Appleの移動傾向データ
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- Project InformationProject NameExcel seriesDataframe NameAppleの移動傾向データ_1Created ByTakato ShirotoCreated Date8/12/2024 6:01:02 AM UTCUpdated ByTakato ShirotoUpdated Date8/12/2024 6:01:02 AM UTCDesktop Version10.6.2ScheduleScheduling is not supported because:
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- Appleの移動傾向データUpdated: 8/12/2024 6:01:02 AM UTC249
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国
Character
日本 (47)
日本: 47 (100.00%)
Not NA: 100.00% |
| NA0 (0.00%) |
| Unique Values1 |
| Min Length2 |
| Max Length2 |
都道府県
Character
三重県 (1)
三重県: 1 (2.13%)
京都府 (1)
京都府: 1 (2.13%)
佐賀県 (1)
佐賀県: 1 (2.13%)
兵庫県 (1)
兵庫県: 1 (2.13%)
北海道 (1)
北海道: 1 (2.13%)
千葉県 (1)
千葉県: 1 (2.13%)
(Others) (41)
(Others): 41 (87.23%)
Not NA: 100.00% |
| NA0 (0.00%) |
| Unique Values47 |
| Min Length3 |
| Max Length4 |
2020-01-13
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min100 |
| Max100 |
| Median100 |
| Average100 |
| Std Dev0.00 |
2020-01-14
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min85.5 |
| Max124.98 |
| Median99.53 |
| Average100.75 |
| Std Dev8.34 |
2020-01-15
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min88.48 |
| Max125.13 |
| Median101.86 |
| Average104.02 |
| Std Dev7.73 |
2020-01-16
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min91.31 |
| Max144.64 |
| Median113.44 |
| Average114.93 |
| Std Dev13.03 |
2020-01-17
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min107 |
| Max229 |
| Median151.3 |
| Average152.5 |
| Std Dev23.05 |
2020-01-18
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min125.6 |
| Max209.3 |
| Median164.9 |
| Average163.1 |
| Std Dev17.72 |
2020-01-19
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min96.66 |
| Max121.64 |
| Median107.71 |
| Average108.11 |
| Std Dev5.95 |
2020-01-20
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min89.48 |
| Max137.53 |
| Median105.59 |
| Average106.78 |
| Std Dev10.50 |
2020-01-21
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min91.69 |
| Max132.74 |
| Median104.67 |
| Average107.87 |
| Std Dev10.59 |
2020-01-22
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min82.97 |
| Max129.67 |
| Median102.34 |
| Average102.68 |
| Std Dev11.28 |
2020-01-23
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min94.51 |
| Max146.42 |
| Median110.7 |
| Average112.32 |
| Std Dev9.93 |
2020-01-24
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min121.3 |
| Max227.4 |
| Median157.8 |
| Average157.3 |
| Std Dev17.11 |
2020-01-25
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min125.5 |
| Max242.1 |
| Median163.1 |
| Average164.3 |
| Std Dev21.79 |
2020-01-26
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min83.83 |
| Max143.96 |
| Median102.7 |
| Average105.24 |
| Std Dev11.19 |
2020-01-27
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min71.6 |
| Max145.7 |
| Median101.2 |
| Average102 |
| Std Dev14.38 |
2020-01-28
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min86.97 |
| Max150.49 |
| Median105.85 |
| Average108.4 |
| Std Dev12.83 |
2020-01-29
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min90.45 |
| Max187.51 |
| Median109.74 |
| Average112.31 |
| Std Dev16.32 |
2020-01-30
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min84.71 |
| Max147.15 |
| Median110.38 |
| Average112.61 |
| Std Dev11.63 |
2020-01-31
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min106.1 |
| Max218.4 |
| Median152.8 |
| Average153.4 |
| Std Dev19.75 |
2020-02-01
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min123.3 |
| Max275 |
| Median161.2 |
| Average163.5 |
| Std Dev29.21 |
2020-02-02
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min96.9 |
| Max183.9 |
| Median117.7 |
| Average119.8 |
| Std Dev15.13 |
2020-02-03
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min101.1 |
| Max187.2 |
| Median118.7 |
| Average122 |
| Std Dev16.53 |
2020-02-04
