Starting with Data
Last updated on 2024-12-03 | Edit this page
Estimated time: 40 minutes
Overview
Questions
- What is a data.frame?
- How can I read a complete csv file into R?
- How can I get basic summary information about my dataset?
Objectives
- Describe what a data frame is.
- Load external data from a .csv file into a data frame.
- Summarize the contents of a data frame.
- Subset and extract values from data frames.
What are data frames and tibbles?
Data frames are the de facto data structure for tabular data
in R, and what we use for data processing, statistics, and
plotting.
A data frame is the representation of data in the format of a table where the columns are vectors that all have the same length. Data frames are analogous to the more familiar spreadsheet in programs such as Excel, with one key difference. Because columns are vectors, each column must contain a single type of data (e.g., characters, integers, factors). For example, here is a figure depicting a data frame comprising a numeric, a character, and a logical vector.
{alt
= ‘A 3 by 3 data frame with columns showing numeric, character and
logical values.’}
As shown in the previous lesson data frames can be created by hand,
but most commonly they are generated by functions eg.
read_csv() or read_table() - in other words,
by importing spreadsheets from your hard drive (or the web). We will now
demonstrate how to import tabular data using
read_csv().
Presentation of the movieSerie dataset
The data set we will import is movieSerie.csv. It is list of movies and series from IMDB and the movie database. Each row holds information for a single movie or serie, and the columns represent:
| column_name | description |
|---|---|
| id | Added to provide a unique Id for each observation. |
| title | The title of the movie or serie |
| type | Wether the row represents a movie or a serie |
| description | A short description of the movie or serie |
| genre | What genre the movie or serie is |
| release_year | When the movie or serie was released |
| age_certification | What age is the movie or serie appropriate for |
| runtime | How long the movie or serie is |
| seasons | How many seasons there are in a serie |
| imdb_id | A unique Id from the IMDB database |
| imdb_score | The score of the movie or serie in the IMDB database |
| imdb_votes | The number of votes in the IMDB database |
| tmdb_popularity | The popularity of the movie or serie in the movie database |
| tmdb_score | The score of the movie or serie in the movie database |
Importing data
You are going load the data in R’s memory using the function
read_csv() from the readr
package, which is part of the tidyverse;
learn more about the tidyverse collection of packages here.
readr gets installed as part as the
tidyverse installation. When you load the
tidyverse
(library(tidyverse)), the core packages (the packages used
in most data analyses) get loaded, including
readr.
Callout
##read.csv() vs. read_csv()
If you were to type in the code above, it is likely that the
read.csv() function would appear in the automatically
populated list of functions. This function is different from the
read_csv() function, as it is included in the “base”
packages that come pre-installed with R. Overall,
read.csv() behaves similar to read_csv(), with
a few notable differences. First, read.csv() coerces column
names with spaces and/or special characters to different names
(e.g. interview date becomes interview.date).
Second, read.csv() stores data as a
data.frame, where read_csv() stores data as a
tibble. We prefer tibbles because they have nice printing
properties among other desirable qualities. Read more about tibbles
here.
Before we can use the read_csv() we need to load the
tidyverse package.
R
library(tidyverse)
After this we can read in the data set.
R
movieSerie <- read_csv("data/movieSerie.csv", na = c("NA", "NULL"))
Note
read_csv() assumes that fields are delimited by commas.
However, in several countries, the comma is used as a decimal separator
and the semicolon (;) is used as a field delimiter. If you want to read
in this type of files in R, you can use the read_csv2
function. It behaves exactly like read_csv but uses
different parameters for the decimal and the field separators. If you
are working with another format, they can be both specified by the user.
Check out the help for read_csv() by typing
?read_csv to learn more. There is also the
read_tsv() for tab-separated data files, and
read_delim() allows you to specify more details about the
structure of your file.
The first argument read_csv takes is the path to til
file. The specific path is dependent on the specific setup. If you have
followed the recommendations for structuring your project-folder, it
should be the above command.
If you recall, a dataset can include missing values. They can be
represented in different ways, so the secsecond argument tell R to
automatically convert all the “NULL” or “NA” entries in the dataset into
NA.
By using <- we assign the dataset to the object
movieSerie. Because we assign the data frame to an object
no outpu is created. If we want to check that our data has been loaded,
we can see the content of the data frame by typing its name:
movieSerie in the console.
R
movieSerie
## Try also
## view(movieSerie)
## head(movieSerie)
OUTPUT
# A tibble: 5,850 × 14
id title type genre description release_year age_certification runtime
<chr> <chr> <chr> <chr> <chr> <dbl> <chr> <dbl>
1 ts300399 Five… SHOW docu… "This coll… 1945 "TV-MA" 51
2 tm84618 Taxi… MOVIE drama "A mentall… 1976 "R" 114
3 tm154986 Deli… MOVIE drama "Intent on… 1972 "R" 109
4 tm127384 Mont… MOVIE fant… "King Arth… 1975 "PG" 91
5 tm120801 The … MOVIE war "12 Americ… 1967 "" 150
6 ts22164 Mont… SHOW come… "A British… 1969 "TV-14" 30
7 tm70993 Life… MOVIE come… "Brian Coh… 1979 "R" 94
8 tm14873 Dirt… MOVIE thri… "When a ma… 1971 "R" 102
9 tm119281 Bonn… MOVIE crime "In the 19… 1967 "R" 110
10 tm98978 The … MOVIE roma… "Two small… 1980 "R" 104
# ℹ 5,840 more rows
# ℹ 6 more variables: seasons <dbl>, imdb_id <chr>, imdb_score <dbl>,
# imdb_votes <dbl>, tmdb_popularity <dbl>, tmdb_score <dbl>Note that read_csv() actually loads the data as a
tibble. A tibble is an extension of R data frames used by
the tidyverse. When the data is read using
read_csv(), it is stored in an object of class
tbl_df, tbl, and data.frame. You
can see the class of an object with
R
class(movieSerie)
OUTPUT
[1] "spec_tbl_df" "tbl_df" "tbl" "data.frame" As a tibble, the type of data included in each column is
listed in an abbreviated fashion below the column names. For instance,
here runtime is a column of floating point numbers
(abbreviated <dbl> for the word ‘double’), and
title is a column of characters
(<chr>).
Inspecting data frames
When calling a tbl_df object (like
movieSerie here), there is already a lot of information
about our data frame being displayed such as the number of rows, the
number of columns, the names of the columns, and as we just saw the
class of data stored in each column. However, there are functions to
extract this information from data frames. Here is a non-exhaustive list
of some of these functions. Let’s try them out!
Size:
-
dim(movieSerie)- returns a vector with the number of rows as the first element, and the number of columns as the second element (the dimensions of the object) -
nrow(movieSerie)- returns the number of rows -
ncol(movieSerie)- returns the number of columns
Content:
-
head(movieSerie)- shows the first 6 rows -
tail(movieSerie)- shows the last 6 rows
Names:
-
names(movieSerie)- returns the column names (synonym ofcolnames()fordata.frameobjects)
Summary:
-
str(movieSerie)- structure of the object and information about the class, length and content of each column -
summary(movieSerie)- summary statistics for each column -
glimpse(movieSerie)- returns the number of columns and rows of the tibble, the names and class of each column, and previews as many values will fit on the screen. Unlike the other inspecting functions listed above,glimpse()is not a “base R” function so you need to have thedplyrortibblepackages loaded to be able to execute it.
Note: most of these functions are “generic.” They can be used on other types of objects besides data frames or tibbles.
Indexing and subsetting data frames
Our movieSerie data frame has rows and columns (it has 2
dimensions). In practice, we may not need the entire data frame; for
instance, we may only be interested in a subset of the observations (the
rows) or a particular set of variables (the columns) - just as we did
with vectors in 1 dimension. If we want to extract some specific data
from it, we need to specify the “coordinates” we want from it. Row
numbers come first, followed by column numbers.
R
## first element in the first column of the tibble
movieSerie[1, 1]
OUTPUT
# A tibble: 1 × 1
id
<chr>
1 ts300399R
## first element in the 6th column of the tibble
movieSerie[1, 6]
OUTPUT
# A tibble: 1 × 1
release_year
<dbl>
1 1945R
## first column of the tibble (as a vector)
movieSerie[[1]]
OUTPUT
[1] "ts300399" "tm84618" "tm154986" "tm127384" "tm120801" "ts22164"
[7] "tm70993" "tm14873" "tm119281" "tm98978" "tm44204" "tm67378"
[13] "tm69997" "tm16479" "tm135083" "tm89386" "tm156453" "tm14350"
[19] "tm81728" "tm94651" "tm27298" "tm100027" "tm19608" "tm204541"
[25] "tm259855" "tm356209" "ts45948" "tm200475" "tm90896" "tm336403"
[31] "tm107372" "tm358653" "tm259684" "tm403346" "tm16812" "ts20681"
[37] "tm155787" "tm22327" "tm180542" "tm138875" "tm2386" "tm133087"
[43] "tm177480" "tm54450" "ts22082" "ts21715" "ts20678" "tm145608"
[49] "ts25028" "tm147710" "tm142895" "tm20712" "tm117580" "ts23753"
[55] "tm130586" "ts987" "tm721687" "tm40103" "tm125985" "ts2760"
[61] "tm21953" "tm126769" "tm152839" "tm49037" "tm62924" "tm52815"
[67] "tm159912" "tm133914" "tm38736" "tm51083" "tm137013" "tm157603"
[73] "tm258072" "tm114356" "tm157853" "tm132164" "tm446654" "tm348735"
[79] "tm151332" "tm342996" "tm24110" "tm371359" "tm55091" "ts63001"
[85] "tm311264" "tm411457" "tm172482" "tm419052" "tm47673" "tm52274"
[91] "tm147829" "ts20981" "tm107744" "ts22176" "tm15897" "ts21223"
[97] "tm191013" "tm122434" "tm25947" "tm43808" "ts20339" "ts5145"
[103] "tm191110" "ts34435" "tm192037" "tm27395" "tm113513" "ts20983"
[109] "tm192405" "tm116655" "ts21567" "tm116488" "tm11556" "tm56574"
[115] "ts20960" "tm53991" "tm49178" "ts25252" "tm191989" "ts22193"
[121] "ts22489" "ts21034" "tm121879" "tm44402" "tm187187" "ts16919"
