022-01-05,EUGENE,OR,47,51
2022-01-05,EUGENE,OR,47,45
2022-01-05,EUGENE,OR,47,45
2022-01-05,EUGENE,OR,47,46
2022-01-05,EUGENE,OR,47,47
2022-01-05,FLINT,MI,35,33
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-06,ALBANY,NY,33,36
2022-01-06,ALBANY,NY,33,36
2022-01-06,ALBANY,NY,33,35
2022-01-06,ALBANY,NY,33,34
2022-01-06,ALBANY,NY,25,22
2022-01-06,ALBANY,NY,25,24
2022-01-06,ALBANY,NY,25,23
2022-01-06,ALBANY,NY,25,25
2022-01-06,BUFFALO,NY,28,28
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,22,19
2022-01-06,BUFFALO,NY,22,20
2022-01-06,BUFFALO,NY,22,21
2022-01-06,BUFFALO,NY,22,20
2022-01-06,COLORADO_SPGS,CO,21,33
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,16,19
2022-01-06,COLORADO_SPGS,CO,16,20
2022-01-06,COLORADO_SPGS,CO,16,20
2022-01-06,COLORADO_SPGS,CO,16,17
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,28
2022-01-06,DENVER,CO,7,15
2022-01-06,DENVER,CO,7,14
2022-01-06,DENVER,CO,7,12
2022-01-06,DENVER,CO,7,9
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,25
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,EUGENE,OR,57,55
2022-01-06,EUGENE,OR,57,53
2022-01-06,EUGENE,OR,57,54
2022-01-06,EUGENE,OR,57,55
2022-01-06,EUGENE,OR,50,46
2022-01-06,EUGENE,OR,50,44
2022-01-06,EUGENE,OR,50,45
2022-01-06,EUGENE,OR,50,45
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,2,8
2022-01-06,FLINT,MI,2,8
2022-01-06,FLINT,MI,2,9
2022-01-06,FLINT,MI,2,9
2022-01-07,ALBANY,NY,31,31
2022-01-07,ALBANY,NY,31,32
2022-01-07,ALBANY,NY,31,33
2022-01-07,ALBANY,NY,31,31
2022-01-07,ALBANY,NY,9,12
2022-01-07,ALBANY,NY,9,12
2022-01-07,ALBANY,NY,9,13
2022-01-07,ALBANY,NY,9,13
2022-01-07,BUFFALO,NY,23,23
2022-01-07,BUFFALO,NY,23,24
2022-01-07,BUFFALO,NY,23,25
2022-01-07,BUFFALO,NY,23,23
2022-01-07,BUFFALO,NY,7,13
2022-01-07,BUFFALO,NY,7,10
2022-01-07,BUFFALO,NY,7,10
2022-01-07,BUFFALO,NY,7,10
2022-01-07,COLORADO_SPGS,CO,68,59
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,61
2022-01-07,COLORADO_SPGS,CO,39,36
2022-01-07,COLORADO_SPGS,CO,39,31
2022-01-07,COLORADO_SPGS,CO,39,35
2022-01-07,COLORADO_SPGS,CO,39,35
2022-01-07,MEDFORD,OR,52,47
2022-01-07,MEDFORD,OR,52,47
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,39,35
2022-01-07,MEDFORD,OR,39,34
2022-01-07,MEDFORD,OR,39,34
2022-01-07,MEDFORD,OR,39,35
2022-01-07,DENVER,CO,57,52
2022-01-07,DENVER,CO,57,52
2022-01-07,DENVER,CO,57,45
2022-01-07,DENVER,CO,57,51
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,24
2022-01-07,DENVER,CO,35,25
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,22
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,12
2022-01-07,DETROIT,MI,8,10
2022-01-07,EUGENE,OR,49,50
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,-6,8
2022-01-07,FLINT,MI,-6,8
2022-01-07,FLINT,MI,-6,7
2022-01-07,FLINT,MI,-6,3
2022-01-08,ALBANY,NY,24,26
2022-01-08,ALBANY,NY,24,26
2022-01-08,ALBANY,NY,24,25
2022-01-08,ALBANY,NY,24,24
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,BUFFALO,NY,32,36
2022-01-08,BUFFALO,NY,32,35
2022-01-08,BUFFALO,NY,32,33
2022-01-08,BUFFALO,NY,32,36
2022-01-08,BUFFALO,NY,28,29
2022-01-08,BUFFALO,NY,28,26
2022-01-08,BUFFALO,NY,28,28
2022-01-08,BUFFALO,NY,28,26
2022-01-08,COLORADO_SPGS,CO,57,52
2022-01-08,COLORADO_SPGS,CO,57,51
2022-01-08,COLORADO_SPGS,CO,57,52
2022-01-08,COLORADO_SPGS,CO,57,48
2022-01-08,COLORADO_SPGS,CO,26,23
2022-01-08,COLORADO_SPGS,CO,26,21
2022-01-08,COLORADO_SPGS,CO,26,24
2022-01-08,COLORADO_SPGS,CO,26,22
2022-01-08,MEDFORD,OR,51,45
2022-01-08,MEDFORD,OR,51,45
2022-01-08,MEDFORD,OR,51,46
2022-01-08,MEDFORD,OR,51,48
2022-01-08,MEDFORD,OR,29,31
2022-01-08,MEDFORD,OR,29,31
2022-01-08,MEDFORD,OR,29,32
2022-01-08,MEDFORD,OR,29,30
2022-01-08,DENVER,CO,41,45
2022-01-08,DENVER,CO,41,45
2022-01-08,DENVER,CO,41,43
2022-01-08,DENVER,CO,41,42
2022-01-08,DENVER,CO,20,16
2022-01-08,DENVER,CO,20,16
2022-01-08,DENVER,CO,20,18
2022-01-08,DENVER,CO,20,13
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,33
2022-01-08,DETROIT,MI,31,31
2022-01-08,DETROIT,MI,31,30
2022-01-08,DETROIT,MI,31,29
2022-01-08,DETROIT,MI,31,30
2022-01-08,EUGENE,OR,53,49
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,31,30
2022-01-08,EUGENE,OR,31,29
2022-01-08,EUGENE,OR,31,30
2022-01-08,EUGENE,OR,31,30
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,30
2022-01-08,FLINT,MI,29,28
2022-01-08,FLINT,MI,29,27
2022-01-08,FLINT,MI,29,26
2022-01-08,FLINT,MI,29,28
2022-01-09,ALBANY,NY,NA,36
2022-01-09,ALBANY,NY,NA,35
2022-01-09,ALBANY,NY,NA,37
2022-01-09,ALBANY,NY,NA,34
2022-01-09,ALBANY,NY,NA,21
2022-01-09,ALBANY,NY,NA,24
2022-01-09,ALBANY,NY,NA,22
2022-01-09,ALBANY,NY,NA,23
2022-01-09,BUFFALO,NY,NA,40
2022-01-09,BUFFALO,NY,NA,39
2022-01-09,BUFFALO,NY,NA,41
2022-01-09,BUFFALO,NY,NA,41
2022-01-09,BUFFALO,NY,NA,17
2022-01-09,BUFFALO,NY,NA,15
2022-01-09,BUFFALO,NY,NA,15
2022-01-09,BUFFALO,NY,NA,14
2022-01-09,COLORADO_SPGS,CO,NA,37
2022-01-09,COLORADO_SPGS,CO,NA,39
2022-01-09,COLORADO_SPGS,CO,NA,36
2022-01-09,COLORADO_SPGS,CO,NA,37
2022-01-09,COLORADO_SPGS,CO,NA,19
2022-01-09,COLORADO_SPGS,CO,NA,20
2022-01-09,COLORADO_SPGS,CO,NA,21
2022-01-09,COLORADO_SPGS,CO,NA,16
2022-01-09,MEDFORD,OR,NA,48
2022-01-09,MEDFORD,OR,NA,52
2022-01-09,MEDFORD,OR,NA,50
2022-01-09,MEDFORD,OR,NA,51
2022-01-09,MEDFORD,OR,NA,37
2022-01-09,MEDFORD,OR,NA,35
2022-01-09,MEDFORD,OR,NA,35
2022-01-09,MEDFORD,OR,NA,31
2022-01-09,DENVER,CO,NA,38
2022-01-09,DENVER,CO,NA,39
2022-01-09,DENVER,CO,NA,38
2022-01-09,DENVER,CO,NA,37
2022-01-09,DENVER,CO,NA,14
2022-01-09,DENVER,CO,NA,14
2022-01-09,DENVER,CO,NA,15
2022-01-09,DENVER,CO,NA,16
2022-01-09,DETROIT,MI,NA,38
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,15
2022-01-09,DETROIT,MI,NA,15
2022-01-09,DETROIT,MI,NA,14
2022-01-09,DETROIT,MI,NA,13
2022-01-09,EUGENE,OR,NA,47
2022-01-09,EUGENE,OR,NA,46
2022-01-09,EUGENE,OR,NA,46
2022-01-09,EUGENE,OR,NA,44
2022-01-09,EUGENE,OR,NA,33
2022-01-09,EUGENE,OR,NA,33
2022-01-09,EUGENE,OR,NA,34
2022-01-09,EUGENE,OR,NA,34
2022-01-09,FLINT,MI,NA,34
2022-01-09,FLINT,MI,NA,33
2022-01-09,FLINT,MI,NA,32
2022-01-09,FLINT,MI,NA,35
2022-01-09,FLINT,MI,NA,10
2022-01-09,FLINT,MI,NA,8
2022-01-09,FLINT,MI,NA,8
2022-01-09,FLINT,MI,NA,8
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,2
2022-01-10,ALBANY,NY,NA,3
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,19
2022-01-10,BUFFALO,NY,NA,19
2022-01-10,BUFFALO,NY,NA,20
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,2
2022-01-10,BUFFALO,NY,NA,4
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,48
2022-01-10,COLORADO_SPGS,CO,NA,50
2022-01-10,COLORADO_SPGS,CO,NA,48
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,MEDFORD,OR,NA,49
2022-01-10,MEDFORD,OR,NA,50
2022-01-10,MEDFORD,OR,NA,51
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,36
2022-01-10,MEDFORD,OR,NA,32
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,47
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,21
2022-01-10,DENVER,CO,NA,22
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,21
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,EUGENE,OR,NA,48
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,FLINT,MI,NA,15
2022-01-10,FLINT,MI,NA,16
2022-01-10,FLINT,MI,NA,14
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,-4
2022-01-10,FLINT,MI,NA,-5
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,NA
2022-01-11,ALBANY,NY,9,9
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,3
2022-01-11,BUFFALO,NY,19,18
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,17
2022-01-11,COLORADO_SPGS,CO,61,57
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,23
2022-01-11,MEDFORD,OR,54,51
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,35
2022-01-11,DENVER,CO,57,49
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,22
2022-01-11,DETROIT,MI,25,26
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,22
2022-01-11,EUGENE,OR,55,55
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,42
2022-01-11,FLINT,MI,24,24
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,19
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,30,NA
2022-01-12,ALBANY,NY,30,25
2022-01-12,ALBANY,NY,30,26
2022-01-12,ALBANY,NY,30,26
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,36
2022-01-12,BUFFALO,NY,37,37
2022-01-12,BUFFALO,NY,33,NA
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,34,NA
2022-01-12,COLORADO_SPGS,CO,34,29
2022-01-12,COLORADO_SPGS,CO,34,28
2022-01-12,COLORADO_SPGS,CO,34,27
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,53
2022-01-12,MEDFORD,OR,55,56
2022-01-12,MEDFORD,OR,33,NA
2022-01-12,MEDFORD,OR,33,38
2022-01-12,MEDFORD,OR,33,39
2022-01-12,MEDFORD,OR,33,38
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,53
2022-01-12,DENVER,CO,58,57
2022-01-12,DENVER,CO,34,NA
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,29
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,36
2022-01-12,DETROIT,MI,39,37
2022-01-12,DETROIT,MI,24,NA
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,30
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,50
2022-01-12,EUGENE,OR,58,57
2022-01-12,EUGENE,OR,44,NA
2022-01-12,EUGENE,OR,44,43
2022-01-12,EUGENE,OR,44,42
2022-01-12,EUGENE,OR,44,43
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,31,NA
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,27
2022-01-13,ALBANY,NY,39,37
2022-01-13,ALBANY,NY,39,38
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,26
2022-01-13,ALBANY,NY,23,26
2022-01-13,BUFFALO,NY,40,36
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,29,18
2022-01-13,BUFFALO,NY,29,17
2022-01-13,BUFFALO,NY,29,20
2022-01-13,BUFFALO,NY,29,21
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,61
2022-01-13,COLORADO_SPGS,CO,37,32
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,35
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,51
2022-01-13,MEDFORD,OR,56,50
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,34
2022-01-13,MEDFORD,OR,33,33
2022-01-13,DENVER,CO,62,56
2022-01-13,DENVER,CO,62,59
2022-01-13,DENVER,CO,62,60
2022-01-13,DENVER,CO,62,62
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,31
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,35
2022-01-13,DETROIT,MI,37,36
2022-01-13,DETROIT,MI,27,21
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,24
2022-01-13,EUGENE,OR,52,54
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,52,51
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,41
2022-01-13,EUGENE,OR,36,40
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,33
2022-01-13,FLINT,MI,33,34
2022-01-13,FLINT,MI,25,15
2022-01-13,FLINT,MI,25,17
2022-01-13,FLINT,MI,25,18
2022-01-13,FLINT,MI,25,20
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,32,29
2022-01-14,ALBANY,NY,32,30
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,BUFFALO,NY,29,19
2022-01-14,BUFFALO,NY,29,23
2022-01-14,BUFFALO,NY,29,24
2022-01-14,BUFFALO,NY,29,28
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,5
2022-01-14,COLORADO_SPGS,CO,45,47
2022-01-14,COLORADO_SPGS,CO,45,46
2022-01-14,COLORADO_SPGS,CO,45,45
2022-01-14,COLORADO_SPGS,CO,45,43
2022-01-14,COLORADO_SPGS,CO,20,17
2022-01-14,COLORADO_SPGS,CO,20,13
2022-01-14,COLORADO_SPGS,CO,20,15
2022-01-14,COLORADO_SPGS,CO,20,14