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min94.4 |
| Max195.5 |
| Median116.8 |
| Average121.4 |
| Std Dev18.01 |
2020-02-05
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min90.32 |
| Max173.4 |
| Median117.05 |
| Average118.9 |
| Std Dev17.08 |
2020-02-06
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min96.63 |
| Max168.93 |
| Median119.13 |
| Average122.84 |
| Std Dev16.90 |
2020-02-07
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min122.1 |
| Max264.2 |
| Median154.9 |
| Average158.1 |
| Std Dev24.85 |
2020-02-08
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min132.7 |
| Max333.7 |
| Median180.8 |
| Average186.7 |
| Std Dev37.52 |
2020-02-09
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min106.6 |
| Max207.6 |
| Median129.2 |
| Average134.8 |
| Std Dev19.83 |
2020-02-10
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min118.9 |
| Max226.9 |
| Median148.1 |
| Average151 |
| Std Dev20.06 |
2020-02-11
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min96.54 |
| Max185.39 |
| Median123.15 |
| Average128.21 |
| Std Dev15.96 |
2020-02-12
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min94.1 |
| Max190.4 |
| Median127 |
| Average129.7 |
| Std Dev17.68 |
2020-02-13
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min92.24 |
| Max179.91 |
| Median131.06 |
| Average134.28 |
| Std Dev18.75 |
2020-02-14
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min124.2 |
| Max219.7 |
| Median163.3 |
| Average164 |
| Std Dev22.97 |
2020-02-15
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min108.5 |
| Max233.9 |
| Median152.6 |
| Average156.7 |
| Std Dev29.67 |
2020-02-16
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min93.47 |
| Max171.95 |
| Median124.6 |
| Average126.44 |
| Std Dev14.03 |
2020-02-17
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min92.37 |
| Max181.67 |
| Median126.01 |
| Average128.05 |
| Std Dev17.41 |
2020-02-18
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min100.8 |
| Max194.2 |
| Median130.4 |
| Average132.8 |
| Std Dev18.46 |
2020-02-19
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min103 |
| Max188.4 |
| Median132.4 |
| Average133.8 |
| Std Dev18.29 |
2020-02-20
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min105.3 |
| Max184.3 |
| Median134.9 |
| Average138.9 |
| Std Dev18.82 |
2020-02-21
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min100.8 |
| Max228.9 |
| Median165.5 |
| Average163.2 |
| Std Dev27.56 |
2020-02-22
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min121.8 |
| Max290.6 |
| Median188.8 |
| Average194.7 |
| Std Dev39.94 |
2020-02-23
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min114.4 |
| Max261.4 |
| Median172.5 |
| Average177.1 |
| Std Dev35.86 |
2020-02-24
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min105.1 |
| Max217.5 |
| Median141.8 |
| Average146.7 |
| Std Dev27.88 |
2020-02-25
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min92.4 |
| Max192.9 |
| Median131.6 |
| Average132.6 |
| Std Dev23.51 |
2020-02-26
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min94.78 |
| Max184.43 |
| Median126.42 |
| Average128.14 |
| Std Dev20.84 |
2020-02-27
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min88.67 |
| Max162.02 |
| Median119.96 |
| Average120.49 |
| Std Dev17.48 |
2020-02-28
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min73.84 |
| Max169.4 |
| Median126.5 |
| Average124.65 |
| Std Dev19.12 |
2020-02-29
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min61.64 |
| Max183 |
| Median137.78 |
| Average135.58 |
| Std Dev20.41 |
2020-03-01
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min70.56 |
| Max159.5 |
| Median127.95 |
| Average127.39 |
| Std Dev21.10 |
2020-03-02
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min75.68 |
| Max188.03 |
| Median139.24 |
| Average137.67 |
| Std Dev21.68 |
2020-03-03
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min77.32 |
| Max173.39 |
| Median132.03 |
| Average129.16 |