[127] "tm6859" "tm118238" "tm111163" "tm190835" "tm192769" "tm187791"
[133] "tm113576" "tm65686" "ts8570" "tm191387" "ts27693" "tm19494"
[139] "tm191772" "tm12499" "tm186589" "tm189764" "tm10739" "tm1822"
[145] "tm55369" "ts251477" "tm192431" "ts22286" "tm192199" "ts11397"
[151] "tm56033" "ts21581" "tm117488" "tm190811" "tm191431" "tm10811"
[157] "tm49839" "ts20918" "ts21693" "ts20939" "ts21684" "ts22080"
[163] "tm67635" "tm320211" "tm7073" "ts28516" "tm117873" "tm55100"
[169] "tm64817" "ts22039" "tm188606" "tm41525" "tm189171" "tm63514"
[175] "tm21911" "tm188970" "tm12876" "ts224786" "tm62176" "tm52871"
[181] "tm8687" "tm104933" "tm184326" "tm62385" "tm191614" "tm110766"
[187] "tm9898" "tm47530" "tm57169" "tm192301" "tm58893" "tm110160"
[193] "tm118438" "tm424630" "tm27601" "tm203186" "tm128073" "tm7951"
[199] "tm7135" "tm52083" "tm340430" "tm7032" "tm256669" "tm64729"
[205] "tm184224" "tm25389" "tm34391" "tm44776" "tm334788" "tm117840"
[211] "tm42397" "tm314602" "tm255589" "tm7810" "tm210754" "tm449775"
[217] "ts4" "ts20371" "ts9" "ts21465" "tm74402" "tm91952"
[223] "ts288536" "ts12724" "ts6644" "ts8308" "tm111828" "ts21469"
[229] "ts17156" "ts22011" "ts26091" "tm150112" "ts22337" "ts3371"
[235] "tm80906" "ts20604" "ts20573" "tm92641" "ts22099" "tm27911"
[241] "ts21464" "tm88465" "tm172683" "ts11313" "ts21247" "ts20305"
[247] "tm42877" "tm39030" "ts21511" "tm997728" "ts17942" "tm89677"
[253] "tm78592" "tm105329" "ts30311" "tm139658" "tm26327" "tm95477"
[259] "tm154187" "ts22267" "tm133767" "ts2230" "tm45454" "tm26897"
[265] "tm133374" "tm195620" "tm136808" "tm70807" "ts19036" "tm93055"
[271] "tm85811" "ts22456" "tm101914" "tm131038" "tm58382" "tm35463"
[277] "tm30603" "ts22018" "tm20959" "tm136308" "tm29737" "tm148270"
[283] "tm89036" "tm46436" "ts21197" "ts21544" "tm150260" "ts31263"
[289] "ts30313" "tm79895" "ts12787" "tm116324" "tm39828" "tm23935"
[295] "tm78067" "tm95252" "tm32919" "tm169949" "tm30205" "tm40009"
[301] "tm141390" "ts35155" "tm94606" "ts15986" "tm102337" "ts22318"
[307] "tm159901" "tm74780" "ts30356" "ts32186" "tm24088" "tm111600"
[313] "tm88045" "tm78919" "tm173066" "tm118637" "tm142564" "tm57190"
[319] "ts21706" "tm137362" "ts24028" "tm148379" "tm137342" "tm90864"
[325] "ts21740" "tm32144" "tm141707" "tm150214" "tm81030" "ts687"
[331] "tm147211" "ts31514" "ts33559" "tm78671" "ts26322" "ts12815"
[337] "tm27268" "tm86189" "tm700" "tm101249" "tm161263" "tm81270"
[343] "tm89684" "tm165593" "tm112381" "tm39487" "ts23752" "tm43399"
[349] "ts21421" "ts22005" "ts20398" "tm186461" "tm29555" "tm103095"
[355] "tm97070" "tm101334" "tm183963" "tm76428" "tm77649" "tm86924"
[361] "ts98340" "tm26638" "tm78189" "ts20544" "ts23835" "tm104880"
[367] "ts30288" "ts38159" "tm22294" "tm100015" "ts25765" "ts21688"
[373] "tm83786" "tm130574" "tm114476" "ts20535" "ts1893" "tm118462"
[379] "ts12701" "ts121176" "tm86995" "ts20526" "ts23808" "tm97544"
[385] "ts31593" "ts27459" "ts3666" "tm53999" "tm164557" "tm80059"
[391] "tm135451" "tm71558" "tm134235" "tm160800" "tm22342" "ts42914"
[397] "tm22636" "ts21967" "tm85549" "tm100688" "tm22493" "ts14102"
[403] "tm103732" "tm73058" "tm138497" "ts20358" "tm36475" "tm144345"
[409] "tm76835" "tm38896" "tm86051" "ts74931" "tm29269" "ts17028"
[415] "tm91046" "tm75022" "tm41508" "ts67595" "tm49405" "tm82765"
[421] "tm33981" "ts52849" "tm95238" "tm32885" "ts72322" "ts63295"
[427] "ts23319" "ts21695" "tm72587" "tm99776" "tm83175" "tm139349"
[433] "tm59880" "ts56589" "tm61056" "tm129763" "ts21664" "tm44378"
[439] "tm25842" "tm34846" "tm71119" "tm170873" "tm22540" "tm96037"
[445] "tm110923" "tm168869" "ts37200" "tm147686" "tm93612" "tm36164"
[451] "tm30170" "tm29731" "tm147494" "tm44530" "tm89936" "ts98353"
[457] "ts44663" "tm81461" "tm155761" "tm48083" "tm84348" "tm175687"
[463] "tm33067" "tm70222" "tm105278" "tm352243" "ts98316" "tm82718"
[469] "tm98975" "ts98252" "tm101609" "tm418157" "tm39557" "tm150521"
[475] "tm30289" "tm141117" "tm80339" "tm33729" "tm93004" "ts13411"
[481] "ts1464" "tm145243" "tm34524" "tm111226" "tm23441" "tm166293"
[487] "tm24576" "tm92977" "tm77348" "ts34414" "ts29199" "tm91323"
[493] "tm88366" "tm156575" "tm164389" "tm37945" "tm106625" "tm65142"
[499] "tm99450" "tm149209" "tm23977" "tm160596" "tm129971" "tm56428"
[505] "ts18653" "tm177687" "tm77863" "tm80455" "tm184732" "tm89764"
[511] "ts4866" "tm134407" "tm103133" "tm54147" "ts137477" "ts19384"
[517] "tm101684" "tm152724" "ts204466" "tm96168" "tm146887" "tm138902"
[523] "tm165809" "tm31335" "tm43179" "tm170169" "tm84316" "tm112235"
[529] "tm368679" "ts74928" "tm148041" "tm176297" "tm68191" "tm352863"
[535] "tm25029" "ts40702" "tm237621" "tm22989" "tm35652" "tm80487"
[541] "tm44634" "tm22558" "tm52352" "tm104349" "tm85243" "tm36636"
[547] "tm226362" "tm145690" "tm31564" "tm41953" "tm98475" "tm95434"
[553] "ts44053" "tm96595" "tm87909" "ts4924" "ts178360" "ts56595"
[559] "tm154802" "tm51493" "tm97982" "tm52176" "tm102848" "tm114504"
[565] "ts160526" "tm340006" "tm154375" "tm134140" "tm27484" "tm81864"
[571] "tm241875" "tm29028" "tm164591" "tm130301" "tm712151" "ts12444"
[577] "tm91176" "ts95855" "tm143510" "tm308960" "tm144835" "tm135795"
[583] "tm34924" "tm49865" "ts39604" "tm598375" "tm96052" "tm62369"
[589] "tm32915" "ts1413" "tm254052" "tm91125" "ts8614" "tm100106"
[595] "ts188031" "tm85689" "ts25707" "tm38454" "tm57586" "ts23797"
[601] "tm76029" "tm42831" "ts70843" "tm216753" "tm168751" "tm101540"
[607] "tm142153" "tm92671" "tm88343" "ts23353" "tm628693" "tm155774"
[613] "tm46867" "tm95507" "tm75544" "tm144263" "tm21155" "tm85369"
[619] "ts126804" "tm341561" "tm140653" "tm311516" "ts29581" "tm152413"
[625] "ts82583" "tm130999" "tm28024" "tm1077037" "tm85563" "ts124246"
[631] "tm254745" "tm76399" "ts86241" "tm481594" "ts82592" "tm639940"
[637] "tm404676" "tm89054" "tm252951" "tm87672" "ts20660" "tm68272"
[643] "tm61801" "tm44730" "ts21095" "tm39888" "tm166978" "ts20564"
[649] "ts8175" "ts278" "tm170442" "tm41792" "ts21580" "ts32835"
[655] "ts21599" "tm32982" "tm60292" "ts27680" "ts20433" "tm171885"
[661] "tm158304" "ts17598" "ts20458" "ts20429" "ts20457" "tm178201"
[667] "tm36237" "tm40319" "ts6506" "ts9794" "ts33338" "tm39896"
[673] "tm74848" "ts27468" "ts20500" "tm168921" "tm160132" "tm49592"
[679] "tm167232" "tm38980" "ts20556" "tm69926" "tm60844" "ts9246"
[685] "ts27835" "ts20648" "ts18551" "tm62210" "tm106278" "tm182586"
[691] "ts36647" "ts81858" "ts34740" "tm176507" "ts21081" "ts27586"
[697] "ts19779" "ts22249" "tm178395" "tm173195" "tm69386" "tm174683"
[703] "tm72845" "ts34921" "tm170758" "tm174256" "tm56296" "tm160371"
[709] "tm183547" "ts34737" "tm59590" "ts34151" "tm161904" "tm44165"
[715] "tm53034" "ts32460" "ts26776" "tm164353" "ts39093" "ts33349"
[721] "tm38064" "tm182125" "ts55532" "tm57436" "tm72251" "tm53625"
[727] "ts191698" "ts45996" "tm160361" "tm34331" "tm183039" "ts35426"
[733] "ts58528" "tm177258" "tm174190" "tm68436" "tm65765" "tm179451"
[739] "tm177044" "tm49451" "tm1096916" "tm176128" "tm67444" "tm183176"
[745] "tm40860" "tm35700" "tm170395" "tm169053" "tm53395" "tm183037"
[751] "tm177958" "ts6879" "tm178106" "tm57610" "tm169354" "tm176111"
[757] "tm59372" "tm161804" "tm159593" "ts39112" "tm44615" "tm54780"
[763] "ts167724" "ts99814" "tm175909" "ts158608" "tm57382" "tm59289"
[769] "tm47171" "tm165712" "tm48239" "tm160021" "tm54371" "tm172883"
[775] "tm174518" "tm70528" "tm74031" "tm181856" "tm38013" "tm42306"
[781] "ts32561" "tm39606" "tm167241" "ts37864" "tm71992" "tm31948"
[787] "tm166810" "tm37573" "tm69915" "tm164090" "tm37175" "tm66725"
[793] "tm166740" "tm200838" "ts44064" "tm169128" "tm172353" "tm34746"
[799] "tm29400" "tm53360" "tm180532" "tm34142" "ts27875" "tm162592"
[805] "ts41114" "tm70652" "tm339197" "tm172211" "tm1077038" "tm57256"
[811] "tm529723" "ts128422" "tm53829" "tm51412" "tm38331" "tm481620"
[817] "tm30278" "tm165932" "tm63368" "tm161632" "tm182026" "tm235979"
[823] "tm946846" "tm181366" "tm60213" "tm481509" "tm159623" "ts60663"
[829] "tm34646" "ts39465" "ts69208" "tm224577" "tm172504" "ts20110"
[835] "ts20837" "ts20682" "ts20824" "ts1639" "ts20351" "ts11188"
[841] "tm140389" "ts20248" "tm150928" "tm140877" "ts8146" "tm176864"
[847] "tm151663" "ts16045" "tm145655" "tm160621" "ts20292" "tm134967"
[853] "tm183523" "ts6" "tm148147" "tm143227" "ts21374" "ts14583"
[859] "tm169719" "tm182429" "ts20261" "tm175843" "tm163686" "ts21367"
[865] "ts20108" "tm180572" "tm151807" "tm151764" "ts20823" "tm153284"
[871] "ts32218" "ts35682" "tm165967" "ts20791" "tm161525" "tm168400"
[877] "tm161282" "ts20280" "tm148671" "tm171042" "tm178712" "ts20288"
[883] "ts20281" "tm187279" "tm165521" "tm141648" "ts314002" "tm176630"
[889] "ts32060" "tm184608" "tm187979" "tm171228" "ts2727" "ts20790"
[895] "tm161029" "ts20014" "tm181270" "ts35570" "tm237143" "tm181081"
[901] "ts20336" "ts35244" "tm144121" "ts2161" "ts32271" "ts20097"
[907] "ts22383" "tm143642" "ts36836" "ts22426" "ts42168" "tm148976"
[913] "ts35282" "tm136601" "tm151716" "tm166628" "tm140342" "ts20883"
[919] "tm151447" "tm147913" "ts11794" "ts98110" "ts22445" "tm469911"
[925] "tm149038" "tm161562" "ts34066" "ts521" "tm71148" "tm156811"
[931] "ts82979" "ts33590" "tm138431" "tm144046" "ts33840" "tm171965"
[937] "tm157085" "tm185208" "tm180599" "ts58137" "tm154797" "ts20709"
[943] "ts10206" "ts154625" "ts37187" "ts53641" "tm148910" "tm182275"
[949] "tm152904" "tm172710" "tm143757" "ts35628" "ts57744" "ts58010"
[955] "tm143372" "ts21368" "tm167944" "tm187390" "tm143363" "ts88394"
[961] "ts36127" "tm458034" "ts3799" "tm171929" "tm155291" "tm180643"
[967] "tm139617" "ts16117" "tm182969" "tm215339" "tm151927" "tm139922"
[973] "tm185797" "tm174289" "tm181092" "ts20781" "tm180802" "tm183706"
[979] "tm168685" "tm199408" "tm140911" "tm148597" "ts76743" "ts83239"
[985] "tm144021" "tm148457" "ts75104" "tm148662" "ts34074" "tm181550"
[991] "tm149914" "tm145627" "tm186161" "tm183002" "ts122290" "ts75833"
[997] "tm158302" "tm182322" "tm157062" "tm186054" "tm165504" "tm167342"
[1003] "tm35895" "tm158980" "ts67797" "tm149747" "tm159819" "tm2269"
[1009] "tm175753" "tm178513" "tm160034" "tm142630" "tm149578" "tm176481"
[1015] "tm137379" "tm360904" "tm167107" "tm158546" "tm236725" "tm151210"
[1021] "tm146657" "tm157681" "tm145791" "tm175954" "tm158436" "tm172027"
[1027] "tm209037" "tm153055" "tm155051" "tm143299" "tm348393" "tm182227"
[1033] "tm182534" "ts121189" "tm157461" "tm370685" "ts20238" "tm157609"
[1039] "tm152273" "tm202914" "tm183654" "tm147518" "tm197423" "tm145658"
[1045] "ts82860" "tm151860" "tm184511" "tm145216" "tm610571" "tm529733"
