Introduction

Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the freq function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. We take the septic_patients dataset (included in this AMR package) as example.

Frequencies of one variable

To only show and quickly review the content of one variable, you can just select this variable in various ways. Let’s say we want to get the frequencies of the gender variable of the septic_patients dataset:

septic_patients %>% freq(gender)
# 
# 
# **Frequency table of `gender`**
# 
# 
# |   |Item | Count| Percent| Cum. Count| Cum. Percent|
# |:--|:----|-----:|-------:|----------:|------------:|
# |1  |M    | 1,031|   51.6%|      1,031|        51.6%|
# |2  |F    |   969|   48.5%|      2,000|       100.0%|

This immediately shows the class of the variable, its length and availability (i.e. the amount of NA), the amount of unique values and (most importantly) that among septic patients men are more prevalent than women.

Frequencies of more than one variable

Multiple variables will be pasted into one variable to review individual cases, keeping a univariate frequency table.

For illustration, we could add some more variables to the septic_patients dataset to learn about bacterial properties:

my_patients <- septic_patients %>% left_join_microorganisms()
# Joining, by = "mo"

Now all variables of the microorganisms dataset have been joined to the septic_patients dataset. The microorganisms dataset consists of the following variables:

colnames(microorganisms)
#  [1] "mo"         "tsn"        "genus"      "species"    "subspecies"
#  [6] "fullname"   "family"     "order"      "class"      "phylum"    
# [11] "subkingdom" "kingdom"    "gramstain"  "prevalence" "ref"

If we compare the dimensions between the old and new dataset, we can see that these 14 variables were added:

dim(septic_patients)
# [1] 2000   49
dim(my_patients)
# [1] 2000   63

So now the genus and species variables are available. A frequency table of these combined variables can be created like this:

my_patients %>% freq(genus, species)
# 
# 
# **Frequency table of `genus` and `species`**
# 
# 
# |   |Item                               | Count| Percent| Cum. Count| Cum. Percent|
# |:--|:----------------------------------|-----:|-------:|----------:|------------:|
# |1  |Escherichia coli                   |   467|   23.4%|        467|        23.4%|
# |2  |Staphylococcus coagulase negative  |   313|   15.7%|        780|        39.0%|
# |3  |Staphylococcus aureus              |   235|   11.8%|      1,015|        50.7%|
# |4  |Staphylococcus epidermidis         |   174|    8.7%|      1,189|        59.5%|
# |5  |Streptococcus pneumoniae           |   117|    5.9%|      1,306|        65.3%|
# |6  |Staphylococcus hominis             |    81|    4.1%|      1,387|        69.4%|
# |7  |Klebsiella pneumoniae              |    58|    2.9%|      1,445|        72.3%|
# |8  |Enterococcus faecalis              |    39|    2.0%|      1,484|        74.2%|
# |9  |Proteus mirabilis                  |    36|    1.8%|      1,520|        76.0%|
# |10 |Pseudomonas aeruginosa             |    30|    1.5%|      1,550|        77.5%|
# |11 |Serratia marcescens                |    25|    1.3%|      1,575|        78.8%|
# |12 |Enterobacter cloacae               |    23|    1.2%|      1,598|        79.9%|
# |13 |Enterococcus faecium               |    21|    1.1%|      1,619|        81.0%|
# |14 |Staphylococcus capitis             |    21|    1.1%|      1,640|        82.0%|
# |15 |Bacteroides fragilis               |    20|    1.0%|      1,660|        83.0%|
# |16 |Enterococcus species               |    20|    1.0%|      1,680|        84.0%|
# |17 |Streptococcus group B              |    18|    0.9%|      1,698|        84.9%|
# |18 |Klebsiella oxytoca                 |    16|    0.8%|      1,714|        85.7%|
# |19 |Streptococcus pyogenes             |    16|    0.8%|      1,730|        86.5%|
# |20 |Streptococcus dysgalactiae         |    14|    0.7%|      1,744|        87.2%|
# |21 |Streptococcus group A              |    13|    0.7%|      1,757|        87.9%|
# |22 |Streptococcus mitis                |    13|    0.7%|      1,770|        88.5%|
# |23 |Streptococcus salivarius           |    12|    0.6%|      1,782|        89.1%|
# |24 |Streptococcus agalactiae           |    11|    0.6%|      1,793|        89.7%|
# |25 |Streptococcus species              |    11|    0.6%|      1,804|        90.2%|
# |26 |Corynebacterium species            |    10|    0.5%|      1,814|        90.7%|
# |27 |Streptococcus bovis                |    10|    0.5%|      1,824|        91.2%|
# |28 |Clostridium difficile              |     9|    0.5%|      1,833|        91.7%|
# |29 |Haemophilus influenzae             |     8|    0.4%|      1,841|        92.1%|
# |30 |Candida albicans                   |     7|    0.4%|      1,848|        92.4%|
# |31 |Staphylococcus haemolyticus        |     7|    0.4%|      1,855|        92.8%|
# |32 |Streptococcus constellatus         |     7|    0.4%|      1,862|        93.1%|
# |33 |Candida glabrata                   |     6|    0.3%|      1,868|        93.4%|
# |34 |Citrobacter freundii               |     6|    0.3%|      1,874|        93.7%|
# |35 |Corynebacterium striatum           |     6|    0.3%|      1,880|        94.0%|
# |36 |Morganella morganii                |     6|    0.3%|      1,886|        94.3%|
# |37 |Streptococcus anginosus            |     6|    0.3%|      1,892|        94.6%|
# |38 |Streptococcus oralis               |     6|    0.3%|      1,898|        94.9%|
# |39 |Acinetobacter baumannii            |     3|    0.2%|      1,901|        95.1%|
# |40 |Acinetobacter species              |     3|    0.2%|      1,904|        95.2%|
# |41 |Citrobacter koseri                 |     3|    0.2%|      1,907|        95.4%|
# |42 |Clostridium perfringens            |     3|    0.2%|      1,910|        95.5%|
# |43 |Clostridium septicum               |     3|    0.2%|      1,913|        95.7%|
# |44 |Enterobacter aerogenes             |     3|    0.2%|      1,916|        95.8%|
# |45 |Gemella haemolysans                |     3|    0.2%|      1,919|        96.0%|
# |46 |Micrococcus luteus                 |     3|    0.2%|      1,922|        96.1%|
# |47 |Micrococcus species                |     3|    0.2%|      1,925|        96.3%|
# |48 |Salmonella enterica                |     3|    0.2%|      1,928|        96.4%|
# |49 |Staphylococcus warneri             |     3|    0.2%|      1,931|        96.6%|
# |50 |Streptococcus equi                 |     3|    0.2%|      1,934|        96.7%|
# |51 |Streptococcus group C              |     3|    0.2%|      1,937|        96.9%|
# |52 |Streptococcus group G              |     3|    0.2%|      1,940|        97.0%|
# |53 |Streptococcus intermedius          |     3|    0.2%|      1,943|        97.2%|
# |54 |Streptococcus parasanguinis        |     3|    0.2%|      1,946|        97.3%|
# |55 |Aerococcus urinae                  |     2|    0.1%|      1,948|        97.4%|
# |56 |Candida tropicalis                 |     2|    0.1%|      1,950|        97.5%|
# |57 |Citrobacter species                |     2|    0.1%|      1,952|        97.6%|
# |58 |Enterococcus avium                 |     2|    0.1%|      1,954|        97.7%|
# |59 |Pantoea agglomerans                |     2|    0.1%|      1,956|        97.8%|
# |60 |Pantoea species                    |     2|    0.1%|      1,958|        97.9%|
# |61 |Proteus vulgaris                   |     2|    0.1%|      1,960|        98.0%|
# |62 |Staphylococcus cohnii              |     2|    0.1%|      1,962|        98.1%|
# |63 |Staphylococcus lugdunensis         |     2|    0.1%|      1,964|        98.2%|
# |64 |Staphylococcus schleiferi          |     2|    0.1%|      1,966|        98.3%|
# |65 |Stenotrophomonas maltophilia       |     2|    0.1%|      1,968|        98.4%|
# |66 |Streptococcus mutans               |     2|    0.1%|      1,970|        98.5%|
# |67 |Actinomyces odontolyticus          |     1|    0.1%|      1,971|        98.6%|
# |68 |Campylobacter jejuni               |     1|    0.1%|      1,972|        98.6%|
# |69 |Candida lusitaniae                 |     1|    0.1%|      1,973|        98.7%|
# |70 |Clostridium novyi                  |     1|    0.1%|      1,974|        98.7%|
# |71 |Corynebacterium tuberculostearicum |     1|    0.1%|      1,975|        98.8%|
# |72 |Dermabacter hominis                |     1|    0.1%|      1,976|        98.8%|
# |73 |Eikenella corrodens                |     1|    0.1%|      1,977|        98.9%|
# |74 |Enterococcus casseliflavus         |     1|    0.1%|      1,978|        98.9%|
# |75 |Escherichia vulneris               |     1|    0.1%|      1,979|        99.0%|
# |76 |Fusobacterium species              |     1|    0.1%|      1,980|        99.0%|
# |77 |Globicatella sanguinis             |     1|    0.1%|      1,981|        99.1%|
# |78 |Granulicatella adiacens            |     1|    0.1%|      1,982|        99.1%|
# |79 |Haemophilus parainfluenzae         |     1|    0.1%|      1,983|        99.2%|
# |80 |Hafnia alvei                       |     1|    0.1%|      1,984|        99.2%|
# |81 |Lactobacillus delbrueckii          |     1|    0.1%|      1,985|        99.3%|
# |82 |Leuconostoc species                |     1|    0.1%|      1,986|        99.3%|
# |83 |Listeria monocytogenes             |     1|    0.1%|      1,987|        99.4%|
# |84 |Neisseria meningitidis             |     1|    0.1%|      1,988|        99.4%|
# |85 |Neisseria sicca                    |     1|    0.1%|      1,989|        99.5%|
# |86 |Paenibacillus durus                |     1|    0.1%|      1,990|        99.5%|
# |87 |Propionibacterium acnes            |     1|    0.1%|      1,991|        99.6%|
# |88 |Proteus penneri                    |     1|    0.1%|      1,992|        99.6%|
# |89 |Rothia mucilaginosa                |     1|    0.1%|      1,993|        99.7%|
# |90 |Sphingobacterium spiritivorum      |     1|    0.1%|      1,994|        99.7%|
# |91 |Sphingomonas paucimobilis          |     1|    0.1%|      1,995|        99.8%|
# |92 |Streptococcus equinus              |     1|    0.1%|      1,996|        99.8%|
# |93 |Streptococcus gordonii             |     1|    0.1%|      1,997|        99.9%|
# |94 |Streptococcus infantarius          |     1|    0.1%|      1,998|        99.9%|
# |95 |Streptococcus sanguinis            |     1|    0.1%|      1,999|       100.0%|
# |96 |Veillonella parvula                |     1|    0.1%|      2,000|       100.0%|

Frequencies of numeric values

Frequency tables can be created of any input.

In case of numeric values (like integers, doubles, etc.) additional descriptive statistics will be calculated and shown into the header:

# # get age distribution of unique patients
septic_patients %>% 
  distinct(patient_id, .keep_all = TRUE) %>% 
  freq(age, nmax = 5)
# 
# 
# **Frequency table of `age`**
# 
# 
# |   | Item| Count| Percent| Cum. Count| Cum. Percent|
# |:--|----:|-----:|-------:|----------:|------------:|
# |1  |   83|    44|    4.5%|         44|         4.5%|
# |2  |   76|    43|    4.4%|         87|         8.9%|
# |3  |   75|    37|    3.8%|        124|        12.6%|
# |4  |   82|    33|    3.4%|        157|        16.0%|
# |5  |   78|    32|    3.3%|        189|        19.3%|
# |6  |   80|    32|    3.3%|        221|        22.5%|
# |7  |   77|    30|    3.1%|        251|        25.6%|
# |8  |   86|    30|    3.1%|        281|        28.6%|
# |9  |   79|    29|    3.0%|        310|        31.6%|
# |10 |   72|    28|    2.9%|        338|        34.5%|
# |11 |   81|    28|    2.9%|        366|        37.3%|
# |12 |   87|    28|    2.9%|        394|        40.2%|
# |13 |   67|    26|    2.7%|        420|        42.8%|
# |14 |   70|    26|    2.7%|        446|        45.5%|
# |15 |   71|    25|    2.5%|        471|        48.0%|
# |16 |   85|    25|    2.5%|        496|        50.6%|
# |17 |   88|    24|    2.4%|        520|        53.0%|
# |18 |   69|    23|    2.3%|        543|        55.4%|
# |19 |   73|    23|    2.3%|        566|        57.7%|
# |20 |   74|    22|    2.2%|        588|        59.9%|
# |21 |   68|    21|    2.1%|        609|        62.1%|
# |22 |   66|    20|    2.0%|        629|        64.1%|
# |23 |   59|    18|    1.8%|        647|        66.0%|
# |24 |   63|    18|    1.8%|        665|        67.8%|
# |25 |   65|    18|    1.8%|        683|        69.6%|
# |26 |   84|    18|    1.8%|        701|        71.5%|
# |27 |   57|    16|    1.6%|        717|        73.1%|
# |28 |   64|    16|    1.6%|        733|        74.7%|
# |29 |   89|    15|    1.5%|        748|        76.2%|
# |30 |   90|    15|    1.5%|        763|        77.8%|
# |31 |   58|    13|    1.3%|        776|        79.1%|
# |32 |   60|    13|    1.3%|        789|        80.4%|
# |33 |   50|    12|    1.2%|        801|        81.7%|
# |34 |   56|    12|    1.2%|        813|        82.9%|
# |35 |   47|    11|    1.1%|        824|        84.0%|
# |36 |   62|    10|    1.0%|        834|        85.0%|
# |37 |   53|     9|    0.9%|        843|        85.9%|
# |38 |   55|     9|    0.9%|        852|        86.9%|
# |39 |   61|     9|    0.9%|        861|        87.8%|
# |40 |   43|     8|    0.8%|        869|        88.6%|
# |41 |   48|     8|    0.8%|        877|        89.4%|
# |42 |   51|     8|    0.8%|        885|        90.2%|
# |43 |   92|     8|    0.8%|        893|        91.0%|
# |44 |   44|     7|    0.7%|        900|        91.7%|
# |45 |   46|     7|    0.7%|        907|        92.5%|
# |46 |   52|     7|    0.7%|        914|        93.2%|
# |47 |   91|     7|    0.7%|        921|        93.9%|
# |48 |   54|     6|    0.6%|        927|        94.5%|
# |49 |   41|     5|    0.5%|        932|        95.0%|
# |50 |   42|     5|    0.5%|        937|        95.5%|
# |51 |   45|     5|    0.5%|        942|        96.0%|
# |52 |   38|     4|    0.4%|        946|        96.4%|
# |53 |   39|     4|    0.4%|        950|        96.8%|
# |54 |   37|     3|    0.3%|        953|        97.1%|
# |55 |   49|     3|    0.3%|        956|        97.5%|
# |56 |   94|     3|    0.3%|        959|        97.8%|
# |57 |   20|     2|    0.2%|        961|        98.0%|
# |58 |   29|     2|    0.2%|        963|        98.2%|
# |59 |   30|     2|    0.2%|        965|        98.4%|
# |60 |   40|     2|    0.2%|        967|        98.6%|
# |61 |   93|     2|    0.2%|        969|        98.8%|
# |62 |   14|     1|    0.1%|        970|        98.9%|
# |63 |   18|     1|    0.1%|        971|        99.0%|
# |64 |   19|     1|    0.1%|        972|        99.1%|
# |65 |   22|     1|    0.1%|        973|        99.2%|
# |66 |   24|     1|    0.1%|        974|        99.3%|
# |67 |   31|     1|    0.1%|        975|        99.4%|
# |68 |   32|     1|    0.1%|        976|        99.5%|
# |69 |   33|     1|    0.1%|        977|        99.6%|
# |70 |   34|     1|    0.1%|        978|        99.7%|
# |71 |   35|     1|    0.1%|        979|        99.8%|
# |72 |   95|     1|    0.1%|        980|        99.9%|
# |73 |   97|     1|    0.1%|        981|       100.0%|