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,30,33
2022-01-14,MEDFORD,OR,30,30
2022-01-14,MEDFORD,OR,30,31
2022-01-14,MEDFORD,OR,30,32
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,39
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,16
2022-01-14,DENVER,CO,19,15
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,28
2022-01-14,DETROIT,MI,30,30
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,10
2022-01-14,DETROIT,MI,11,11
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,51
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,35
2022-01-14,EUGENE,OR,43,35
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,23
2022-01-14,FLINT,MI,25,28
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,8
2022-01-14,FLINT,MI,11,10
2022-01-15,ALBANY,NY,8,9
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,-3,-4
2022-01-15,ALBANY,NY,-3,-5
2022-01-15,ALBANY,NY,-3,-10
2022-01-15,ALBANY,NY,-3,-6
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,0
2022-01-15,BUFFALO,NY,3,1
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,24
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,27
2022-01-15,MEDFORD,OR,56,52
2022-01-15,MEDFORD,OR,56,57
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,31
2022-01-15,MEDFORD,OR,30,31
2022-01-15,DENVER,CO,50,41
2022-01-15,DENVER,CO,50,42
2022-01-15,DENVER,CO,50,44
2022-01-15,DENVER,CO,50,45
2022-01-15,DENVER,CO,34,24
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,24
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,9,7
2022-01-15,DETROIT,MI,9,9
2022-01-15,DETROIT,MI,9,10
2022-01-15,DETROIT,MI,9,9
2022-01-15,EUGENE,OR,46,48
2022-01-15,EUGENE,OR,46,47
2022-01-15,EUGENE,OR,46,46
2022-01-15,EUGENE,OR,46,45
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,36
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,2
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,1
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,18,19
2022-01-16,ALBANY,NY,18,18
2022-01-16,ALBANY,NY,18,23
2022-01-16,ALBANY,NY,18,18
2022-01-16,BUFFALO,NY,35,27
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,30
2022-01-16,BUFFALO,NY,24,21
2022-01-16,BUFFALO,NY,24,22
2022-01-16,BUFFALO,NY,24,23
2022-01-16,BUFFALO,NY,24,24
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,56
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,30
2022-01-16,DENVER,CO,57,49
2022-01-16,DENVER,CO,57,48
2022-01-16,DENVER,CO,57,50
2022-01-16,DENVER,CO,57,51
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,24
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,17
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,38,45
2022-01-16,EUGENE,OR,38,44
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,37
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,15,14
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,10
2022-01-17,ALBANY,NY,40,37
2022-01-17,ALBANY,NY,40,39
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,15
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,19
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,29
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,17
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,19
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,30,28
2022-01-17,COLORADO_SPGS,CO,30,26
2022-01-17,COLORADO_SPGS,CO,30,29
2022-01-17,COLORADO_SPGS,CO,30,29
2022-01-17,MEDFORD,OR,52,55
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,30,37
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,32
2022-01-17,DENVER,CO,62,57
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DETROIT,MI,30,31
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,28,21
2022-01-17,DETROIT,MI,28,21
2022-01-17,DETROIT,MI,28,22
2022-01-17,DETROIT,MI,28,24
2022-01-17,EUGENE,OR,50,52
2022-01-17,EUGENE,OR,50,52
2022-01-17,EUGENE,OR,50,41
2022-01-17,EUGENE,OR,50,45
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,26,17
2022-01-17,FLINT,MI,26,17
2022-01-17,FLINT,MI,26,18
2022-01-17,FLINT,MI,26,22
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,25
2022-01-18,ALBANY,NY,5,8
2022-01-18,ALBANY,NY,5,7
2022-01-18,ALBANY,NY,5,8
2022-01-18,ALBANY,NY,5,11
2022-01-18,BUFFALO,NY,25,23
2022-01-18,BUFFALO,NY,25,25
2022-01-18,BUFFALO,NY,25,23
2022-01-18,BUFFALO,NY,25,27
2022-01-18,BUFFALO,NY,24,18
2022-01-18,BUFFALO,NY,24,22
2022-01-18,BUFFALO,NY,24,20
2022-01-18,BUFFALO,NY,24,21
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,56
2022-01-18,COLORADO_SPGS,CO,27,22
2022-01-18,COLORADO_SPGS,CO,27,23
2022-01-18,COLORADO_SPGS,CO,27,24
2022-01-18,COLORADO_SPGS,CO,27,24
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,44,38
2022-01-18,MEDFORD,OR,44,39
2022-01-18,MEDFORD,OR,44,39
2022-01-18,MEDFORD,OR,44,38
2022-01-18,DENVER,CO,58,52
2022-01-18,DENVER,CO,58,53
2022-01-18,DENVER,CO,58,53
2022-01-18,DENVER,CO,58,55
2022-01-18,DENVER,CO,21,22
2022-01-18,DENVER,CO,21,22
2022-01-18,DENVER,CO,21,21
2022-01-18,DENVER,CO,21,21
2022-01-18,DETROIT,MI,35,34
2022-01-18,DETROIT,MI,35,33
2022-01-18,DETROIT,MI,35,33
2022-01-18,DETROIT,MI,35,34
2022-01-18,DETROIT,MI,31,30
2022-01-18,DETROIT,MI,31,31
2022-01-18,DETROIT,MI,31,32
2022-01-18,DETROIT,MI,31,32
2022-01-18,EUGENE,OR,53,50
2022-01-18,EUGENE,OR,53,49
2022-01-18,EUGENE,OR,53,48
2022-01-18,EUGENE,OR,53,49
2022-01-18,EUGENE,OR,47,41
2022-01-18,EUGENE,OR,47,41
2022-01-18,EUGENE,OR,47,42
2022-01-18,EUGENE,OR,47,43
2022-01-18,FLINT,MI,33,34
2022-01-18,FLINT,MI,33,33
2022-01-18,FLINT,MI,33,33
2022-01-18,FLINT,MI,33,34
2022-01-18,FLINT,MI,32,28
2022-01-18,FLINT,MI,32,31
2022-01-18,FLINT,MI,32,30
2022-01-18,FLINT,MI,32,31
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,30,22
2022-01-19,ALBANY,NY,30,23
2022-01-19,ALBANY,NY,30,24
2022-01-19,ALBANY,NY,30,23
2022-01-19,BUFFALO,NY,41,38
2022-01-19,BUFFALO,NY,41,41
2022-01-19,BUFFALO,NY,41,39
2022-01-19,BUFFALO,NY,41,39
2022-01-19,BUFFALO,NY,13,10
2022-01-19,BUFFALO,NY,13,10
2022-01-19,BUFFALO,NY,13,12
2022-01-19,BUFFALO,NY,13,9
2022-01-19,COLORADO_SPGS,CO,25,30
2022-01-19,COLORADO_SPGS,CO,25,29
2022-01-19,COLORADO_SPGS,CO,25,29
2022-01-19,COLORADO_SPGS,CO,25,28
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,COLORADO_SPGS,CO,16,14
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,38,40
2022-01-19,MEDFORD,OR,38,39
2022-01-19,MEDFORD,OR,38,41
2022-01-19,MEDFORD,OR,38,41
2022-01-19,DENVER,CO,23,33
2022-01-19,DENVER,CO,23,29
2022-01-19,DENVER,CO,23,29
2022-01-19,DENVER,CO,23,28
2022-01-19,DENVER,CO,16,13
2022-01-19,DENVER,CO,16,13
2022-01-19,DENVER,CO,16,12
2022-01-19,DENVER,CO,16,12
2022-01-19,DETROIT,MI,44,38
2022-01-19,DETROIT,MI,44,37
2022-01-19,DETROIT,MI,44,36
2022-01-19,DETROIT,MI,44,40
2022-01-19,DETROIT,MI,18,13
2022-01-19,DETROIT,MI,18,11
2022-01-19,DETROIT,MI,18,12
2022-01-19,DETROIT,MI,18,13
2022-01-19,EUGENE,OR,52,48
2022-01-19,EUGENE,OR,52,49
2022-01-19,EUGENE,OR,52,49
2022-01-19,EUGENE,OR,52,50
2022-01-19,EUGENE,OR,51,44
2022-01-19,EUGENE,OR,51,47
2022-01-19,EUGENE,OR,51,46
2022-01-19,EUGENE,OR,51,48
2022-01-19,FLINT,MI,38,34
2022-01-19,FLINT,MI,38,36
2022-01-19,FLINT,MI,38,32
2022-01-19,FLINT,MI,38,39
2022-01-19,FLINT,MI,16,9
2022-01-19,FLINT,MI,16,9
2022-01-19,FLINT,MI,16,8
2022-01-19,FLINT,MI,16,9
2022-01-20,ALBANY,NY,30,26
2022-01-20,ALBANY,NY,30,24
2022-01-20,ALBANY,NY,30,25
2022-01-20,ALBANY,NY,30,25
2022-01-20,ALBANY,NY,-1,-2
2022-01-20,ALBANY,NY,-1,-1
2022-01-20,ALBANY,NY,-1,-1
2022-01-20,ALBANY,NY,-1,1
2022-01-20,BUFFALO,NY,15,15
2022-01-20,BUFFALO,NY,15,14
2022-01-20,BUFFALO,NY,15,14
2022-01-20,BUFFALO,NY,15,13
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,1
2022-01-20,COLORADO_SPGS,CO,27,35
2022-01-20,COLORADO_SPGS,CO,27,34
2022-01-20,COLORADO_SPGS,CO,27,38
2022-01-20,COLORADO_SPGS,CO,27,36
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,21
2022-01-20,MEDFORD,OR,56,57
2022-01-20,MEDFORD,OR,56,57
2022-01-20,MEDFORD,OR,56,60
2022-01-20,MEDFORD,OR,56,60
2022-01-20,MEDFORD,OR,35,38
2022-01-20,MEDFORD,OR,35,35
2022-01-20,MEDFORD,OR,35,35
2022-01-20,MEDFORD,OR,35,35
2022-01-20,DENVER,CO,39,39
2022-01-20,DENVER,CO,39,37
2022-01-20,DENVER,CO,39,40
2022-01-20,DENVER,CO,39,41
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,21
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,10,7
2022-01-20,DETROIT,MI,10,7
2022-01-20,DETROIT,MI,10,6
2022-01-20,DETROIT,MI,10,6
2022-01-20,EUGENE,OR,57,53
2022-01-20,EUGENE,OR,57,52
2022-01-20,EUGENE,OR,57,54
2022-01-20,EUGENE,OR,57,53
2022-01-20,EUGENE,OR,38,38
2022-01-20,EUGENE,OR,38,37
2022-01-20,EUGENE,OR,38,37
2022-01-20,EUGENE,OR,38,37
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,11,0
2022-01-20,FLINT,MI,11,0
2022-01-20,FLINT,MI,11,-2
2022-01-20,FLINT,MI,11,-2
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,14
2022-01-21,ALBANY,NY,-5,-7
2022-01-21,ALBANY,NY,-5,-5
2022-01-21,ALBANY,NY,-5,-5
2022-01-21,ALBANY,NY,-5,-3
2022-01-21,BUFFALO,NY,18,13
2022-01-21,BUFFALO,NY,18,13
2022-01-21,BUFFALO,NY,18,15
2022-01-21,BUFFALO,NY,18,14
2022-01-21,BUFFALO,NY,1,-4
2022-01-21,BUFFALO,NY,1,0
2022-01-21,BUFFALO,NY,1,-3
2022-01-21,BUFFALO,NY,1,-3
2022-01-21,COLORADO_SPGS,CO,45,43
2022-01-21,COLORADO_SPGS,CO,45,40
2022-01-21,COLORADO_SPGS,CO,45,38
2022-01-21,COLORADO_SPGS,CO,45,42
2022-01-21,COLORADO_SPGS,CO,26,17
2022-01-21,COLORADO_SPGS,CO,26,16
2022-01-21,COLORADO_SPGS,CO,26,16
2022-01-21,COLORADO_SPGS,CO,26,17
2022-01-21,MEDFORD,OR,52,51
2022-01-21,MEDFORD,OR,52,54
2022-01-21,MEDFORD,OR,52,53
2022-01-21,MEDFORD,OR,52,53
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,32
2022-01-21,DENVER,CO,36,42
2022-01-21,DENVER,CO,36,41
2022-01-21,DENVER,CO,36,40
2022-01-21,DENVER,CO,36,38
2022-01-21,DENVER,CO,22,19
2022-01-21,DENVER,CO,22,19
2022-01-21,DENVER,CO,22,18
2022-01-21,DENVER,CO,22,18
2022-01-21,DETROIT,MI,23,23
2022-01-21,DETROIT,MI,23,24
2022-01-21,DETROIT,MI,23,22
2022-01-21,DETROIT,MI,23,23
2022-01-21,DETROIT,MI,11,13
2022-01-21,DETROIT,MI,11,11
2022-01-21,DETROIT,MI,11,12
2022-01-21,DETROIT,MI,11,11
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,41,34
2022-01-21,EUGENE,OR,41,34
2022-01-21,EUGENE,OR,41,33
2022-01-21,EUGENE,OR,41,34
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,21,22
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,13,10
2022-01-21,FLINT,MI,13,9
2022-01-21,FLINT,MI,13,10
2022-01-21,FLINT,MI,13,9
2022-01-22,ALBANY,NY,20,18
2022-01-22,ALBANY,NY,20,19
2022-01-22,ALBANY,NY,20,19
2022-01-22,ALBANY,NY,20,23
2022-01-22,ALBANY,NY,11,12
2022-01-22,ALBANY,NY,11,14
2022-01-22,ALBANY,NY,11,12
2022-01-22,ALBANY,NY,11,7
2022-01-22,BUFFALO,NY,28,25
2022-01-22,BUFFALO,NY,28,24
2022-01-22,BUFFALO,NY,28,24
2022-01-22,BUFFALO,NY,28,25
2022-01-22,BUFFALO,NY,23,18
2022-01-22,BUFFALO,NY,23,18
2022-01-22,BUFFALO,NY,23,19
2022-01-22,BUFFALO,NY,23,18
2022-01-22,COLORADO_SPGS,CO,44,40
2022-01-22,COLORADO_SPGS,CO,44,39
2022-01-22,COLORADO_SPGS,CO,44,39
2022-01-22,COLORADO_SPGS,CO,44,40
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,28,31
2022-01-22,MEDFORD,OR,28,33
2022-01-22,MEDFORD,OR,28,33
2022-01-22,MEDFORD,OR,28,33
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,44,44
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,21,18
2022-01-22,DETROIT,MI,21,18
2022-01-22,DETROIT,MI,21,19