[1051] "tm169054" "tm154729" "tm187505" "tm177645" "tm155507" "tm182580"
[1057] "tm152843" "tm147405" "tm185736" "tm587320" "tm183805" "tm132675"
[1063] "tm323262" "tm181051" "tm169294" "tm147908" "tm178992" "tm250364"
[1069] "tm162259" "tm166723" "tm177224" "tm187118" "ts144527" "tm577690"
[1075] "tm200926" "tm155014" "tm159296" "tm179328" "ts32752" "tm528043"
[1081] "tm186408" "tm157783" "tm146144" "tm144541" "tm175364" "tm136036"
[1087] "tm163066" "tm188290" "tm1223427" "tm142852" "tm228574" "tm171891"
[1093] "tm250247" "tm176900" "tm158671" "tm144557" "tm528044" "tm169669"
[1099] "tm149541" "tm144451" "tm205684" "tm175577" "tm178234" "tm176553"
[1105] "tm481846" "tm138280" "tm156397" "tm159094" "tm1194608" "tm460055"
[1111] "tm157286" "ts271005" "tm179248" "tm1036195" "tm681614" "ts107543"
[1117] "tm242276" "tm159701" "tm177376" "tm150962" "ts261583" "ts8"
[1123] "ts37143" "ts38796" "ts21867" "ts41766" "ts37539" "tm232579"
[1129] "ts36577" "ts35201" "tm243100" "ts42069" "ts36885" "tm195209"
[1135] "tm239760" "tm204163" "ts36147" "ts35793" "ts53051" "tm135307"
[1141] "tm205890" "tm239727" "tm242705" "tm138905" "ts38199" "ts42062"
[1147] "ts41961" "ts35251" "ts41956" "ts38718" "ts42014" "ts53664"
[1153] "ts37866" "ts42120" "tm140391" "tm199607" "tm137869" "ts42077"
[1159] "ts52922" "ts18010" "ts36129" "ts36631" "ts36550" "ts70529"
[1165] "ts41975" "ts38734" "ts36015" "tm120609" "ts35554" "ts21981"
[1171] "tm137693" "ts35563" "ts21869" "tm137002" "ts47714" "tm206698"
[1177] "ts38710" "ts21885" "tm139841" "tm233377" "ts35253" "tm143984"
[1183] "ts41289" "tm233425" "ts38090" "ts21986" "tm120108" "tm239676"
[1189] "ts36177" "tm212927" "tm194792" "ts35775" "ts38415" "ts42687"
[1195] "ts38511" "ts38304" "ts35354" "ts42170" "tm193769" "tm138297"
[1201] "ts41906" "tm132273" "tm143085" "tm245271" "ts36046" "tm135106"
[1207] "tm196296" "ts39007" "tm209987" "ts36545" "tm219233" "ts42169"
[1213] "tm199700" "ts36856" "ts37971" "ts41490" "ts41963" "ts37464"
[1219] "tm233214" "ts52838" "ts41149" "tm136483" "ts53099" "tm134791"
[1225] "tm221740" "tm140843" "ts38204" "tm219248" "tm196125" "tm204035"
[1231] "ts82825" "tm233521" "ts42655" "tm206512" "ts36983" "ts38783"
[1237] "ts38116" "tm239743" "ts35256" "tm200126" "tm208622" "ts35362"
[1243] "ts42156" "tm244788" "ts3844" "ts41913" "tm139532" "tm253083"
[1249] "ts42119" "tm136321" "tm225308" "ts52830" "tm238722" "ts42090"
[1255] "tm136257" "tm244403" "tm200690" "ts53287" "ts37660" "tm147082"
[1261] "ts38731" "ts38809" "tm233465" "ts53249" "tm230551" "ts42137"
[1267] "ts76956" "ts38758" "ts35987" "tm228677" "tm155102" "tm220594"
[1273] "tm243121" "tm205812" "tm234586" "ts38770" "tm135543" "tm215638"
[1279] "tm239683" "ts42257" "ts52829" "tm214825" "tm242736" "ts42022"
[1285] "ts37944" "tm239707" "tm136061" "tm239733" "ts38568" "tm142881"
[1291] "ts37779" "tm232953" "tm193125" "tm244507" "tm134516" "ts52981"
[1297] "tm270504" "ts41258" "tm244880" "tm233317" "tm205333" "ts43209"
[1303] "tm233533" "ts55365" "tm138672" "tm323616" "ts119087" "ts36630"
[1309] "ts41995" "tm245378" "tm221225" "ts39017" "ts11670" "ts76079"
[1315] "tm157283" "tm211302" "ts43272" "tm253080" "ts36547" "ts56748"
[1321] "tm139194" "ts53155" "tm238748" "ts42127" "ts41883" "tm233544"
[1327] "ts42628" "ts37804" "ts56674" "ts35406" "ts41253" "ts54110"
[1333] "ts77654" "tm244134" "ts79799" "tm233616" "tm244381" "ts54028"
[1339] "ts38230" "tm238661" "ts56032" "tm244915" "ts128895" "tm219276"
[1345] "ts58068" "ts37896" "tm316731" "ts43230" "ts76092" "tm247642"
[1351] "tm240007" "ts35596" "tm138792" "tm244052" "ts42260" "tm123789"
[1357] "ts86021" "ts55559" "ts35359" "tm219173" "tm208903" "tm229542"
[1363] "tm211510" "tm205870" "ts38512" "tm238681" "ts54100" "ts35360"
[1369] "tm229140" "tm266628" "ts38757" "ts43119" "ts53106" "tm271070"
[1375] "ts38805" "tm214085" "ts75829" "ts42075" "ts42038" "tm218052"
[1381] "tm248010" "ts51368" "tm267135" "ts74753" "tm246870" "tm245235"
[1387] "tm235405" "tm218186" "tm228242" "tm244513" "ts39014" "tm232954"
[1393] "ts41948" "ts54156" "ts36740" "tm239290" "tm290444" "ts41899"
[1399] "tm225693" "tm267429" "tm272413" "ts43501" "tm138584" "ts56221"
[1405] "tm225275" "ts81483" "ts35463" "tm209950" "tm308241" "ts38764"
[1411] "tm213681" "tm139870" "tm239739" "tm246175" "ts38761" "tm195764"
[1417] "ts41154" "ts144323" "tm233561" "tm217939" "tm200454" "tm266844"
[1423] "ts74929" "tm300713" "ts38772" "tm240895" "ts52943" "tm275800"
[1429] "ts86831" "tm276430" "ts87884" "tm335263" "tm224377" "tm242755"
[1435] "ts53076" "tm241998" "ts52988" "tm208628" "ts41260" "ts42089"
[1441] "tm242646" "ts38717" "ts87465" "tm242687" "tm208713" "tm220317"
[1447] "tm421855" "ts21979" "tm267948" "ts42011" "tm219817" "tm201365"
[1453] "tm281182" "ts36741" "ts57705" "tm233843" "tm211461" "ts42347"
[1459] "tm199987" "tm232710" "tm244638" "tm451222" "tm195870" "ts83535"
[1465] "tm221883" "ts127430" "tm239635" "tm198496" "tm245102" "tm215054"
[1471] "tm271839" "tm245297" "tm266629" "ts42218" "tm220473" "tm245148"
[1477] "tm274053" "tm239762" "tm197503" "tm201906" "ts38769" "tm233344"
[1483] "tm240162" "tm211478" "ts41294" "tm244758" "tm321189" "ts41485"
[1489] "tm245722" "ts53543" "tm282915" "ts53149" "ts83224" "tm232931"
[1495] "tm227922" "ts74917" "tm272854" "tm233015" "tm139590" "tm242422"
[1501] "tm252245" "tm193211" "tm270555" "tm236999" "ts224440" "ts42155"
[1507] "tm233570" "ts55556" "tm233023" "ts41151" "tm193388" "tm234466"
[1513] "tm376111" "tm239769" "ts82582" "ts43341" "tm540757" "tm207668"
[1519] "ts54010" "tm228839" "tm233366" "tm230524" "tm233157" "tm245042"
[1525] "ts55223" "tm239947" "tm315345" "tm239774" "tm270982" "tm238829"
[1531] "tm233196" "tm246056" "tm311494" "tm244635" "tm227044" "ts75897"
[1537] "tm246579" "ts81898" "ts84398" "tm244868" "tm245155" "ts52825"
[1543] "ts54022" "tm245293" "tm456667" "tm232832" "ts51367" "tm239933"
[1549] "ts53346" "tm228657" "tm247644" "tm212968" "tm211424" "ts35505"
[1555] "ts78442" "ts43258" "tm230927" "tm244577" "tm227523" "ts82327"
[1561] "tm230426" "ts248736" "tm240728" "tm283938" "ts55966" "tm236705"
[1567] "tm244923" "tm266622" "tm134052" "tm246543" "ts53065" "tm272484"
[1573] "tm252609" "tm234064" "tm240733" "tm230478" "tm267419" "tm232930"
[1579] "tm149212" "tm243931" "tm307997" "tm235227" "tm219699" "ts285233"
[1585] "tm234136" "tm239764" "tm225675" "tm244380" "tm526163" "ts54117"
[1591] "tm244079" "tm263743" "tm246485" "tm267017" "tm224255" "ts38812"
[1597] "tm234292" "tm238717" "ts38813" "tm271974" "tm193378" "tm201855"
[1603] "ts21876" "tm232267" "tm272012" "tm217986" "tm215911" "tm327551"
[1609] "tm238486" "tm295349" "tm233648" "tm286268" "tm214589" "tm811691"
[1615] "tm375681" "tm316567" "tm218683" "tm243070" "tm247444" "tm224275"
[1621] "tm66466" "tm340927" "tm219739" "tm231911" "tm242002" "ts81027"
[1627] "tm554110" "tm211273" "tm860487" "ts83449" "tm273933" "ts83450"
[1633] "ts53017" "tm549892" "tm528287" "tm317850" "tm494288" "tm452046"
[1639] "tm207734" "ts52950" "tm244842" "ts83454" "tm350159" "tm226320"
[1645] "tm279828" "tm319354" "tm275726" "tm311456" "tm350374" "tm296203"
[1651] "tm235232" "tm234773" "tm243849" "tm257141" "tm234069" "tm278279"
[1657] "tm232947" "tm290157" "tm247396" "tm246810" "tm239078" "tm562821"
[1663] "tm282988" "tm215265" "tm211571" "tm242906" "ts253685" "tm368725"
[1669] "tm1223831" "tm203056" "tm233463" "tm313374" "tm283909" "tm235005"
[1675] "tm533845" "tm267112" "tm247767" "tm198842" "tm232855" "ts91990"
[1681] "tm421214" "tm350044" "tm424879" "ts53513" "tm245050" "tm247159"
[1687] "tm244041" "tm407961" "tm225416" "ts82475" "tm198786" "ts249161"
[1693] "ts107658" "tm232090" "tm571645" "tm350727" "tm212909" "tm233121"
[1699] "tm272666" "ts56544" "tm245791" "tm271333" "tm409220" "tm421382"
[1705] "tm1063792" "tm234735" "ts77795" "ts56683" "tm312676" "ts53864"
[1711] "tm239091" "ts55668" "tm313149" "tm244208" "ts81064" "ts81294"
[1717] "ts53023" "tm244259" "tm310953" "tm232797" "ts78801" "tm366889"
[1723] "ts42405" "tm315174" "ts56768" "ts83970" "ts79813" "tm315344"
[1729] "tm318206" "ts77398" "ts81884" "ts82584" "ts74816" "ts75151"
[1735] "ts77955" "ts58133" "ts58433" "tm266714" "tm425889" "ts42477"
[1741] "ts54102" "ts56261" "ts84785" "tm244220" "ts57465" "tm367185"
[1747] "ts57120" "ts57850" "ts74823" "ts53663" "ts75097" "ts79229"
[1753] "tm287684" "ts55982" "tm244174" "ts76243" "ts77852" "ts56969"
[1759] "tm288010" "ts39015" "ts81208" "tm300280" "tm244364" "ts58155"
[1765] "ts269185" "ts53198" "tm359978" "tm414073" "ts84328" "ts53545"
[1771] "ts58367" "ts55798" "tm412550" "tm299741" "tm239286" "tm272060"
[1777] "ts241248" "tm266666" "tm288499" "tm370212" "tm244191" "ts72247"
[1783] "ts75879" "tm350379" "ts74809" "ts55720" "tm350" "ts312241"
[1789] "tm320570" "ts52821" "tm357589" "ts82189" "tm233482" "tm320281"
[1795] "tm319818" "tm414887" "ts82849" "ts55781" "ts78305" "ts56648"
[1801] "ts42294" "tm374132" "tm280828" "ts54054" "ts77518" "ts82526"
[1807] "ts57055" "ts84574" "tm371380" "tm244197" "tm420348" "ts77563"
[1813] "ts76458" "ts77824" "ts77197" "ts78558" "ts76869" "ts84280"
[1819] "tm435086" "tm414285" "tm244206" "ts79926" "tm273294" "tm280060"
[1825] "ts76865" "tm226948" "ts83999" "tm371900" "tm271951" "tm244332"
[1831] "tm410435" "ts78430" "ts82228" "ts58025" "ts82597" "tm362881"
[1837] "ts87369" "tm221953" "tm227940" "tm311815" "ts55645" "ts81331"
[1843] "tm362098" "ts80856" "tm317542" "tm313683" "tm414220" "tm299677"
[1849] "tm244325" "tm435916" "tm433228" "tm244307" "ts80705" "ts78080"
[1855] "tm346943" "tm233362" "ts80035" "ts82560" "tm310706" "tm244233"
[1861] "tm317566" "tm422491" "tm449070" "tm315340" "tm307283" "ts84010"
[1867] "tm366567" "ts55962" "tm300615" "ts56480" "tm243326" "ts57424"
[1873] "ts56511" "tm349803" "tm323634" "tm316414" "ts80523" "tm434202"
[1879] "ts75772" "ts121489" "ts77957" "ts78452" "ts78356" "ts86296"
[1885] "tm410742" "ts79422" "ts78298" "ts88783" "tm244229" "ts56038"
[1891] "ts57439" "ts53936" "ts56481" "tm348993" "tm427308" "ts85895"
[1897] "ts82302" "tm245176" "ts82281" "ts81344" "tm240076" "ts77525"
[1903] "tm298084" "tm423436" "ts85568" "ts77474" "tm368449" "tm433381"
[1909] "tm349278" "tm363488" "tm315424" "ts57303" "tm310899" "ts56594"
[1915] "ts76313" "tm417496" "tm352588" "ts79660" "tm314477" "ts75263"
[1921] "tm368241" "tm503797" "tm244175" "tm321224" "ts90596" "tm416105"
[1927] "tm285107" "tm319882" "tm420274" "tm233294" "tm320255" "ts83745"
[1933] "ts57814" "ts85810" "tm412623" "ts84904" "tm374313" "ts41527"
[1939] "tm411311" "ts215037" "tm368040" "tm324155" "ts84533" "tm244148"