So the following properties are determined, where NA values are always ignored:

  • Mean

  • Standard deviation

  • Coefficient of variation (CV), the standard deviation divided by the mean

  • Five numbers of Tukey (min, Q1, median, Q3, max)

  • Coefficient of quartile variation (CQV, sometimes called coefficient of dispersion), calculated as (Q3 - Q1) / (Q3 + Q1) using quantile with type = 6 as quantile algorithm to comply with SPSS standards

  • Outliers (total count and unique count)

So for example, the above frequency table quickly shows the median age of patients being 74.

Frequencies of factors

Frequencies of factors will be sorted on factor level instead of item count by default. This can be changed with the sort.count parameter. Frequency tables of factors always show the factor level as an additional last column.

sort.count is TRUE by default, except for factors. Compare this default behaviour…

septic_patients %>%
  freq(hospital_id)
# 
# 
# **Frequency table of `hospital_id`**
# 
# 
# |   |Item | Count| Percent| Cum. Count| Cum. Percent|
# |:--|:----|-----:|-------:|----------:|------------:|
# |1  |D    |   762|   38.1%|        762|        38.1%|
# |2  |B    |   663|   33.2%|      1,425|        71.3%|
# |3  |A    |   321|   16.1%|      1,746|        87.3%|
# |4  |C    |   254|   12.7%|      2,000|       100.0%|

… with this, where items are now sorted on count:

septic_patients %>%
  freq(hospital_id, sort.count = TRUE)
# 
# 
# **Frequency table of `hospital_id`**
# 
# 
# |   |Item | Count| Percent| Cum. Count| Cum. Percent|
# |:--|:----|-----:|-------:|----------:|------------:|
# |1  |D    |   762|   38.1%|        762|        38.1%|
# |2  |B    |   663|   33.2%|      1,425|        71.3%|
# |3  |A    |   321|   16.1%|      1,746|        87.3%|
# |4  |C    |   254|   12.7%|      2,000|       100.0%|

All classes will be printed into the header. Variables with the new rsi class of this AMR package are actually ordered factors and have three classes (look at Class in the header):

septic_patients %>%
  select(amox) %>% 
  freq()
# 
# 
# **Frequency table**
# 
# 
# |   |Item | Count| Percent| Cum. Count| Cum. Percent|
# |:--|:----|-----:|-------:|----------:|------------:|
# |1  |R    |   683|   58.3%|        683|        58.3%|
# |2  |S    |   486|   41.5%|      1,169|        99.7%|
# |3  |I    |     3|    0.3%|      1,172|       100.0%|

Frequencies of dates

Frequencies of dates will show the oldest and newest date in the data, and the amount of days between them:

