405 Insert a shiny module into a more complex app
Instructions
Use an inline (lambda
) function to fix the no reactive context found
error.
#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 3000
from shiny.express import ui, render, input, module
from shiny import reactive
import pandas as pd
from pathlib import Path
import plots
from filter import filter_weather
infile = Path(__file__).parent / "weather.csv"
weather = pd.read_csv(infile)
weather["error"] = weather["observed_temp"] - weather["forecast_temp"]
@module
def card_module(input, output, session, title, fn):
with ui.card():
ui.card_header(title)
@render.plot
def _plot_out():
return fn()
@reactive.calc
def filtered_data():
return filter_weather(weather, input.cities(), input.dates())
ui.page_opts(title = "Weather error")
with ui.layout_sidebar():
with ui.sidebar():
ui.input_date_range("dates", "Date", start="2022-01-01", end="2022-01-30")
ui.input_selectize(
"cities",
"Select Cities",
weather["city"].unique().tolist(),
selected="BUFFALO",
multiple=True,
)
card_module(
"card_1",
"Distribution",
# use lambda to make an inline function
# this will delay execution of the reactive code
# until in the reactive context of the module,
# i.e rendering the plot
lambda: plots.temp_distribution(filtered_data())
)
## file: plots.py
import pandas as pd
from plotnine import (
ggplot,
aes,
geom_density,
theme_light,
labs,
geom_point,
theme,
element_text,
)
def temp_distribution(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: 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
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2022-01-15,MEDFORD,OR,56,52
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2022-01-15,MEDFORD,OR,56,56
2022-01-15,MEDFORD,OR,30,32
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2022-01-15,DENVER,CO,50,41
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2022-01-15,DENVER,CO,34,24
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2022-01-15,DETROIT,MI,19,19
2022-01-15,DETROIT,MI,19,20
2022-01-15,DETROIT,MI,19,20
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2022-01-15,EUGENE,OR,46,48
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2022-01-16,DENVER,CO,57,49
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2022-01-16,FLINT,MI,34,27
2022-01-16,FLINT,MI,34,27
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2022-01-17,COLORADO_SPGS,CO,61,60
2022-01-17,COLORADO_SPGS,CO,61,60
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2022-01-17,DENVER,CO,33,28
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2022-01-17,EUGENE,OR,50,52
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2022-01-17,FLINT,MI,26,18
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2022-01-18,DENVER,CO,58,55
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2022-01-19,BUFFALO,NY,41,39
2022-01-19,BUFFALO,NY,13,10
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2022-01-19,BUFFALO,NY,13,9
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2022-01-19,MEDFORD,OR,38,41
2022-01-19,DENVER,CO,23,33
2022-01-19,DENVER,CO,23,29
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2022-01-20,DETROIT,MI,20,22
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2022-01-20,EUGENE,OR,57,53
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2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,19,18
2022-01-20,FLINT,MI,11,0
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2022-01-21,ALBANY,NY,14,12
2022-01-21,ALBANY,NY,14,12
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2022-01-21,ALBANY,NY,14,14
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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
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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
## file: filter.py
import pandas as pd
# This is the non-reactive function:
def filter_weather(data, cities, dates):
df = data.copy()
df = df[df["city"].isin(cities)]
df["date"] = pd.to_datetime(df["date"])
dates = pd.to_datetime(dates)
df = df[(df["date"] > dates[0]) & (df["date"] <= dates[1])]
return df
#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 3000
from shiny.express import ui, render, input, module
from shiny import reactive
import pandas as pd
from pathlib import Path
import plots
from filter import filter_weather
infile = Path(__file__).parent / "weather.csv"
weather = pd.read_csv(infile)
weather["error"] = weather["observed_temp"] - weather["forecast_temp"]
@module
def card_module(input, output, session, title, fn):
with ui.card():
ui.card_header(title)
@render.plot
def _plot_out():
return fn()
@reactive.calc
def filtered_data():
return filter_weather(weather, input.cities(), input.dates())
ui.page_opts(title = "Weather error")
with ui.layout_sidebar():
with ui.sidebar():
ui.input_date_range("dates", "Date", start="2022-01-01", end="2022-01-30")
ui.input_selectize(
"cities",
"Select Cities",
weather["city"].unique().tolist(),
selected="BUFFALO",
multiple=True,
)
card_module(
"card_1",
"Distribution",
# Task: use a lambda to make an inline function
# this will delay execution of the reactive code
# until in the reactive context of the module,
# i.e rendering the plot
plots.temp_distribution(filtered_data())
)
## file: plots.py
import pandas as pd
from plotnine import (
ggplot,
aes,
geom_density,
theme_light,
labs,
geom_point,
theme,
element_text,
)
def temp_distribution(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: 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
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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
## file: filter.py
import pandas as pd
# This is the non-reactive function:
def filter_weather(data, cities, dates):
df = data.copy()
df = df[df["city"].isin(cities)]
df["date"] = pd.to_datetime(df["date"])
dates = pd.to_datetime(dates)
df = df[(df["date"] > dates[0]) & (df["date"] <= dates[1])]
return df
#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 3000
from shiny.express import ui, render, input, module
from shiny import reactive
import pandas as pd
from pathlib import Path
import plots
from filter import filter_weather
infile = Path(__file__).parent / "weather.csv"
weather = pd.read_csv(infile)
weather["error"] = weather["observed_temp"] - weather["forecast_temp"]
@module
def card_module(input, output, session, title, fn):
with ui.card():
ui.card_header(title)
@render.plot
def _plot_out():
return fn()
@reactive.calc
def filtered_data():
return filter_weather(weather, input.cities(), input.dates())
ui.page_opts(title = "Weather error")
with ui.layout_sidebar():
with ui.sidebar():
ui.input_date_range("dates", "Date", start="2022-01-01", end="2022-01-30")
ui.input_selectize(
"cities",
"Select Cities",
weather["city"].unique().tolist(),
selected="BUFFALO",
multiple=True,
)
card_module(
"card_1",
"Distribution",
# use lambda to make an inline function
# this will delay execution of the reactive code
# until in the reactive context of the module,
# i.e rendering the plot
lambda: plots.temp_distribution(filtered_data())
)
## file: plots.py
import pandas as pd
from plotnine import (
ggplot,
aes,
geom_density,
theme_light,
labs,
geom_point,
theme,
element_text,
)
def temp_distribution(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: 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
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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
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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
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2022-01-14,BUFFALO,NY,5,5
2022-01-14,COLORADO_SPGS,CO,45,47
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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
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2022-01-14,DETROIT,MI,11,11
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2022-01-14,DETROIT,MI,11,10
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2022-01-14,EUGENE,OR,47,50
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2022-01-14,FLINT,MI,25,22
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2022-01-14,FLINT,MI,25,23
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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
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2022-01-15,BUFFALO,NY,12,9
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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
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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
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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
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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
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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
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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
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2022-01-21,COLORADO_SPGS,CO,45,43
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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
## file: filter.py
import pandas as pd
# This is the non-reactive function:
def filter_weather(data, cities, dates):
df = data.copy()
df = df[df["city"].isin(cities)]
df["date"] = pd.to_datetime(df["date"])
dates = pd.to_datetime(dates)
df = df[(df["date"] > dates[0]) & (df["date"] <= dates[1])]
return df
The source code for this exercise is at https://github.com/posit-conf-2024/intro-to-shiny-for-python/tree/main/docs/exercises/405-module-lambda.