[1945] "ts55231" "tm363248" "ts57082" "tm420745" "tm217228" "ts83455"
[1951] "ts79234" "tm426274" "tm363103" "tm139885" "ts84056" "tm244317"
[1957] "tm219259" "ts86169" "ts57947" "ts113109" "ts56670" "tm370232"
[1963] "tm431347" "tm211554" "ts75164" "ts57210" "tm292837" "ts81542"
[1969] "tm351101" "tm328443" "tm367065" "tm281935" "ts79157" "ts57964"
[1975] "tm439484" "ts84930" "tm306301" "tm139545" "ts83906" "tm374454"
[1981] "ts78382" "ts80519" "tm423373" "tm349800" "ts77600" "tm284015"
[1987] "ts83540" "ts56201" "tm289181" "tm312767" "tm436470" "ts55491"
[1993] "ts84243" "ts57822" "ts79020" "ts84779" "tm411415" "ts83561"
[1999] "tm370392" "tm300184" "ts58225" "tm414962" "ts55581" "tm370436"
[2005] "ts81318" "ts56718" "ts89130" "tm307910" "ts82218" "tm321596"
[2011] "tm351214" "tm324870" "tm406111" "ts81918" "ts85686" "tm298339"
[2017] "tm245937" "tm464542" "tm356742" "tm351216" "ts83360" "tm298846"
[2023] "tm414709" "ts79045" "tm367250" "tm411507" "ts39016" "ts75749"
[2029] "ts76486" "tm327199" "tm409766" "ts79026" "ts87043" "ts55194"
[2035] "ts82892" "tm420797" "tm438502" "tm411958" "tm322243" "ts75355"
[2041] "tm305437" "ts76417" "ts57080" "ts53367" "tm312577" "tm413049"
[2047] "ts81885" "ts80617" "tm346467" "ts77787" "ts53101" "tm299790"
[2053] "tm219258" "ts85034" "tm266652" "ts82372" "ts83232" "tm244368"
[2059] "ts77799" "ts86814" "tm419733" "tm352774" "tm406881" "ts80720"
[2065] "tm317110" "ts78507" "ts90994" "tm437608" "ts85175" "tm407827"
[2071] "tm326723" "ts81757" "tm241990" "tm285356" "ts75157" "tm324820"
[2077] "ts53693" "ts85138" "ts83251" "ts55348" "tm330869" "ts83763"
[2083] "ts86682" "tm285340" "ts78217" "tm270999" "ts85659" "ts77034"
[2089] "ts224746" "tm349138" "tm448122" "ts58152" "ts83537" "ts55939"
[2095] "ts85968" "tm315584" "tm420334" "ts75620" "tm282910" "ts58175"
[2101] "tm425138" "tm307515" "tm244519" "tm347821" "ts75002" "ts82770"
[2107] "tm298779" "ts85170" "tm369179" "ts81734" "ts75981" "ts75477"
[2113] "ts83502" "tm266685" "tm409618" "tm347530" "ts57985" "ts58297"
[2119] "ts80959" "tm313974" "ts81821" "tm359103" "ts78291" "tm1883"
[2125] "ts81414" "ts76793" "ts95569" "ts78231" "ts321277" "ts83790"
[2131] "ts228255" "ts90869" "tm271959" "tm318200" "ts78590" "tm375912"
[2137] "tm407775" "ts236347" "tm436844" "tm429163" "tm308090" "ts78206"
[2143] "tm427465" "ts131579" "ts83489" "tm349529" "tm372318" "ts75341"
[2149] "tm299761" "ts57811" "ts75286" "ts57148" "ts83457" "tm348003"
[2155] "tm219252" "tm294581" "tm290831" "tm425732" "ts81526" "tm413557"
[2161] "ts85837" "tm285295" "ts88234" "tm366019" "tm350607" "tm434917"
[2167] "ts57464" "tm368538" "tm445735" "tm427293" "tm353742" "tm311898"
[2173] "tm326624" "ts56125" "ts53399" "tm443993" "ts82445" "ts80411"
[2179] "ts55232" "tm420656" "tm441198" "tm430104" "ts309731" "tm285649"
[2185] "tm313293" "tm357820" "ts86949" "tm440996" "tm260272" "ts82375"
[2191] "ts82843" "ts80479" "ts82268" "tm446424" "tm320727" "ts78246"
[2197] "ts90594" "ts84833" "ts76603" "ts87194" "tm313487" "tm357479"
[2203] "ts82631" "tm368310" "ts76753" "tm440415" "ts77755" "ts84646"
[2209] "tm300054" "tm320670" "ts81583" "tm233360" "tm443186" "tm314705"
[2215] "tm324124" "tm417440" "tm139564" "ts79997" "tm327540" "ts82424"
[2221] "tm371630" "ts53166" "ts76478" "tm344886" "ts85202" "ts36650"
[2227] "tm420989" "tm270490" "tm325102" "tm426202" "tm313988" "ts75750"
[2233] "tm404690" "ts77545" "ts75718" "tm376903" "tm359713" "ts116101"
[2239] "ts57300" "ts85967" "ts9075" "ts80313" "tm238377" "tm285171"
[2245] "tm363231" "ts79679" "ts82298" "ts84645" "ts78299" "tm424032"
[2251] "tm421776" "ts74962" "tm322569" "tm266702" "tm307776" "ts77014"
[2257] "ts82181" "tm426569" "tm414447" "tm311319" "ts54050" "ts80090"
[2263] "tm839847" "tm405849" "tm344336" "ts84799" "tm406831" "ts79086"
[2269] "tm423761" "ts82127" "tm374845" "ts78053" "tm311995" "tm366590"
[2275] "ts78031" "tm515157" "tm434727" "tm361770" "tm371952" "tm306811"
[2281] "tm425884" "tm307612" "tm366820" "tm311789" "tm244300" "ts85732"
[2287] "ts55627" "tm448479" "tm301024" "ts80059" "tm317491" "ts56933"
[2293] "tm327053" "tm419496" "ts118696" "tm410748" "ts79219" "tm299764"
[2299] "tm408941" "ts85183" "tm444469" "ts84135" "ts86067" "ts76245"
[2305] "tm412273" "tm365122" "tm309903" "tm362121" "ts56033" "ts56636"
[2311] "ts92825" "ts76509" "tm321628" "tm299504" "ts55978" "tm346939"
[2317] "ts77520" "tm326704" "tm365824" "ts85236" "tm407295" "tm357552"
[2323] "ts78789" "tm438995" "tm404475" "tm244274" "ts82867" "tm375302"
[2329] "tm376234" "ts86164" "ts74959" "tm314829" "tm327622" "ts78913"
[2335] "ts84780" "ts85822" "tm371959" "tm313120" "tm429208" "ts76949"
[2341] "ts76511" "tm362180" "ts53516" "tm372305" "tm326773" "tm407714"
[2347] "tm318641" "tm408306" "tm233485" "ts84346" "tm363329" "tm328175"
[2353] "ts90880" "tm344173" "ts57913" "tm307843" "tm441060" "ts58442"
[2359] "ts84772" "tm370628" "tm300027" "ts80030" "tm406098" "ts77405"
[2365] "tm300056" "tm355666" "ts111582" "tm244292" "ts85126" "tm313712"
[2371] "ts70631" "tm359714" "tm336712" "tm376015" "tm348010" "ts83213"
[2377] "tm238587" "tm372662" "tm438994" "ts82419" "tm279585" "tm270987"
[2383] "tm374216" "tm362074" "ts86945" "ts55484" "ts74805" "ts80042"
[2389] "tm285298" "ts80466" "ts89067" "ts78145" "tm263427" "ts77770"
[2395] "tm421335" "tm428453" "tm371741" "ts80600" "tm295177" "ts80413"
[2401] "tm299783" "ts83925" "tm313748" "ts79585" "tm444043" "ts83554"
[2407] "tm287041" "tm327652" "tm416620" "tm354644" "ts82565" "tm299730"
[2413] "tm331117" "tm417317" "tm359150" "ts79409" "tm358666" "ts119730"
[2419] "ts53264" "ts83359" "ts83071" "tm300447" "ts84484" "ts75012"
[2425] "ts80208" "tm463806" "tm350887" "tm289882" "ts255677" "tm296398"
[2431] "tm440946" "tm361743" "tm408104" "ts94470" "tm244521" "tm414676"
[2437] "tm321627" "tm307761" "tm428073" "ts83070" "tm356563" "tm365670"
[2443] "tm415875" "ts82398" "ts78353" "tm432838" "ts84977" "tm427143"
[2449] "ts82296" "ts79330" "tm346398" "tm376840" "tm367473" "ts83430"
[2455] "tm409942" "tm300440" "tm408890" "tm307950" "tm375729" "tm313424"
[2461] "tm426117" "tm244321" "tm372610" "tm409456" "tm242108" "ts95011"
[2467] "tm242765" "ts85276" "tm322210" "ts77467" "ts83814" "tm439854"
[2473] "tm340587" "ts68146" "tm266705" "tm372891" "ts78099" "tm315850"
[2479] "tm421748" "tm353046" "tm418039" "tm324588" "tm440678" "tm995893"
[2485] "tm275437" "ts268283" "ts89538" "ts89069" "tm426983" "tm440278"
[2491] "tm307774" "ts78707" "tm299396" "ts75676" "tm366972" "tm307751"
[2497] "tm367008" "tm437631" "ts80993" "tm445899" "tm236659" "tm305112"
[2503] "tm353247" "ts80057" "ts55936" "tm477838" "tm375007" "tm233484"
[2509] "tm355724" "tm496588" "ts82085" "ts81886" "ts57281" "ts81036"
[2515] "ts82875" "tm363878" "ts80410" "ts55533" "ts57116" "tm347850"
[2521] "ts85250" "tm411856" "tm363003" "tm348386" "tm349752" "ts112279"
[2527] "tm372054" "tm440255" "tm372061" "tm372917" "tm411503" "tm293867"
[2533] "ts84597" "tm420800" "tm273600" "tm286532" "tm320817" "tm348568"
[2539] "tm348392" "tm372486" "tm327708" "ts78767" "tm320489" "tm411467"
[2545] "tm307767" "ts79707" "ts78692" "tm432327" "ts81596" "ts84932"
[2551] "ts84038" "tm352705" "tm376801" "tm306631" "tm370447" "tm375962"
[2557] "ts79856" "ts84782" "ts83045" "tm414340" "tm313118" "tm408871"
[2563] "ts83204" "tm363787" "tm409817" "ts80751" "tm286520" "tm244287"
[2569] "ts74765" "tm364206" "tm411358" "ts82559" "ts81944" "tm283559"
[2575] "ts75887" "ts89372" "tm363922" "ts81856" "ts76771" "tm476960"
[2581] "ts84335" "tm373873" "tm366143" "tm372969" "ts93947" "ts82160"
[2587] "ts83247" "tm405738" "ts86994" "tm319512" "tm374357" "tm326089"
[2593] "ts80084" "ts76646" "ts75138" "tm445255" "ts75491" "tm358609"
[2599] "tm409494" "tm366973" "tm852185" "ts80342" "ts57291" "tm431760"
[2605] "tm295558" "tm434883" "tm360945" "tm446206" "tm320785" "tm314939"
[2611] "tm345767" "tm405901" "tm445456" "tm322200" "tm358813" "tm424888"
[2617] "tm323195" "tm244277" "tm314295" "tm368441" "tm325433" "tm444799"
[2623] "tm359030" "tm233345" "ts84985" "tm309115" "tm358242" "tm320206"
[2629] "ts80671" "tm358239" "tm351688" "tm362264" "ts83429" "tm463827"
[2635] "ts75357" "ts85217" "tm421125" "ts78757" "tm311283" "ts82192"
[2641] "tm275004" "tm358949" "ts85953" "tm418870" "tm413955" "tm348073"
[2647] "tm359658" "tm357272" "ts84167" "tm408892" "tm371619" "tm337040"
[2653] "tm361505" "ts317239" "ts86279" "tm417111" "tm429984" "tm307551"
[2659] "ts265844" "ts77219" "ts103638" "tm449262" "ts76159" "tm412489"
[2665] "tm407318" "tm429382" "tm321073" "tm353627" "ts58480" "tm411313"
[2671] "tm367264" "ts79988" "ts86302" "ts83710" "ts55576" "ts84330"
[2677] "tm334949" "ts222363" "ts77011" "ts56251" "tm365961" "tm413418"
[2683] "ts84644" "tm370440" "tm328052" "tm359975" "ts95274" "tm348467"
[2689] "ts101883" "tm326270" "tm429567" "tm413129" "tm444821" "tm443537"
[2695] "tm435487" "tm422715" "tm558730" "tm283322" "tm356666" "tm285329"
[2701] "tm422359" "tm357708" "tm311902" "tm244310" "tm247631" "ts81485"
[2707] "tm366025" "tm428597" "tm352033" "tm323602" "tm416121" "tm430281"
[2713] "ts80692" "tm371622" "tm428483" "tm456983" "ts82323" "tm410298"
[2719] "tm464947" "tm319310" "ts85660" "tm424898" "tm351201" "tm429377"
[2725] "tm299771" "tm324806" "tm436171" "tm431928" "ts82705" "tm363088"
[2731] "tm1068348" "tm375091" "tm324204" "ts84200" "tm370430" "tm443034"
[2737] "tm348281" "ts85618" "tm445153" "tm407730" "tm320249" "tm374226"
[2743] "tm319477" "ts84179" "tm518107" "tm245383" "tm350971" "tm443283"
[2749] "tm279017" "tm349656" "tm512751" "tm353875" "tm327219" "tm315865"
[2755] "ts106612" "tm369433" "tm435144" "tm437159" "tm414595" "tm459527"
[2761] "tm444564" "tm446574" "tm356684" "tm858471" "tm430090" "tm351181"
[2767] "tm504329" "tm431081" "tm446987" "tm375547" "tm348175" "tm351720"
[2773] "tm492277" "tm461349" "tm425748" "tm411257" "tm403197" "tm368729"
[2779] "tm138667" "tm314272" "tm436266" "tm447750" "tm432313" "tm433215"
[2785] "tm408781" "tm429186" "tm459024" "tm411288" "ts85515" "ts82500"
[2791] "tm481188" "tm851055" "ts83820" "tm313472" "tm430057" "tm316744"
[2797] "tm361312" "ts84372" "tm407349" "tm327951" "tm447261" "tm321149"
[2803] "tm684591" "tm360618" "tm197806" "tm404449" "tm352865" "tm412515"
[2809] "tm415938" "tm364417" "tm344562" "tm317274" "tm444257" "tm1073482"
[2815] "tm348845" "tm361588" "tm434676" "tm346867" "ts84341" "tm319127"
[2821] "ts83663" "ts231159" "tm349140" "tm416458" "tm409376" "ts81857"
[2827] "tm430660" "tm447263" "ts272185" "tm421161" "tm347060" "tm478147"