septic_patients %>%
  select(date) %>% 
  freq(nmax = 5)
# 
# 
# **Frequency table**
# 
# 
# |     |Item       | Count| Percent| Cum. Count| Cum. Percent|
# |:----|:----------|-----:|-------:|----------:|------------:|
# |1    |2016-05-21 |    10|    0.5%|         10|         0.5%|
# |2    |2004-11-15 |     8|    0.4%|         18|         0.9%|
# |3    |2013-07-29 |     8|    0.4%|         26|         1.3%|
# |4    |2017-06-12 |     8|    0.4%|         34|         1.7%|
# |5    |2015-11-19 |     7|    0.4%|         41|         2.1%|
# |6    |2005-12-22 |     6|    0.3%|         47|         2.4%|
# |7    |2015-10-12 |     6|    0.3%|         53|         2.7%|
# |8    |2002-02-27 |     5|    0.3%|         58|         2.9%|
# |9    |2003-10-20 |     5|    0.3%|         63|         3.2%|
# |10   |2004-02-02 |     5|    0.3%|         68|         3.4%|
# |11   |2004-02-18 |     5|    0.3%|         73|         3.7%|
# |12   |2004-06-22 |     5|    0.3%|         78|         3.9%|
# |13   |2004-12-01 |     5|    0.3%|         83|         4.2%|
# |14   |2005-08-16 |     5|    0.3%|         88|         4.4%|
# |15   |2005-09-01 |     5|    0.3%|         93|         4.7%|
# |16   |2006-06-29 |     5|    0.3%|         98|         4.9%|
# |17   |2007-08-10 |     5|    0.3%|        103|         5.2%|
# |18   |2008-08-29 |     5|    0.3%|        108|         5.4%|
# |19   |2011-07-08 |     5|    0.3%|        113|         5.7%|
# |20   |2014-08-29 |     5|    0.3%|        118|         5.9%|
# |21   |2014-10-22 |     5|    0.3%|        123|         6.2%|
# |22   |2014-10-24 |     5|    0.3%|        128|         6.4%|
# |23   |2015-11-03 |     5|    0.3%|        133|         6.7%|
# |24   |2017-06-26 |     5|    0.3%|        138|         6.9%|
# |25   |2002-02-05 |     4|    0.2%|        142|         7.1%|
# |26   |2002-05-16 |     4|    0.2%|        146|         7.3%|
# |27   |2002-10-20 |     4|    0.2%|        150|         7.5%|
# |28   |2002-11-18 |     4|    0.2%|        154|         7.7%|
# |29   |2003-04-13 |     4|    0.2%|        158|         7.9%|
# |30   |2003-09-05 |     4|    0.2%|        162|         8.1%|
# |31   |2003-09-19 |     4|    0.2%|        166|         8.3%|
# |32   |2003-09-26 |     4|    0.2%|        170|         8.5%|
# |33   |2003-11-04 |     4|    0.2%|        174|         8.7%|
# |34   |2004-04-15 |     4|    0.2%|        178|         8.9%|
# |35   |2004-07-29 |     4|    0.2%|        182|         9.1%|
# |36   |2004-12-24 |     4|    0.2%|        186|         9.3%|
# |37   |2005-03-29 |     4|    0.2%|        190|         9.5%|
# |38   |2005-08-03 |     4|    0.2%|        194|         9.7%|
# |39   |2005-08-08 |     4|    0.2%|        198|         9.9%|
# |40   |2005-10-26 |     4|    0.2%|        202|        10.1%|
# |41   |2006-01-04 |     4|    0.2%|        206|        10.3%|
# |42   |2006-02-09 |     4|    0.2%|        210|        10.5%|
# |43   |2006-05-26 |     4|    0.2%|        214|        10.7%|
# |44   |2006-06-12 |     4|    0.2%|        218|        10.9%|
# |45   |2006-06-26 |     4|    0.2%|        222|        11.1%|
# |46   |2007-04-14 |     4|    0.2%|        226|        11.3%|
# |47   |2007-06-03 |     4|    0.2%|        230|        11.5%|
# |48   |2008-04-21 |     4|    0.2%|        234|        11.7%|
# |49   |2008-08-28 |     4|    0.2%|        238|        11.9%|
# |50   |2009-11-12 |     4|    0.2%|        242|        12.1%|
# |51   |2010-05-14 |     4|    0.2%|        246|        12.3%|
# |52   |2010-07-05 |     4|    0.2%|        250|        12.5%|
# |53   |2010-12-06 |     4|    0.2%|        254|        12.7%|
# |54   |2011-11-04 |     4|    0.2%|        258|        12.9%|
# |55   |2012-04-12 |     4|    0.2%|        262|        13.1%|
# |56   |2012-05-24 |     4|    0.2%|        266|        13.3%|
# |57   |2012-07-20 |     4|    0.2%|        270|        13.5%|
# |58   |2012-10-18 |     4|    0.2%|        274|        13.7%|
# |59   |2013-04-16 |     4|    0.2%|        278|        13.9%|
# |60   |2013-11-02 |     4|    0.2%|        282|        14.1%|
# |61   |2014-09-05 |     4|    0.2%|        286|        14.3%|
# |62   |2014-12-29 |     4|    0.2%|        290|        14.5%|
# |63   |2015-10-06 |     4|    0.2%|        294|        14.7%|
# |64   |2015-11-27 |     4|    0.2%|        298|        14.9%|
# |65   |2016-03-27 |     4|    0.2%|        302|        15.1%|
# |66   |2016-11-18 |     4|    0.2%|        306|        15.3%|
# |67   |2017-01-13 |     4|    0.2%|        310|        15.5%|
# |68   |2017-02-18 |     4|    0.2%|        314|        15.7%|
# |69   |2017-03-02 |     4|    0.2%|        318|        15.9%|
# |70   |2017-05-26 |     4|    0.2%|        322|        16.1%|
# |71   |2017-07-03 |     4|    0.2%|        326|        16.3%|
# |72   |2017-07-20 |     4|    0.2%|        330|        16.5%|
# |73   |2017-12-12 |     4|    0.2%|        334|        16.7%|
# |74   |2017-12-13 |     4|    0.2%|        338|        16.9%|
# |75   |2017-12-28 |     4|    0.2%|        342|        17.1%|
# |76   |2002-01-17 |     3|    0.2%|        345|        17.3%|
# |77   |2002-01-19 |     3|    0.2%|        348|        17.4%|
# |78   |2002-02-14 |     3|    0.2%|        351|        17.6%|
# |79   |2002-04-04 |     3|    0.2%|        354|        17.7%|
# |80   |2002-10-11 |     3|    0.2%|        357|        17.9%|
# |81   |2002-11-16 |     3|    0.2%|        360|        18.0%|
# |82   |2003-04-08 |     3|    0.2%|        363|        18.2%|
# |83   |2003-07-31 |     3|    0.2%|        366|        18.3%|
# |84   |2003-08-13 |     3|    0.2%|        369|        18.5%|
# |85   |2003-09-09 |     3|    0.2%|        372|        18.6%|
# |86   |2003-09-22 |     3|    0.2%|        375|        18.8%|
# |87   |2004-02-01 |     3|    0.2%|        378|        18.9%|
# |88   |2004-02-10 |     3|    0.2%|        381|        19.1%|
# |89   |2004-02-20 |     3|    0.2%|        384|        19.2%|
# |90   |2004-05-04 |     3|    0.2%|        387|        19.4%|
# |91   |2004-05-11 |     3|    0.2%|        390|        19.5%|
# |92   |2004-06-09 |     3|    0.2%|        393|        19.7%|
# |93   |2004-09-22 |     3|    0.2%|        396|        19.8%|
# |94   |2004-09-28 |     3|    0.2%|        399|        20.0%|
# |95   |2004-11-03 |     3|    0.2%|        402|        20.1%|
# |96   |2004-11-29 |     3|    0.2%|        405|        20.3%|
# |97   |2004-12-05 |     3|    0.2%|        408|        20.4%|
# |98   |2004-12-29 |     3|    0.2%|        411|        20.6%|
# |99   |2005-01-07 |     3|    0.2%|        414|        20.7%|
# |100  |2005-02-25 |     3|    0.2%|        417|        20.9%|
# |101  |2005-04-12 |     3|    0.2%|        420|        21.0%|
# |102  |2005-08-22 |     3|    0.2%|        423|        21.2%|
# |103  |2006-01-19 |     3|    0.2%|        426|        21.3%|
# |104  |2006-03-04 |     3|    0.2%|        429|        21.5%|
# |105  |2006-03-18 |     3|    0.2%|        432|        21.6%|
# |106  |2006-05-30 |     3|    0.2%|        435|        21.8%|
# |107  |2006-07-23 |     3|    0.2%|        438|        21.9%|
# |108  |2006-08-22 |     3|    0.2%|        441|        22.1%|
# |109  |2006-08-23 |     3|    0.2%|        444|        22.2%|
# |110  |2006-09-05 |     3|    0.2%|        447|        22.4%|
# |111  |2006-09-29 |     3|    0.2%|        450|        22.5%|
# |112  |2006-10-29 |     3|    0.2%|        453|        22.7%|
# |113  |2006-11-10 |     3|    0.2%|        456|        22.8%|
# |114  |2006-12-19 |     3|    0.2%|        459|        23.0%|
# |115  |2007-01-15 |     3|    0.2%|        462|        23.1%|
# |116  |2007-02-21 |     3|    0.2%|        465|        23.3%|
# |117  |2007-05-29 |     3|    0.2%|        468|        23.4%|
# |118  |2007-06-21 |     3|    0.2%|        471|        23.6%|
# |119  |2007-09-15 |     3|    0.2%|        474|        23.7%|
# |120  |2007-11-30 |     3|    0.2%|        477|        23.9%|
# |121  |2007-12-15 |     3|    0.2%|        480|        24.0%|
# |122  |2008-01-22 |     3|    0.2%|        483|        24.2%|
# |123  |2008-01-30 |     3|    0.2%|        486|        24.3%|
# |124  |2008-02-15 |     3|    0.2%|        489|        24.5%|
# |125  |2008-05-04 |     3|    0.2%|        492|        24.6%|
# |126  |2008-05-11 |     3|    0.2%|        495|        24.8%|
# |127  |2008-07-28 |     3|    0.2%|        498|        24.9%|
# |128  |2008-10-01 |     3|    0.2%|        501|        25.1%|
# |129  |2009-02-12 |     3|    0.2%|        504|        25.2%|
# |130  |2009-04-14 |     3|    0.2%|        507|        25.4%|
# |131  |2009-05-07 |     3|    0.2%|        510|        25.5%|
# |132  |2009-05-08 |     3|    0.2%|        513|        25.7%|
# |133  |2009-06-19 |     3|    0.2%|        516|        25.8%|
# |134  |2009-07-24 |     3|    0.2%|        519|        26.0%|
# |135  |2009-07-31 |     3|    0.2%|        522|        26.1%|
# |136  |2009-09-01 |     3|    0.2%|        525|        26.3%|
# |137  |2009-10-15 |     3|    0.2%|        528|        26.4%|
# |138  |2010-01-28 |     3|    0.2%|        531|        26.6%|
# |139  |2010-02-27 |     3|    0.2%|        534|        26.7%|
# |140  |2010-03-06 |     3|    0.2%|        537|        26.9%|
# |141  |2010-03-12 |     3|    0.2%|        540|        27.0%|
# |142  |2010-03-31 |     3|    0.2%|        543|        27.2%|
# |143  |2010-04-08 |     3|    0.2%|        546|        27.3%|
# |144  |2010-08-15 |     3|    0.2%|        549|        27.5%|
# |145  |2010-11-01 |     3|    0.2%|        552|        27.6%|
# |146  |2010-12-29 |     3|    0.2%|        555|        27.8%|
# |147  |2011-01-09 |     3|    0.2%|        558|        27.9%|
# |148  |2011-01-10 |     3|    0.2%|        561|        28.1%|
# |149  |2011-06-16 |     3|    0.2%|        564|        28.2%|
# |150  |2011-07-05 |     3|    0.2%|        567|        28.4%|
# |151  |2012-03-12 |     3|    0.2%|        570|        28.5%|
# |152  |2012-04-16 |     3|    0.2%|        573|        28.7%|
# |153  |2012-05-04 |     3|    0.2%|        576|        28.8%|
# |154  |2013-03-05 |     3|    0.2%|        579|        29.0%|
# |155  |2013-09-27 |     3|    0.2%|        582|        29.1%|
# |156  |2013-10-11 |     3|    0.2%|        585|        29.3%|
# |157  |2013-11-16 |     3|    0.2%|        588|        29.4%|
# |158  |2013-11-23 |     3|    0.2%|        591|        29.6%|
# |159  |2014-05-04 |     3|    0.2%|        594|        29.7%|
# |160  |2014-05-30 |     3|    0.2%|        597|        29.9%|
# |161  |2015-04-07 |     3|    0.2%|        600|        30.0%|
# |162  |2015-06-03 |     3|    0.2%|        603|        30.2%|
# |163  |2015-06-18 |     3|    0.2%|        606|        30.3%|
# |164  |2015-08-14 |     3|    0.2%|        609|        30.5%|
# |165  |2015-09-20 |     3|    0.2%|        612|        30.6%|
# |166  |2015-10-28 |     3|    0.2%|        615|        30.8%|
# |167  |2015-12-21 |     3|    0.2%|        618|        30.9%|
# |168  |2016-01-03 |     3|    0.2%|        621|        31.1%|
# |169  |2016-03-29 |     3|    0.2%|        624|        31.2%|
# |170  |2016-04-02 |     3|    0.2%|        627|        31.4%|
# |171  |2016-07-17 |     3|    0.2%|        630|        31.5%|
# |172  |2016-08-13 |     3|    0.2%|        633|        31.7%|
# |173  |2016-10-28 |     3|    0.2%|        636|        31.8%|
# |174  |2016-12-27 |     3|    0.2%|        639|        32.0%|
# |175  |2017-02-17 |     3|    0.2%|        642|        32.1%|
# |176  |2017-03-08 |     3|    0.2%|        645|        32.3%|
# |177  |2017-03-12 |     3|    0.2%|        648|        32.4%|
# |178  |2017-03-15 |     3|    0.2%|        651|        32.6%|
# |179  |2017-05-13 |     3|    0.2%|        654|        32.7%|
# |180  |2017-05-17 |     3|    0.2%|        657|        32.9%|
# |181  |2017-05-24 |     3|    0.2%|        660|        33.0%|
# |182  |2017-06-28 |     3|    0.2%|        663|        33.2%|
# |183  |2017-09-02 |     3|    0.2%|        666|        33.3%|
# |184  |2017-10-04 |     3|    0.2%|        669|        33.5%|
# |185  |2017-10-18 |     3|    0.2%|        672|        33.6%|
# |186  |2017-12-04 |     3|    0.2%|        675|        33.8%|
# |187  |2002-01-07 |     2|    0.1%|        677|        33.9%|
# |188  |2002-01-13 |     2|    0.1%|        679|        34.0%|
# |189  |2002-01-14 |     2|    0.1%|        681|        34.1%|
# |190  |2002-01-22 |     2|    0.1%|        683|        34.2%|
# |191  |2002-01-29 |     2|    0.1%|        685|        34.3%|
# |192  |2002-02-21 |     2|    0.1%|        687|        34.4%|
# |193  |2002-04-01 |     2|    0.1%|        689|        34.5%|
# |194  |2002-04-05 |     2|    0.1%|        691|        34.6%|
# |195  |2002-04-14 |     2|    0.1%|        693|        34.7%|
# |196  |2002-04-23 |     2|    0.1%|        695|        34.8%|
# |197  |2002-05-07 |     2|    0.1%|        697|        34.9%|
# |198  |2002-05-14 |     2|    0.1%|        699|        35.0%|
# |199  |2002-05-22 |     2|    0.1%|        701|        35.1%|
# |200  |2002-06-06 |     2|    0.1%|        703|        35.2%|
# |201  |2002-06-22 |     2|    0.1%|        705|        35.3%|
# |202  |2002-06-23 |     2|    0.1%|        707|        35.4%|
# |203  |2002-07-15 |     2|    0.1%|        709|        35.5%|
# |204  |2002-07-21 |     2|    0.1%|        711|        35.6%|
# |205  |2002-07-23 |     2|    0.1%|        713|        35.7%|
# |206  |2002-07-30 |     2|    0.1%|        715|        35.8%|
# |207  |2002-08-14 |     2|    0.1%|        717|        35.9%|
# |208  |2002-08-19 |     2|    0.1%|        719|        36.0%|
# |209  |2002-08-28 |     2|    0.1%|        721|        36.1%|
# |210  |2002-09-23 |     2|    0.1%|        723|        36.2%|
# |211  |2002-10-14 |     2|    0.1%|        725|        36.3%|
# |212  |2002-10-18 |     2|    0.1%|        727|        36.4%|
# |213  |2002-11-04 |     2|    0.1%|        729|        36.5%|
# |214  |2002-11-11 |     2|    0.1%|        731|        36.6%|
# |215  |2002-11-21 |     2|    0.1%|        733|        36.7%|
# |216  |2002-11-28 |     2|    0.1%|        735|        36.8%|
# |217  |2002-12-13 |     2|    0.1%|        737|        36.9%|
# |218  |2002-12-14 |     2|    0.1%|        739|        37.0%|
# |219  |2003-01-06 |     2|    0.1%|        741|        37.1%|
# |220  |2003-01-25 |     2|    0.1%|        743|        37.2%|
# |221  |2003-03-03 |     2|    0.1%|        745|        37.3%|
# |222  |2003-03-22 |     2|    0.1%|        747|        37.4%|
# |223  |2003-04-02 |     2|    0.1%|        749|        37.5%|
# |224  |2003-04-07 |     2|    0.1%|        751|        37.6%|
# |225  |2003-04-20 |     2|    0.1%|        753|        37.7%|
# |226  |2003-04-21 |     2|    0.1%|        755|        37.8%|
# |227  |2003-04-22 |     2|    0.1%|        757|        37.9%|
# |228  |2003-04-25 |     2|    0.1%|        759|        38.0%|
# |229  |2003-05-04 |     2|    0.1%|        761|        38.1%|
# |230  |2003-05-05 |     2|    0.1%|        763|        38.2%|
# |231  |2003-05-08 |     2|    0.1%|        765|        38.3%|
# |232  |2003-06-01 |     2|    0.1%|        767|        38.4%|
# |233  |2003-06-02 |     2|    0.1%|        769|        38.5%|
# |234  |2003-06-09 |     2|    0.1%|        771|        38.6%|
# |235  |2003-06-20 |     2|    0.1%|        773|        38.7%|
# |236  |2003-07-06 |     2|    0.1%|        775|        38.8%|
# |237  |2003-07-11 |     2|    0.1%|        777|        38.9%|
# |238  |2003-07-24 |     2|    0.1%|        779|        39.0%|
# |239  |2003-09-12 |     2|    0.1%|        781|        39.1%|
# |240  |2003-09-28 |     2|    0.1%|        783|        39.2%|
# |241  |2003-10-02 |     2|    0.1%|        785|        39.3%|
# |242  |2003-10-08 |     2|    0.1%|        787|        39.4%|
# |243  |2003-11-24 |     2|    0.1%|        789|        39.5%|
# |244  |2003-12-12 |     2|    0.1%|        791|        39.6%|
# |245  |2003-12-18 |     2|    0.1%|        793|        39.7%|
# |246  |2003-12-27 |     2|    0.1%|        795|        39.8%|
# |247  |2003-12-31 |     2|    0.1%|        797|        39.9%|
# |248  |2004-01-01 |     2|    0.1%|        799|        40.0%|
# |249  |2004-02-23 |     2|    0.1%|        801|        40.1%|
# |250  |2004-02-28 |     2|    0.1%|        803|        40.2%|
# |251  |2004-03-03 |     2|    0.1%|        805|        40.3%|
# |252  |2004-04-03 |     2|    0.1%|        807|        40.4%|
# |253  |2004-05-03 |     2|    0.1%|        809|        40.5%|
# |254  |2004-05-09 |     2|    0.1%|        811|        40.6%|
# |255  |2004-06-04 |     2|    0.1%|        813|        40.7%|
# |256  |2004-06-07 |     2|    0.1%|        815|        40.8%|
# |257  |2004-06-10 |     2|    0.1%|        817|        40.9%|
# |258  |2004-06-20 |     2|    0.1%|        819|        41.0%|
# |259  |2004-08-01 |     2|    0.1%|        821|        41.1%|
# |260  |2004-09-04 |     2|    0.1%|        823|        41.2%|
# |261  |2004-09-06 |     2|    0.1%|        825|        41.3%|
# |262  |2004-11-16 |     2|    0.1%|        827|        41.4%|
# |263  |2004-11-22 |     2|    0.1%|        829|        41.5%|
# |264  |2004-12-10 |     2|    0.1%|        831|        41.6%|
# |265  |2004-12-13 |     2|    0.1%|        833|        41.7%|
# |266  |2004-12-17 |     2|    0.1%|        835|        41.8%|
# |267  |2004-12-20 |     2|    0.1%|        837|        41.9%|
# |268  |2005-01-08 |     2|    0.1%|        839|        42.0%|
# |269  |2005-01-12 |     2|    0.1%|        841|        42.1%|
# |270  |2005-01-13 |     2|    0.1%|        843|        42.2%|
# |271  |2005-01-19 |     2|    0.1%|        845|        42.3%|
# |272  |2005-01-24 |     2|    0.1%|        847|        42.4%|
# |273  |2005-03-02 |     2|    0.1%|        849|        42.5%|
# |274  |2005-04-18 |     2|    0.1%|        851|        42.6%|
# |275  |2005-04-22 |     2|    0.1%|        853|        42.7%|
# |276  |2005-04-24 |     2|    0.1%|        855|        42.8%|
# |277  |2005-05-14 |     2|    0.1%|        857|        42.9%|
# |278  |2005-06-06 |     2|    0.1%|        859|        43.0%|
# |279  |2005-06-16 |     2|    0.1%|        861|        43.1%|
# |280  |2005-06-21 |     2|    0.1%|        863|        43.2%|
# |281  |2005-06-23 |     2|    0.1%|        865|        43.3%|
# |282  |2005-06-24 |     2|    0.1%|        867|        43.4%|
# |283  |2005-07-02 |     2|    0.1%|        869|        43.5%|
# |284  |2005-07-11 |     2|    0.1%|        871|        43.6%|
# |285  |2005-08-28 |     2|    0.1%|        873|        43.7%|
# |286  |2005-08-31 |     2|    0.1%|        875|        43.8%|
# |287  |2005-09-05 |     2|    0.1%|        877|        43.9%|
# |288  |2005-09-06 |     2|    0.1%|        879|        44.0%|
# |289  |2005-09-25 |     2|    0.1%|        881|        44.1%|
# |290  |2005-10-06 |     2|    0.1%|        883|        44.2%|
# |291  |2005-10-15 |     2|    0.1%|        885|        44.3%|
# |292  |2005-12-29 |     2|    0.1%|        887|        44.4%|
# |293  |2006-01-11 |     2|    0.1%|        889|        44.5%|
# |294  |2006-01-12 |     2|    0.1%|        891|        44.6%|
# |295  |2006-01-25 |     2|    0.1%|        893|        44.7%|
# |296  |2006-03-09 |     2|    0.1%|        895|        44.8%|
# |297  |2006-05-29 |     2|    0.1%|        897|        44.9%|
# |298  |2006-06-03 |     2|    0.1%|        899|        45.0%|
# |299  |2006-06-06 |     2|    0.1%|        901|        45.1%|
# |300  |2006-07-02 |     2|    0.1%|        903|        45.2%|
# |301  |2006-07-21 |     2|    0.1%|        905|        45.3%|
# |302  |2006-07-29 |     2|    0.1%|        907|        45.4%|
# |303  |2006-07-30 |     2|    0.1%|        909|        45.5%|
# |304  |2006-09-06 |     2|    0.1%|        911|        45.6%|
# |305  |2006-09-14 |     2|    0.1%|        913|        45.7%|
# |306  |2006-10-02 |     2|    0.1%|        915|        45.8%|
# |307  |2006-10-16 |     2|    0.1%|        917|        45.9%|
# |308  |2006-10-22 |     2|    0.1%|        919|        46.0%|
# |309  |2006-10-30 |     2|    0.1%|        921|        46.1%|
# |310  |2006-11-12 |     2|    0.1%|        923|        46.2%|
# |311  |2006-12-22 |     2|    0.1%|        925|        46.3%|
# |312  |2007-01-18 |     2|    0.1%|        927|        46.4%|
# |313  |2007-01-28 |     2|    0.1%|        929|        46.5%|
# |314  |2007-02-11 |     2|    0.1%|        931|        46.6%|
# |315  |2007-02-24 |     2|    0.1%|        933|        46.7%|
# |316  |2007-03-26 |     2|    0.1%|        935|        46.8%|
# |317  |2007-04-06 |     2|    0.1%|        937|        46.9%|
# |318  |2007-04-13 |     2|    0.1%|        939|        47.0%|
# |319  |2007-04-16 |     2|    0.1%|        941|        47.1%|
# |320  |2007-04-30 |     2|    0.1%|        943|        47.2%|
# |321  |2007-05-04 |     2|    0.1%|        945|        47.3%|
# |322  |2007-06-07 |     2|    0.1%|        947|        47.4%|
# |323  |2007-06-26 |     2|    0.1%|        949|        47.5%|
# |324  |2007-06-27 |     2|    0.1%|        951|        47.6%|
# |325  |2007-07-07 |     2|    0.1%|        953|        47.7%|
# |326  |2007-07-13 |     2|    0.1%|        955|        47.8%|
# |327  |2007-07-18 |     2|    0.1%|        957|        47.9%|
# |328  |2007-07-31 |     2|    0.1%|        959|        48.0%|
# |329  |2007-08-22 |     2|    0.1%|        961|        48.1%|
# |330  |2007-09-03 |     2|    0.1%|        963|        48.2%|
# |331  |2007-09-29 |     2|    0.1%|        965|        48.3%|
# |332  |2007-10-11 |     2|    0.1%|        967|        48.4%|
# |333  |2007-10-15 |     2|    0.1%|        969|        48.5%|
# |334  |2007-10-26 |     2|    0.1%|        971|        48.6%|
# |335  |2007-11-10 |     2|    0.1%|        973|        48.7%|
# |336  |2007-11-28 |     2|    0.1%|        975|        48.8%|
# |337  |2008-03-22 |     2|    0.1%|        977|        48.9%|
# |338  |2008-04-10 |     2|    0.1%|        979|        49.0%|
# |339  |2008-04-15 |     2|    0.1%|        981|        49.1%|
# |340  |2008-04-22 |     2|    0.1%|        983|        49.2%|
# |341  |2008-05-06 |     2|    0.1%|        985|        49.3%|
# |342  |2008-05-07 |     2|    0.1%|        987|        49.4%|
# |343  |2008-05-08 |     2|    0.1%|        989|        49.5%|
# |344  |2008-05-12 |     2|    0.1%|        991|        49.6%|
# |345  |2008-05-15 |     2|    0.1%|        993|        49.7%|
# |346  |2008-06-30 |     2|    0.1%|        995|        49.8%|
# |347  |2008-07-11 |     2|    0.1%|        997|        49.9%|
# |348  |2008-08-03 |     2|    0.1%|        999|        50.0%|
# |349  |2008-08-05 |     2|    0.1%|      1,001|        50.0%|
# |350  |2008-08-22 |     2|    0.1%|      1,003|        50.1%|
# |351  |2008-08-31 |     2|    0.1%|      1,005|        50.2%|
# |352  |2008-09-01 |     2|    0.1%|      1,007|        50.3%|
# |353  |2008-10-09 |     2|    0.1%|      1,009|        50.4%|
# |354  |2008-10-10 |     2|    0.1%|      1,011|        50.5%|
# |355  |2008-10-29 |     2|    0.1%|      1,013|        50.6%|
# |356  |2008-10-31 |     2|    0.1%|      1,015|        50.7%|
# |357  |2008-11-01 |     2|    0.1%|      1,017|        50.8%|
# |358  |2008-11-14 |     2|    0.1%|      1,019|        50.9%|
# |359  |2008-12-27 |     2|    0.1%|      1,021|        51.0%|
# |360  |2008-12-29 |     2|    0.1%|      1,023|        51.1%|
# |361  |2009-01-18 |     2|    0.1%|      1,025|        51.3%|
# |362  |2009-02-17 |     2|    0.1%|      1,027|        51.4%|
# |363  |2009-02-18 |     2|    0.1%|      1,029|        51.5%|
# |364  |2009-02-19 |     2|    0.1%|      1,031|        51.6%|
# |365  |2009-03-15 |     2|    0.1%|      1,033|        51.7%|
# |366  |2009-04-10 |     2|    0.1%|      1,035|        51.8%|
# |367  |2009-04-27 |     2|    0.1%|      1,037|        51.9%|
# |368  |2009-06-24 |     2|    0.1%|      1,039|        52.0%|
# |369  |2009-07-07 |     2|    0.1%|      1,041|        52.1%|
# |370  |2009-07-30 |     2|    0.1%|      1,043|        52.2%|
# |371  |2009-08-03 |     2|    0.1%|      1,045|        52.3%|
# |372  |2009-08-29 |     2|    0.1%|      1,047|        52.4%|
# |373  |2009-09-06 |     2|    0.1%|      1,049|        52.5%|
# |374  |2009-11-02 |     2|    0.1%|      1,051|        52.6%|
# |375  |2009-11-07 |     2|    0.1%|      1,053|        52.7%|
# |376  |2009-11-21 |     2|    0.1%|      1,055|        52.8%|
# |377  |2009-12-22 |     2|    0.1%|      1,057|        52.9%|
# |378  |2010-01-02 |     2|    0.1%|      1,059|        53.0%|
# |379  |2010-01-08 |     2|    0.1%|      1,061|        53.1%|
# |380  |2010-02-08 |     2|    0.1%|      1,063|        53.2%|
# |381  |2010-03-04 |     2|    0.1%|      1,065|        53.3%|
# |382  |2010-03-21 |     2|    0.1%|      1,067|        53.4%|
# |383  |2010-04-10 |     2|    0.1%|      1,069|        53.5%|
# |384  |2010-05-01 |     2|    0.1%|      1,071|        53.6%|
# |385  |2010-05-26 |     2|    0.1%|      1,073|        53.7%|
# |386  |2010-06-05 |     2|    0.1%|      1,075|        53.8%|
# |387  |2010-07-23 |     2|    0.1%|      1,077|        53.9%|
# |388  |2010-07-29 |     2|    0.1%|      1,079|        54.0%|
# |389  |2010-08-08 |     2|    0.1%|      1,081|        54.1%|
# |390  |2010-09-04 |     2|    0.1%|      1,083|        54.2%|
# |391  |2010-09-09 |     2|    0.1%|      1,085|        54.3%|
# |392  |2010-09-12 |     2|    0.1%|      1,087|        54.4%|
# |393  |2010-10-04 |     2|    0.1%|      1,089|        54.5%|
# |394  |2010-12-14 |     2|    0.1%|      1,091|        54.6%|
# |395  |2010-12-21 |     2|    0.1%|      1,093|        54.7%|
# |396  |2011-02-15 |     2|    0.1%|      1,095|        54.8%|
# |397  |2011-02-21 |     2|    0.1%|      1,097|        54.9%|
# |398  |2011-02-24 |     2|    0.1%|      1,099|        55.0%|
# |399  |2011-04-03 |     2|    0.1%|      1,101|        55.1%|
# |400  |2011-04-14 |     2|    0.1%|      1,103|        55.2%|
# |401  |2011-04-24 |     2|    0.1%|      1,105|        55.3%|
# |402  |2011-04-25 |     2|    0.1%|      1,107|        55.4%|
# |403  |2011-04-26 |     2|    0.1%|      1,109|        55.5%|
# |404  |2011-05-06 |     2|    0.1%|      1,111|        55.6%|
# |405  |2011-05-19 |     2|    0.1%|      1,113|        55.7%|
# |406  |2011-05-22 |     2|    0.1%|      1,115|        55.8%|
# |407  |2011-06-07 |     2|    0.1%|      1,117|        55.9%|
# |408  |2011-06-25 |     2|    0.1%|      1,119|        56.0%|
# |409  |2011-06-27 |     2|    0.1%|      1,121|        56.1%|
# |410  |2011-07-03 |     2|    0.1%|      1,123|        56.2%|
# |411  |2011-07-04 |     2|    0.1%|      1,125|        56.3%|
# |412  |2011-07-12 |     2|    0.1%|      1,127|        56.4%|
# |413  |2011-08-01 |     2|    0.1%|      1,129|        56.5%|
# |414  |2011-08-20 |     2|    0.1%|      1,131|        56.6%|
# |415  |2011-09-01 |     2|    0.1%|      1,133|        56.7%|
# |416  |2011-09-07 |     2|    0.1%|      1,135|        56.8%|
# |417  |2011-09-19 |     2|    0.1%|      1,137|        56.9%|
# |418  |2011-09-20 |     2|    0.1%|      1,139|        57.0%|
# |419  |2011-09-23 |     2|    0.1%|      1,141|        57.1%|
# |420  |2011-10-03 |     2|    0.1%|      1,143|        57.2%|
# |421  |2011-10-09 |     2|    0.1%|      1,145|        57.3%|
# |422  |2011-11-08 |     2|    0.1%|      1,147|        57.4%|
# |423  |2011-11-14 |     2|    0.1%|      1,149|        57.5%|
# |424  |2012-01-01 |     2|    0.1%|      1,151|        57.6%|
# |425  |2012-04-10 |     2|    0.1%|      1,153|        57.7%|
# |426  |2012-04-18 |     2|    0.1%|      1,155|        57.8%|
# |427  |2012-05-18 |     2|    0.1%|      1,157|        57.9%|
# |428  |2012-05-20 |     2|    0.1%|      1,159|        58.0%|
# |429  |2012-06-09 |     2|    0.1%|      1,161|        58.1%|
# |430  |2012-06-10 |     2|    0.1%|      1,163|        58.2%|
# |431  |2012-06-11 |     2|    0.1%|      1,165|        58.3%|
# |432  |2012-06-14 |     2|    0.1%|      1,167|        58.4%|
# |433  |2012-07-10 |     2|    0.1%|      1,169|        58.5%|
# |434  |2012-07-17 |     2|    0.1%|      1,171|        58.6%|
# |435  |2012-07-27 |     2|    0.1%|      1,173|        58.7%|
# |436  |2012-08-29 |     2|    0.1%|      1,175|        58.8%|
# |437  |2012-09-03 |     2|    0.1%|      1,177|        58.9%|
# |438  |2012-09-06 |     2|    0.1%|      1,179|        59.0%|
# |439  |2012-09-14 |     2|    0.1%|      1,181|        59.1%|
# |440  |2012-10-04 |     2|    0.1%|      1,183|        59.2%|
# |441  |2012-10-11 |     2|    0.1%|      1,185|        59.3%|
# |442  |2012-11-01 |     2|    0.1%|      1,187|        59.4%|
# |443  |2012-11-22 |     2|    0.1%|      1,189|        59.5%|
# |444  |2012-12-27 |     2|    0.1%|      1,191|        59.6%|
# |445  |2013-01-02 |     2|    0.1%|      1,193|        59.7%|
# |446  |2013-01-26 |     2|    0.1%|      1,195|        59.8%|
# |447  |2013-01-28 |     2|    0.1%|      1,197|        59.9%|
# |448  |2013-02-15 |     2|    0.1%|      1,199|        60.0%|
# |449  |2013-02-18 |     2|    0.1%|      1,201|        60.1%|
# |450  |2013-03-08 |     2|    0.1%|      1,203|        60.2%|
# |451  |2013-03-12 |     2|    0.1%|      1,205|        60.3%|
# |452  |2013-04-01 |     2|    0.1%|      1,207|        60.4%|
# |453  |2013-04-24 |     2|    0.1%|      1,209|        60.5%|
# |454  |2013-05-16 |     2|    0.1%|      1,211|        60.6%|