2022-01-22,DETROIT,MI,21,19
2022-01-22,EUGENE,OR,43,46
2022-01-22,EUGENE,OR,43,47
2022-01-22,EUGENE,OR,43,47
2022-01-22,EUGENE,OR,43,44
2022-01-22,EUGENE,OR,31,32
2022-01-22,EUGENE,OR,31,31
2022-01-22,EUGENE,OR,31,31
2022-01-22,EUGENE,OR,31,31
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,15
2022-01-23,ALBANY,NY,29,25
2022-01-23,ALBANY,NY,29,28
2022-01-23,ALBANY,NY,29,27
2022-01-23,ALBANY,NY,29,29
2022-01-23,ALBANY,NY,14,5
2022-01-23,ALBANY,NY,14,4
2022-01-23,ALBANY,NY,14,6
2022-01-23,ALBANY,NY,14,7
2022-01-23,BUFFALO,NY,24,23
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,4,6
2022-01-23,BUFFALO,NY,4,5
2022-01-23,BUFFALO,NY,4,6
2022-01-23,BUFFALO,NY,4,3
2022-01-23,COLORADO_SPGS,CO,48,49
2022-01-23,COLORADO_SPGS,CO,48,49
2022-01-23,COLORADO_SPGS,CO,48,48
2022-01-23,COLORADO_SPGS,CO,48,50
2022-01-23,COLORADO_SPGS,CO,27,23
2022-01-23,COLORADO_SPGS,CO,27,24
2022-01-23,COLORADO_SPGS,CO,27,23
2022-01-23,COLORADO_SPGS,CO,27,25
2022-01-23,MEDFORD,OR,NA,61
2022-01-23,MEDFORD,OR,NA,61
2022-01-23,MEDFORD,OR,NA,62
2022-01-23,MEDFORD,OR,NA,58
2022-01-23,MEDFORD,OR,NA,33
2022-01-23,MEDFORD,OR,NA,33
2022-01-23,MEDFORD,OR,NA,25
2022-01-23,MEDFORD,OR,NA,25
2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,53
2022-01-23,DENVER,CO,NA,54
2022-01-23,DENVER,CO,NA,24
2022-01-23,DENVER,CO,NA,28
2022-01-23,DENVER,CO,NA,27
2022-01-23,DENVER,CO,NA,25
2022-01-23,DETROIT,MI,NA,23
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,13
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,49
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,31
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,10
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,12
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,24
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,21
2022-01-24,ALBANY,NY,NA,21
2022-01-24,BUFFALO,NY,NA,27
2022-01-24,BUFFALO,NY,NA,25
2022-01-24,BUFFALO,NY,NA,26
2022-01-24,BUFFALO,NY,NA,23
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,COLORADO_SPGS,CO,NA,50
2022-01-24,COLORADO_SPGS,CO,NA,48
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,21
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,59
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,28
2022-01-24,DENVER,CO,NA,49
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,23
2022-01-24,DENVER,CO,NA,22
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,25
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,27
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,9
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,52
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,32
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,24
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,5
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,34
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,NA
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,NA
2022-01-25,ALBANY,NY,11,9
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,22
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,NA
2022-01-25,BUFFALO,NY,13,2
2022-01-25,BUFFALO,NY,13,4
2022-01-25,BUFFALO,NY,13,NA
2022-01-25,BUFFALO,NY,13,4
2022-01-25,COLORADO_SPGS,CO,36,31
2022-01-25,COLORADO_SPGS,CO,36,33
2022-01-25,COLORADO_SPGS,CO,36,34
2022-01-25,COLORADO_SPGS,CO,36,NA
2022-01-25,COLORADO_SPGS,CO,15,11
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,COLORADO_SPGS,CO,15,NA
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,MEDFORD,OR,60,59
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,60,58
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,27
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,20
2022-01-25,DENVER,CO,28,29
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,28,31
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,11
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,9
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,3
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,5
2022-01-25,EUGENE,OR,45,50
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,45,45
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,30
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,27
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,1
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,-4
2022-01-26,ALBANY,NY,21,15
2022-01-26,ALBANY,NY,21,NA
2022-01-26,ALBANY,NY,21,17
2022-01-26,ALBANY,NY,21,20
2022-01-26,ALBANY,NY,-5,NA
2022-01-26,ALBANY,NY,-5,-3
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,BUFFALO,NY,22,13
2022-01-26,BUFFALO,NY,22,NA
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,9,NA
2022-01-26,BUFFALO,NY,9,7
2022-01-26,BUFFALO,NY,9,8
2022-01-26,BUFFALO,NY,9,7
2022-01-26,COLORADO_SPGS,CO,45,42
2022-01-26,COLORADO_SPGS,CO,45,NA
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,24,NA
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,NA
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,24,NA
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,22
2022-01-26,DENVER,CO,35,42
2022-01-26,DENVER,CO,35,NA
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,24,NA
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,20
2022-01-26,DETROIT,MI,19,17
2022-01-26,DETROIT,MI,19,NA
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,0,NA
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,EUGENE,OR,42,50
2022-01-26,EUGENE,OR,42,NA
2022-01-26,EUGENE,OR,42,46
2022-01-26,EUGENE,OR,42,45
2022-01-26,EUGENE,OR,26,NA
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,30
2022-01-26,FLINT,MI,17,17
2022-01-26,FLINT,MI,17,NA
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,8,NA
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,9
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,20
2022-01-27,ALBANY,NY,25,18
2022-01-27,BUFFALO,NY,29,30
2022-01-27,BUFFALO,NY,29,28
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,19,18
2022-01-27,BUFFALO,NY,19,14
2022-01-27,BUFFALO,NY,19,15
2022-01-27,BUFFALO,NY,19,14
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,9,9
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,8
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,30,26
2022-01-27,MEDFORD,OR,30,23
2022-01-27,MEDFORD,OR,30,24
2022-01-27,MEDFORD,OR,30,21
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,31
2022-01-27,DENVER,CO,28,28
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,10
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,13
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,10
2022-01-27,EUGENE,OR,46,48
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,25,31
2022-01-27,EUGENE,OR,25,30
2022-01-27,EUGENE,OR,25,29
2022-01-27,EUGENE,OR,25,29
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,28
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,7,6
2022-01-27,FLINT,MI,7,7
2022-01-27,FLINT,MI,7,5
2022-01-27,FLINT,MI,7,5
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,30,28
2022-01-28,ALBANY,NY,30,30
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,5,5
2022-01-28,ALBANY,NY,5,3
2022-01-28,ALBANY,NY,5,6
2022-01-28,ALBANY,NY,5,7
2022-01-28,BUFFALO,NY,19,18
2022-01-28,BUFFALO,NY,19,16
2022-01-28,BUFFALO,NY,19,15
2022-01-28,BUFFALO,NY,19,21
2022-01-28,BUFFALO,NY,8,2
2022-01-28,BUFFALO,NY,8,1
2022-01-28,BUFFALO,NY,8,3
2022-01-28,BUFFALO,NY,8,3
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,21,19
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,21
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,61
2022-01-28,MEDFORD,OR,26,28
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,43
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,-1,1
2022-01-28,DETROIT,MI,-1,2
2022-01-28,DETROIT,MI,-1,3
2022-01-28,DETROIT,MI,-1,3
2022-01-28,EUGENE,OR,48,53
2022-01-28,EUGENE,OR,48,52
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,30
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,0
2022-01-28,FLINT,MI,-14,-2
2022-01-29,ALBANY,NY,10,16
2022-01-29,ALBANY,NY,10,15
2022-01-29,ALBANY,NY,10,13
2022-01-29,ALBANY,NY,10,14
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,4
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,-1
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,15
2022-01-29,BUFFALO,NY,15,13
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,MEDFORD,OR,58,57
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,28
2022-01-29,MEDFORD,OR,28,23
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,54
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,23
2022-01-29,DENVER,CO,15,23
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,8,9
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,11
2022-01-29,EUGENE,OR,53,52
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,53,51
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,35
2022-01-29,EUGENE,OR,29,32
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,20
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,11,10
2022-01-29,FLINT,MI,11,11
2022-01-29,FLINT,MI,11,9
2022-01-29,FLINT,MI,11,10
2022-01-30,ALBANY,NY,21,21
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,19
2022-01-30,ALBANY,NY,-1,9
2022-01-30,ALBANY,NY,-1,7
2022-01-30,ALBANY,NY,-1,6
2022-01-30,ALBANY,NY,-1,1
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,24
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,21
2022-01-30,BUFFALO,NY,12,13
2022-01-30,BUFFALO,NY,12,14
2022-01-30,BUFFALO,NY,12,9
2022-01-30,BUFFALO,NY,12,6
2022-01-30,COLORADO_SPGS,CO,57,54
2022-01-30,COLORADO_SPGS,CO,57,56
2022-01-30,COLORADO_SPGS,CO,57,58
2022-01-30,COLORADO_SPGS,CO,57,55
2022-01-30,COLORADO_SPGS,CO,22,23
2022-01-30,COLORADO_SPGS,CO,22,24
2022-01-30,COLORADO_SPGS,CO,22,27
2022-01-30,COLORADO_SPGS,CO,22,25
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,38,36
2022-01-30,MEDFORD,OR,38,37
2022-01-30,MEDFORD,OR,38,34
2022-01-30,MEDFORD,OR,38,34
2022-01-30,DENVER,CO,53,51
2022-01-30,DENVER,CO,53,55
2022-01-30,DENVER,CO,53,58
2022-01-30,DENVER,CO,53,56
2022-01-30,DENVER,CO,24,22
2022-01-30,DENVER,CO,24,24
2022-01-30,DENVER,CO,24,25
2022-01-30,DENVER,CO,24,23
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,52
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,36
2022-01-30,EUGENE,OR,36,36
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,12
2022-01-31,ALBANY,NY,29,29
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,26
2022-01-31,ALBANY,NY,2,9
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,3
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,20,20
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,15
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,63,57
2022-01-31,COLORADO_SPGS,CO,63,61
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,MEDFORD,OR,49,51
2022-01-31,MEDFORD,OR,49,47
2022-01-31,MEDFORD,OR,49,49
2022-01-31,MEDFORD,OR,49,46
2022-01-31,MEDFORD,OR,24,25
2022-01-31,MEDFORD,OR,24,28
2022-01-31,MEDFORD,OR,24,29
2022-01-31,MEDFORD,OR,24,28
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,60,54
2022-01-31,DENVER,CO,60,57
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,22,20
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,20
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,20