[2833] "ts82564" "tm374656" "tm430059" "tm434179" "tm443073" "tm445258"
[2839] "ts81632" "tm346334" "ts113031" "tm294696" "ts236619" "tm332500"
[2845] "tm325610" "ts83025" "tm351505" "tm423315" "tm423593" "tm434126"
[2851] "ts87591" "tm332572" "tm411508" "tm439678" "tm311193" "tm430426"
[2857] "tm418894" "ts58061" "ts75320" "ts119220" "tm446104" "tm352951"
[2863] "tm354136" "tm447514" "tm374395" "tm376844" "tm426238" "tm346390"
[2869] "ts104093" "ts82887" "tm369315" "tm320756" "ts83407" "tm345225"
[2875] "tm408257" "tm371188" "tm429174" "tm362047" "tm351171" "tm434776"
[2881] "tm444576" "tm814861" "tm431214" "tm363181" "ts86360" "tm466084"
[2887] "tm413082" "tm449860" "tm463592" "tm431169" "tm835357" "tm428982"
[2893] "tm476959" "tm458074" "tm353791" "tm246330" "tm426994" "tm364769"
[2899] "tm442354" "tm423802" "tm426367" "tm312738" "tm358746" "tm416341"
[2905] "tm368448" "tm420311" "tm316658" "tm325650" "tm424162" "tm368350"
[2911] "tm438105" "tm373864" "tm323300" "tm422510" "tm327619" "tm407881"
[2917] "tm440208" "tm435333" "tm367105" "tm1118527" "tm307698" "tm373134"
[2923] "tm352642" "tm446558" "tm336227" "tm242887" "tm413266" "tm1063790"
[2929] "tm438423" "tm447328" "tm1223999" "tm376421" "tm411649" "tm364525"
[2935] "tm328041" "tm445852" "tm479734" "tm438005" "tm436704" "tm348191"
[2941] "tm701033" "tm1223783" "tm469399" "tm305227" "tm350116" "tm361161"
[2947] "tm349418" "tm450512" "tm415245" "tm479933" "tm345960" "tm417488"
[2953] "tm1073433" "tm370781" "tm362878" "tm358370" "tm369453" "tm815509"
[2959] "tm358188" "tm442805" "tm307383" "tm478701" "tm414746" "tm324753"
[2965] "tm314138" "ts81828" "tm429383" "ts55735" "tm244473" "tm478654"
[2971] "ts80859" "tm460198" "tm369210" "tm404569" "tm321563" "tm367613"
[2977] "tm350945" "tm478967" "tm438250" "tm369456" "tm368284" "tm376709"
[2983] "tm316923" "tm1073233" "tm375836" "tm480647" "tm450769" "tm362737"
[2989] "ts81827" "tm452767" "tm430666" "tm369079" "tm416134" "tm404828"
[2995] "tm321035" "tm441915" "tm361633" "ts229123" "tm368006" "tm840936"
[3001] "tm430459" "tm440324" "ts78444" "tm1146751" "tm411528" "ts84555"
[3007] "tm153164" "tm320949" "tm428877" "tm314677" "ts54112" "tm306680"
[3013] "tm430748" "tm369452" "tm471288" "ts80445" "tm444907" "tm491499"
[3019] "tm493814" "tm404610" "tm465864" "ts82591" "tm433087" "tm336084"
[3025] "tm360763" "tm370472" "tm368697" "ts250172" "tm420789" "tm448690"
[3031] "ts97584" "tm819641" "tm458186" "tm430496" "tm327926" "tm327636"
[3037] "tm366383" "tm349134" "tm285712" "tm834886" "tm494577" "tm426260"
[3043] "ts76645" "ts216746" "ts89840" "tm441050" "ts87466" "ts88361"
[3049] "ts87248" "ts90311" "ts80962" "ts86497" "ts254656" "ts57327"
[3055] "ts216679" "ts237109" "ts81007" "tm510203" "ts86912" "ts252505"
[3061] "ts191559" "ts89259" "ts83555" "ts82915" "ts82914" "ts215046"
[3067] "ts90234" "ts88613" "ts81120" "ts87953" "ts235655" "ts84146"
[3073] "tm681578" "ts221904" "ts55762" "tm369594" "tm244149" "ts100116"
[3079] "ts219101" "ts87453" "ts222988" "ts235758" "tm496322" "ts224901"
[3085] "tm863808" "tm827638" "ts84633" "tm460124" "ts88379" "tm824398"
[3091] "tm911973" "ts249891" "tm849003" "ts89564" "tm845489" "tm403709"
[3097] "ts224303" "tm362198" "tm368699" "tm828369" "tm502532" "tm417392"
[3103] "ts219660" "ts57213" "ts82913" "tm414584" "ts221200" "tm817504"
[3109] "tm412937" "ts237107" "tm456156" "tm943790" "tm239927" "ts89210"
[3115] "tm919961" "tm427335" "tm431321" "tm417553" "tm821789" "tm834851"
[3121] "ts223210" "ts223548" "tm827648" "tm460948" "ts107724" "tm847085"
[3127] "tm494295" "tm916405" "tm823545" "ts90448" "tm244207" "tm849004"
[3133] "ts218802" "ts287836" "tm423666" "tm818266" "ts225651" "tm813695"
[3139] "tm448792" "tm1121246" "ts222439" "tm447963" "ts104401" "tm832345"
[3145] "ts304505" "ts103702" "ts88577" "ts85398" "ts91039" "ts257301"
[3151] "ts95997" "tm428856" "tm983787" "tm840196" "ts223530" "tm455636"
[3157] "ts82912" "tm824331" "ts84663" "tm441231" "tm843444" "tm832916"
[3163] "ts242210" "ts221016" "ts221749" "ts86165" "ts225522" "ts116814"
[3169] "ts246072" "tm458553" "ts218569" "tm886464" "ts235672" "tm417416"
[3175] "tm439163" "tm426428" "ts84661" "tm441232" "ts220751" "tm450262"
[3181] "ts83082" "ts113842" "tm435520" "tm443615" "tm432765" "ts129445"
[3187] "tm456436" "ts241486" "tm470240" "tm458585" "tm678022" "ts237560"
[3193] "ts269397" "tm361746" "ts105825" "tm821143" "ts113506" "tm453862"
[3199] "tm849022" "ts89339" "ts88909" "ts103133" "tm358770" "ts83491"
[3205] "tm420826" "ts281928" "tm372066" "ts223981" "ts89014" "ts83657"
[3211] "tm499045" "tm836438" "ts250997" "tm444017" "ts215012" "tm433462"
[3217] "ts103329" "tm927718" "ts215683" "tm548602" "ts236531" "tm325325"
[3223] "tm845484" "tm332071" "ts80709" "ts256007" "ts86908" "ts105441"
[3229] "ts227305" "tm943774" "ts88469" "tm824488" "tm428557" "tm878333"
[3235] "tm893480" "tm413660" "ts284800" "tm820190" "tm853953" "ts88262"
[3241] "ts286390" "ts224907" "ts161737" "ts225867" "ts187541" "tm464662"
[3247] "tm455568" "ts88283" "tm471967" "tm447788" "ts215341" "tm361998"
[3253] "ts105047" "tm451078" "tm414341" "ts215691" "tm450375" "ts90729"
[3259] "tm437221" "tm845496" "ts242820" "ts288350" "tm449105" "tm418847"
[3265] "ts89744" "ts82361" "tm498803" "tm819950" "ts250801" "tm315255"
[3271] "ts223986" "tm853783" "ts216522" "ts82851" "tm411750" "ts252758"
[3277] "ts84993" "ts224859" "tm469991" "tm877681" "tm434553" "ts255427"
[3283] "ts269690" "tm428558" "tm927037" "ts88699" "ts223240" "tm884511"
[3289] "tm285317" "tm817709" "tm845512" "tm824477" "tm927480" "ts88151"
[3295] "tm444247" "tm355783" "tm449195" "tm925486" "tm934040" "ts225101"
[3301] "ts79695" "tm469193" "ts223404" "ts89075" "ts268799" "ts237499"
[3307] "tm420455" "ts236747" "tm925584" "tm914535" "ts90019" "tm423140"
[3313] "tm348403" "ts87364" "tm878842" "tm453099" "tm446176" "ts250912"
[3319] "ts219162" "tm316311" "tm375883" "ts268560" "ts306090" "tm974366"
[3325] "tm443179" "tm498034" "tm446609" "ts105542" "ts83107" "ts251782"
[3331] "tm810547" "tm919864" "ts88721" "ts89347" "ts236091" "tm827508"
[3337] "tm845415" "ts89747" "ts81646" "tm822246" "ts108392" "ts236685"
[3343] "ts227385" "tm948128" "ts222455" "tm828069" "tm935309" "ts106536"
[3349] "tm458467" "ts84586" "ts89251" "ts90937" "ts86978" "tm426638"
[3355] "tm852996" "ts87471" "tm464557" "ts86946" "ts86726" "tm554944"
[3361] "tm845437" "tm463385" "tm856375" "tm822907" "tm952590" "tm918706"
[3367] "tm910040" "ts243036" "tm831061" "ts271247" "ts255926" "tm827216"
[3373] "ts76382" "ts89282" "tm497383" "tm475252" "tm887450" "ts321758"
[3379] "tm898474" "tm852097" "tm471878" "tm827142" "ts256309" "ts219080"
[3385] "ts256764" "tm828317" "ts251157" "tm918734" "tm818502" "ts223308"
[3391] "tm926004" "tm490222" "tm467579" "ts215178" "ts213820" "ts89326"
[3397] "ts223759" "tm452826" "tm928541" "tm858954" "tm845549" "tm432022"
[3403] "ts192440" "ts225912" "ts93066" "tm475783" "ts219561" "tm452851"
[3409] "ts85480" "ts89958" "ts88485" "ts252856" "tm465724" "tm849005"
[3415] "ts225787" "ts254592" "ts218500" "tm451512" "ts224796" "tm369389"
[3421] "tm933375" "ts251420" "tm471922" "tm465231" "tm922788" "ts87473"
[3427] "ts89881" "ts251654" "ts237751" "ts104449" "tm827501" "tm936236"
[3433] "ts251067" "ts225328" "ts223344" "ts214861" "tm120072" "ts93054"
[3439] "tm936396" "tm676311" "tm464351" "tm493175" "ts237513" "ts87986"
[3445] "ts252098" "ts93611" "ts85619" "tm283581" "tm447439" "tm885775"
[3451] "ts100359" "ts235862" "ts105608" "ts93482" "tm835486" "ts103360"
[3457] "ts236501" "ts256784" "tm511940" "tm837756" "tm460829" "tm853396"
[3463] "ts106126" "tm877456" "ts190462" "tm459512" "ts225430" "ts218888"
[3469] "tm847998" "ts88352" "tm931686" "ts237096" "ts83810" "tm461366"
[3475] "tm467299" "ts254537" "ts86413" "ts252341" "ts90413" "ts275111"
[3481] "ts87008" "tm855600" "tm503508" "tm824165" "tm425698" "tm446625"
[3487] "ts254045" "ts225716" "ts88312" "ts222917" "tm918701" "tm850723"
[3493] "tm855483" "ts101408" "ts189629" "ts215378" "tm475836" "tm524282"
[3499] "tm857051" "ts223126" "ts90621" "tm451548" "ts223077" "tm469008"
[3505] "tm816038" "ts357033" "ts236725" "tm812916" "ts255880" "ts113637"
[3511] "tm845535" "tm447159" "ts89119" "ts251617" "ts103890" "tm938793"
[3517] "tm897732" "ts225460" "tm924991" "ts277126" "ts110703" "ts84129"
[3523] "tm893799" "ts237104" "tm430171" "tm848996" "tm846964" "tm902330"
[3529] "tm450478" "ts89583" "ts238242" "tm826563" "tm500565" "tm887369"
[3535] "tm844642" "tm981451" "tm822832" "ts236051" "tm680024" "tm678851"
[3541] "tm935895" "tm855535" "tm893816" "ts223238" "ts88296" "ts86744"
[3547] "ts106141" "tm860965" "tm371882" "tm890674" "ts189422" "tm447520"
[3553] "tm977997" "ts89028" "ts187070" "ts252122" "ts111206" "ts90995"
[3559] "tm812998" "ts223192" "ts254600" "tm857430" "ts226588" "ts242244"
[3565] "ts268608" "ts189405" "tm452573" "ts254916" "tm834664" "ts251028"
[3571] "ts103213" "tm493511" "ts268508" "ts92547" "ts88744" "tm883441"
[3577] "tm847430" "tm922532" "ts221293" "ts217719" "ts226602" "ts255104"
[3583] "tm885860" "ts101060" "ts222367" "ts86365" "tm453850" "ts91124"
[3589] "ts222634" "ts223589" "tm472195" "ts317497" "ts256783" "tm455059"
[3595] "tm893680" "tm888080" "tm854669" "ts222933" "ts223982" "ts89876"
[3601] "tm917036" "ts218277" "ts315066" "ts223659" "ts219422" "tm458127"
[3607] "ts225102" "ts88336" "ts102933" "tm454375" "tm838687" "ts224072"
[3613] "ts254568" "tm848995" "ts105192" "tm470560" "ts272134" "ts219895"
[3619] "tm883189" "tm1127695" "tm469400" "tm670553" "tm942240" "tm839411"
[3625] "ts226468" "tm823355" "ts110635" "ts215718" "ts87224" "ts192297"
[3631] "tm857187" "ts224198" "tm814671" "ts87372" "ts93981" "ts103209"
[3637] "ts218564" "tm472411" "tm826368" "tm824559" "tm376739" "ts108593"
[3643] "ts223948" "ts223456" "tm814644" "tm458326" "tm449594" "ts268551"
[3649] "ts226617" "tm454824" "ts220248" "ts270439" "tm853113" "tm885805"
[3655] "ts91087" "ts90645" "ts236033" "tm453994" "ts220552" "ts254737"
[3661] "ts104483" "ts106015" "ts107963" "ts218803" "tm458328" "tm838869"
[3667] "tm470836" "tm840438" "ts225860" "ts89231" "tm495609" "ts225162"
[3673] "ts105645" "tm833638" "ts288353" "ts110637" "tm453903" "tm461829"
[3679] "tm446581" "tm831873" "ts90063" "tm868777" "tm483997" "tm838876"
[3685] "ts225718" "ts222609" "tm819054" "ts236388" "ts216474" "ts86927"
[3691] "tm915043" "ts187443" "tm827304" "tm954303" "ts217356" "ts220983"
[3697] "tm917846" "ts213544" "ts251061" "tm467467" "ts312044" "ts221174"
[3703] "tm467848" "tm917974" "tm848443" "ts223895" "tm917822" "ts269501"