# |455  |2013-06-02 |     2|    0.1%|      1,213|        60.7%|
# |456  |2013-07-09 |     2|    0.1%|      1,215|        60.8%|
# |457  |2013-07-15 |     2|    0.1%|      1,217|        60.9%|
# |458  |2013-07-18 |     2|    0.1%|      1,219|        61.0%|
# |459  |2013-07-22 |     2|    0.1%|      1,221|        61.1%|
# |460  |2013-07-25 |     2|    0.1%|      1,223|        61.2%|
# |461  |2013-08-13 |     2|    0.1%|      1,225|        61.3%|
# |462  |2013-09-11 |     2|    0.1%|      1,227|        61.4%|
# |463  |2013-10-01 |     2|    0.1%|      1,229|        61.5%|
# |464  |2013-11-12 |     2|    0.1%|      1,231|        61.6%|
# |465  |2013-12-02 |     2|    0.1%|      1,233|        61.7%|
# |466  |2013-12-05 |     2|    0.1%|      1,235|        61.8%|
# |467  |2013-12-31 |     2|    0.1%|      1,237|        61.9%|
# |468  |2014-01-14 |     2|    0.1%|      1,239|        62.0%|
# |469  |2014-02-07 |     2|    0.1%|      1,241|        62.1%|
# |470  |2014-02-08 |     2|    0.1%|      1,243|        62.2%|
# |471  |2014-02-19 |     2|    0.1%|      1,245|        62.3%|
# |472  |2014-02-20 |     2|    0.1%|      1,247|        62.4%|
# |473  |2014-02-25 |     2|    0.1%|      1,249|        62.5%|
# |474  |2014-03-11 |     2|    0.1%|      1,251|        62.6%|
# |475  |2014-03-24 |     2|    0.1%|      1,253|        62.7%|
# |476  |2014-04-02 |     2|    0.1%|      1,255|        62.8%|
# |477  |2014-05-06 |     2|    0.1%|      1,257|        62.9%|
# |478  |2014-06-10 |     2|    0.1%|      1,259|        63.0%|
# |479  |2014-06-19 |     2|    0.1%|      1,261|        63.1%|
# |480  |2014-08-19 |     2|    0.1%|      1,263|        63.2%|
# |481  |2014-09-03 |     2|    0.1%|      1,265|        63.3%|
# |482  |2014-10-19 |     2|    0.1%|      1,267|        63.4%|
# |483  |2014-10-20 |     2|    0.1%|      1,269|        63.5%|
# |484  |2014-11-22 |     2|    0.1%|      1,271|        63.6%|
# |485  |2014-12-08 |     2|    0.1%|      1,273|        63.7%|
# |486  |2014-12-15 |     2|    0.1%|      1,275|        63.8%|
# |487  |2014-12-22 |     2|    0.1%|      1,277|        63.9%|
# |488  |2015-01-02 |     2|    0.1%|      1,279|        64.0%|
# |489  |2015-01-07 |     2|    0.1%|      1,281|        64.1%|
# |490  |2015-01-11 |     2|    0.1%|      1,283|        64.2%|
# |491  |2015-01-23 |     2|    0.1%|      1,285|        64.3%|
# |492  |2015-02-15 |     2|    0.1%|      1,287|        64.4%|
# |493  |2015-03-23 |     2|    0.1%|      1,289|        64.5%|
# |494  |2015-04-15 |     2|    0.1%|      1,291|        64.6%|
# |495  |2015-07-31 |     2|    0.1%|      1,293|        64.7%|
# |496  |2015-08-09 |     2|    0.1%|      1,295|        64.8%|
# |497  |2015-10-03 |     2|    0.1%|      1,297|        64.9%|
# |498  |2015-10-05 |     2|    0.1%|      1,299|        65.0%|
# |499  |2015-10-07 |     2|    0.1%|      1,301|        65.1%|
# |500  |2015-11-11 |     2|    0.1%|      1,303|        65.2%|
# |501  |2015-11-17 |     2|    0.1%|      1,305|        65.3%|
# |502  |2015-12-03 |     2|    0.1%|      1,307|        65.4%|
# |503  |2015-12-15 |     2|    0.1%|      1,309|        65.5%|
# |504  |2015-12-24 |     2|    0.1%|      1,311|        65.6%|
# |505  |2016-01-22 |     2|    0.1%|      1,313|        65.7%|
# |506  |2016-02-12 |     2|    0.1%|      1,315|        65.8%|
# |507  |2016-02-18 |     2|    0.1%|      1,317|        65.9%|
# |508  |2016-03-12 |     2|    0.1%|      1,319|        66.0%|
# |509  |2016-03-17 |     2|    0.1%|      1,321|        66.1%|
# |510  |2016-04-03 |     2|    0.1%|      1,323|        66.2%|
# |511  |2016-04-25 |     2|    0.1%|      1,325|        66.3%|
# |512  |2016-04-29 |     2|    0.1%|      1,327|        66.4%|
# |513  |2016-05-07 |     2|    0.1%|      1,329|        66.5%|
# |514  |2016-06-02 |     2|    0.1%|      1,331|        66.6%|
# |515  |2016-06-03 |     2|    0.1%|      1,333|        66.7%|
# |516  |2016-06-17 |     2|    0.1%|      1,335|        66.8%|
# |517  |2016-06-21 |     2|    0.1%|      1,337|        66.9%|
# |518  |2016-07-06 |     2|    0.1%|      1,339|        67.0%|
# |519  |2016-07-09 |     2|    0.1%|      1,341|        67.1%|
# |520  |2016-07-11 |     2|    0.1%|      1,343|        67.2%|
# |521  |2016-08-07 |     2|    0.1%|      1,345|        67.3%|
# |522  |2016-08-08 |     2|    0.1%|      1,347|        67.4%|
# |523  |2016-09-19 |     2|    0.1%|      1,349|        67.5%|
# |524  |2016-09-25 |     2|    0.1%|      1,351|        67.6%|
# |525  |2016-10-05 |     2|    0.1%|      1,353|        67.7%|
# |526  |2016-10-15 |     2|    0.1%|      1,355|        67.8%|
# |527  |2016-10-25 |     2|    0.1%|      1,357|        67.9%|
# |528  |2016-11-09 |     2|    0.1%|      1,359|        68.0%|
# |529  |2016-11-13 |     2|    0.1%|      1,361|        68.1%|
# |530  |2016-11-16 |     2|    0.1%|      1,363|        68.2%|
# |531  |2016-11-19 |     2|    0.1%|      1,365|        68.3%|
# |532  |2016-11-25 |     2|    0.1%|      1,367|        68.4%|
# |533  |2016-12-04 |     2|    0.1%|      1,369|        68.5%|
# |534  |2016-12-17 |     2|    0.1%|      1,371|        68.6%|
# |535  |2017-01-19 |     2|    0.1%|      1,373|        68.7%|
# |536  |2017-01-23 |     2|    0.1%|      1,375|        68.8%|
# |537  |2017-01-30 |     2|    0.1%|      1,377|        68.9%|
# |538  |2017-02-13 |     2|    0.1%|      1,379|        69.0%|
# |539  |2017-03-10 |     2|    0.1%|      1,381|        69.1%|
# |540  |2017-03-14 |     2|    0.1%|      1,383|        69.2%|
# |541  |2017-03-20 |     2|    0.1%|      1,385|        69.3%|
# |542  |2017-03-21 |     2|    0.1%|      1,387|        69.4%|
# |543  |2017-03-22 |     2|    0.1%|      1,389|        69.5%|
# |544  |2017-04-01 |     2|    0.1%|      1,391|        69.6%|
# |545  |2017-04-10 |     2|    0.1%|      1,393|        69.7%|
# |546  |2017-04-30 |     2|    0.1%|      1,395|        69.8%|
# |547  |2017-05-07 |     2|    0.1%|      1,397|        69.9%|
# |548  |2017-05-16 |     2|    0.1%|      1,399|        70.0%|
# |549  |2017-05-20 |     2|    0.1%|      1,401|        70.1%|
# |550  |2017-06-07 |     2|    0.1%|      1,403|        70.2%|
# |551  |2017-07-04 |     2|    0.1%|      1,405|        70.3%|
# |552  |2017-08-15 |     2|    0.1%|      1,407|        70.4%|
# |553  |2017-08-17 |     2|    0.1%|      1,409|        70.5%|
# |554  |2017-10-05 |     2|    0.1%|      1,411|        70.6%|
# |555  |2017-11-08 |     2|    0.1%|      1,413|        70.7%|
# |556  |2017-11-10 |     2|    0.1%|      1,415|        70.8%|
# |557  |2017-12-21 |     2|    0.1%|      1,417|        70.9%|
# |558  |2002-01-02 |     1|    0.1%|      1,418|        70.9%|
# |559  |2002-01-03 |     1|    0.1%|      1,419|        71.0%|
# |560  |2002-01-16 |     1|    0.1%|      1,420|        71.0%|
# |561  |2002-01-21 |     1|    0.1%|      1,421|        71.1%|
# |562  |2002-02-03 |     1|    0.1%|      1,422|        71.1%|
# |563  |2002-02-18 |     1|    0.1%|      1,423|        71.2%|
# |564  |2002-02-24 |     1|    0.1%|      1,424|        71.2%|
# |565  |2002-03-08 |     1|    0.1%|      1,425|        71.3%|
# |566  |2002-03-16 |     1|    0.1%|      1,426|        71.3%|
# |567  |2002-03-17 |     1|    0.1%|      1,427|        71.4%|
# |568  |2002-04-08 |     1|    0.1%|      1,428|        71.4%|
# |569  |2002-04-12 |     1|    0.1%|      1,429|        71.5%|
# |570  |2002-04-26 |     1|    0.1%|      1,430|        71.5%|
# |571  |2002-05-04 |     1|    0.1%|      1,431|        71.6%|
# |572  |2002-05-15 |     1|    0.1%|      1,432|        71.6%|
# |573  |2002-06-04 |     1|    0.1%|      1,433|        71.7%|
# |574  |2002-06-05 |     1|    0.1%|      1,434|        71.7%|
# |575  |2002-06-07 |     1|    0.1%|      1,435|        71.8%|
# |576  |2002-06-18 |     1|    0.1%|      1,436|        71.8%|
# |577  |2002-06-19 |     1|    0.1%|      1,437|        71.9%|
# |578  |2002-07-16 |     1|    0.1%|      1,438|        71.9%|
# |579  |2002-07-24 |     1|    0.1%|      1,439|        72.0%|
# |580  |2002-07-28 |     1|    0.1%|      1,440|        72.0%|
# |581  |2002-08-31 |     1|    0.1%|      1,441|        72.1%|
# |582  |2002-09-08 |     1|    0.1%|      1,442|        72.1%|
# |583  |2002-09-24 |     1|    0.1%|      1,443|        72.2%|
# |584  |2002-10-22 |     1|    0.1%|      1,444|        72.2%|
# |585  |2002-11-07 |     1|    0.1%|      1,445|        72.3%|
# |586  |2002-11-12 |     1|    0.1%|      1,446|        72.3%|
# |587  |2002-11-14 |     1|    0.1%|      1,447|        72.4%|
# |588  |2002-11-27 |     1|    0.1%|      1,448|        72.4%|
# |589  |2002-12-02 |     1|    0.1%|      1,449|        72.5%|
# |590  |2002-12-28 |     1|    0.1%|      1,450|        72.5%|
# |591  |2003-01-04 |     1|    0.1%|      1,451|        72.6%|
# |592  |2003-01-08 |     1|    0.1%|      1,452|        72.6%|
# |593  |2003-01-09 |     1|    0.1%|      1,453|        72.7%|
# |594  |2003-01-14 |     1|    0.1%|      1,454|        72.7%|
# |595  |2003-01-27 |     1|    0.1%|      1,455|        72.8%|
# |596  |2003-01-31 |     1|    0.1%|      1,456|        72.8%|
# |597  |2003-02-26 |     1|    0.1%|      1,457|        72.9%|
# |598  |2003-03-18 |     1|    0.1%|      1,458|        72.9%|
# |599  |2003-04-30 |     1|    0.1%|      1,459|        73.0%|
# |600  |2003-05-06 |     1|    0.1%|      1,460|        73.0%|
# |601  |2003-05-12 |     1|    0.1%|      1,461|        73.1%|
# |602  |2003-05-13 |     1|    0.1%|      1,462|        73.1%|
# |603  |2003-05-26 |     1|    0.1%|      1,463|        73.2%|
# |604  |2003-05-27 |     1|    0.1%|      1,464|        73.2%|
# |605  |2003-05-28 |     1|    0.1%|      1,465|        73.3%|
# |606  |2003-06-11 |     1|    0.1%|      1,466|        73.3%|
# |607  |2003-06-15 |     1|    0.1%|      1,467|        73.4%|
# |608  |2003-06-24 |     1|    0.1%|      1,468|        73.4%|
# |609  |2003-06-25 |     1|    0.1%|      1,469|        73.5%|
# |610  |2003-07-03 |     1|    0.1%|      1,470|        73.5%|
# |611  |2003-07-15 |     1|    0.1%|      1,471|        73.6%|
# |612  |2003-07-17 |     1|    0.1%|      1,472|        73.6%|
# |613  |2003-07-23 |     1|    0.1%|      1,473|        73.7%|
# |614  |2003-08-14 |     1|    0.1%|      1,474|        73.7%|
# |615  |2003-09-14 |     1|    0.1%|      1,475|        73.8%|
# |616  |2003-10-01 |     1|    0.1%|      1,476|        73.8%|
# |617  |2003-10-03 |     1|    0.1%|      1,477|        73.9%|
# |618  |2003-10-09 |     1|    0.1%|      1,478|        73.9%|
# |619  |2003-10-16 |     1|    0.1%|      1,479|        74.0%|
# |620  |2003-10-17 |     1|    0.1%|      1,480|        74.0%|
# |621  |2003-10-23 |     1|    0.1%|      1,481|        74.1%|
# |622  |2003-10-27 |     1|    0.1%|      1,482|        74.1%|
# |623  |2003-10-29 |     1|    0.1%|      1,483|        74.2%|
# |624  |2003-11-10 |     1|    0.1%|      1,484|        74.2%|
# |625  |2003-11-21 |     1|    0.1%|      1,485|        74.3%|
# |626  |2003-11-23 |     1|    0.1%|      1,486|        74.3%|
# |627  |2003-12-29 |     1|    0.1%|      1,487|        74.4%|
# |628  |2004-01-04 |     1|    0.1%|      1,488|        74.4%|
# |629  |2004-01-09 |     1|    0.1%|      1,489|        74.5%|
# |630  |2004-01-16 |     1|    0.1%|      1,490|        74.5%|
# |631  |2004-01-19 |     1|    0.1%|      1,491|        74.6%|
# |632  |2004-02-13 |     1|    0.1%|      1,492|        74.6%|
# |633  |2004-02-21 |     1|    0.1%|      1,493|        74.7%|
# |634  |2004-02-24 |     1|    0.1%|      1,494|        74.7%|
# |635  |2004-02-26 |     1|    0.1%|      1,495|        74.8%|
# |636  |2004-02-29 |     1|    0.1%|      1,496|        74.8%|
# |637  |2004-03-09 |     1|    0.1%|      1,497|        74.9%|
# |638  |2004-03-14 |     1|    0.1%|      1,498|        74.9%|
# |639  |2004-03-15 |     1|    0.1%|      1,499|        75.0%|
# |640  |2004-03-16 |     1|    0.1%|      1,500|        75.0%|
# |641  |2004-03-17 |     1|    0.1%|      1,501|        75.1%|
# |642  |2004-03-19 |     1|    0.1%|      1,502|        75.1%|
# |643  |2004-04-05 |     1|    0.1%|      1,503|        75.2%|
# |644  |2004-04-07 |     1|    0.1%|      1,504|        75.2%|
# |645  |2004-04-10 |     1|    0.1%|      1,505|        75.3%|
# |646  |2004-04-11 |     1|    0.1%|      1,506|        75.3%|
# |647  |2004-04-14 |     1|    0.1%|      1,507|        75.4%|
# |648  |2004-04-17 |     1|    0.1%|      1,508|        75.4%|
# |649  |2004-04-21 |     1|    0.1%|      1,509|        75.5%|
# |650  |2004-04-29 |     1|    0.1%|      1,510|        75.5%|
# |651  |2004-05-10 |     1|    0.1%|      1,511|        75.6%|
# |652  |2004-05-16 |     1|    0.1%|      1,512|        75.6%|
# |653  |2004-05-28 |     1|    0.1%|      1,513|        75.7%|
# |654  |2004-05-31 |     1|    0.1%|      1,514|        75.7%|
# |655  |2004-06-11 |     1|    0.1%|      1,515|        75.8%|
# |656  |2004-06-28 |     1|    0.1%|      1,516|        75.8%|
# |657  |2004-07-01 |     1|    0.1%|      1,517|        75.9%|
# |658  |2004-07-02 |     1|    0.1%|      1,518|        75.9%|
# |659  |2004-07-05 |     1|    0.1%|      1,519|        76.0%|
# |660  |2004-07-12 |     1|    0.1%|      1,520|        76.0%|
# |661  |2004-07-18 |     1|    0.1%|      1,521|        76.1%|
# |662  |2004-07-21 |     1|    0.1%|      1,522|        76.1%|
# |663  |2004-08-04 |     1|    0.1%|      1,523|        76.2%|
# |664  |2004-08-14 |     1|    0.1%|      1,524|        76.2%|
# |665  |2004-08-20 |     1|    0.1%|      1,525|        76.3%|
# |666  |2004-08-21 |     1|    0.1%|      1,526|        76.3%|
# |667  |2004-08-22 |     1|    0.1%|      1,527|        76.4%|
# |668  |2004-08-29 |     1|    0.1%|      1,528|        76.4%|
# |669  |2004-09-10 |     1|    0.1%|      1,529|        76.5%|
# |670  |2004-09-24 |     1|    0.1%|      1,530|        76.5%|
# |671  |2004-10-01 |     1|    0.1%|      1,531|        76.6%|
# |672  |2004-11-04 |     1|    0.1%|      1,532|        76.6%|
# |673  |2004-11-09 |     1|    0.1%|      1,533|        76.7%|
# |674  |2004-12-06 |     1|    0.1%|      1,534|        76.7%|
# |675  |2004-12-18 |     1|    0.1%|      1,535|        76.8%|
# |676  |2004-12-23 |     1|    0.1%|      1,536|        76.8%|
# |677  |2004-12-28 |     1|    0.1%|      1,537|        76.9%|
# |678  |2004-12-30 |     1|    0.1%|      1,538|        76.9%|
# |679  |2005-01-11 |     1|    0.1%|      1,539|        77.0%|
# |680  |2005-01-17 |     1|    0.1%|      1,540|        77.0%|
# |681  |2005-02-04 |     1|    0.1%|      1,541|        77.1%|
# |682  |2005-02-15 |     1|    0.1%|      1,542|        77.1%|
# |683  |2005-02-17 |     1|    0.1%|      