Conditional panel

  • ui.panel_conditional hides UI elements based on conditions
  • Less flexible than ui.output_ui
  • Preserves input state
  • Doesn’t require trip to the server

Conditional panel

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny import App, render, ui

app_ui = ui.page_fluid(
    ui.input_checkbox("show_checkbox", "Show Checkbox"),
    ui.panel_conditional(
        "input.show_checkbox",
        ui.input_checkbox("show_slider", "Show Slider"),
    ),
    ui.output_ui("dynamic_slider"),
)


def server(input, output, session):
    @render.ui
    def dynamic_slider():
        print(input.show_slider())
        if input.show_slider():
            return ui.input_slider("n", "N", 0, 100, 20)


app = App(app_ui, server)

## file: weather.csv
date,city,state,observed_temp,forecast_temp
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,35,40
2022-01-02,ALBANY,NY,35,37
2022-01-02,ALBANY,NY,35,39
2022-01-02,ALBANY,NY,18,19
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,18
2022-01-02,ALBANY,NY,18,16
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,30,27
2022-01-02,BUFFALO,NY,30,30
2022-01-02,BUFFALO,NY,12,16
2022-01-02,BUFFALO,NY,12,10
2022-01-02,BUFFALO,NY,12,13
2022-01-02,BUFFALO,NY,12,10
2022-01-02,COLORADO_SPGS,CO,44,43
2022-01-02,COLORADO_SPGS,CO,44,42
2022-01-02,COLORADO_SPGS,CO,44,39
2022-01-02,COLORADO_SPGS,CO,44,37
2022-01-02,COLORADO_SPGS,CO,20,18
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,COLORADO_SPGS,CO,20,17
2022-01-02,COLORADO_SPGS,CO,20,15
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,41
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,46,42
2022-01-02,MEDFORD,OR,44,37
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,MEDFORD,OR,44,36
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,41
2022-01-02,DENVER,CO,40,40
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,13
2022-01-02,DENVER,CO,21,12
2022-01-02,DENVER,CO,21,12
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,29
2022-01-02,DETROIT,MI,25,28
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,14
2022-01-02,DETROIT,MI,11,13
2022-01-02,DETROIT,MI,11,9
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,47
2022-01-02,EUGENE,OR,50,48
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,42
2022-01-02,EUGENE,OR,47,41
2022-01-02,EUGENE,OR,47,42
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,24
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,21,25
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,10
2022-01-02,FLINT,MI,-2,8
2022-01-02,FLINT,MI,-2,4
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,27
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,19,24
2022-01-03,ALBANY,NY,10,15
2022-01-03,ALBANY,NY,10,13
2022-01-03,ALBANY,NY,10,12
2022-01-03,ALBANY,NY,10,9
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,25
2022-01-03,BUFFALO,NY,21,23
2022-01-03,BUFFALO,NY,21,22
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,19
2022-01-03,BUFFALO,NY,14,20
2022-01-03,BUFFALO,NY,14,14
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,53
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,58,52
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,25
2022-01-03,COLORADO_SPGS,CO,34,26
2022-01-03,COLORADO_SPGS,CO,34,29
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,53,47
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,36
2022-01-03,MEDFORD,OR,40,37
2022-01-03,MEDFORD,OR,40,38
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,50
2022-01-03,DENVER,CO,51,48
2022-01-03,DENVER,CO,30,22
2022-01-03,DENVER,CO,30,20
2022-01-03,DENVER,CO,30,21
2022-01-03,DENVER,CO,30,26
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,27,28
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,DETROIT,MI,19,19
2022-01-03,EUGENE,OR,43,47
2022-01-03,EUGENE,OR,43,46
2022-01-03,EUGENE,OR,43,44
2022-01-03,EUGENE,OR,43,47
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,EUGENE,OR,39,37
2022-01-03,FLINT,MI,25,28
2022-01-03,FLINT,MI,25,28
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,25,27
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-03,FLINT,MI,20,18
2022-01-04,ALBANY,NY,29,35
2022-01-04,ALBANY,NY,29,33
2022-01-04,ALBANY,NY,29,32
2022-01-04,ALBANY,NY,29,30
2022-01-04,ALBANY,NY,28,24
2022-01-04,ALBANY,NY,28,22
2022-01-04,ALBANY,NY,28,26
2022-01-04,ALBANY,NY,28,23
2022-01-04,BUFFALO,NY,34,38
2022-01-04,BUFFALO,NY,34,33
2022-01-04,BUFFALO,NY,34,37
2022-01-04,BUFFALO,NY,34,37
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,31
2022-01-04,BUFFALO,NY,31,30
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,52
2022-01-04,COLORADO_SPGS,CO,55,51
2022-01-04,COLORADO_SPGS,CO,55,50
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,18
2022-01-04,COLORADO_SPGS,CO,23,17
2022-01-04,COLORADO_SPGS,CO,23,20
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,45,44
2022-01-04,MEDFORD,OR,41,40
2022-01-04,MEDFORD,OR,41,43
2022-01-04,MEDFORD,OR,41,42
2022-01-04,MEDFORD,OR,41,43
2022-01-04,DENVER,CO,47,48
2022-01-04,DENVER,CO,47,46
2022-01-04,DENVER,CO,47,46
2022-01-04,DENVER,CO,47,47
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,16
2022-01-04,DENVER,CO,14,20
2022-01-04,DENVER,CO,14,18
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,36
2022-01-04,DETROIT,MI,34,35
2022-01-04,DETROIT,MI,33,30
2022-01-04,DETROIT,MI,33,29
2022-01-04,DETROIT,MI,33,30
2022-01-04,DETROIT,MI,33,30
2022-01-04,EUGENE,OR,46,47
2022-01-04,EUGENE,OR,46,46
2022-01-04,EUGENE,OR,46,46
2022-01-04,EUGENE,OR,46,47
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,EUGENE,OR,43,41
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,32,35
2022-01-04,FLINT,MI,31,29
2022-01-04,FLINT,MI,31,28
2022-01-04,FLINT,MI,31,28
2022-01-04,FLINT,MI,31,28
2022-01-05,ALBANY,NY,38,43
2022-01-05,ALBANY,NY,38,42
2022-01-05,ALBANY,NY,38,42
2022-01-05,ALBANY,NY,38,41
2022-01-05,ALBANY,NY,29,27
2022-01-05,ALBANY,NY,29,28
2022-01-05,ALBANY,NY,29,29
2022-01-05,ALBANY,NY,29,28
2022-01-05,BUFFALO,NY,42,39
2022-01-05,BUFFALO,NY,42,41
2022-01-05,BUFFALO,NY,42,42
2022-01-05,BUFFALO,NY,42,43
2022-01-05,BUFFALO,NY,22,24
2022-01-05,BUFFALO,NY,22,26
2022-01-05,BUFFALO,NY,22,23
2022-01-05,BUFFALO,NY,22,25
2022-01-05,COLORADO_SPGS,CO,55,47
2022-01-05,COLORADO_SPGS,CO,55,47
2022-01-05,COLORADO_SPGS,CO,55,46
2022-01-05,COLORADO_SPGS,CO,55,46
2022-01-05,COLORADO_SPGS,CO,7,5
2022-01-05,COLORADO_SPGS,CO,7,4
2022-01-05,COLORADO_SPGS,CO,7,5
2022-01-05,COLORADO_SPGS,CO,7,4
2022-01-05,MEDFORD,OR,51,47
2022-01-05,MEDFORD,OR,51,47
2022-01-05,MEDFORD,OR,51,49
2022-01-05,MEDFORD,OR,51,50
2022-01-05,MEDFORD,OR,46,43
2022-01-05,MEDFORD,OR,46,45
2022-01-05,MEDFORD,OR,46,44
2022-01-05,MEDFORD,OR,46,44
2022-01-05,DENVER,CO,34,40
2022-01-05,DENVER,CO,34,41
2022-01-05,DENVER,CO,34,38
2022-01-05,DENVER,CO,34,38
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DENVER,CO,0,-1
2022-01-05,DETROIT,MI,36,36
2022-01-05,DETROIT,MI,36,34
2022-01-05,DETROIT,MI,36,34
2022-01-05,DETROIT,MI,36,35
2022-01-05,DETROIT,MI,14,15
2022-01-05,DETROIT,MI,14,15
2022-01-05,DETROIT,MI,14,16
2022-01-05,DETROIT,MI,14,16
2022-01-05,EUGENE,OR,47,47
2022-01-05,EUGENE,OR,47,49
2022-01-05,EUGENE,OR,47,49
2022-01-05,EUGENE,OR,47,51
2022-01-05,EUGENE,OR,47,45
2022-01-05,EUGENE,OR,47,45
2022-01-05,EUGENE,OR,47,46
2022-01-05,EUGENE,OR,47,47
2022-01-05,FLINT,MI,35,33
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,35,32
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-05,FLINT,MI,14,18
2022-01-06,ALBANY,NY,33,36
2022-01-06,ALBANY,NY,33,36
2022-01-06,ALBANY,NY,33,35
2022-01-06,ALBANY,NY,33,34
2022-01-06,ALBANY,NY,25,22
2022-01-06,ALBANY,NY,25,24
2022-01-06,ALBANY,NY,25,23
2022-01-06,ALBANY,NY,25,25
2022-01-06,BUFFALO,NY,28,28
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,28,29
2022-01-06,BUFFALO,NY,22,19
2022-01-06,BUFFALO,NY,22,20
2022-01-06,BUFFALO,NY,22,21
2022-01-06,BUFFALO,NY,22,20
2022-01-06,COLORADO_SPGS,CO,21,33
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,21,31
2022-01-06,COLORADO_SPGS,CO,16,19
2022-01-06,COLORADO_SPGS,CO,16,20
2022-01-06,COLORADO_SPGS,CO,16,20
2022-01-06,COLORADO_SPGS,CO,16,17
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,55,51
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,MEDFORD,OR,46,43
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,27
2022-01-06,DENVER,CO,19,28
2022-01-06,DENVER,CO,7,15
2022-01-06,DENVER,CO,7,14
2022-01-06,DENVER,CO,7,12
2022-01-06,DENVER,CO,7,9
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,24
2022-01-06,DETROIT,MI,22,25
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,DETROIT,MI,11,13
2022-01-06,EUGENE,OR,57,55
2022-01-06,EUGENE,OR,57,53
2022-01-06,EUGENE,OR,57,54
2022-01-06,EUGENE,OR,57,55
2022-01-06,EUGENE,OR,50,46
2022-01-06,EUGENE,OR,50,44
2022-01-06,EUGENE,OR,50,45
2022-01-06,EUGENE,OR,50,45
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,20,23
2022-01-06,FLINT,MI,2,8
2022-01-06,FLINT,MI,2,8
2022-01-06,FLINT,MI,2,9
2022-01-06,FLINT,MI,2,9
2022-01-07,ALBANY,NY,31,31
2022-01-07,ALBANY,NY,31,32
2022-01-07,ALBANY,NY,31,33
2022-01-07,ALBANY,NY,31,31
2022-01-07,ALBANY,NY,9,12
2022-01-07,ALBANY,NY,9,12
2022-01-07,ALBANY,NY,9,13
2022-01-07,ALBANY,NY,9,13
2022-01-07,BUFFALO,NY,23,23
2022-01-07,BUFFALO,NY,23,24
2022-01-07,BUFFALO,NY,23,25
2022-01-07,BUFFALO,NY,23,23
2022-01-07,BUFFALO,NY,7,13
2022-01-07,BUFFALO,NY,7,10
2022-01-07,BUFFALO,NY,7,10
2022-01-07,BUFFALO,NY,7,10
2022-01-07,COLORADO_SPGS,CO,68,59
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,58
2022-01-07,COLORADO_SPGS,CO,68,61
2022-01-07,COLORADO_SPGS,CO,39,36
2022-01-07,COLORADO_SPGS,CO,39,31
2022-01-07,COLORADO_SPGS,CO,39,35
2022-01-07,COLORADO_SPGS,CO,39,35
2022-01-07,MEDFORD,OR,52,47
2022-01-07,MEDFORD,OR,52,47
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,52,46
2022-01-07,MEDFORD,OR,39,35
2022-01-07,MEDFORD,OR,39,34
2022-01-07,MEDFORD,OR,39,34
2022-01-07,MEDFORD,OR,39,35
2022-01-07,DENVER,CO,57,52
2022-01-07,DENVER,CO,57,52
2022-01-07,DENVER,CO,57,45
2022-01-07,DENVER,CO,57,51
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,23
2022-01-07,DENVER,CO,35,24
2022-01-07,DENVER,CO,35,25
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,23
2022-01-07,DETROIT,MI,23,22
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,13