[3709] "ts269442" "tm889018" "tm843768" "tm846166" "tm819107" "tm886086"
[3715] "tm847629" "ts89048" "ts88937" "ts82739" "ts251615" "ts89832"
[3721] "ts216493" "tm375446" "tm881859" "ts217891" "tm986700" "tm674099"
[3727] "tm434830" "ts254982" "tm473601" "tm475162" "ts88841" "ts104840"
[3733] "tm814734" "tm912373" "tm916997" "tm465408" "tm826473" "tm932595"
[3739] "tm454156" "ts221365" "tm889679" "ts251560" "tm502151" "ts223242"
[3745] "ts237773" "ts268099" "tm927286" "tm881162" "tm319139" "tm461159"
[3751] "tm305433" "ts314529" "tm980097" "ts237488" "tm485801" "tm978401"
[3757] "ts253722" "ts268890" "tm835869" "ts114080" "ts219049" "ts251512"
[3763] "ts90356" "ts222325" "ts89291" "ts225544" "tm836662" "ts251618"
[3769] "ts85451" "tm457856" "ts226403" "ts90902" "tm464435" "ts224891"
[3775] "ts218176" "ts222380" "ts236653" "ts252166" "ts245653" "tm823488"
[3781] "tm816992" "ts225669" "ts255809" "ts237208" "ts88271" "ts256853"
[3787] "ts87320" "tm854278" "tm467804" "ts225410" "tm451502" "tm884369"
[3793] "tm454096" "tm850454" "ts251272" "tm814150" "ts90980" "ts185885"
[3799] "tm864480" "ts227412" "ts221366" "ts91741" "tm518467" "ts254293"
[3805] "tm844250" "tm816593" "ts251119" "ts237111" "ts233530" "tm366245"
[3811] "tm948100" "tm857399" "ts237014" "tm941382" "tm571805" "tm931330"
[3817] "ts351349" "tm981863" "tm932201" "ts314647" "tm494731" "tm470378"
[3823] "tm1081074" "ts105601" "ts269844" "ts101874" "ts89656" "tm452962"
[3829] "ts267956" "ts217389" "ts236332" "tm898169" "ts85510" "ts187386"
[3835] "tm894619" "tm458893" "tm897170" "ts254767" "tm449590" "tm884581"
[3841] "ts104168" "ts221363" "ts222049" "tm898262" "tm462611" "tm844513"
[3847] "tm854876" "ts237071" "tm987599" "tm462778" "tm890660" "tm421560"
[3853] "tm857397" "tm472766" "tm460360" "tm973536" "ts191121" "ts213232"
[3859] "tm462660" "ts251378" "ts218890" "ts268592" "ts216593" "ts241460"
[3865] "ts88552" "ts87361" "ts296153" "tm946604" "tm514257" "tm933826"
[3871] "tm835432" "tm933447" "ts224164" "tm1147120" "tm453098" "ts270465"
[3877] "tm886283" "ts214192" "tm920096" "ts250871" "ts252141" "ts87488"
[3883] "ts222606" "tm475501" "tm464888" "tm880059" "ts216744" "ts251783"
[3889] "tm933639" "tm675171" "ts314648" "ts214579" "ts270742" "ts228502"
[3895] "tm455410" "ts214462" "ts104485" "ts214280" "tm450673" "tm855827"
[3901] "tm1108868" "tm812781" "ts88133" "tm857921" "tm494531" "ts89361"
[3907] "ts268758" "tm912400" "tm465513" "tm944331" "ts236769" "tm823302"
[3913] "tm496648" "tm430106" "ts225379" "ts224794" "ts306187" "ts236182"
[3919] "ts231260" "ts188840" "ts268648" "tm817542" "tm918043" "tm454861"
[3925] "tm450698" "ts103935" "tm889629" "tm895839" "ts89696" "ts190452"
[3931] "ts215869" "ts90280" "tm474548" "tm946718" "ts100354" "ts88471"
[3937] "tm466255" "tm832903" "tm450832" "tm450462" "tm882887" "ts225647"
[3943] "ts86928" "tm847678" "tm960414" "ts90640" "tm945168" "tm889200"
[3949] "ts84639" "ts251094" "tm466954" "tm857805" "ts86940" "ts89315"
[3955] "tm848663" "ts256898" "tm413558" "tm827168" "ts87698" "tm679284"
[3961] "tm925858" "tm972010" "tm483420" "ts91034" "tm821164" "tm514494"
[3967] "ts87489" "tm825102" "ts217045" "ts235979" "ts88169" "ts256297"
[3973] "tm932609" "tm447755" "tm448767" "tm462277" "ts253549" "ts252661"
[3979] "tm970327" "tm814894" "ts256606" "tm843276" "tm949267" "tm919106"
[3985] "tm850862" "tm494847" "ts254817" "ts215166" "tm931436" "tm943718"
[3991] "ts251621" "tm837690" "tm484989" "ts216513" "tm879609" "tm897418"
[3997] "tm863890" "tm844497" "tm420181" "tm847623" "tm925218" "ts188991"
[4003] "ts90511" "ts237239" "tm977464" "ts191285" "tm946360" "tm858416"
[4009] "tm984935" "tm917325" "tm838954" "tm675154" "ts91125" "tm844662"
[4015] "tm918853" "ts216698" "tm460815" "ts90466" "tm856424" "tm470252"
[4021] "tm919082" "tm843938" "ts226410" "tm455161" "tm869307" "tm452440"
[4027] "tm849407" "ts223690" "tm898759" "tm831934" "tm465427" "tm851346"
[4033] "tm834230" "tm475339" "tm892081" "ts78324" "tm954543" "tm975398"
[4039] "ts113748" "tm948916" "ts222625" "ts90508" "ts221041" "ts223084"
[4045] "ts269157" "tm897771" "tm910999" "ts101503" "tm830833" "tm819497"
[4051] "tm836674" "ts269740" "tm373452" "tm982100" "ts90789" "tm945825"
[4057] "tm885669" "tm945435" "tm474061" "tm837843" "tm840761" "tm856593"
[4063] "tm948607" "tm351938" "tm470597" "tm426630" "tm483602" "tm886214"
[4069] "tm919903" "tm835305" "tm455981" "tm836638" "ts59542" "ts105589"
[4075] "tm847008" "ts222438" "tm452929" "tm845532" "tm818786" "tm834715"
[4081] "tm830795" "tm450095" "tm833382" "ts222802" "tm477006" "ts243256"
[4087] "ts250803" "tm825952" "tm863992" "ts112733" "ts90095" "tm466832"
[4093] "tm845020" "tm871330" "tm458418" "tm817087" "tm461827" "tm947555"
[4099] "tm372035" "ts250920" "tm819016" "tm838765" "tm818588" "tm811971"
[4105] "ts112667" "tm845850" "ts104507" "tm884616" "tm850822" "tm931158"
[4111] "ts223062" "tm898180" "tm677746" "tm452867" "ts222803" "tm464527"
[4117] "tm458721" "tm492043" "tm881891" "tm929630" "tm935993" "tm901947"
[4123] "ts88821" "ts89336" "ts250800" "ts223078" "tm843944" "tm850730"
[4129] "ts87680" "ts89331" "tm976632" "tm469025" "tm857873" "tm890591"
[4135] "tm921416" "ts87599" "tm849937" "tm861718" "tm937044" "ts252318"
[4141] "tm442199" "tm455197" "tm840224" "tm459329" "tm453727" "tm818154"
[4147] "ts225539" "ts89330" "tm832843" "tm919210" "tm851912" "tm941531"
[4153] "tm938466" "ts251616" "tm977478" "tm912190" "tm873159" "tm957567"
[4159] "tm468200" "ts222835" "ts236197" "tm893874" "tm931701" "tm885470"
[4165] "tm827640" "tm908529" "ts238316" "tm817284" "tm979689" "ts268997"
[4171] "tm975765" "tm977782" "tm429172" "tm849131" "tm854749" "ts223098"
[4177] "ts221851" "tm929600" "ts222599" "tm977952" "tm824560" "tm920320"
[4183] "tm466426" "tm853910" "tm898699" "tm854682" "tm828326" "tm835512"
[4189] "tm841239" "ts241246" "ts189314" "ts233367" "tm446480" "tm423624"
[4195] "ts214463" "ts89679" "tm889390" "tm912327" "tm852662" "tm452996"
[4201] "ts88146" "tm889647" "ts266898" "tm1079495" "ts89363" "tm885845"
[4207] "tm851860" "tm943771" "tm1005077" "tm462551" "tm840723" "tm898773"
[4213] "ts222942" "tm908777" "tm1028083" "tm938227" "tm937265" "tm917999"
[4219] "tm832684" "tm463038" "ts213071" "tm845117" "tm822596" "tm837648"
[4225] "tm844208" "tm824858" "ts222838" "tm944631" "tm843958" "ts225377"
[4231] "tm511991" "ts266966" "tm1149814" "ts235689" "tm846941" "tm957792"
[4237] "tm474862" "tm853485" "tm849323" "tm425944" "tm469432" "tm501222"
[4243] "ts251072" "tm428506" "tm957903" "tm923612" "tm838705" "ts252015"
[4249] "tm946277" "tm884531" "tm973335" "tm847212" "tm822099" "tm234980"
[4255] "tm910612" "tm850382" "tm464509" "tm820116" "tm856945" "tm859143"
[4261] "tm918026" "tm1096875" "tm918960" "ts89340" "ts103574" "ts218367"
[4267] "tm840216" "tm938048" "tm821662" "tm540277" "tm810642" "tm984018"
[4273] "tm946801" "ts221891" "tm1172010" "tm950808" "tm847630" "ts89531"
[4279] "tm946927" "tm883113" "ts218504" "tm431769" "tm849251" "ts237487"
[4285] "tm878995" "tm856545" "tm474263" "tm462037" "tm851499" "tm927033"
[4291] "tm849102" "tm810836" "tm954606" "tm431810" "tm469966" "tm818239"
[4297] "ts222980" "ts221151" "tm468724" "tm469510" "tm845607" "tm926528"
[4303] "tm1013697" "tm854454" "ts269085" "ts269073" "tm473813" "tm1226722"
[4309] "tm863611" "tm998899" "tm826875" "ts258169" "tm845370" "ts92405"
[4315] "tm452900" "tm918962" "tm908128" "tm1026231" "ts223110" "tm882606"
[4321] "ts218776" "tm473647" "tm830994" "tm452574" "tm840242" "ts88608"
[4327] "tm115973" "ts234501" "tm869373" "tm843143" "ts237304" "ts253288"
[4333] "tm848444" "ts89895" "tm823350" "ts262228" "tm431349" "tm881984"
[4339] "tm451852" "tm842829" "tm451584" "tm935388" "tm907704" "tm452237"
[4345] "tm456074" "tm894241" "ts224906" "tm887052" "tm458363" "tm845942"
[4351] "tm498444" "tm824324" "tm831196" "tm819841" "tm841410" "tm996316"
[4357] "ts262037" "tm845588" "ts255867" "tm834653" "tm894858" "tm971431"
[4363] "tm465984" "tm863280" "ts225708" "tm866782" "tm810423" "tm918373"
[4369] "tm457410" "tm940566" "tm825210" "tm460259" "tm896246" "ts217553"
[4375] "tm483190" "tm925785" "tm454464" "tm484173" "tm919920" "ts269283"
[4381] "tm405637" "tm478962" "tm813634" "tm877746" "tm938333" "ts89182"
[4387] "tm828318" "tm455715" "ts243189" "tm977184" "tm474695" "tm845616"
[4393] "tm826677" "ts234505" "ts224261" "tm1000551" "tm943808" "tm975616"
[4399] "tm373471" "tm936519" "tm946795" "tm813936" "ts88166" "tm918258"
[4405] "tm1047951" "tm493556" "tm882875" "ts221472" "tm460411" "tm816432"
[4411] "tm1020701" "tm839479" "tm828570" "tm466850" "tm835445" "tm1004219"
[4417] "tm435327" "tm435836" "tm983091" "ts222687" "tm674135" "tm938434"
[4423] "tm912415" "tm992712" "ts298837" "tm475638" "ts251607" "ts213611"
[4429] "tm980358" "tm483511" "ts101042" "ts269280" "ts255418" "tm830151"
[4435] "tm1026240" "tm885938" "ts225513" "tm838007" "tm845552" "ts237556"
[4441] "tm873357" "tm810357" "tm1062350" "tm457296" "tm982569" "tm840208"
[4447] "ts229700" "tm840236" "tm844978" "tm885364" "ts45322" "tm849599"
[4453] "ts257243" "tm981475" "tm882700" "ts89740" "tm850176" "tm945831"
[4459] "ts256134" "tm862830" "tm971819" "tm915354" "tm881575" "ts218000"
[4465] "tm848261" "tm454431" "tm890479" "tm982018" "tm1015303" "tm813231"
[4471] "tm835414" "tm823459" "tm832463" "ts252695" "tm836449" "tm832844"
[4477] "tm898322" "tm925702" "tm887376" "tm472999" "tm859424" "tm863879"
[4483] "tm925186" "tm852728" "ts283159" "tm846630" "tm918959" "tm881973"
[4489] "ts90648" "tm813929" "tm475815" "tm683841" "tm468824" "tm474647"
[4495] "tm854786" "ts222901" "tm973704" "tm467735" "ts250872" "ts90568"
[4501] "tm1036794" "tm676905" "tm844201" "tm833361" "tm437379" "tm847805"
[4507] "tm814652" "tm920599" "tm813938" "tm461532" "tm820338" "tm844236"
[4513] "tm822502" "tm989205" "ts218307" "tm839761" "tm468651" "tm834121"
[4519] "tm474618" "tm474496" "tm677904" "tm476708" "tm822210" "tm949905"
[4525] "ts223121" "tm477403" "tm935941" "tm863514" "tm922943" "tm439365"
[4531] "tm927926" "tm944561" "tm818499" "tm476922" "tm822272" "tm466854"
[4537] "tm940835" "tm845594" "tm1088545" "tm530822" "tm463217" "tm467116"
[4543] "tm879556" "tm838022" "tm468811" "tm812593" "tm814953" "tm853091"
[4549] "tm467955" "tm846354" "tm953122" "tm373655" "tm896976" "tm981956"
[4555] "tm842869" "tm918894" "tm823848" "tm831125" "tm843222" "tm675214"
[4561] "tm852775" "tm822167" "tm461427" "tm464212" "tm1041549" "tm471802"
[4567] "tm837802" "tm849871" "tm825934" "tm866495" "tm813423" "tm922407"