| Std Dev23.72 |
2020-03-04
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min68.22 |
| Max176.53 |
| Median132.71 |
| Average132.6 |
| Std Dev20.78 |
2020-03-05
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min71.51 |
| Max180.81 |
| Median140.2 |
| Average140.32 |
| Std Dev21.34 |
2020-03-06
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min77.22 |
| Max195.95 |
| Median143.73 |
| Average143.02 |
| Std Dev21.41 |
2020-03-07
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min72.69 |
| Max183.37 |
| Median137.14 |
| Average134.48 |
| Std Dev27.38 |
2020-03-08
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min78.44 |
| Max203.63 |
| Median149.08 |
| Average148.49 |
| Std Dev25.49 |
2020-03-09
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min77.31 |
| Max206.79 |
| Median137.01 |
| Average134.74 |
| Std Dev24.96 |
2020-03-10
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min75.68 |
| Max198.48 |
| Median154.29 |
| Average154.39 |
| Std Dev24.97 |
2020-03-11
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min83.94 |
| Max228.41 |
| Median166.1 |
| Average166.86 |
| Std Dev29.62 |
2020-03-12
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min80.16 |
| Max204.77 |
| Median164.08 |
| Average157.45 |
| Std Dev23.38 |
2020-03-13
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min83.67 |
| Max189.29 |
| Median145.21 |
| Average144.39 |
| Std Dev27.11 |
2020-03-14
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min84.32 |
| Max194.58 |
| Median156.47 |
| Average153.78 |
| Std Dev22.60 |
2020-03-15
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min83.92 |
| Max194.03 |
| Median143.15 |
| Average145.49 |
| Std Dev22.05 |
2020-03-16
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min89.69 |
| Max250.38 |
| Median161.14 |
| Average160.54 |
| Std Dev28.22 |
2020-03-17
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min96.16 |
| Max256.77 |
| Median170.26 |
| Average166.15 |
| Std Dev27.30 |
2020-03-18
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min97.43 |
| Max246.75 |
| Median169.75 |
| Average169.19 |
| Std Dev28.49 |
2020-03-19
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min90.95 |
| Max217.88 |
| Median168.8 |
| Average167.94 |
| Std Dev26.01 |
2020-03-20
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min99.63 |
| Max267.56 |
| Median179.29 |
| Average183.67 |
| Std Dev32.63 |
2020-03-21
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min98.79 |
| Max219.34 |
| Median167.2 |
| Average166.53 |
| Std Dev24.63 |
2020-03-22
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min94.37 |
| Max226.87 |
| Median167.62 |
| Average164.84 |
| Std Dev25.18 |
2020-03-23
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min91.37 |
| Max227.1 |
| Median165.18 |
| Average164.91 |
| Std Dev26.07 |
2020-03-24
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min106.2 |
| Max252.2 |
| Median176.7 |
| Average174.3 |
| Std Dev28.39 |
2020-03-25
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min109.1 |
| Max257.6 |
| Median172.4 |
| Average172.8 |
| Std Dev28.22 |
2020-03-26
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min105 |
| Max207.1 |
| Median148.9 |
| Average151.3 |
| Std Dev24.25 |
2020-03-27
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min76.62 |
| Max215.52 |
| Median147.6 |
| Average143.42 |
| Std Dev25.98 |
2020-03-28
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min39.56 |
| Max202.96 |
| Median139.87 |
| Average139.56 |
| Std Dev37.94 |
2020-03-29
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min71.29 |
| Max228.31 |
| Median145.39 |
| Average149.84 |
| Std Dev31.58 |
2020-03-30
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min76.4 |
| Max211.8 |
| Median143.8 |
| Average146.9 |
| Std Dev30.15 |
2020-03-31
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min66.71 |
| Max187.83 |
| Median136.63 |
| Average132.83 |
| Std Dev26.24 |
2020-04-01