1,543|        77.2%|
# |684  |2005-02-18 |     1|    0.1%|      1,544|        77.2%|
# |685  |2005-03-27 |     1|    0.1%|      1,545|        77.3%|
# |686  |2005-03-28 |     1|    0.1%|      1,546|        77.3%|
# |687  |2005-04-21 |     1|    0.1%|      1,547|        77.4%|
# |688  |2005-05-11 |     1|    0.1%|      1,548|        77.4%|
# |689  |2005-05-15 |     1|    0.1%|      1,549|        77.5%|
# |690  |2005-05-26 |     1|    0.1%|      1,550|        77.5%|
# |691  |2005-06-20 |     1|    0.1%|      1,551|        77.6%|
# |692  |2005-07-05 |     1|    0.1%|      1,552|        77.6%|
# |693  |2005-07-30 |     1|    0.1%|      1,553|        77.7%|
# |694  |2005-08-01 |     1|    0.1%|      1,554|        77.7%|
# |695  |2005-08-15 |     1|    0.1%|      1,555|        77.8%|
# |696  |2005-08-17 |     1|    0.1%|      1,556|        77.8%|
# |697  |2005-08-29 |     1|    0.1%|      1,557|        77.9%|
# |698  |2005-09-07 |     1|    0.1%|      1,558|        77.9%|
# |699  |2005-09-13 |     1|    0.1%|      1,559|        78.0%|
# |700  |2005-09-14 |     1|    0.1%|      1,560|        78.0%|
# |701  |2005-09-16 |     1|    0.1%|      1,561|        78.1%|
# |702  |2005-09-18 |     1|    0.1%|      1,562|        78.1%|
# |703  |2005-09-20 |     1|    0.1%|      1,563|        78.2%|
# |704  |2005-09-28 |     1|    0.1%|      1,564|        78.2%|
# |705  |2005-10-17 |     1|    0.1%|      1,565|        78.3%|
# |706  |2005-10-18 |     1|    0.1%|      1,566|        78.3%|
# |707  |2005-10-23 |     1|    0.1%|      1,567|        78.4%|
# |708  |2005-10-31 |     1|    0.1%|      1,568|        78.4%|
# |709  |2005-11-10 |     1|    0.1%|      1,569|        78.5%|
# |710  |2005-11-27 |     1|    0.1%|      1,570|        78.5%|
# |711  |2005-12-11 |     1|    0.1%|      1,571|        78.6%|
# |712  |2006-01-10 |     1|    0.1%|      1,572|        78.6%|
# |713  |2006-01-27 |     1|    0.1%|      1,573|        78.7%|
# |714  |2006-01-31 |     1|    0.1%|      1,574|        78.7%|
# |715  |2006-02-10 |     1|    0.1%|      1,575|        78.8%|
# |716  |2006-02-15 |     1|    0.1%|      1,576|        78.8%|
# |717  |2006-03-02 |     1|    0.1%|      1,577|        78.9%|
# |718  |2006-03-13 |     1|    0.1%|      1,578|        78.9%|
# |719  |2006-03-21 |     1|    0.1%|      1,579|        79.0%|
# |720  |2006-03-25 |     1|    0.1%|      1,580|        79.0%|
# |721  |2006-03-27 |     1|    0.1%|      1,581|        79.1%|
# |722  |2006-04-18 |     1|    0.1%|      1,582|        79.1%|
# |723  |2006-05-06 |     1|    0.1%|      1,583|        79.2%|
# |724  |2006-05-08 |     1|    0.1%|      1,584|        79.2%|
# |725  |2006-05-17 |     1|    0.1%|      1,585|        79.3%|
# |726  |2006-05-22 |     1|    0.1%|      1,586|        79.3%|
# |727  |2006-05-23 |     1|    0.1%|      1,587|        79.4%|
# |728  |2006-06-13 |     1|    0.1%|      1,588|        79.4%|
# |729  |2006-07-03 |     1|    0.1%|      1,589|        79.5%|
# |730  |2006-07-05 |     1|    0.1%|      1,590|        79.5%|
# |731  |2006-07-07 |     1|    0.1%|      1,591|        79.6%|
# |732  |2006-07-28 |     1|    0.1%|      1,592|        79.6%|
# |733  |2006-08-01 |     1|    0.1%|      1,593|        79.7%|
# |734  |2006-08-11 |     1|    0.1%|      1,594|        79.7%|
# |735  |2006-08-14 |     1|    0.1%|      1,595|        79.8%|
# |736  |2006-08-29 |     1|    0.1%|      1,596|        79.8%|
# |737  |2006-09-11 |     1|    0.1%|      1,597|        79.9%|
# |738  |2006-10-12 |     1|    0.1%|      1,598|        79.9%|
# |739  |2006-10-13 |     1|    0.1%|      1,599|        80.0%|
# |740  |2006-10-24 |     1|    0.1%|      1,600|        80.0%|
# |741  |2006-11-11 |     1|    0.1%|      1,601|        80.1%|
# |742  |2006-11-13 |     1|    0.1%|      1,602|        80.1%|
# |743  |2006-11-20 |     1|    0.1%|      1,603|        80.2%|
# |744  |2006-11-21 |     1|    0.1%|      1,604|        80.2%|
# |745  |2006-12-13 |     1|    0.1%|      1,605|        80.3%|
# |746  |2006-12-26 |     1|    0.1%|      1,606|        80.3%|
# |747  |2007-01-01 |     1|    0.1%|      1,607|        80.4%|
# |748  |2007-01-02 |     1|    0.1%|      1,608|        80.4%|
# |749  |2007-02-20 |     1|    0.1%|      1,609|        80.5%|
# |750  |2007-02-22 |     1|    0.1%|      1,610|        80.5%|
# |751  |2007-02-23 |     1|    0.1%|      1,611|        80.6%|
# |752  |2007-03-05 |     1|    0.1%|      1,612|        80.6%|
# |753  |2007-03-11 |     1|    0.1%|      1,613|        80.7%|
# |754  |2007-03-17 |     1|    0.1%|      1,614|        80.7%|
# |755  |2007-04-12 |     1|    0.1%|      1,615|        80.8%|
# |756  |2007-05-08 |     1|    0.1%|      1,616|        80.8%|
# |757  |2007-05-26 |     1|    0.1%|      1,617|        80.9%|
# |758  |2007-06-01 |     1|    0.1%|      1,618|        80.9%|
# |759  |2007-06-09 |     1|    0.1%|      1,619|        81.0%|
# |760  |2007-06-17 |     1|    0.1%|      1,620|        81.0%|
# |761  |2007-06-25 |     1|    0.1%|      1,621|        81.1%|
# |762  |2007-07-15 |     1|    0.1%|      1,622|        81.1%|
# |763  |2007-07-26 |     1|    0.1%|      1,623|        81.2%|
# |764  |2007-08-03 |     1|    0.1%|      1,624|        81.2%|
# |765  |2007-08-04 |     1|    0.1%|      1,625|        81.3%|
# |766  |2007-08-11 |     1|    0.1%|      1,626|        81.3%|
# |767  |2007-09-10 |     1|    0.1%|      1,627|        81.4%|
# |768  |2007-09-20 |     1|    0.1%|      1,628|        81.4%|
# |769  |2007-09-27 |     1|    0.1%|      1,629|        81.5%|
# |770  |2007-09-30 |     1|    0.1%|      1,630|        81.5%|
# |771  |2007-10-27 |     1|    0.1%|      1,631|        81.6%|
# |772  |2007-11-02 |     1|    0.1%|      1,632|        81.6%|
# |773  |2007-11-13 |     1|    0.1%|      1,633|        81.7%|
# |774  |2007-11-14 |     1|    0.1%|      1,634|        81.7%|
# |775  |2007-11-15 |     1|    0.1%|      1,635|        81.8%|
# |776  |2007-11-21 |     1|    0.1%|      1,636|        81.8%|
# |777  |2007-11-29 |     1|    0.1%|      1,637|        81.9%|
# |778  |2007-12-03 |     1|    0.1%|      1,638|        81.9%|
# |779  |2008-01-13 |     1|    0.1%|      1,639|        82.0%|
# |780  |2008-01-25 |     1|    0.1%|      1,640|        82.0%|
# |781  |2008-01-28 |     1|    0.1%|      1,641|        82.1%|
# |782  |2008-01-29 |     1|    0.1%|      1,642|        82.1%|
# |783  |2008-02-10 |     1|    0.1%|      1,643|        82.2%|
# |784  |2008-02-11 |     1|    0.1%|      1,644|        82.2%|
# |785  |2008-02-12 |     1|    0.1%|      1,645|        82.3%|
# |786  |2008-02-26 |     1|    0.1%|      1,646|        82.3%|
# |787  |2008-02-28 |     1|    0.1%|      1,647|        82.4%|
# |788  |2008-03-28 |     1|    0.1%|      1,648|        82.4%|
# |789  |2008-04-16 |     1|    0.1%|      1,649|        82.5%|
# |790  |2008-04-28 |     1|    0.1%|      1,650|        82.5%|
# |791  |2008-05-01 |     1|    0.1%|      1,651|        82.6%|
# |792  |2008-05-22 |     1|    0.1%|      1,652|        82.6%|
# |793  |2008-06-07 |     1|    0.1%|      1,653|        82.7%|
# |794  |2008-06-10 |     1|    0.1%|      1,654|        82.7%|
# |795  |2008-06-13 |     1|    0.1%|      1,655|        82.8%|
# |796  |2008-06-14 |     1|    0.1%|      1,656|        82.8%|
# |797  |2008-06-15 |     1|    0.1%|      1,657|        82.9%|
# |798  |2008-06-16 |     1|    0.1%|      1,658|        82.9%|
# |799  |2008-06-25 |     1|    0.1%|      1,659|        83.0%|
# |800  |2008-07-22 |     1|    0.1%|      1,660|        83.0%|
# |801  |2008-09-21 |     1|    0.1%|      1,661|        83.1%|
# |802  |2008-09-27 |     1|    0.1%|      1,662|        83.1%|
# |803  |2008-09-28 |     1|    0.1%|      1,663|        83.2%|
# |804  |2008-10-06 |     1|    0.1%|      1,664|        83.2%|
# |805  |2008-10-17 |     1|    0.1%|      1,665|        83.3%|
# |806  |2008-10-19 |     1|    0.1%|      1,666|        83.3%|
# |807  |2008-10-27 |     1|    0.1%|      1,667|        83.4%|
# |808  |2008-10-28 |     1|    0.1%|      1,668|        83.4%|
# |809  |2008-11-10 |     1|    0.1%|      1,669|        83.5%|
# |810  |2008-11-19 |     1|    0.1%|      1,670|        83.5%|
# |811  |2008-11-20 |     1|    0.1%|      1,671|        83.6%|
# |812  |2008-11-25 |     1|    0.1%|      1,672|        83.6%|
# |813  |2008-11-26 |     1|    0.1%|      1,673|        83.7%|
# |814  |2008-11-27 |     1|    0.1%|      1,674|        83.7%|
# |815  |2008-11-28 |     1|    0.1%|      1,675|        83.8%|
# |816  |2008-12-04 |     1|    0.1%|      1,676|        83.8%|
# |817  |2008-12-06 |     1|    0.1%|      1,677|        83.9%|
# |818  |2008-12-11 |     1|    0.1%|      1,678|        83.9%|
# |819  |2008-12-22 |     1|    0.1%|      1,679|        84.0%|
# |820  |2008-12-30 |     1|    0.1%|      1,680|        84.0%|
# |821  |2008-12-31 |     1|    0.1%|      1,681|        84.1%|
# |822  |2009-01-08 |     1|    0.1%|      1,682|        84.1%|
# |823  |2009-01-19 |     1|    0.1%|      1,683|        84.2%|
# |824  |2009-02-08 |     1|    0.1%|      1,684|        84.2%|
# |825  |2009-02-24 |     1|    0.1%|      1,685|        84.3%|
# |826  |2009-02-25 |     1|    0.1%|      1,686|        84.3%|
# |827  |2009-03-06 |     1|    0.1%|      1,687|        84.4%|
# |828  |2009-03-09 |     1|    0.1%|      1,688|        84.4%|
# |829  |2009-03-26 |     1|    0.1%|      1,689|        84.5%|
# |830  |2009-04-09 |     1|    0.1%|      1,690|        84.5%|
# |831  |2009-05-05 |     1|    0.1%|      1,691|        84.6%|
# |832  |2009-05-15 |     1|    0.1%|      1,692|        84.6%|
# |833  |2009-05-19 |     1|    0.1%|      1,693|        84.7%|
# |834  |2009-05-20 |     1|    0.1%|      1,694|        84.7%|
# |835  |2009-05-25 |     1|    0.1%|      1,695|        84.8%|
# |836  |2009-05-26 |     1|    0.1%|      1,696|        84.8%|
# |837  |2009-06-10 |     1|    0.1%|      1,697|        84.9%|
# |838  |2009-06-13 |     1|    0.1%|      1,698|        84.9%|
# |839  |2009-06-18 |     1|    0.1%|      1,699|        85.0%|
# |840  |2009-06-29 |     1|    0.1%|      1,700|        85.0%|
# |841  |2009-07-18 |     1|    0.1%|      1,701|        85.1%|
# |842  |2009-08-06 |     1|    0.1%|      1,702|        85.1%|
# |843  |2009-08-09 |     1|    0.1%|      1,703|        85.2%|
# |844  |2009-08-11 |     1|    0.1%|      1,704|        85.2%|
# |845  |2009-08-14 |     1|    0.1%|      1,705|        85.3%|
# |846  |2009-08-18 |     1|    0.1%|      1,706|        85.3%|
# |847  |2009-08-24 |     1|    0.1%|      1,707|        85.4%|
# |848  |2009-09-25 |     1|    0.1%|      1,708|        85.4%|
# |849  |2009-10-03 |     1|    0.1%|      1,709|        85.5%|
# |850  |2009-10-06 |     1|    0.1%|      1,710|        85.5%|
# |851  |2009-10-07 |     1|    0.1%|      1,711|        85.6%|
# |852  |2009-10-19 |     1|    0.1%|      1,712|        85.6%|
# |853  |2009-11-08 |     1|    0.1%|      1,713|        85.7%|
# |854  |2009-11-19 |     1|    0.1%|      1,714|        85.7%|
# |855  |2009-11-26 |     1|    0.1%|      1,715|        85.8%|
# |856  |2009-12-14 |     1|    0.1%|      1,716|        85.8%|
# |857  |2009-12-16 |     1|    0.1%|      1,717|        85.9%|
# |858  |2009-12-30 |     1|    0.1%|      1,718|        85.9%|
# |859  |2010-01-04 |     1|    0.1%|      1,719|        86.0%|
# |860  |2010-01-06 |     1|    0.1%|      1,720|        86.0%|
# |861  |2010-01-07 |     1|    0.1%|      1,721|        86.1%|
# |862  |2010-01-17 |     1|    0.1%|      1,722|        86.1%|
# |863  |2010-02-20 |     1|    0.1%|      1,723|        86.2%|
# |864  |2010-02-25 |     1|    0.1%|      1,724|        86.2%|
# |865  |2010-02-26 |     1|    0.1%|      1,725|        86.3%|
# |866  |2010-03-05 |     1|    0.1%|      1,726|        86.3%|
# |867  |2010-03-15 |     1|    0.1%|      1,727|        86.4%|
# |868  |2010-04-05 |     1|    0.1%|      1,728|        86.4%|
# |869  |2010-04-06 |     1|    0.1%|      1,729|        86.5%|
# |870  |2010-04-23 |     1|    0.1%|      1,730|        86.5%|
# |871  |2010-05-10 |     1|    0.1%|      1,731|        86.6%|
# |872  |2010-06-04 |     1|    0.1%|      1,732|        86.6%|
# |873  |2010-07-01 |     1|    0.1%|      1,733|        86.7%|
# |874  |2010-07-03 |     1|    0.1%|      1,734|        86.7%|
# |875  |2010-07-10 |     1|    0.1%|      1,735|        86.8%|
# |876  |2010-08-26 |     1|    0.1%|      1,736|        86.8%|
# |877  |2010-08-27 |     1|    0.1%|      1,737|        86.9%|
# |878  |2010-10-06 |     1|    0.1%|      1,738|        86.9%|
# |879  |2010-10-18 |     1|    0.1%|      1,739|        87.0%|
# |880  |2010-10-26 |     1|    0.1%|      1,740|        87.0%|
# |881  |2010-11-12 |     1|    0.1%|      1,741|        87.1%|
# |882  |2010-11-13 |     1|    0.1%|      1,742|        87.1%|
# |883  |2010-12-11 |     1|    0.1%|      1,743|        87.2%|
# |884  |2010-12-13 |     1|    0.1%|      1,744|        87.2%|
# |885  |2010-12-27 |     1|    0.1%|      1,745|        87.3%|
# |886  |2010-12-30 |     1|    0.1%|      1,746|        87.3%|
# |887  |2011-01-02 |     1|    0.1%|      1,747|        87.4%|
# |888  |2011-01-03 |     1|    0.1%|      1,748|        87.4%|
# |889  |2011-01-11 |     1|    0.1%|      1,749|        87.5%|
# |890  |2011-03-03 |     1|    0.1%|      1,750|        87.5%|
# |891  |2011-03-06 |     1|    0.1%|      1,751|        87.6%|
# |892  |2011-03-16 |     1|    0.1%|      1,752|        87.6%|
# |893  |2011-03-17 |     1|    0.1%|      1,753|        87.7%|
# |894  |2011-03-19 |     1|    0.1%|      1,754|        87.7%|
# |895  |2011-03-21 |     1|    0.1%|      1,755|        87.8%|
# |896  |2011-03-28 |     1|    0.1%|      1,756|        87.8%|
# |897  |2011-04-01 |     1|    0.1%|      1,757|        87.9%|
# |898  |2011-04-04 |     1|    0.1%|      1,758|        87.9%|
# |899  |2011-04-06 |     1|    0.1%|      1,759|        88.0%|
# |900  |2011-04-11 |     1|    0.1%|      1,760|        88.0%|
# |901  |2011-04-20 |     1|    0.1%|      1,761|        88.1%|
# |902  |2011-05-03 |     1|    0.1%|      1,762|        88.1%|
# |903  |2011-05-04 |     1|    0.1%|      1,763|        88.2%|
# |904  |2011-05-08 |     1|    0.1%|      1,764|        88.2%|
# |905  |2011-05-09 |     1|    0.1%|      1,765|        88.3%|
# |906  |2011-05-27 |     1|    0.1%|      1,766|        88.3%|
# |907  |2011-05-29 |     1|    0.1%|      1,767|        88.4%|
# |908  |2011-05-31 |     1|    0.1%|      1,768|        88.4%|
# |909  |2011-06-06 |     1|    0.1%|      1,769|        88.5%|
# |910  |2011-06-10 |     1|    0.1%|      1,770|        88.5%|
# |911  |2011-06-18 |     1|    0.1%|      1,771|        88.6%|
# |912  |2011-06-22 |     1|    0.1%|      1,772|        88.6%|
# |913  |2011-07-10 |     1|    0.1%|      1,773|        88.7%|
# |914  |2011-07-18 |     1|    0.1%|      1,774|        88.7%|
# |915  |2011-08-14 |     1|    0.1%|      1,775|        88.8%|
# |916  |2011-08-16 |     1|    0.1%|      1,776|        88.8%|
# |917  |2011-08-18 |     1|    0.1%|      1,777|        88.9%|
# |918  |2011-08-21 |     1|    0.1%|      1,778|        88.9%|
# |919  |2011-09-04 |     1|    0.1%|      1,779|        89.0%|
# |920  |2011-09-18 |     1|    0.1%|      1,780|        89.0%|
# |921  |2011-09-27 |     1|    0.1%|      1,781|        89.1%|
# |922  |2011-10-14 |     1|    0.1%|      1,782|        89.1%|
# |923  |2011-10-17 |     1|    0.1%|      1,783|        89.2%|
# |924  |2011-10-29 |     1|    0.1%|      1,784|        89.2%|
# |925  |2011-10-30 |     1|    0.1%|      1,785|        89.3%|
# |926  |2011-11-02 |     1|    0.1%|      1,786|        89.3%|
# |927  |2011-11-07 |     1|    0.1%|      1,787|        89.4%|
# |928  |2011-11-10 |     1|    0.1%|      1,788|        89.4%|
# |929  |2011-11-11 |     1|    0.1%|      1,789|        89.5%|
# |930  |2011-11-12 |     1|    0.1%|      1,790|        89.5%|
# |931  |2011-12-19 |     1|    0.1%|      1,791|        89.6%|
# |932  |2011-12-27 |     1|    0.1%|      1,792|        89.6%|
# |933  |2012-01-05 |     1|    0.1%|      1,793|        89.7%|
# |934  |2012-01-06 |     1|    0.1%|      1,794|        89.7%|
# |935  |2012-01-25 |     1|    0.1%|      1,795|        89.8%|
# |936  |2012-01-28 |     1|    0.1%|      1,796|        89.8%|
# |937  |2012-02-06 |     1|    0.1%|      1,797|        89.9%|
# |938  |2012-03-10 |     1|    0.1%|      1,798|        89.9%|
# |939  |2012-05-09 |     1|    0.1%|      1,799|        90.0%|
# |940  |2012-05-19 |     1|    0.1%|      1,800|        90.0%|
# |941  |2012-06-01 |     1|    0.1%|      1,801|        90.1%|
# |942  |2012-06-12 |     1|    0.1%|      1,802|        90.1%|
# |943  |2012-06-28 |     1|    0.1%|      1,803|        90.2%|
# |944  |2012-06-29 |     1|    0.1%|      1,804|        90.2%|
# |945  |2012-07-09 |     1|    0.1%|      1,805|        90.3%|
# |946  |2012-07-18 |     1|    0.1%|      1,806|        90.3%|
# |947  |2012-08-07 |     1|    0.1%|      1,807|        90.4%|
# |948  |2012-08-08 |     1|    0.1%|      1,808|        90.4%|
# |949  |2012-09-02 |     1|    0.1%|      1,809|        90.5%|
# |950  |2012-09-05 |     1|    0.1%|      1,810|        90.5%|
# |951  |2012-09-12 |     1|    0.1%|      1,811|        90.6%|
# |952  |2012-09-18 |     1|    0.1%|      1,812|        90.6%|
# |953  |2012-09-27 |     1|    0.1%|      1,813|        90.7%|
# |954  |2012-09-30 |     1|    0.1%|      1,814|        90.7%|
# |955  |2012-10-09 |     1|    0.1%|      1,815|        90.8%|
# |956  |2012-10-17 |     1|    0.1%|      1,816|        90.8%|
# |957  |2012-11-13 |     1|    0.1%|      1,817|        90.9%|
# |958  |2012-11-14 |     1|    0.1%|      1,818|        90.9%|
# |959  |2012-11-23 |     1|    0.1%|      1,819|        91.0%|
# |960  |2012-11-24 |     1|    0.1%|      1,820|        91.0%|
# |961  |2012-12-20 |     1|    0.1%|      1,821|        91.1%|
# |962  |2012-12-21 |     1|    0.1%|      1,822|        91.1%|
# |963  |2012-12-23 |     1|    0.1%|      1,823|        91.2%|
# |964  |2013-02-10 |     1|    0.1%|      1,824|        91.2%|
# |965  |2013-02-28 |     1|    0.1%|      1,825|        91.3%|
# |966  |2013-03-17 |     1|    0.1%|      1,826|        91.3%|
# |967  |2013-03-22 |     1|    0.1%|      1,827|        91.4%|
# |968  |2013-04-02 |     1|    0.1%|      1,828|        91.4%|
# |969  |2013-04-05 |     1|    0.1%|      1,829|        91.5%|
# |970  |2013-04-08 |     1|    0.1%|      1,830|        91.5%|
# |971  |2013-05-13 |     1|    0.1%|      1,831|        91.6%|
# |972  |2013-06-19 |     1|    0.1%|      1,832|        91.6%|
# |973  |2013-07-04 |     1|    0.1%|      1,833|        91.7%|
# |974  |2013-07-27 |     1|    0.1%|      1,834|        91.7%|
# |975  |2013-08-15 |     1|    0.1%|      1,835|        91.8%|
# |976  |2013-08-23 |     1|    0.1%|      1,836|        91.8%|
# |977  |2013-09-24 |     1|    0.1%|      1,837|        91.9%|
# |978  |2013-09-30 |     1|    0.1%|      1,838|        91.9%|
# |979  |2013-10-06 |     1|    0.1%|      1,839|        92.0%|
# |980  |2013-10-10 |     1|    0.1%|      1,840|        92.0%|
# |981  |2013-10-23 |     1|    0.1%|      1,841|        92.1%|
# |982  |2013-10-27 |     1|    0.1%|      1,842|        92.1%|
# |983  |2013-10-30 |     1|    0.1%|      1,843|        92.2%|
# |984  |2013-12-03 |     1|    0.1%|      1,844|        92.2%|
# |985  |2013-12-08 |     1|    0.1%|      1,845|        92.3%|
# |986  |2013-12-18 |     1|    0.1%|      1,846|        92.3%|
# |987  |2013-12-30 |     1|    0.1%|      1,847|        92.4%|
# |988  |2014-01-16 |     1|    0.1%|      1,848|        92.4%|
# |989  |2014-01-30 |     1|    0.1%|      1,849|        92.5%|
# |990  |2014-03-05 |     1|    0.1%|      1,850|        92.5%|
# |991  |2014-03-19 |     1|    0.1%|      1,851|        92.6%|
# |992  |2014-04-01 |     1|    0.1%|      1,852|        92.6%|
# |993  |2014-04-15 |     1|    0.1%|      1,853|        92.7%|
# |994  |2014-05-02 |     1|    0.1%|      1,854|        92.7%|
# |995  |2014-05-12 |     1|    0.1%|      1,855|        92.8%|
# |996  |2014-05-13 |     1|    0.1%|      1,856|        92.8%|
# |997  |2014-06-02 |     1|    0.1%|      1,857|        92.9%|
# |998  |2014-06-14 |     1|    0.1%|      1,858|        92.9%|
# |999  |2014-06-18 |     1|    0.1%|      1,859|        93.0%|
# |1000 |2014-06-28 |     1|    0.1%|      1,860|        93.0%|
# |1001 |2014-07-02 |     1|    0.1%|      1,861|        93.1%|
# |1002 |2014-07-15 |     1|    0.1%|      1,862|        93.1%|
# |1003 |2014-07-17 |     1|    0.1%|      1,863|        93.2%|
# |1004 |2014-07-19 |     1|    0.1%|      1,864|        93.2%|
# |1005 |2014-07-22 |     1|    0.1%|      1,865|        93.3%|
# |1006 |2014-07-23 |     1|    0.1%|      1,866|        93.3%|
# |1007 |2014-07-28 |     1|    0.1%|      1,867|        93.4%|
# |1008 |2014-07-30 |     1|    0.1%|      1,868|        93.4%|
# |1009 |2014-08-05 |     1|    0.1%|      1,869|        93.5%|
# |1010 |2014-08-17 |     1|    0.1%|      1,870|        93.5%|
# |1011 |2014-08-18 |     1|    0.1%|      1,871|        93.6%|
# |1012 |2014-08-20 |     1|    0.1%|      1,872|        93.6%|
# |1013 |2014-09-11 |     1|    0.1%|      1,873|        93.7%|
# |1014 |2014-09-22 |     1|    0.1%|      1,874|        93.7%|
# |1015 |2014-10-01 |     1|    0.1%|      1,875|        93.8%|
# |1016 |2014-10-16 |     1|    0.1%|      1,876|        93.8%|
# |1017 |2014-11-08 |     1|    0.1%|      1,877|        93.9%|
# |1018 |2014-12-09 |     1|    0.1%|      1,878|        93.9%|
# |1019 |2014-12-16 |     1|    0.1%|      1,879|        94.0%|
# |1020 |2014-12-20 |     1|    0.1%|      1,880|        94.0%|
# |1021 |2014-12-23 |     1|    0.1%|      1,881|        94.1%|
# |1022 |2014-12-27 |     1|    0.1%|      1,882|        94.1%|
# |1023 |2014-12-30 |     1|    0.1%|      1,883|        94.2%|
# |1024 |2015-01-10 |     1|    0.1%|      1,884|        94.2%|
# |1025 |2015-01-21 |     1|    0.1%|      1,885|        94.3%|
# |1026 |2015-02-08 |     1|    0.1%|      1,886|        94.3%|
# |1027 |2015-02-13 |     1|    0.1%|      1,887|        94.4%|
# |1028 |2015-02-18 |     1|    0.1%|      1,888|        94.4%|
# |1029 |2015-03-17 |     1|    0.1%|      1,889|        94.5%|
# |1030 |2015-03-19 |     1|    0.1%|      1,890|        94.5%|
# |1031 |2015-03-20 |     1|    0.1%|      1,891|        94.6%|
# |1032 |2015-03-22 |     1|    0.1%|      1,892|        94.6%|
# |1033 |2015-04-12 |     1|    0.1%|      1,893|        94.7%|
# |1034 |2015-04-13 |     1|    0.1%|      1,894|        94.7%|
# |1035 |2015-04-23 |     1|    0.1%|      1,895|        94.8%|
# |1036 |2015-04-26 |     1|    0.1%|      1,896|        94.8%|
# |1037 |2015-04-27 |     1|    0.1%|      1,897|        94.9%|
# |1038 |2015-04-30 |     1|    0.1%|      1,898|        94.9%|
# |1039 |2015-05-04 |     1|    0.1%|      1,899|        95.0%|
# |1040 |2015-05-22 |     1|    0.1%|      1,900|        95.0%|
# |1041 |2015-05-23 |     1|    0.1%|      1,901|        95.1%|
# |1042 |2015-05-27 |     1|    0.1%|      1,902|        95.1%|
# |1043 |2015-06-05 |     1|    0.1%|      1,903|        95.2%|
# |1044 |2015-06-16 |     1|    0.1%|      1,904|        95.2%|
# |1045 |2015-06-23 |     1|    0.1%|      1,905|        95.3%|
# |1046 |2015-06-26 |     1|    0.1%|      1,906|        95.3%|
# |1047 |2015-06-28 |     1|    0.1%|      1,907|        95.4%|
# |1048 |2015-07-25 |     1|    0.1%|      1,908|        95.4%|
# |1049 |2015-08-13 |     1|    0.1%|      1,909|        95.5%|
# |1050 |2015-08-17 |     1|    0.1%|      1,910|        95.5%|
# |1051 |2015-09-14 |     1|    0.1%|      1,911|        95.6%|
# |1052 |2015-09-21 |     1|    0.1%|      1,912|        95.6%|
# |1053 |2015-09-28 |     1|    0.1%|      1,913|        95.7%|
# |1054 |2015-10-15 |     1|    0.1%|      1,914|        95.7%|
# |1055 |2015-10-31 |     1|    0.1%|      1,915|        95.8%|
# |1056 |2015-11-09 |     1|    0.1%|      1,916|        95.8%|
# |1057 |2015-11-15 |     1|    0.1%|      1,917|        95.9%|
# |1058 |2015-12-04 |     1|    0.1%|      1,918|        95.9%|
# |1059 |2015-12-18 |     1|    0.1%|      1,919|        96.0%|
# |1060 |2016-01-28 |     1|    0.1%|      1,920|        96.0%|
# |1061 |2016-02-14 |     1|    0.1%|      1,921|        96.1%|
# |1062 |2016-02-15 |     1|    0.1%|      1,922|        96.1%|
# |1063 |2016-02-16 |     1|    0.1%|      1,923|        96.2%|
# |1064 |2016-02-17 |     1|    0.1%|      1,924|        96.2%|
# |1065 |2016-03-25 |     1|    0.1%|      1,925|        96.3%|
# |1066 |2016-04-19 |     1|    0.1%|      1,926|        96.3%|
# |1067 |2016-04-23 |     1|    0.1%|      1,927|        96.4%|
# |1068 |2016-05-02 |     1|    0.1%|      1,928|        96.4%|
# |1069 |2016-05-03 |     1|    0.1%|      1,929|        96.5%|
# |1070 |2016-05-05 |     1|    0.1%|      1,930|        96.5%|
# |1071 |2016-05-06 |     1|    0.1%|      1,931|        96.6%|
# |1072 |2016-05-08 |     1|    0.1%|      1,932|        96.6%|
# |1073 |2016-05-09 |     1|    0.1%|      1,933|        96.7%|
# |1074 |2016-05-13 |     1|    0.1%|      1,934|        96.7%|
# |1075 |2016-05-24 |     1|    0.1%|      1,935|        96.8%|
# |1076 |2016-05-28 |     1|    0.1%|      1,936|        96.8%|
# |1077 |2016-05-30 |     1|    0.1%|      1,937|        96.9%|
# |1078 |2016-06-01 |     1|    0.1%|      1,938|        96.9%|
# |1079 |2016-06-13 |     1|    0.1%|      1,939|        97.0%|
# |1080 |2016-06-16 |     1|    0.1%|      1,940|        97.0%|
# |1081 |2016-06-28 |     1|    0.1%|      1,941|        97.1%|
# |1082 |2016-06-29 |     1|    0.1%|      1,942|        97.1%|
# |1083 |2016-07-08 |     1|    0.1%|      1,943|        97.2%|
# |1084 |2016-07-14 |     1|    0.1%|      1,944|        97.2%|
# |1085 |2016-08-18 |     1|    0.1%|      1,945|        97.3%|
# |1086 |2016-08-24 |     1|    0.1%|      1,946|        97.3%|
# |1087 |2016-09-09 |     1|    0.1%|      1,947|        97.4%|
# |1088 |2016-09-10 |     1|    0.1%|      1,948|        97.4%|
# |1089 |2016-09-11 |     1|    0.1%|      1,949|        97.5%|
# |1090 |2016-09-28 |     1|    0.1%|      1,950|        97.5%|
# |1091 |2016-10-01 |     1|    0.1%|      1,951|        97.6%|
# |1092 |2016-10-02 |     1|    0.1%|      1,952|        97.6%|
# |1093 |2016-10-06 |     1|    0.1%|      1,953|        97.7%|
# |1094 |2016-10-12 |     1|    0.1%|      1,954|        97.7%|
# |1095 |2016-10-16 |     1|    0.1%|      1,955|        97.8%|
# |1096 |2016-10-26 |     1|    0.1%|      1,956|        97.8%|
# |1097 |2016-11-11 |     1|    0.1%|      1,957|        97.9%|
# |1098 |2016-12-01 |     1|    0.1%|      1,958|        97.9%|
# |1099 |2016-12-03 |     1|    0.1%|      1,959|        98.0%|
# |1100 |2016-12-11 |     1|    0.1%|      1,960|        98.0%|
# |1101 |2016-12-14 |     1|    0.1%|      1,961|        98.1%|
# |1102 |2016-12-22 |     1|    0.1%|      1,962|        98.1%|
# |1103 |2016-12-24 |     1|    0.1%|      1,963|        98.2%|
# |1104 |2017-01-04 |     1|    0.1%|      1,964|        98.2%|
# |1105 |2017-01-05 |     1|    0.1%|      1,965|        98.3%|
# |1106 |2017-01-12 |     1|    0.1%|      1,966|        98.3%|
# |1107 |2017-02-02 |     1|    0.1%|      1,967|        98.4%|
# |1108 |2017-02-14 |     1|    0.1%|      1,968|        98.4%|
# |1109 |2017-02-20 |     1|    0.1%|      1,969|        98.5%|
# |1110 |2017-02-25 |     1|    0.1%|      1,970|        98.5%|
# |1111 |2017-03-17 |     1|    0.1%|      1,971|        98.6%|
# |1112 |2017-03-19 |     1|    0.1%|      1,972|        98.6%|
# |1113 |2017-03-23 |     1|    0.1%|      1,973|        98.7%|
# |1114 |2017-03-30 |     1|    0.1%|      1,974|        98.7%|
# |1115 |2017-04-06 |     1|    0.1%|      1,975|        98.8%|
# |1116 |2017-05-06 |     1|    0.1%|      1,976|        98.8%|
# |1117 |2017-05-11 |     1|    0.1%|      1,977|        98.9%|
# |1118 |2017-05-25 |     1|    0.1%|      1,978|        98.9%|
# |1119 |2017-05-27 |     1|    0.1%|      1,979|        99.0%|
# |1120 |2017-05-30 |     1|    0.1%|      1,980|        99.0%|
# |1121 |2017-05-31 |     1|    0.1%|      1,981|        99.1%|
# |1122 |2017-06-13 |     1|    0.1%|      1,982|        99.1%|
# |1123 |2017-07-08 |     1|    0.1%|      1,983|        99.2%|
# |1124 |2017-07-22 |     1|    0.1%|      1,984|        99.2%|
# |1125 |2017-08-09 |     1|    0.1%|      1,985|        99.3%|
# |1126 |2017-08-18 |     1|    0.1%|      1,986|        99.3%|
# |1127 |2017-08-27 |     1|    0.1%|      1,987|        99.4%|
# |1128 |2017-09-05 |     1|    0.1%|      1,988|        99.4%|
# |1129 |2017-09-08 |     1|    0.1%|      1,989|        99.5%|
# |1130 |2017-09-12 |     1|    0.1%|      1,990|        99.5%|
# |1131 |2017-09-13 |     1|    0.1%|      1,991|        99.6%|
# |1132 |2017-09-15 |     1|    0.1%|      1,992|        99.6%|
# |1133 |2017-09-23 |     1|    0.1%|      1,993|        99.7%|
# |1134 |2017-09-28 |     1|    0.1%|      1,994|        99.7%|
# |1135 |2017-10-09 |     1|    0.1%|      1,995|        99.8%|
# |1136 |2017-11-05 |     1|    0.1%|      1,996|        99.8%|
# |1137 |2017-11-22 |     1|    0.1%|      1,997|        99.9%|
# |1138 |2017-11-23 |     1|    0.1%|      1,998|        99.9%|
# |1139 |2017-11-24 |     1|    0.1%|      1,999|       100.0%|
# |1140 |2017-12-10 |     1|    0.1%|      2,000|       100.0%|