[4573] "tm461726" "tm843345" "tm901961" "tm483103" "tm898285" "tm924556"
[4579] "tm976168" "tm1073424" "tm451269" "tm840152" "tm1080109" "tm813075"
[4585] "tm893510" "tm475254" "tm976797" "ts251929" "tm873354" "tm938186"
[4591] "tm852060" "ts252977" "tm942492" "tm888850" "tm882222" "tm907872"
[4597] "ts223115" "tm474721" "tm824855" "tm849565" "tm851862" "tm944307"
[4603] "tm510525" "tm835958" "tm852207" "tm883070" "tm855232" "ts230973"
[4609] "tm679270" "ts255823" "tm837042" "tm435295" "tm678035" "tm958984"
[4615] "tm507191" "tm836501" "ts236850" "tm977772" "tm430120" "tm981770"
[4621] "ts222512" "tm878495" "tm1000166" "tm929614" "ts233732" "tm474405"
[4627] "tm454338" "tm941493" "tm885948" "ts235916" "tm1068745" "tm912399"
[4633] "ts90696" "tm834608" "tm925490" "tm476496" "tm947446" "tm456894"
[4639] "tm812783" "tm976519" "tm1005937" "tm860204" "tm833555" "tm822271"
[4645] "tm826983" "tm980439" "ts215862" "tm1073298" "tm1113921" "tm902363"
[4651] "tm816983" "tm461907" "tm456271" "tm1030742" "tm983849" "ts103918"
[4657] "tm979073" "tm1031016" "tm918704" "tm470687" "tm1114639" "tm854261"
[4663] "tm464284" "tm460149" "tm878492" "tm815438" "tm472231" "tm472961"
[4669] "tm902993" "tm1080554" "tm462809" "tm916008" "ts90643" "tm843408"
[4675] "tm836077" "ts304136" "tm811954" "tm856372" "tm842976" "tm426634"
[4681] "ts223454" "tm452578" "tm1028068" "tm921230" "tm450129" "tm810873"
[4687] "tm824566" "tm981675" "ts222362" "tm460199" "tm463814" "ts224956"
[4693] "tm1080445" "ts252861" "tm463762" "tm305129" "tm852360" "tm1170388"
[4699] "tm1126268" "tm1020438" "ts271450" "ts277084" "tm1067148" "tm1226954"
[4705] "ts356995" "ts269395" "ts353844" "tm1143265" "tm957290" "ts357030"
[4711] "ts306335" "tm1043537" "ts215951" "ts108385" "tm928497" "ts308317"
[4717] "tm1228854" "ts264270" "ts222333" "ts220305" "ts271437" "tm1082564"
[4723] "ts217231" "ts344162" "ts225061" "ts223537" "tm856378" "tm674063"
[4729] "ts356887" "ts328671" "ts288808" "ts319426" "tm1072066" "ts255888"
[4735] "tm1221677" "ts306526" "ts311101" "ts241363" "tm1044289" "ts312082"
[4741] "ts90093" "ts307973" "ts270910" "tm1080083" "ts296291" "ts87242"
[4747] "ts302437" "tm979026" "ts353837" "ts256072" "tm404856" "ts317746"
[4753] "ts354073" "ts256710" "ts281927" "ts298766" "ts225855" "ts342732"
[4759] "ts255037" "tm1232830" "tm1229846" "tm1201262" "tm852172" "tm937814"
[4765] "ts320073" "tm370144" "ts293103" "ts345200" "ts222522" "ts237713"
[4771] "tm825714" "tm996762" "ts102086" "ts357930" "tm1196288" "ts284297"
[4777] "ts296046" "tm1083293" "ts346959" "ts287722" "tm1165462" "ts240453"
[4783] "ts294227" "tm946869" "tm986168" "tm1019177" "ts256310" "tm1209228"
[4789] "ts311985" "tm1120543" "ts328051" "ts357137" "ts310081" "ts269096"
[4795] "tm991529" "ts355168" "ts330198" "tm1231785" "tm1092864" "ts311987"
[4801] "ts85985" "ts237722" "ts251675" "tm1235785" "tm1014947" "tm1075698"
[4807] "ts252119" "ts292696" "tm1195971" "ts234817" "ts227473" "tm1117040"
[4813] "ts269179" "tm1204402" "tm1001097" "tm525645" "ts289334" "tm1022953"
[4819] "tm1038686" "tm1180524" "ts310057" "ts328625" "tm501313" "tm1137051"
[4825] "tm471968" "tm1111987" "ts300391" "ts273436" "ts281225" "tm1048362"
[4831] "ts349630" "ts286731" "ts232107" "ts296472" "ts88578" "tm1165983"
[4837] "tm1198242" "tm1196705" "tm1219452" "tm456513" "tm1138477" "tm1166288"
[4843] "tm1064065" "tm1119272" "ts343430" "tm851128" "tm1137119" "tm1166024"
[4849] "tm1046932" "tm992844" "ts225645" "ts282131" "tm1207097" "ts356951"
[4855] "tm1033470" "tm824160" "tm1064228" "ts95572" "tm1185367" "ts311989"
[4861] "ts307649" "ts305788" "tm983784" "tm1171875" "ts321918" "tm993838"
[4867] "ts328194" "tm983723" "tm855839" "tm1108321" "tm1092958" "ts296743"
[4873] "ts108042" "tm1046264" "ts329699" "tm1150385" "tm1138743" "ts283080"
[4879] "tm1227918" "ts287976" "ts225657" "tm347095" "ts229335" "tm1087461"
[4885] "tm1046026" "tm416779" "ts287559" "tm1191224" "ts301625" "tm1075215"
[4891] "tm1094217" "ts287438" "tm1199146" "tm1141439" "tm1018747" "tm949309"
[4897] "ts343432" "ts287352" "ts328605" "ts328541" "tm1110527" "tm1022103"
[4903] "tm1046627" "ts314135" "tm1185360" "ts321298" "tm1120855" "tm861000"
[4909] "tm1021871" "tm841797" "ts309930" "ts271888" "tm1020851" "ts219423"
[4915] "tm1003630" "ts255779" "ts314164" "tm1229690" "ts299865" "tm1219505"
[4921] "tm1000147" "ts321513" "ts273229" "ts300325" "tm1180610" "ts330425"
[4927] "tm1185374" "tm992260" "tm1166046" "ts271413" "tm1079334" "ts296214"
[4933] "ts330347" "tm1227853" "ts94677" "tm1219941" "tm1210970" "tm413169"
[4939] "ts302053" "ts225690" "tm1212673" "ts279892" "tm1151272" "tm981945"
[4945] "ts344184" "ts314594" "ts1475" "tm919880" "ts189612" "tm833216"
[4951] "tm314863" "ts330402" "ts281062" "ts312071" "ts302363" "ts308845"
[4957] "tm841825" "ts304310" "tm1159163" "tm1164962" "ts253813" "tm1027081"
[4963] "ts272980" "tm922706" "tm1003034" "tm857461" "tm1217459" "ts294338"
[4969] "tm976166" "tm1141594" "ts296825" "ts284702" "tm458292" "tm459789"
[4975] "ts271595" "tm1179973" "ts269881" "tm1134087" "ts343599" "tm1063652"
[4981] "tm1082974" "tm1002815" "tm1107225" "ts299874" "tm1049265" "tm1168932"
[4987] "ts340376" "ts310938" "ts329700" "ts349921" "ts270405" "tm1166020"
[4993] "ts192196" "tm897466" "tm1093099" "tm1207094" "ts297247" "tm465421"
[4999] "ts271604" "ts341767" "ts288744" "tm1038327" "tm1131382" "tm922429"
[5005] "ts273485" "tm1020820" "ts290643" "tm1234767" "ts313689" "tm993670"
[5011] "tm1198388" "ts313646" "tm1038363" "tm1048678" "tm1073510" "ts271867"
[5017] "tm1158704" "tm863351" "tm1020073" "ts288087" "tm1121707" "ts314742"
[5023] "tm1038344" "tm1207098" "ts333834" "ts237972" "ts262246" "tm1080252"
[5029] "ts313668" "tm1028298" "ts288489" "tm977704" "tm813078" "tm1150872"
[5035] "tm1195561" "ts329854" "ts104499" "ts321966" "tm1180123" "tm1141923"
[5041] "tm673809" "tm1110150" "ts315611" "tm858869" "ts297483" "tm1165219"
[5047] "tm1132176" "ts269676" "ts304058" "tm1229007" "tm898614" "ts273100"
[5053] "tm1086874" "ts222864" "ts265991" "ts256311" "tm1018890" "tm996676"
[5059] "ts331680" "tm1210379" "tm1188818" "ts244930" "tm888243" "tm1018427"
[5065] "ts305264" "tm434625" "tm1185687" "tm1221280" "tm1038369" "tm863823"
[5071] "tm912100" "tm999817" "tm1131061" "ts312984" "ts352579" "ts311791"
[5077] "ts304053" "tm1096775" "tm1066826" "tm1161601" "ts271025" "tm1108648"
[5083] "tm1185421" "ts287532" "ts329885" "tm1074764" "ts306203" "ts240807"
[5089] "ts291718" "ts271321" "ts319412" "tm999927" "ts287294" "ts311915"
[5095] "tm1082314" "ts307925" "tm1084966" "tm1044275" "ts272463" "tm1106212"
[5101] "ts313781" "tm1087956" "ts246073" "tm1019885" "ts321614" "ts250092"
[5107] "ts303513" "tm1201670" "tm1219787" "ts344043" "ts317078" "tm1219831"
[5113] "ts315041" "ts289620" "tm1042481" "ts343492" "tm1030071" "tm1167440"
[5119] "tm1195032" "ts297846" "ts220196" "tm1177856" "tm1005109" "tm1144897"
[5125] "ts319333" "tm1107063" "ts272366" "ts268102" "ts220553" "ts301915"
[5131] "ts288195" "tm1198745" "tm1003261" "tm1120902" "ts317297" "tm998188"
[5137] "ts331439" "ts317522" "tm1047503" "ts29800" "tm1018418" "ts347762"
[5143] "ts296563" "tm1138870" "tm1207099" "tm166973" "ts320502" "ts286317"
[5149] "ts301999" "tm1104532" "ts271593" "tm1020326" "ts327074" "tm1228963"
[5155] "tm1213009" "tm1040671" "tm1087932" "tm983668" "ts241854" "tm921206"
[5161] "ts268835" "ts305263" "tm319224" "ts301914" "tm1087160" "tm1045741"
[5167] "tm855641" "ts308689" "ts272939" "ts343251" "tm473502" "ts308838"
[5173] "tm855075" "tm1187913" "ts349845" "tm1134006" "tm881587" "ts349842"
[5179] "tm816591" "tm810504" "tm983270" "tm1201457" "ts317422" "tm982887"
[5185] "tm984155" "tm984204" "ts287328" "ts302489" "ts304468" "ts108621"
[5191] "ts307745" "tm863919" "tm974195" "tm858000" "ts269493" "tm1218547"
[5197] "ts287703" "ts310376" "ts317612" "tm1057343" "ts282291" "tm860261"
[5203] "ts258415" "tm1106044" "ts297675" "tm1052498" "tm1150256" "ts310335"
[5209] "ts301196" "ts250998" "tm1102868" "ts320426" "tm1223736" "ts343427"
[5215] "ts243780" "ts288005" "tm872108" "ts246178" "ts283676" "tm1143898"
[5221] "ts215989" "tm1110389" "tm1031976" "ts308511" "tm1093287" "tm362072"
[5227] "tm1120509" "ts320075" "ts280892" "tm1091155" "ts260477" "ts254928"
[5233] "tm1219931" "tm991351" "ts223450" "ts257504" "tm1102891" "ts308039"
[5239] "tm998858" "tm894254" "tm983658" "ts312200" "ts346500" "ts302312"
[5245] "ts317720" "tm1003353" "ts314395" "tm1020520" "tm817075" "tm1137862"
[5251] "tm834847" "tm876997" "tm1204615" "tm1096769" "ts255486" "tm1207096"
[5257] "tm1092995" "ts312094" "tm1166015" "tm880822" "tm1160424" "ts258358"
[5263] "tm1039147" "ts283528" "ts276067" "tm1215536" "ts320335" "ts286632"
[5269] "ts320302" "tm833467" "tm1185388" "tm998726" "ts257873" "tm1077201"
[5275] "tm1203307" "tm945448" "ts296129" "ts331681" "tm1176905" "ts320872"
[5281] "tm1106806" "ts328317" "ts296179" "ts275448" "ts269286" "ts306322"
[5287] "tm1119136" "ts104362" "tm1043290" "tm1174856" "ts345976" "tm810494"
[5293] "tm1029256" "ts313849" "ts283610" "tm1144693" "tm1000619" "ts309676"
[5299] "ts280693" "ts285469" "tm675820" "ts354329" "tm1174920" "ts287802"
[5305] "ts257315" "ts299321" "tm1185506" "tm1083068" "tm879685" "tm466544"
[5311] "ts315551" "ts317144" "ts325756" "ts260502" "ts320557" "ts296081"
[5317] "tm448707" "ts296069" "tm1111717" "tm1111920" "ts287149" "tm950444"
[5323] "ts239188" "ts297685" "ts308002" "tm1092892" "ts271517" "ts257271"
[5329] "tm1108010" "ts296059" "ts306068" "ts346007" "tm1098514" "tm1108621"
[5335] "ts317526" "ts216407" "tm1130264" "ts306510" "tm1127479" "tm433048"
[5341] "ts321254" "ts270798" "tm972519" "tm1003725" "ts284862" "tm1036270"
[5347] "ts302056" "ts287838" "ts273318" "ts318024" "tm876608" "tm1000797"
[5353] "tm1096880" "ts331449" "tm858287" "tm990835" "ts283639" "ts296091"
[5359] "ts271720" "ts289364" "ts293814" "tm993435" "tm1191860" "tm1064532"
[5365] "tm1047190" "ts292446" "ts315549" "ts288997" "tm1030495" "ts282133"
[5371] "ts289261" "tm1173363" "tm1002869" "ts287045" "tm1001267" "ts258321"
[5377] "ts342479" "ts300274" "ts271726" "tm1218702" "tm1041543" "ts257817"
[5383] "ts310628" "tm1142517" "ts300456" "tm1146393" "ts302714" "tm1065041"
[5389] "ts288545" "ts299485" "ts319464" "tm1132325" "ts301609" "tm1038355"
[5395] "tm890013" "tm1182144" "tm1102226" "tm1000037" "ts297065" "tm1084481"
[5401] "ts285724" "ts288065" "tm963182" "tm1114205" "ts272515" "ts343404"
[5407] "tm1073802" "tm1129394" "tm949382" "tm1129217" "tm1000599" "ts257345"
[5413] "tm1188819" "tm1049155" "ts291150" "ts320183" "ts315144" "ts309235"