2022-01-07,DETROIT,MI,8,12
2022-01-07,DETROIT,MI,8,10
2022-01-07,EUGENE,OR,49,50
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,49,49
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,EUGENE,OR,37,36
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,16,19
2022-01-07,FLINT,MI,-6,8
2022-01-07,FLINT,MI,-6,8
2022-01-07,FLINT,MI,-6,7
2022-01-07,FLINT,MI,-6,3
2022-01-08,ALBANY,NY,24,26
2022-01-08,ALBANY,NY,24,26
2022-01-08,ALBANY,NY,24,25
2022-01-08,ALBANY,NY,24,24
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,ALBANY,NY,14,18
2022-01-08,BUFFALO,NY,32,36
2022-01-08,BUFFALO,NY,32,35
2022-01-08,BUFFALO,NY,32,33
2022-01-08,BUFFALO,NY,32,36
2022-01-08,BUFFALO,NY,28,29
2022-01-08,BUFFALO,NY,28,26
2022-01-08,BUFFALO,NY,28,28
2022-01-08,BUFFALO,NY,28,26
2022-01-08,COLORADO_SPGS,CO,57,52
2022-01-08,COLORADO_SPGS,CO,57,51
2022-01-08,COLORADO_SPGS,CO,57,52
2022-01-08,COLORADO_SPGS,CO,57,48
2022-01-08,COLORADO_SPGS,CO,26,23
2022-01-08,COLORADO_SPGS,CO,26,21
2022-01-08,COLORADO_SPGS,CO,26,24
2022-01-08,COLORADO_SPGS,CO,26,22
2022-01-08,MEDFORD,OR,51,45
2022-01-08,MEDFORD,OR,51,45
2022-01-08,MEDFORD,OR,51,46
2022-01-08,MEDFORD,OR,51,48
2022-01-08,MEDFORD,OR,29,31
2022-01-08,MEDFORD,OR,29,31
2022-01-08,MEDFORD,OR,29,32
2022-01-08,MEDFORD,OR,29,30
2022-01-08,DENVER,CO,41,45
2022-01-08,DENVER,CO,41,45
2022-01-08,DENVER,CO,41,43
2022-01-08,DENVER,CO,41,42
2022-01-08,DENVER,CO,20,16
2022-01-08,DENVER,CO,20,16
2022-01-08,DENVER,CO,20,18
2022-01-08,DENVER,CO,20,13
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,35
2022-01-08,DETROIT,MI,32,33
2022-01-08,DETROIT,MI,31,31
2022-01-08,DETROIT,MI,31,30
2022-01-08,DETROIT,MI,31,29
2022-01-08,DETROIT,MI,31,30
2022-01-08,EUGENE,OR,53,49
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,53,48
2022-01-08,EUGENE,OR,31,30
2022-01-08,EUGENE,OR,31,29
2022-01-08,EUGENE,OR,31,30
2022-01-08,EUGENE,OR,31,30
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,33
2022-01-08,FLINT,MI,29,30
2022-01-08,FLINT,MI,29,28
2022-01-08,FLINT,MI,29,27
2022-01-08,FLINT,MI,29,26
2022-01-08,FLINT,MI,29,28
2022-01-09,ALBANY,NY,NA,36
2022-01-09,ALBANY,NY,NA,35
2022-01-09,ALBANY,NY,NA,37
2022-01-09,ALBANY,NY,NA,34
2022-01-09,ALBANY,NY,NA,21
2022-01-09,ALBANY,NY,NA,24
2022-01-09,ALBANY,NY,NA,22
2022-01-09,ALBANY,NY,NA,23
2022-01-09,BUFFALO,NY,NA,40
2022-01-09,BUFFALO,NY,NA,39
2022-01-09,BUFFALO,NY,NA,41
2022-01-09,BUFFALO,NY,NA,41
2022-01-09,BUFFALO,NY,NA,17
2022-01-09,BUFFALO,NY,NA,15
2022-01-09,BUFFALO,NY,NA,15
2022-01-09,BUFFALO,NY,NA,14
2022-01-09,COLORADO_SPGS,CO,NA,37
2022-01-09,COLORADO_SPGS,CO,NA,39
2022-01-09,COLORADO_SPGS,CO,NA,36
2022-01-09,COLORADO_SPGS,CO,NA,37
2022-01-09,COLORADO_SPGS,CO,NA,19
2022-01-09,COLORADO_SPGS,CO,NA,20
2022-01-09,COLORADO_SPGS,CO,NA,21
2022-01-09,COLORADO_SPGS,CO,NA,16
2022-01-09,MEDFORD,OR,NA,48
2022-01-09,MEDFORD,OR,NA,52
2022-01-09,MEDFORD,OR,NA,50
2022-01-09,MEDFORD,OR,NA,51
2022-01-09,MEDFORD,OR,NA,37
2022-01-09,MEDFORD,OR,NA,35
2022-01-09,MEDFORD,OR,NA,35
2022-01-09,MEDFORD,OR,NA,31
2022-01-09,DENVER,CO,NA,38
2022-01-09,DENVER,CO,NA,39
2022-01-09,DENVER,CO,NA,38
2022-01-09,DENVER,CO,NA,37
2022-01-09,DENVER,CO,NA,14
2022-01-09,DENVER,CO,NA,14
2022-01-09,DENVER,CO,NA,15
2022-01-09,DENVER,CO,NA,16
2022-01-09,DETROIT,MI,NA,38
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,36
2022-01-09,DETROIT,MI,NA,15
2022-01-09,DETROIT,MI,NA,15
2022-01-09,DETROIT,MI,NA,14
2022-01-09,DETROIT,MI,NA,13
2022-01-09,EUGENE,OR,NA,47
2022-01-09,EUGENE,OR,NA,46
2022-01-09,EUGENE,OR,NA,46
2022-01-09,EUGENE,OR,NA,44
2022-01-09,EUGENE,OR,NA,33
2022-01-09,EUGENE,OR,NA,33
2022-01-09,EUGENE,OR,NA,34
2022-01-09,EUGENE,OR,NA,34
2022-01-09,FLINT,MI,NA,34
2022-01-09,FLINT,MI,NA,33
2022-01-09,FLINT,MI,NA,32
2022-01-09,FLINT,MI,NA,35
2022-01-09,FLINT,MI,NA,10
2022-01-09,FLINT,MI,NA,8
2022-01-09,FLINT,MI,NA,8
2022-01-09,FLINT,MI,NA,8
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,25
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,2
2022-01-10,ALBANY,NY,NA,3
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,ALBANY,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,19
2022-01-10,BUFFALO,NY,NA,19
2022-01-10,BUFFALO,NY,NA,20
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,2
2022-01-10,BUFFALO,NY,NA,4
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,BUFFALO,NY,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,48
2022-01-10,COLORADO_SPGS,CO,NA,50
2022-01-10,COLORADO_SPGS,CO,NA,48
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,24
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,COLORADO_SPGS,CO,NA,NA
2022-01-10,MEDFORD,OR,NA,49
2022-01-10,MEDFORD,OR,NA,50
2022-01-10,MEDFORD,OR,NA,51
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,36
2022-01-10,MEDFORD,OR,NA,32
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,MEDFORD,OR,NA,NA
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,48
2022-01-10,DENVER,CO,NA,47
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,21
2022-01-10,DENVER,CO,NA,22
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DENVER,CO,NA,NA
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,21
2022-01-10,DETROIT,MI,NA,20
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,2
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,DETROIT,MI,NA,NA
2022-01-10,EUGENE,OR,NA,48
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,44
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,38
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,EUGENE,OR,NA,NA
2022-01-10,FLINT,MI,NA,15
2022-01-10,FLINT,MI,NA,16
2022-01-10,FLINT,MI,NA,14
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,-4
2022-01-10,FLINT,MI,NA,-5
2022-01-10,FLINT,MI,NA,NA
2022-01-10,FLINT,MI,NA,NA
2022-01-11,ALBANY,NY,9,9
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,9,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,NA
2022-01-11,ALBANY,NY,4,3
2022-01-11,BUFFALO,NY,19,18
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,19,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,NA
2022-01-11,BUFFALO,NY,18,17
2022-01-11,COLORADO_SPGS,CO,61,57
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,61,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,NA
2022-01-11,COLORADO_SPGS,CO,22,23
2022-01-11,MEDFORD,OR,54,51
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,54,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,NA
2022-01-11,MEDFORD,OR,37,35
2022-01-11,DENVER,CO,57,49
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,57,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,NA
2022-01-11,DENVER,CO,32,22
2022-01-11,DETROIT,MI,25,26
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,NA
2022-01-11,DETROIT,MI,25,22
2022-01-11,EUGENE,OR,55,55
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,55,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,NA
2022-01-11,EUGENE,OR,46,42
2022-01-11,FLINT,MI,24,24
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,NA
2022-01-11,FLINT,MI,24,19
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,NA
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,31,32
2022-01-12,ALBANY,NY,30,NA
2022-01-12,ALBANY,NY,30,25
2022-01-12,ALBANY,NY,30,26
2022-01-12,ALBANY,NY,30,26
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,NA
2022-01-12,BUFFALO,NY,37,36
2022-01-12,BUFFALO,NY,37,37
2022-01-12,BUFFALO,NY,33,NA
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,BUFFALO,NY,33,30
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,NA
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,58,57
2022-01-12,COLORADO_SPGS,CO,34,NA
2022-01-12,COLORADO_SPGS,CO,34,29
2022-01-12,COLORADO_SPGS,CO,34,28
2022-01-12,COLORADO_SPGS,CO,34,27
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,NA
2022-01-12,MEDFORD,OR,55,53
2022-01-12,MEDFORD,OR,55,56
2022-01-12,MEDFORD,OR,33,NA
2022-01-12,MEDFORD,OR,33,38
2022-01-12,MEDFORD,OR,33,39
2022-01-12,MEDFORD,OR,33,38
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,NA
2022-01-12,DENVER,CO,58,53
2022-01-12,DENVER,CO,58,57
2022-01-12,DENVER,CO,34,NA
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,26
2022-01-12,DENVER,CO,34,29
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,NA
2022-01-12,DETROIT,MI,39,36
2022-01-12,DETROIT,MI,39,37
2022-01-12,DETROIT,MI,24,NA
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,28
2022-01-12,DETROIT,MI,24,30
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,NA
2022-01-12,EUGENE,OR,58,50
2022-01-12,EUGENE,OR,58,57
2022-01-12,EUGENE,OR,44,NA
2022-01-12,EUGENE,OR,44,43
2022-01-12,EUGENE,OR,44,42
2022-01-12,EUGENE,OR,44,43
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,NA
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,37,35
2022-01-12,FLINT,MI,31,NA
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,24
2022-01-12,FLINT,MI,31,27
2022-01-13,ALBANY,NY,39,37
2022-01-13,ALBANY,NY,39,38
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,39,39
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,24
2022-01-13,ALBANY,NY,23,26
2022-01-13,ALBANY,NY,23,26
2022-01-13,BUFFALO,NY,40,36
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,40,38
2022-01-13,BUFFALO,NY,29,18
2022-01-13,BUFFALO,NY,29,17
2022-01-13,BUFFALO,NY,29,20
2022-01-13,BUFFALO,NY,29,21
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,60
2022-01-13,COLORADO_SPGS,CO,59,61
2022-01-13,COLORADO_SPGS,CO,37,32
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,34
2022-01-13,COLORADO_SPGS,CO,37,35
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,52
2022-01-13,MEDFORD,OR,56,51
2022-01-13,MEDFORD,OR,56,50
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,35
2022-01-13,MEDFORD,OR,33,34
2022-01-13,MEDFORD,OR,33,33
2022-01-13,DENVER,CO,62,56
2022-01-13,DENVER,CO,62,59
2022-01-13,DENVER,CO,62,60
2022-01-13,DENVER,CO,62,62
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,29
2022-01-13,DENVER,CO,31,31
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,34
2022-01-13,DETROIT,MI,37,35
2022-01-13,DETROIT,MI,37,36
2022-01-13,DETROIT,MI,27,21
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,23
2022-01-13,DETROIT,MI,27,24
2022-01-13,EUGENE,OR,52,54
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,52,51
2022-01-13,EUGENE,OR,52,52
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,40