Assigning a frequency table to an object

A frequency table is actaually a regular data.frame, with the exception that it contains an additional class.

my_df <- septic_patients %>% freq(age)
class(my_df)
# [1] "frequency_tbl" "data.frame"

Because of this additional class, a frequency table prints like the examples above. But the object itself contains the complete table without a row limitation:

dim(my_df)
# [1] 74  5

Additional parameters

Parameter na.rm

With the na.rm parameter (defaults to TRUE, but they will always be shown into the header), you can include NA values in the frequency table:

septic_patients %>%
  freq(amox, na.rm = FALSE)
# Warning: Factor `item` contains implicit NA, consider using
# `forcats::fct_explicit_na`
# 
# 
# **Frequency table of `amox`**
# 
# 
# |   |Item | Count| Percent| Cum. Count| Cum. Percent|
# |:--|:----|-----:|-------:|----------:|------------:|
# |1  |<NA> |   828|   41.4%|        828|        41.4%|
# |2  |R    |   683|   34.2%|      1,511|        75.6%|
# |3  |S    |   486|   24.3%|      1,997|        99.9%|
# |4  |I    |     3|    0.2%|      2,000|       100.0%|

Parameter row.names

The default frequency tables shows row indices. To remove them, use row.names = FALSE:

septic_patients %>%
  freq(hospital_id, row.names = FALSE)
# 
# 
# **Frequency table of `hospital_id`**
# 
# 
# |Item | Count| Percent| Cum. Count| Cum. Percent|
# |:----|-----:|-------:|----------:|------------:|
# |D    |   762|   38.1%|        762|        38.1%|
# |B    |   663|   33.2%|      1,425|        71.3%|
# |A    |   321|   16.1%|      1,746|        87.3%|
# |C    |   254|   12.7%|      2,000|       100.0%|

Parameter markdown

The markdown parameter can be used in reports created with R Markdown. This will always print all rows:

septic_patients %>%
  freq(hospital_id, markdown = TRUE)
# 
# 
# **Frequency table of `hospital_id`**
# 
# 
# |   |Item | Count| Percent| Cum. Count| Cum. Percent|
# |:--|:----|-----:|-------:|----------:|------------:|
# |1  |D    |   762|   38.1%|        762|        38.1%|
# |2  |B    |   663|   33.2%|      1,425|        71.3%|
# |3  |A    |   321|   16.1%|      1,746|        87.3%|
# |4  |C    |   254|   12.7%|      2,000|       100.0%|

AMR, (c) 2018, https://gitlab.com/msberends/AMR

Licensed under the GNU General Public License v2.0.