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min70.03 |
| Max206.32 |
| Median139.65 |
| Average139 |
| Std Dev29.82 |
2020-04-02
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min72.94 |
| Max199.28 |
| Median138.67 |
| Average141.26 |
| Std Dev28.23 |
2020-04-03
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min73.92 |
| Max194.34 |
| Median138.64 |
| Average137.9 |
| Std Dev26.92 |
2020-04-04
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min53.77 |
| Max193.16 |
| Median127.42 |
| Average122.78 |
| Std Dev27.52 |
2020-04-05
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min63.07 |
| Max174.1 |
| Median125.44 |
| Average124.45 |
| Std Dev25.64 |
2020-04-06
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min60.73 |
| Max204.58 |
| Median124.89 |
| Average124.31 |
| Std Dev30.75 |
2020-04-07
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min55.64 |
| Max182.85 |
| Median123.9 |
| Average120.49 |
| Std Dev30.07 |
2020-04-08
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min53.91 |
| Max163.62 |
| Median111.43 |
| Average110.52 |
| Std Dev26.19 |
2020-04-09
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min49.08 |
| Max186.25 |
| Median104.45 |
| Average103.89 |
| Std Dev24.58 |
2020-04-10
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min49.35 |
| Max163.93 |
| Median104.92 |
| Average103.25 |
| Std Dev23.72 |
2020-04-11
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min32.61 |
| Max139.44 |
| Median83.16 |
| Average80.39 |
| Std Dev22.29 |
2020-04-12
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min29.88 |
| Max127.42 |
| Median72.26 |
| Average74.02 |
| Std Dev21.74 |
2020-04-13
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min42.4 |
| Max148.78 |
| Median90.22 |
| Average90.63 |
| Std Dev21.43 |
2020-04-14
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min47.39 |
| Max133.55 |
| Median99.21 |
| Average96.66 |
| Std Dev19.34 |
2020-04-15
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min47.21 |
| Max148.78 |
| Median95.27 |
| Average94.29 |
| Std Dev20.28 |
2020-04-16
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min40.73 |
| Max157.5 |
| Median84.52 |
| Average85.61 |
| Std Dev20.27 |
2020-04-17
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min31.16 |
| Max113.88 |
| Median70.67 |
| Average71.26 |
| Std Dev20.80 |
2020-04-18
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min38.16 |
| Max125.06 |
| Median80.71 |
| Average80.74 |
| Std Dev17.59 |
2020-04-19
Numeric
Not NA: 100.00% |
| NA0 (0.00%) |
| Min31.94 |
| Max103.68 |
| Median73.07 |
| Average72.15 |
| Std Dev14.87 |
356 Columns 47 Rows
The preview data is not shown because the data was published by an older version of Exploratory Desktop.
356 Columns 47 Rows
# Set libPaths.
.libPaths("/Users/takato/.exploratory/R/4.4")
# Load required packages.
library(janitor)
library(lubridate)
library(hms)
library(tidyr)
library(stringr)
library(readr)
library(cpp11)
library(forcats)
library(RcppRoll)
library(dplyr)
library(tibble)
library(bit64)
library(zipangu)
library(exploratory)
library(crayon)
# Steps to produce the output
exploratory::read_parquet_file("/Users/takato/.exploratory/projects/Excel_series_Cwe6Nfl4/data/jDV9fbB7.parquet") %>%
exploratory::clean_data_frame()Updated the column descriptions successfully.
Failed to connect to the server. Please contactsupport@exploratory.io.
Description
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Data Dictionary
Column Name
Description
国
都道府県
2020-01-13
2020-01-14
2020-01-15
2020-01-16
2020-01-17
2020-01-18
2020-01-19
2020-01-20
2020-01-21
2020-01-22
2020-01-23
2020-01-24
2020-01-25
2020-01-26
2020-01-27
2020-01-28
2020-01-29
2020-01-30
2020-01-31
2020-02-01
2020-02-02
2020-02-03
2020-02-04
2020-02-05
2020-02-06
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jDV9fbB7.parquet
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/Users/takato/.exploratory/projects/Excel_series_Cwe6Nfl4/data