2022-01-13,EUGENE,OR,36,41
2022-01-13,EUGENE,OR,36,40
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,31
2022-01-13,FLINT,MI,33,33
2022-01-13,FLINT,MI,33,34
2022-01-13,FLINT,MI,25,15
2022-01-13,FLINT,MI,25,17
2022-01-13,FLINT,MI,25,18
2022-01-13,FLINT,MI,25,20
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,32,29
2022-01-14,ALBANY,NY,32,30
2022-01-14,ALBANY,NY,32,31
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-1
2022-01-14,ALBANY,NY,-2,-2
2022-01-14,BUFFALO,NY,29,19
2022-01-14,BUFFALO,NY,29,23
2022-01-14,BUFFALO,NY,29,24
2022-01-14,BUFFALO,NY,29,28
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,3
2022-01-14,BUFFALO,NY,5,5
2022-01-14,COLORADO_SPGS,CO,45,47
2022-01-14,COLORADO_SPGS,CO,45,46
2022-01-14,COLORADO_SPGS,CO,45,45
2022-01-14,COLORADO_SPGS,CO,45,43
2022-01-14,COLORADO_SPGS,CO,20,17
2022-01-14,COLORADO_SPGS,CO,20,13
2022-01-14,COLORADO_SPGS,CO,20,15
2022-01-14,COLORADO_SPGS,CO,20,14
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,55,52
2022-01-14,MEDFORD,OR,55,54
2022-01-14,MEDFORD,OR,30,33
2022-01-14,MEDFORD,OR,30,30
2022-01-14,MEDFORD,OR,30,31
2022-01-14,MEDFORD,OR,30,32
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,41
2022-01-14,DENVER,CO,40,39
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,14
2022-01-14,DENVER,CO,19,16
2022-01-14,DENVER,CO,19,15
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,26
2022-01-14,DETROIT,MI,30,28
2022-01-14,DETROIT,MI,30,30
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,11
2022-01-14,DETROIT,MI,11,10
2022-01-14,DETROIT,MI,11,11
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,51
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,47,50
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,37
2022-01-14,EUGENE,OR,43,35
2022-01-14,EUGENE,OR,43,35
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,22
2022-01-14,FLINT,MI,25,23
2022-01-14,FLINT,MI,25,28
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,9
2022-01-14,FLINT,MI,11,8
2022-01-14,FLINT,MI,11,10
2022-01-15,ALBANY,NY,8,9
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,8,11
2022-01-15,ALBANY,NY,-3,-4
2022-01-15,ALBANY,NY,-3,-5
2022-01-15,ALBANY,NY,-3,-10
2022-01-15,ALBANY,NY,-3,-6
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,9
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,12,12
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,1
2022-01-15,BUFFALO,NY,3,0
2022-01-15,BUFFALO,NY,3,1
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,40
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,45,42
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,24
2022-01-15,COLORADO_SPGS,CO,25,25
2022-01-15,COLORADO_SPGS,CO,25,27
2022-01-15,MEDFORD,OR,56,52
2022-01-15,MEDFORD,OR,56,57
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,32
2022-01-15,MEDFORD,OR,30,31
2022-01-15,MEDFORD,OR,30,31
2022-01-15,DENVER,CO,50,41
2022-01-15,DENVER,CO,50,42
2022-01-15,DENVER,CO,50,44
2022-01-15,DENVER,CO,50,45
2022-01-15,DENVER,CO,34,24
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,25
2022-01-15,DENVER,CO,34,24
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,9,7
2022-01-15,DETROIT,MI,9,9
2022-01-15,DETROIT,MI,9,10
2022-01-15,DETROIT,MI,9,9
2022-01-15,EUGENE,OR,46,48
2022-01-15,EUGENE,OR,46,47
2022-01-15,EUGENE,OR,46,46
2022-01-15,EUGENE,OR,46,45
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,35
2022-01-15,EUGENE,OR,38,36
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,18
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,19,19
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,2
2022-01-15,FLINT,MI,4,1
2022-01-15,FLINT,MI,4,1
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,21,23
2022-01-16,ALBANY,NY,18,19
2022-01-16,ALBANY,NY,18,18
2022-01-16,ALBANY,NY,18,23
2022-01-16,ALBANY,NY,18,18
2022-01-16,BUFFALO,NY,35,27
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,29
2022-01-16,BUFFALO,NY,35,30
2022-01-16,BUFFALO,NY,24,21
2022-01-16,BUFFALO,NY,24,22
2022-01-16,BUFFALO,NY,24,23
2022-01-16,BUFFALO,NY,24,24
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,55
2022-01-16,COLORADO_SPGS,CO,58,56
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,23
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,COLORADO_SPGS,CO,20,24
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,54,56
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,33
2022-01-16,MEDFORD,OR,29,30
2022-01-16,DENVER,CO,57,49
2022-01-16,DENVER,CO,57,48
2022-01-16,DENVER,CO,57,50
2022-01-16,DENVER,CO,57,51
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,23
2022-01-16,DENVER,CO,23,24
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,32,29
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,20
2022-01-16,DETROIT,MI,22,17
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,38,45
2022-01-16,EUGENE,OR,38,44
2022-01-16,EUGENE,OR,38,46
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,36
2022-01-16,EUGENE,OR,35,37
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,15,14
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,15
2022-01-16,FLINT,MI,15,10
2022-01-17,ALBANY,NY,40,37
2022-01-17,ALBANY,NY,40,39
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,40,38
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,15
2022-01-17,ALBANY,NY,20,16
2022-01-17,ALBANY,NY,20,19
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,29
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,29,28
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,17
2022-01-17,BUFFALO,NY,25,16
2022-01-17,BUFFALO,NY,25,19
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,59
2022-01-17,COLORADO_SPGS,CO,30,28
2022-01-17,COLORADO_SPGS,CO,30,26
2022-01-17,COLORADO_SPGS,CO,30,29
2022-01-17,COLORADO_SPGS,CO,30,29
2022-01-17,MEDFORD,OR,52,55
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,52,54
2022-01-17,MEDFORD,OR,30,37
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,36
2022-01-17,MEDFORD,OR,30,32
2022-01-17,DENVER,CO,62,57
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,62,58
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DENVER,CO,33,28
2022-01-17,DETROIT,MI,30,31
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,30,30
2022-01-17,DETROIT,MI,28,21
2022-01-17,DETROIT,MI,28,21
2022-01-17,DETROIT,MI,28,22
2022-01-17,DETROIT,MI,28,24
2022-01-17,EUGENE,OR,50,52
2022-01-17,EUGENE,OR,50,52
2022-01-17,EUGENE,OR,50,41
2022-01-17,EUGENE,OR,50,45
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,EUGENE,OR,34,39
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,30,29
2022-01-17,FLINT,MI,26,17
2022-01-17,FLINT,MI,26,17
2022-01-17,FLINT,MI,26,18
2022-01-17,FLINT,MI,26,22
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,21
2022-01-18,ALBANY,NY,25,25
2022-01-18,ALBANY,NY,5,8
2022-01-18,ALBANY,NY,5,7
2022-01-18,ALBANY,NY,5,8
2022-01-18,ALBANY,NY,5,11
2022-01-18,BUFFALO,NY,25,23
2022-01-18,BUFFALO,NY,25,25
2022-01-18,BUFFALO,NY,25,23
2022-01-18,BUFFALO,NY,25,27
2022-01-18,BUFFALO,NY,24,18
2022-01-18,BUFFALO,NY,24,22
2022-01-18,BUFFALO,NY,24,20
2022-01-18,BUFFALO,NY,24,21
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,57
2022-01-18,COLORADO_SPGS,CO,60,56
2022-01-18,COLORADO_SPGS,CO,27,22
2022-01-18,COLORADO_SPGS,CO,27,23
2022-01-18,COLORADO_SPGS,CO,27,24
2022-01-18,COLORADO_SPGS,CO,27,24
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,53,52
2022-01-18,MEDFORD,OR,44,38
2022-01-18,MEDFORD,OR,44,39
2022-01-18,MEDFORD,OR,44,39
2022-01-18,MEDFORD,OR,44,38
2022-01-18,DENVER,CO,58,52
2022-01-18,DENVER,CO,58,53
2022-01-18,DENVER,CO,58,53
2022-01-18,DENVER,CO,58,55
2022-01-18,DENVER,CO,21,22
2022-01-18,DENVER,CO,21,22
2022-01-18,DENVER,CO,21,21
2022-01-18,DENVER,CO,21,21
2022-01-18,DETROIT,MI,35,34
2022-01-18,DETROIT,MI,35,33
2022-01-18,DETROIT,MI,35,33
2022-01-18,DETROIT,MI,35,34
2022-01-18,DETROIT,MI,31,30
2022-01-18,DETROIT,MI,31,31
2022-01-18,DETROIT,MI,31,32
2022-01-18,DETROIT,MI,31,32
2022-01-18,EUGENE,OR,53,50
2022-01-18,EUGENE,OR,53,49
2022-01-18,EUGENE,OR,53,48
2022-01-18,EUGENE,OR,53,49
2022-01-18,EUGENE,OR,47,41
2022-01-18,EUGENE,OR,47,41
2022-01-18,EUGENE,OR,47,42
2022-01-18,EUGENE,OR,47,43
2022-01-18,FLINT,MI,33,34
2022-01-18,FLINT,MI,33,33
2022-01-18,FLINT,MI,33,33
2022-01-18,FLINT,MI,33,34
2022-01-18,FLINT,MI,32,28
2022-01-18,FLINT,MI,32,31
2022-01-18,FLINT,MI,32,30
2022-01-18,FLINT,MI,32,31
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,39,38
2022-01-19,ALBANY,NY,30,22
2022-01-19,ALBANY,NY,30,23
2022-01-19,ALBANY,NY,30,24
2022-01-19,ALBANY,NY,30,23
2022-01-19,BUFFALO,NY,41,38
2022-01-19,BUFFALO,NY,41,41
2022-01-19,BUFFALO,NY,41,39
2022-01-19,BUFFALO,NY,41,39
2022-01-19,BUFFALO,NY,13,10
2022-01-19,BUFFALO,NY,13,10
2022-01-19,BUFFALO,NY,13,12
2022-01-19,BUFFALO,NY,13,9
2022-01-19,COLORADO_SPGS,CO,25,30
2022-01-19,COLORADO_SPGS,CO,25,29
2022-01-19,COLORADO_SPGS,CO,25,29
2022-01-19,COLORADO_SPGS,CO,25,28
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,COLORADO_SPGS,CO,16,14
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,COLORADO_SPGS,CO,16,13
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,60,53
2022-01-19,MEDFORD,OR,38,40
2022-01-19,MEDFORD,OR,38,39
2022-01-19,MEDFORD,OR,38,41
2022-01-19,MEDFORD,OR,38,41
2022-01-19,DENVER,CO,23,33
2022-01-19,DENVER,CO,23,29
2022-01-19,DENVER,CO,23,29
2022-01-19,DENVER,CO,23,28
2022-01-19,DENVER,CO,16,13
2022-01-19,DENVER,CO,16,13
2022-01-19,DENVER,CO,16,12
2022-01-19,DENVER,CO,16,12
2022-01-19,DETROIT,MI,44,38
2022-01-19,DETROIT,MI,44,37
2022-01-19,DETROIT,MI,44,36
2022-01-19,DETROIT,MI,44,40
2022-01-19,DETROIT,MI,18,13
2022-01-19,DETROIT,MI,18,11
2022-01-19,DETROIT,MI,18,12
2022-01-19,DETROIT,MI,18,13
2022-01-19,EUGENE,OR,52,48
2022-01-19,EUGENE,OR,52,49
2022-01-19,EUGENE,OR,52,49
2022-01-19,EUGENE,OR,52,50
2022-01-19,EUGENE,OR,51,44
2022-01-19,EUGENE,OR,51,47
2022-01-19,EUGENE,OR,51,46
2022-01-19,EUGENE,OR,51,48
2022-01-19,FLINT,MI,38,34
2022-01-19,FLINT,MI,38,36
2022-01-19,FLINT,MI,38,32
2022-01-19,FLINT,MI,38,39
2022-01-19,FLINT,MI,16,9
2022-01-19,FLINT,MI,16,9
2022-01-19,FLINT,MI,16,8
2022-01-19,FLINT,MI,16,9
2022-01-20,ALBANY,NY,30,26
2022-01-20,ALBANY,NY,30,24
2022-01-20,ALBANY,NY,30,25
2022-01-20,ALBANY,NY,30,25
2022-01-20,ALBANY,NY,-1,-2
2022-01-20,ALBANY,NY,-1,-1