[5419] "ts90023" "ts346034" "tm1002408" "ts226392" "tm1187638" "ts287941"
[5425] "tm1001108" "ts320407" "ts288540" "tm475430" "tm1125844" "tm1130995"
[5431] "ts356275" "tm980657" "ts311887" "ts273461" "ts235563" "tm1201453"
[5437] "tm993790" "ts288472" "tm919869" "tm1022912" "ts292662" "ts330012"
[5443] "ts282155" "ts188861" "tm454879" "ts279953" "tm421437" "tm1025318"
[5449] "ts316965" "ts270807" "ts302058" "tm1022893" "ts321437" "tm1080406"
[5455] "tm1001095" "ts345779" "ts282214" "ts329711" "ts14520" "tm985550"
[5461] "tm992279" "ts326029" "tm998033" "tm1178876" "tm1115800" "ts330132"
[5467] "tm975741" "tm988736" "tm1120937" "tm859256" "ts297763" "ts61384"
[5473] "ts321084" "tm989672" "tm1024062" "ts297031" "tm1198504" "tm1143258"
[5479] "ts272092" "tm1200703" "tm1077013" "tm1031186" "ts287741" "tm1237253"
[5485] "ts288832" "tm1082359" "tm1040688" "tm985712" "ts301964" "tm1027712"
[5491] "tm1102151" "tm1065788" "ts296201" "ts297058" "tm1162608" "tm979182"
[5497] "ts282840" "ts268220" "ts306135" "ts268103" "ts352881" "tm1070032"
[5503] "ts328617" "tm1152224" "tm1217689" "ts72196" "ts307981" "tm1074621"
[5509] "ts188367" "tm990983" "tm1094069" "tm1037704" "tm902870" "tm1165118"
[5515] "tm948681" "ts331654" "ts283614" "tm960430" "tm954297" "tm1107848"
[5521] "ts319460" "tm997608" "ts287853" "tm950360" "ts288064" "ts305890"
[5527] "ts304690" "tm1107912" "tm813372" "tm1001619" "tm1025493" "tm1087383"
[5533] "tm1147890" "tm983722" "tm886188" "tm1101878" "tm1183542" "ts229537"
[5539] "tm960145" "ts267062" "ts254956" "tm810657" "tm876083" "ts305732"
[5545] "ts313902" "tm1102856" "ts302653" "tm462311" "tm855340" "ts326955"
[5551] "tm1000185" "tm1030283" "tm1040337" "ts306188" "tm1039422" "ts308516"
[5557] "ts329882" "tm1006127" "ts317064" "tm1196455" "tm990972" "ts232506"
[5563] "tm1074622" "ts330289" "tm1063013" "tm996040" "tm945283" "tm1075596"
[5569] "ts311958" "tm979688" "tm1033803" "ts302570" "tm1038096" "ts285854"
[5575] "ts343426" "tm1031448" "tm1195428" "tm1039168" "tm1164320" "tm904862"
[5581] "tm926580" "tm1017664" "tm977620" "tm1118822" "tm1185568" "ts310331"
[5587] "tm1110205" "tm1119455" "ts293346" "tm1137797" "tm1172947" "ts285422"
[5593] "tm942277" "tm1102570" "tm856634" "tm1174919" "ts304709" "tm1031499"
[5599] "tm1143058" "tm1152323" "tm963023" "tm1166429" "tm1068692" "tm983466"
[5605] "tm1003376" "tm872496" "tm1159300" "tm1191019" "tm1027297" "tm1000296"
[5611] "tm861018" "tm1160484" "tm1037519" "tm1063034" "ts272669" "tm859005"
[5617] "tm1147172" "tm1028026" "tm1021689" "tm1106551" "ts273275" "tm1202960"
[5623] "tm867681" "tm1173806" "ts286218" "tm960924" "tm1127511" "ts289757"
[5629] "tm1204317" "tm1040832" "tm1037687" "tm981676" "tm1165244" "tm1111595"
[5635] "tm1089593" "tm995613" "tm1150800" "tm989502" "tm1088320" "tm1038857"
[5641] "tm1011188" "tm1023388" "tm1049290" "tm1159301" "tm1207715" "ts273245"
[5647] "tm1049083" "tm1030241" "tm1073555" "tm1044137" "tm1116525" "tm1019865"
[5653] "tm990740" "tm1041329" "tm1013111" "tm1027639" "ts314962" "ts357345"
[5659] "tm1128292" "tm869475" "tm1179579" "tm1040733" "tm1080114" "tm983730"
[5665] "tm1067260" "tm1082515" "ts297132" "ts330422" "tm1142245" "tm1109843"
[5671] "ts296581" "ts322267" "tm1092075" "tm1092309" "tm886193" "ts272422"
[5677] "tm1124066" "tm1171107" "tm1104252" "ts308053" "tm1038364" "tm1022280"
[5683] "tm1180743" "ts316882" "tm998238" "tm1064988" "ts296698" "tm1143319"
[5689] "tm1119172" "ts241296" "tm1095880" "tm1055586" "tm1118234" "ts286386"
[5695] "tm1036542" "ts319303" "tm1119015" "tm998678" "tm1106900" "ts314963"
[5701] "ts285470" "tm1024535" "tm958688" "tm1039571" "tm1054462" "tm1043655"
[5707] "tm1161223" "ts282876" "tm1107850" "ts288544" "ts285106" "tm1111616"
[5713] "tm1091284" "tm1172600" "ts322506" "tm1068632" "ts285874" "tm1045603"
[5719] "tm1179176" "tm1032950" "tm1033369" "ts307816" "tm1114350" "tm1131374"
[5725] "tm996996" "ts305254" "tm996010" "tm1141663" "tm1120212" "tm997617"
[5731] "tm1036797" "tm1027177" "tm1029279" "ts289982" "tm988879" "ts297061"
[5737] "tm1033635" "tm1115392" "ts317709" "tm1076198" "ts269300" "tm1064193"
[5743] "tm1159947" "ts283284" "tm1120636" "tm1029314" "tm1130275" "tm1150727"
[5749] "tm1111559" "tm1102410" "tm1015884" "tm1146635" "tm1121098" "tm1023438"
[5755] "tm1119331" "ts274575" "tm965758" "ts284885" "tm1120766" "tm1091823"
[5761] "ts341760" "tm1068777" "tm988801" "tm1160938" "tm998544" "tm1109080"
[5767] "tm1004011" "tm1159298" "tm1131895" "ts317423" "tm1098060" "tm1019822"
[5773] "tm1042277" "tm1089595" "tm1025616" "tm1018592" "ts346656" "tm863829"
[5779] "ts297729" "tm1068720" "tm1106888" "tm1141346" "tm1045883" "tm1147041"
[5785] "ts285471" "ts325991" "tm1108171" "tm1045018" "tm987730" "tm1019084"
[5791] "tm1094060" "tm1047429" "ts287804" "tm1038025" "tm986017" "tm988613"
[5797] "tm1080697" "tm1046969" "tm1099320" "tm1040959" "tm982470" "ts270616"
[5803] "ts302434" "tm1204412" "tm1049317" "tm1201341" "tm1110212" "tm1011248"
[5809] "tm1122095" "tm994923" "tm1225897" "tm1183575" "tm1026043" "tm1121084"
[5815] "tm1082795" "tm1063339" "tm1037800" "tm918777" "tm1020293" "ts287729"
[5821] "tm851599" "tm1110241" "tm993616" "tm1099342" "tm831387" "tm878575"
[5827] "ts287687" "tm1099969" "ts319608" "tm846586" "ts288861" "ts273317"
[5833] "tm996479" "ts307884" "tm1091956" "tm985747" "tm959213" "tm1040816"
[5839] "tm1053409" "tm1165179" "tm1216735" "tm985215" "tm1066324" "tm1097142"
[5845] "tm1074617" "tm1014599" "tm898842" "tm1059008" "tm1035612" "ts271048" R
## first column of the tibble
movieSerie[1]
OUTPUT
# A tibble: 5,850 × 1
id
<chr>
1 ts300399
2 tm84618
3 tm154986
4 tm127384
5 tm120801
6 ts22164
7 tm70993
8 tm14873
9 tm119281
10 tm98978
# ℹ 5,840 more rowsR
## first three elements in the 7th column of the tibble
movieSerie[1:3, 7]
OUTPUT
# A tibble: 3 × 1
age_certification
<chr>
1 TV-MA
2 R
3 R R
## the 3rd row of the tibble
movieSerie[3, ]
OUTPUT
# A tibble: 1 × 14
id title type genre description release_year age_certification runtime
<chr> <chr> <chr> <chr> <chr> <dbl> <chr> <dbl>
1 tm154986 Deliv… MOVIE drama Intent on … 1972 R 109
# ℹ 6 more variables: seasons <dbl>, imdb_id <chr>, imdb_score <dbl>,
# imdb_votes <dbl>, tmdb_popularity <dbl>, tmdb_score <dbl>R
## equivalent to head_movieSerie <- head(movieSerie)
head_movieSerie <- movieSerie[1:6, ]
: is a special function that creates numeric vectors of
integers in increasing or decreasing order, test 1:10 and
10:1 for instance.
You can also exclude certain indices of a data frame using the
“-” sign:
R
movieSerie[, -1] # The whole tibble, except the first column
OUTPUT
# A tibble: 5,850 × 13
title type genre description release_year age_certification runtime seasons
<chr> <chr> <chr> <chr> <dbl> <chr> <dbl> <dbl>
1 Five … SHOW docu… "This coll… 1945 "TV-MA" 51 1
2 Taxi … MOVIE drama "A mentall… 1976 "R" 114 NA
3 Deliv… MOVIE drama "Intent on… 1972 "R" 109 NA
4 Monty… MOVIE fant… "King Arth… 1975 "PG" 91 NA
5 The D… MOVIE war "12 Americ… 1967 "" 150 NA
6 Monty… SHOW come… "A British… 1969 "TV-14" 30 4
7 Life … MOVIE come… "Brian Coh… 1979 "R" 94 NA
8 Dirty… MOVIE thri… "When a ma… 1971 "R" 102 NA
9 Bonni… MOVIE crime "In the 19… 1967 "R" 110 NA
10 The B… MOVIE roma… "Two small… 1980 "R" 104 NA
# ℹ 5,840 more rows
# ℹ 5 more variables: imdb_id <chr>, imdb_score <dbl>, imdb_votes <dbl>,
# tmdb_popularity <dbl>, tmdb_score <dbl>R
movieSerie[-c(7:131), ] # Equivalent to head(interviews)
OUTPUT
# A tibble: 5,725 × 14
id title type genre description release_year age_certification runtime
<chr> <chr> <chr> <chr> <chr> <dbl> <chr> <dbl>
1 ts300399 Five… SHOW docu… "This coll… 1945 "TV-MA" 51
2 tm84618 Taxi… MOVIE drama "A mentall… 1976 "R" 114
3 tm154986 Deli… MOVIE drama "Intent on… 1972 "R" 109
4 tm127384 Mont… MOVIE fant… "King Arth… 1975 "PG" 91
5 tm120801 The … MOVIE war "12 Americ… 1967 "" 150
6 ts22164 Mont… SHOW come… "A British… 1969 "TV-14" 30
7 tm187791 In t… MOVIE drama "Veteran S… 1993 "R" 128
8 tm113576 Litt… MOVIE drama "With thei… 1994 "PG" 115
9 tm65686 U.S.… MOVIE thri… "U.S. Mars… 1998 "PG-13" 131
10 ts8570 Barn… SHOW come… "Barney & … 1992 "TV-G" 28
# ℹ 5,715 more rows
# ℹ 6 more variables: seasons <dbl>, imdb_id <chr>, imdb_score <dbl>,
# imdb_votes <dbl>, tmdb_popularity <dbl>, tmdb_score <dbl>tibbles can be subset by calling indices (as shown
previously), but also by calling their column names directly:
R
movieSerie["title"] # Result is a tibble
movieSerie[, "title"] # Result is a tibble
movieSerie[["title"]] # Result is a vector
movieSerie$title # Result is a vector
In RStudio, you can use the autocompletion feature to get the full and correct names of the columns.
Tip
Indexing a tibble with [ or [[
or $ always results in a tibble. However, note
this is not true in general for data frames, so be careful! Different
ways of specifying these coordinates can lead to results with different
classes. This is covered in the Software Carpentry lesson R for
Reproducible Scientific Analysis.
Exercise
Create a tibble (
movieSerie_100) containing only the data in row 100 of themovieSeriedataset.-
Notice how
nrow()gave you the number of rows in the tibble?- Use that number to pull out just that last row in the tibble.
- Compare that with what you see as the last row using
tail()to make sure it’s meeting expectations. - Pull out that last row using
nrow()instead of the row number. - Create a new tibble (
movieSerie_last) from that last row.
Using the number of rows in the movieSerie dataset that you found in question 2, extract the row that is in the middle of the dataset. Store the content of this middle row in an object named
movieSerie_middle.
(hint: This dataset has an odd number of rows, so finding the middle is a bit trickier than dividing n_rows by 2. Use the median( ) function and what you’ve learned about sequences in R to extract the middle row!
- Combine
nrow()with the-notation above to reproduce the behavior ofhead(interviews), keeping just the first through 6th rows of the interviews dataset.
R
# 1.
movieSerie_100 <- movieSerie[100, ]
# 2.
# Saving `n_rows` to improve readability and reduce duplication
n_rows <- nrow(movieSerie)
movieSerie_last <- movieSerie[n_rows, ]
# 3.
movieSerie_middle <- movieSerie[median(1:n_rows), ]
ERROR
Error in `movieSerie[median(1:n_rows), ]`:
! Can't subset rows with `median(1:n_rows)`.
✖ Can't convert from `i` <double> to <integer> due to loss of precision.R
# 4.
movieSerie_head <- movieSerie[-(7:n_rows), ]
Key Points
- Use read_csv to read tabular data in R.