2022-01-20,ALBANY,NY,-1,-1
2022-01-20,ALBANY,NY,-1,1
2022-01-20,BUFFALO,NY,15,15
2022-01-20,BUFFALO,NY,15,14
2022-01-20,BUFFALO,NY,15,14
2022-01-20,BUFFALO,NY,15,13
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,3
2022-01-20,BUFFALO,NY,5,1
2022-01-20,COLORADO_SPGS,CO,27,35
2022-01-20,COLORADO_SPGS,CO,27,34
2022-01-20,COLORADO_SPGS,CO,27,38
2022-01-20,COLORADO_SPGS,CO,27,36
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,18
2022-01-20,COLORADO_SPGS,CO,17,21
2022-01-20,MEDFORD,OR,56,57
2022-01-20,MEDFORD,OR,56,57
2022-01-20,MEDFORD,OR,56,60
2022-01-20,MEDFORD,OR,56,60
2022-01-20,MEDFORD,OR,35,38
2022-01-20,MEDFORD,OR,35,35
2022-01-20,MEDFORD,OR,35,35
2022-01-20,MEDFORD,OR,35,35
2022-01-20,DENVER,CO,39,39
2022-01-20,DENVER,CO,39,37
2022-01-20,DENVER,CO,39,40
2022-01-20,DENVER,CO,39,41
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,22
2022-01-20,DENVER,CO,16,21
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,20,22
2022-01-20,DETROIT,MI,10,7
2022-01-20,DETROIT,MI,10,7
2022-01-20,DETROIT,MI,10,6
2022-01-20,DETROIT,MI,10,6
2022-01-20,EUGENE,OR,57,53
2022-01-20,EUGENE,OR,57,52
2022-01-20,EUGENE,OR,57,54
2022-01-20,EUGENE,OR,57,53
2022-01-20,EUGENE,OR,38,38
2022-01-20,EUGENE,OR,38,37
2022-01-20,EUGENE,OR,38,37
2022-01-20,EUGENE,OR,38,37
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,11,0
2022-01-20,FLINT,MI,11,0
2022-01-20,FLINT,MI,11,-2
2022-01-20,FLINT,MI,11,-2
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,14
2022-01-21,ALBANY,NY,-5,-7
2022-01-21,ALBANY,NY,-5,-5
2022-01-21,ALBANY,NY,-5,-5
2022-01-21,ALBANY,NY,-5,-3
2022-01-21,BUFFALO,NY,18,13
2022-01-21,BUFFALO,NY,18,13
2022-01-21,BUFFALO,NY,18,15
2022-01-21,BUFFALO,NY,18,14
2022-01-21,BUFFALO,NY,1,-4
2022-01-21,BUFFALO,NY,1,0
2022-01-21,BUFFALO,NY,1,-3
2022-01-21,BUFFALO,NY,1,-3
2022-01-21,COLORADO_SPGS,CO,45,43
2022-01-21,COLORADO_SPGS,CO,45,40
2022-01-21,COLORADO_SPGS,CO,45,38
2022-01-21,COLORADO_SPGS,CO,45,42
2022-01-21,COLORADO_SPGS,CO,26,17
2022-01-21,COLORADO_SPGS,CO,26,16
2022-01-21,COLORADO_SPGS,CO,26,16
2022-01-21,COLORADO_SPGS,CO,26,17
2022-01-21,MEDFORD,OR,52,51
2022-01-21,MEDFORD,OR,52,54
2022-01-21,MEDFORD,OR,52,53
2022-01-21,MEDFORD,OR,52,53
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,31
2022-01-21,MEDFORD,OR,28,32
2022-01-21,DENVER,CO,36,42
2022-01-21,DENVER,CO,36,41
2022-01-21,DENVER,CO,36,40
2022-01-21,DENVER,CO,36,38
2022-01-21,DENVER,CO,22,19
2022-01-21,DENVER,CO,22,19
2022-01-21,DENVER,CO,22,18
2022-01-21,DENVER,CO,22,18
2022-01-21,DETROIT,MI,23,23
2022-01-21,DETROIT,MI,23,24
2022-01-21,DETROIT,MI,23,22
2022-01-21,DETROIT,MI,23,23
2022-01-21,DETROIT,MI,11,13
2022-01-21,DETROIT,MI,11,11
2022-01-21,DETROIT,MI,11,12
2022-01-21,DETROIT,MI,11,11
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,47,49
2022-01-21,EUGENE,OR,41,34
2022-01-21,EUGENE,OR,41,34
2022-01-21,EUGENE,OR,41,33
2022-01-21,EUGENE,OR,41,34
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,21,22
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,21,21
2022-01-21,FLINT,MI,13,10
2022-01-21,FLINT,MI,13,9
2022-01-21,FLINT,MI,13,10
2022-01-21,FLINT,MI,13,9
2022-01-22,ALBANY,NY,20,18
2022-01-22,ALBANY,NY,20,19
2022-01-22,ALBANY,NY,20,19
2022-01-22,ALBANY,NY,20,23
2022-01-22,ALBANY,NY,11,12
2022-01-22,ALBANY,NY,11,14
2022-01-22,ALBANY,NY,11,12
2022-01-22,ALBANY,NY,11,7
2022-01-22,BUFFALO,NY,28,25
2022-01-22,BUFFALO,NY,28,24
2022-01-22,BUFFALO,NY,28,24
2022-01-22,BUFFALO,NY,28,25
2022-01-22,BUFFALO,NY,23,18
2022-01-22,BUFFALO,NY,23,18
2022-01-22,BUFFALO,NY,23,19
2022-01-22,BUFFALO,NY,23,18
2022-01-22,COLORADO_SPGS,CO,44,40
2022-01-22,COLORADO_SPGS,CO,44,39
2022-01-22,COLORADO_SPGS,CO,44,39
2022-01-22,COLORADO_SPGS,CO,44,40
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,COLORADO_SPGS,CO,21,21
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,52,58
2022-01-22,MEDFORD,OR,28,31
2022-01-22,MEDFORD,OR,28,33
2022-01-22,MEDFORD,OR,28,33
2022-01-22,MEDFORD,OR,28,33
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,44,44
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,44,43
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DENVER,CO,22,23
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,26,28
2022-01-22,DETROIT,MI,21,18
2022-01-22,DETROIT,MI,21,18
2022-01-22,DETROIT,MI,21,19
2022-01-22,DETROIT,MI,21,19
2022-01-22,EUGENE,OR,43,46
2022-01-22,EUGENE,OR,43,47
2022-01-22,EUGENE,OR,43,47
2022-01-22,EUGENE,OR,43,44
2022-01-22,EUGENE,OR,31,32
2022-01-22,EUGENE,OR,31,31
2022-01-22,EUGENE,OR,31,31
2022-01-22,EUGENE,OR,31,31
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,24,26
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,13
2022-01-22,FLINT,MI,19,15
2022-01-23,ALBANY,NY,29,25
2022-01-23,ALBANY,NY,29,28
2022-01-23,ALBANY,NY,29,27
2022-01-23,ALBANY,NY,29,29
2022-01-23,ALBANY,NY,14,5
2022-01-23,ALBANY,NY,14,4
2022-01-23,ALBANY,NY,14,6
2022-01-23,ALBANY,NY,14,7
2022-01-23,BUFFALO,NY,24,23
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,24,21
2022-01-23,BUFFALO,NY,4,6
2022-01-23,BUFFALO,NY,4,5
2022-01-23,BUFFALO,NY,4,6
2022-01-23,BUFFALO,NY,4,3
2022-01-23,COLORADO_SPGS,CO,48,49
2022-01-23,COLORADO_SPGS,CO,48,49
2022-01-23,COLORADO_SPGS,CO,48,48
2022-01-23,COLORADO_SPGS,CO,48,50
2022-01-23,COLORADO_SPGS,CO,27,23
2022-01-23,COLORADO_SPGS,CO,27,24
2022-01-23,COLORADO_SPGS,CO,27,23
2022-01-23,COLORADO_SPGS,CO,27,25
2022-01-23,MEDFORD,OR,NA,61
2022-01-23,MEDFORD,OR,NA,61
2022-01-23,MEDFORD,OR,NA,62
2022-01-23,MEDFORD,OR,NA,58
2022-01-23,MEDFORD,OR,NA,33
2022-01-23,MEDFORD,OR,NA,33
2022-01-23,MEDFORD,OR,NA,25
2022-01-23,MEDFORD,OR,NA,25
2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,52
2022-01-23,DENVER,CO,NA,53
2022-01-23,DENVER,CO,NA,54
2022-01-23,DENVER,CO,NA,24
2022-01-23,DENVER,CO,NA,28
2022-01-23,DENVER,CO,NA,27
2022-01-23,DENVER,CO,NA,25
2022-01-23,DETROIT,MI,NA,23
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,24
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,12
2022-01-23,DETROIT,MI,NA,13
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,48
2022-01-23,EUGENE,OR,NA,49
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,32
2022-01-23,EUGENE,OR,NA,31
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,20
2022-01-23,FLINT,MI,NA,10
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,11
2022-01-23,FLINT,MI,NA,12
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,23
2022-01-24,ALBANY,NY,NA,24
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,18
2022-01-24,ALBANY,NY,NA,21
2022-01-24,ALBANY,NY,NA,21
2022-01-24,BUFFALO,NY,NA,27
2022-01-24,BUFFALO,NY,NA,25
2022-01-24,BUFFALO,NY,NA,26
2022-01-24,BUFFALO,NY,NA,23
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,BUFFALO,NY,NA,19
2022-01-24,COLORADO_SPGS,CO,NA,50
2022-01-24,COLORADO_SPGS,CO,NA,48
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,47
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,20
2022-01-24,COLORADO_SPGS,CO,NA,21
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,59
2022-01-24,MEDFORD,OR,NA,58
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,25
2022-01-24,MEDFORD,OR,NA,NA
2022-01-24,MEDFORD,OR,NA,28
2022-01-24,DENVER,CO,NA,49
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,48
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,23
2022-01-24,DENVER,CO,NA,22
2022-01-24,DENVER,CO,NA,NA
2022-01-24,DENVER,CO,NA,25
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,28
2022-01-24,DETROIT,MI,NA,27
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,11
2022-01-24,DETROIT,MI,NA,NA
2022-01-24,DETROIT,MI,NA,9
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,53
2022-01-24,EUGENE,OR,NA,52
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,34
2022-01-24,EUGENE,OR,NA,NA
2022-01-24,EUGENE,OR,NA,32
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,25
2022-01-24,FLINT,MI,NA,24
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,7
2022-01-24,FLINT,MI,NA,NA
2022-01-24,FLINT,MI,NA,5
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,34
2022-01-25,ALBANY,NY,32,33
2022-01-25,ALBANY,NY,32,NA
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,7
2022-01-25,ALBANY,NY,11,NA
2022-01-25,ALBANY,NY,11,9
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,22
2022-01-25,BUFFALO,NY,25,23
2022-01-25,BUFFALO,NY,25,NA
2022-01-25,BUFFALO,NY,13,2
2022-01-25,BUFFALO,NY,13,4
2022-01-25,BUFFALO,NY,13,NA
2022-01-25,BUFFALO,NY,13,4
2022-01-25,COLORADO_SPGS,CO,36,31
2022-01-25,COLORADO_SPGS,CO,36,33
2022-01-25,COLORADO_SPGS,CO,36,34
2022-01-25,COLORADO_SPGS,CO,36,NA
2022-01-25,COLORADO_SPGS,CO,15,11
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,COLORADO_SPGS,CO,15,NA
2022-01-25,COLORADO_SPGS,CO,15,12
2022-01-25,MEDFORD,OR,60,59
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,60,58
2022-01-25,MEDFORD,OR,60,NA
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,27
2022-01-25,MEDFORD,OR,27,NA
2022-01-25,MEDFORD,OR,27,20
2022-01-25,DENVER,CO,28,29
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,28,31
2022-01-25,DENVER,CO,28,NA
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,11
2022-01-25,DENVER,CO,5,NA
2022-01-25,DENVER,CO,5,9
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,21,21
2022-01-25,DETROIT,MI,21,NA
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,3
2022-01-25,DETROIT,MI,5,NA
2022-01-25,DETROIT,MI,5,5
2022-01-25,EUGENE,OR,45,50
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,45,45
2022-01-25,EUGENE,OR,45,NA
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,30
2022-01-25,EUGENE,OR,31,NA
2022-01-25,EUGENE,OR,31,27
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,17,18
2022-01-25,FLINT,MI,17,NA
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,1
2022-01-25,FLINT,MI,-1,NA
2022-01-25,FLINT,MI,-1,-4
2022-01-26,ALBANY,NY,21,15
2022-01-26,ALBANY,NY,21,NA
2022-01-26,ALBANY,NY,21,17
2022-01-26,ALBANY,NY,21,20
2022-01-26,ALBANY,NY,-5,NA
2022-01-26,ALBANY,NY,-5,-3
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,ALBANY,NY,-5,-2
2022-01-26,BUFFALO,NY,22,13
2022-01-26,BUFFALO,NY,22,NA
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,22,17
2022-01-26,BUFFALO,NY,9,NA
2022-01-26,BUFFALO,NY,9,7
2022-01-26,BUFFALO,NY,9,8
2022-01-26,BUFFALO,NY,9,7
2022-01-26,COLORADO_SPGS,CO,45,42
2022-01-26,COLORADO_SPGS,CO,45,NA
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,45,41
2022-01-26,COLORADO_SPGS,CO,24,NA
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,COLORADO_SPGS,CO,24,18
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,NA
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,57,57
2022-01-26,MEDFORD,OR,24,NA
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,24
2022-01-26,MEDFORD,OR,24,22
2022-01-26,DENVER,CO,35,42
2022-01-26,DENVER,CO,35,NA
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,35,40
2022-01-26,DENVER,CO,24,NA
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,19
2022-01-26,DENVER,CO,24,20
2022-01-26,DETROIT,MI,19,17
2022-01-26,DETROIT,MI,19,NA
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,19,18
2022-01-26,DETROIT,MI,0,NA
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,DETROIT,MI,0,7
2022-01-26,EUGENE,OR,42,50
2022-01-26,EUGENE,OR,42,NA
2022-01-26,EUGENE,OR,42,46
2022-01-26,EUGENE,OR,42,45
2022-01-26,EUGENE,OR,26,NA
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,29
2022-01-26,EUGENE,OR,26,30
2022-01-26,FLINT,MI,17,17
2022-01-26,FLINT,MI,17,NA
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,17,18
2022-01-26,FLINT,MI,8,NA
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,8
2022-01-26,FLINT,MI,8,9
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,26,24
2022-01-27,ALBANY,NY,26,25
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,18
2022-01-27,ALBANY,NY,25,20
2022-01-27,ALBANY,NY,25,18
2022-01-27,BUFFALO,NY,29,30
2022-01-27,BUFFALO,NY,29,28
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,29,31
2022-01-27,BUFFALO,NY,19,18
2022-01-27,BUFFALO,NY,19,14
2022-01-27,BUFFALO,NY,19,15
2022-01-27,BUFFALO,NY,19,14
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,28
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,29,30
2022-01-27,COLORADO_SPGS,CO,9,9
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,10
2022-01-27,COLORADO_SPGS,CO,9,8
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,61,58
2022-01-27,MEDFORD,OR,30,26
2022-01-27,MEDFORD,OR,30,23
2022-01-27,MEDFORD,OR,30,24
2022-01-27,MEDFORD,OR,30,21
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,30
2022-01-27,DENVER,CO,28,31
2022-01-27,DENVER,CO,28,28
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,5
2022-01-27,DENVER,CO,4,10
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,27
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,28,28
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,13
2022-01-27,DETROIT,MI,14,11
2022-01-27,DETROIT,MI,14,10
2022-01-27,EUGENE,OR,46,48
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,46,49
2022-01-27,EUGENE,OR,25,31
2022-01-27,EUGENE,OR,25,30
2022-01-27,EUGENE,OR,25,29
2022-01-27,EUGENE,OR,25,29
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,28,28
2022-01-27,FLINT,MI,28,27
2022-01-27,FLINT,MI,7,6
2022-01-27,FLINT,MI,7,7
2022-01-27,FLINT,MI,7,5
2022-01-27,FLINT,MI,7,5
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,30,28
2022-01-28,ALBANY,NY,30,30
2022-01-28,ALBANY,NY,30,29
2022-01-28,ALBANY,NY,5,5
2022-01-28,ALBANY,NY,5,3
2022-01-28,ALBANY,NY,5,6
2022-01-28,ALBANY,NY,5,7
2022-01-28,BUFFALO,NY,19,18
2022-01-28,BUFFALO,NY,19,16
2022-01-28,BUFFALO,NY,19,15
2022-01-28,BUFFALO,NY,19,21
2022-01-28,BUFFALO,NY,8,2
2022-01-28,BUFFALO,NY,8,1
2022-01-28,BUFFALO,NY,8,3
2022-01-28,BUFFALO,NY,8,3
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,47
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,48,44
2022-01-28,COLORADO_SPGS,CO,21,19
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,20
2022-01-28,COLORADO_SPGS,CO,21,21
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,57
2022-01-28,MEDFORD,OR,61,61
2022-01-28,MEDFORD,OR,26,28
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,MEDFORD,OR,26,22
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,43
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,43,45
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DENVER,CO,26,20
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,18
2022-01-28,DETROIT,MI,21,19
2022-01-28,DETROIT,MI,-1,1
2022-01-28,DETROIT,MI,-1,2
2022-01-28,DETROIT,MI,-1,3
2022-01-28,DETROIT,MI,-1,3
2022-01-28,EUGENE,OR,48,53
2022-01-28,EUGENE,OR,48,52
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,48,50
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,32
2022-01-28,EUGENE,OR,26,30
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,15
2022-01-28,FLINT,MI,18,16
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,-1
2022-01-28,FLINT,MI,-14,0
2022-01-28,FLINT,MI,-14,-2
2022-01-29,ALBANY,NY,10,16
2022-01-29,ALBANY,NY,10,15
2022-01-29,ALBANY,NY,10,13
2022-01-29,ALBANY,NY,10,14
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,4
2022-01-29,ALBANY,NY,4,3
2022-01-29,ALBANY,NY,4,-1
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,14
2022-01-29,BUFFALO,NY,15,15
2022-01-29,BUFFALO,NY,15,13
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,BUFFALO,NY,2,2
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,57,56
2022-01-29,COLORADO_SPGS,CO,57,55
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,COLORADO_SPGS,CO,21,23
2022-01-29,MEDFORD,OR,58,57
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,58,58
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,31
2022-01-29,MEDFORD,OR,28,28
2022-01-29,MEDFORD,OR,28,23
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,52
2022-01-29,DENVER,CO,56,54
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,20
2022-01-29,DENVER,CO,15,23
2022-01-29,DENVER,CO,15,23
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,19,19
2022-01-29,DETROIT,MI,8,9
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,10
2022-01-29,DETROIT,MI,8,11
2022-01-29,EUGENE,OR,53,52
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,53,51
2022-01-29,EUGENE,OR,53,53
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,36
2022-01-29,EUGENE,OR,29,35
2022-01-29,EUGENE,OR,29,32
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,19,20
2022-01-29,FLINT,MI,19,19
2022-01-29,FLINT,MI,11,10
2022-01-29,FLINT,MI,11,11
2022-01-29,FLINT,MI,11,9
2022-01-29,FLINT,MI,11,10
2022-01-30,ALBANY,NY,21,21
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,20
2022-01-30,ALBANY,NY,21,19
2022-01-30,ALBANY,NY,-1,9
2022-01-30,ALBANY,NY,-1,7
2022-01-30,ALBANY,NY,-1,6
2022-01-30,ALBANY,NY,-1,1
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,24
2022-01-30,BUFFALO,NY,23,22
2022-01-30,BUFFALO,NY,23,21
2022-01-30,BUFFALO,NY,12,13
2022-01-30,BUFFALO,NY,12,14
2022-01-30,BUFFALO,NY,12,9
2022-01-30,BUFFALO,NY,12,6
2022-01-30,COLORADO_SPGS,CO,57,54
2022-01-30,COLORADO_SPGS,CO,57,56
2022-01-30,COLORADO_SPGS,CO,57,58
2022-01-30,COLORADO_SPGS,CO,57,55
2022-01-30,COLORADO_SPGS,CO,22,23
2022-01-30,COLORADO_SPGS,CO,22,24
2022-01-30,COLORADO_SPGS,CO,22,27
2022-01-30,COLORADO_SPGS,CO,22,25
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,53,56
2022-01-30,MEDFORD,OR,38,36
2022-01-30,MEDFORD,OR,38,37
2022-01-30,MEDFORD,OR,38,34
2022-01-30,MEDFORD,OR,38,34
2022-01-30,DENVER,CO,53,51
2022-01-30,DENVER,CO,53,55
2022-01-30,DENVER,CO,53,58
2022-01-30,DENVER,CO,53,56
2022-01-30,DENVER,CO,24,22
2022-01-30,DENVER,CO,24,24
2022-01-30,DENVER,CO,24,25
2022-01-30,DENVER,CO,24,23
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,27
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,25,26
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,DETROIT,MI,5,13
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,51
2022-01-30,EUGENE,OR,53,52
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,37
2022-01-30,EUGENE,OR,36,36
2022-01-30,EUGENE,OR,36,36
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,27,26
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,11
2022-01-30,FLINT,MI,5,12
2022-01-31,ALBANY,NY,29,29
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,27
2022-01-31,ALBANY,NY,29,26
2022-01-31,ALBANY,NY,2,9
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,5
2022-01-31,ALBANY,NY,2,3
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,30
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,35,28
2022-01-31,BUFFALO,NY,20,20
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,16
2022-01-31,BUFFALO,NY,20,15
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,63,57
2022-01-31,COLORADO_SPGS,CO,63,61
2022-01-31,COLORADO_SPGS,CO,63,58
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,19
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,COLORADO_SPGS,CO,25,20
2022-01-31,MEDFORD,OR,49,51
2022-01-31,MEDFORD,OR,49,47
2022-01-31,MEDFORD,OR,49,49
2022-01-31,MEDFORD,OR,49,46
2022-01-31,MEDFORD,OR,24,25
2022-01-31,MEDFORD,OR,24,28
2022-01-31,MEDFORD,OR,24,29
2022-01-31,MEDFORD,OR,24,28
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,60,54
2022-01-31,DENVER,CO,60,57
2022-01-31,DENVER,CO,60,55
2022-01-31,DENVER,CO,22,20
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,19
2022-01-31,DENVER,CO,22,20
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,28,28
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,DETROIT,MI,19,19
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,48,47
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,EUGENE,OR,29,33
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,31,29
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,19
2022-01-31,FLINT,MI,20,20

Conditional panel

app_ui = ui.page_fluid(
    ui.input_checkbox("show_checkbox", "Show Checkbox"),
    ui.panel_conditional(
        "input.show_checkbox",
        ui.input_checkbox("show_slider", "Show Slider"),
    ),
    ui.output_ui("dynamic_slider"),
)


def server(input, output, session):
    @render.ui
    def dynamic_slider():
        print(input.show_slider())
        if input.show_slider():
            return ui.input_slider("n", "N", 0, 100, 20)


app = App(app_ui, server)

Things to note

  • Uses JavaScript condition, not python
  • JavaScript condition will be the same as R, Google and chatGPT can help
  • You often want ===

That’s a lot of stuff!

  • Shiny gives you a lot of power to customize your app
  • Important to remember that you can do these things, even if you forget how
  • Learning to build intuitive UIs is a journey
  • Ask for advice on Discord